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Bielinski SJ, Manemann SM, Lopes GS, Jiang R, Weston SA, Reichard RR, Norman AD, Vachon CM, Takahashi PY, Singh M, Larson NB, Roger VL, St Sauver JL. The Importance of Estimating Excess Deaths Regionally During the COVID-19 Pandemic. Mayo Clin Proc 2024; 99:437-444. [PMID: 38432749 PMCID: PMC10914321 DOI: 10.1016/j.mayocp.2023.11.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Revised: 10/24/2023] [Accepted: 11/14/2023] [Indexed: 03/05/2024]
Abstract
National or statewide estimates of excess deaths have limited value to understanding the impact of the COVID-19 pandemic regionally. We assessed excess deaths in a 9-county geographically defined population that had low rates of COVID-19 and widescale availability of testing early in the pandemic, well-annotated clinical data, and coverage by 2 medical examiner's offices. We compared mortality rates (MRs) per 100,000 person-years in 2020 and 2021 with those in the 2019 reference period and MR ratios (MRRs). In 2020 and 2021, 177 and 219 deaths, respectively, were attributed to COVID-19 (MR = 52 and 66 per 100,000 person-years, respectively). COVID-19 MRs were highest in males, older persons, those living in rural areas, and those with 7 or more chronic conditions. Compared with 2019, we observed a 10% excess death rate in 2020 (MRR = 1.10 [95% CI, 1.04 to 1.15]), with excess deaths in females, older adults, and those with 7 or more chronic conditions. In contrast, we did not observe excess deaths overall in 2021 compared with 2019 (MRR = 1.04 [95% CI, 0.99 to 1.10]). However, those aged 18 to 39 years (MRR = 1.36 [95% CI, 1.03 to 1.80) and those with 0 or 1 chronic condition (MRR = 1.28 [95% CI, 1.05 to 1.56]) or 7 or more chronic conditions (MRR = 1.09 [95% CI, 1.03 to 1.15]) had increased mortality compared with 2019. This work highlights the value of leveraging regional populations that experienced a similar pandemic wave timeline, mitigation strategies, testing availability, and data quality.
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Affiliation(s)
- Suzette J Bielinski
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN.
| | - Sheila M Manemann
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Guilherme S Lopes
- Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Ruoxiang Jiang
- Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Susan A Weston
- Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - R Ross Reichard
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Aaron D Norman
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Celine M Vachon
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Paul Y Takahashi
- Division of Community Internal Medicine, Department of Medicine, Mayo Clinic, Rochester, MN
| | - Mandeep Singh
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN
| | - Nicholas B Larson
- Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Véronique L Roger
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN; Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN; Epidemiology and Community Health Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Jennifer L St Sauver
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
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2
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Kleinstern G, Boddicker NJ, O’Brien DR, Allmer C, Rabe KG, Norman AD, Griffin R, Yan H, Ma T, Call TG, Bruins L, Brown S, Bonolo de Campos C, Hanson CA, Leis JF, Ding W, Vachon CM, Kay NE, Oakes CC, Parker AS, Brander DM, Weinberg JB, Furman RR, Shanafelt TD, Cerhan JR, Parikh SA, Braggio E, Slager SL. Tumor mutational load is prognostic for progression to therapy among high-count monoclonal B-cell lymphocytosis (HCMBL). Blood Adv 2024; 8:bloodadvances.2023012242. [PMID: 38359367 PMCID: PMC11059316 DOI: 10.1182/bloodadvances.2023012242] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 12/21/2023] [Accepted: 01/22/2024] [Indexed: 02/17/2024] Open
Abstract
HCMBL is a precursor condition to chronic lymphocytic leukemia (CLL). We have shown that among individuals with HCMBL the CLL-International Prognostic Index (CLL-IPI) is prognostic for time-to-first therapy (TTFT). Little is known about the prognostic impact of somatically mutated genes among individuals with HCMBL. We sequenced DNA from 371 HCMBL individuals using a targeted sequencing panel of 59 recurrently mutated genes in CLL to identify high-impact mutations. We compared the sequencing results to that of our treatment-naïve CLL cohort(N=855) and employed Cox regression to estimate hazard ratios and 95% confidence intervals (CI) for associations with TTFT. Compared to CLL, the frequencies of any mutated genes were lower in HCMBL (70% versus 52%). At 10-years, 37% of HCMBL individuals with any mutated gene had progressed requiring treatment compared to 10% among HCMBL individuals with no mutations; this led to 5.4-fold shorter TTFT (95%CI:2.6-11.0) among HCMBL with any mutated gene versus none, independent of CLL-IPI. When considering individuals with low-risk of progression according to CLL-IPI, HCMBL individuals with any mutations had 4.3-fold shorter TTFT (95%CI:1.6-11.8) versus those with none. Finally, when considering both CLL-IPI and any mutated gene status, we observed HCMBL individuals who were high-risk for both prognostic factors with worse prognosis compared to low-risk CLL patients (i.e., 5-year progression rate of 32% versus 21%, respectively). Among HCMBL, the frequency of somatically mutated genes at diagnosis is lower than that of CLL. Accounting for both the number of mutated genes and CLL-IPI can identify HCMBL individuals with more aggressive clinical course.
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Affiliation(s)
- Geffen Kleinstern
- School of Public Health, University of Haifa, Haifa, Israel
- Division of Computational Biology, Mayo Clinic, Rochester, MN
| | | | | | - Cristine Allmer
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN
| | - Kari G. Rabe
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN
| | | | - Rosalie Griffin
- Division of Computational Biology, Mayo Clinic, Rochester, MN
| | - Huihuang Yan
- Division of Computational Biology, Mayo Clinic, Rochester, MN
| | - Tao Ma
- Division of Computational Biology, Mayo Clinic, Rochester, MN
| | | | - Laura Bruins
- Department of Hematology and Oncology, Mayo Clinic, Phoenix, AZ
| | - Sochilt Brown
- Department of Hematology and Oncology, Mayo Clinic, Phoenix, AZ
| | | | - Curtis A. Hanson
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Jose F. Leis
- Department of Hematology and Oncology, Mayo Clinic, Phoenix, AZ
| | - Wei Ding
- Division of Hematology, Mayo Clinic, Rochester, MN
| | | | - Neil E. Kay
- Division of Hematology, Mayo Clinic, Rochester, MN
| | - Christopher C. Oakes
- Division of Hematology, Department of Internal Medicine, The Ohio State University, Columbus OH
- The Comprehensive Cancer Center, The James Cancer Hospital and Solove Research Institute, The Ohio State University, Columbus, OH
| | | | | | - J. Brice Weinberg
- Department of Medicine, Duke University, Duke Cancer Institute, Durham, NC
- Department of Immunology, Duke University Medical Center, Durham, NC
- Durham Veterans Affairs Medical Center, Durham, NC
| | - Richard R. Furman
- Weill Cornell Medical College/New York Presbyterian Hospital, New York, NY
| | - Tait D. Shanafelt
- Department of Medicine, Division of Hematology, Stanford University, Stanford, CA
| | | | | | - Esteban Braggio
- Department of Hematology and Oncology, Mayo Clinic, Phoenix, AZ
| | - Susan L. Slager
- Division of Computational Biology, Mayo Clinic, Rochester, MN
- Division of Hematology, Mayo Clinic, Rochester, MN
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3
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Macauda A, Briem K, Clay-Gilmour A, Cozen W, Försti A, Giaccherini M, Corradi C, Sainz J, Niazi Y, Ter Horst R, Li Y, Netea MG, Vogel U, Hemminki K, Slager SL, Varkonyi J, Andersen V, Iskierka-Jazdzewska E, Mártinez-Lopez J, Zaucha J, Camp NJ, Rajkumar SV, Druzd-Sitek A, Bhatti P, Chanock SJ, Kumar SK, Subocz E, Mazur G, Landi S, Machiela MJ, Jerez A, Norman AD, Hildebrandt MAT, Kadar K, Berndt SI, Ziv E, Buda G, Nagler A, Dumontet C, Raźny M, Watek M, Butrym A, Grzasko N, Dudzinski M, Rybicka-Ramos M, Matera EL, García-Sanz R, Goldschmidt H, Jamroziak K, Jurczyszyn A, Clavero E, Giles GG, Pelosini M, Zawirska D, Kruszewski M, Marques H, Haastrup E, Sánchez-Maldonado JM, Bertsch U, Rymko M, Raab MS, Brown EE, Hofmann JN, Vachon C, Campa D, Canzian F. Identification of novel genetic loci for risk of multiple myeloma by functional annotation. Leukemia 2023; 37:2326-2329. [PMID: 37723249 PMCID: PMC10624610 DOI: 10.1038/s41375-023-02022-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 08/08/2023] [Accepted: 09/04/2023] [Indexed: 09/20/2023]
Affiliation(s)
- Angelica Macauda
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Klara Briem
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Alyssa Clay-Gilmour
- Department of Epidemiology & Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
| | - Wendy Cozen
- Division of Hematology/Oncology, Division of Hematology/Oncology, Department of Medicine, School of Medicine, Department of Pathology, School of Medicine, Susan and Henry Samueli College of Health Sciences, Chao Family Comprehensive Cancer Center, University of California at Irvine, Irvine, CA, USA
| | - Asta Försti
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), Heidelberg, Germany
| | | | | | - Juan Sainz
- Genomic Oncology Area, GENYO. Centre for Genomics and Oncological Research: Pfizer / University of Granada / Andalusian Regional Government, PTS, Granada, Spain
- Instituto de Investigación Biosanitaria IBs.Granada, Granada, Spain
- Department of Biochemistry and Molecular Biology I, University of Granada, Granada, Spain
| | - Yasmeen Niazi
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Rob Ter Horst
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, The Netherlands
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Yang Li
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, The Netherlands
- Centre for Individualised Infection Medicine (CiiM) & TWINCORE, joint ventures between the Helmholtz-Centre for Infection Research (HZI) and the Hannover Medical School (MHH), Hannover, Germany
| | - Mihai G Netea
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, The Netherlands
- Department for Immunology & Metabolism, Life and Medical Sciences Institute (LIMES), University of Bonn, Bonn, Germany
| | - Ulla Vogel
- National Research Centre for the Working Environment, Copenhagen, Denmark
| | - Kari Hemminki
- Biomedical Center, Faculty of Medicine, Charles University Pilsen, Pilsen, Czech Republic
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Susan L Slager
- Division of Biomedical Statistics & Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Judit Varkonyi
- Department of Hematology, Semmelweis University, Budapest, Hungary
| | - Vibeke Andersen
- Molecular Diagnostics and Clinical Research Unit, Institute of Regional Health Research, University Hospital of Southern Denmark, Odense, Denmark
- Institute of Regional Research, University of Southern Denmark, Odense, Denmark
- Institute of Molecular Medicine, University of Southern Denmark, Odense, Denmark
| | | | - Joaquin Mártinez-Lopez
- Hospital Universitario 12 de Octubre, Instituto de Investigación del Hospital Universitario 12 de Octubre, 28041, Madrid, Spain
| | - Jan Zaucha
- Department of Haematology & Transplantology, Medical University of Gdańsk, Gdańsk, Poland
| | - Nicola J Camp
- Division of Hematology and Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - S Vincent Rajkumar
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | - Agnieszka Druzd-Sitek
- Department of Lymphoproliferative Diseases, Maria Skłodowska-Curie National Research Institute of Oncology, Warsaw, Poland
| | - Parveen Bhatti
- Cancer Control Research, BC Cancer, Vancouver, BC, Canada
- Program in Epidemiology, Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Shaji K Kumar
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | - Edyta Subocz
- Department of Hematology, Warmian-Masurian Cancer Center of The Ministry Of The Interior And Administration's Hospital, Olsztyn, Poland
| | | | - Stefano Landi
- Department of Biology, University of Pisa, Pisa, Italy
| | - Mitchell J Machiela
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Andrés Jerez
- Hematology and Medical Oncology Department, University Hospital Morales Meseguer, IMIB, Murcia, Spain
| | - Aaron D Norman
- Division of Biomedical Statistics & Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Michelle A T Hildebrandt
- Department of Lymphoma - Myeloma, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | | | - Sonja I Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Elad Ziv
- Department of Medicine, University of California San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA, USA
| | - Gabriele Buda
- Hematology Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Arnon Nagler
- Hematology Division Chaim Sheba Medical Center, Tel Hashomer, Israel
| | | | - Malgorzata Raźny
- Department of Hematology, Rydygier Specialistic Hospital, Cracow, Poland
| | - Marzena Watek
- Department of Hematology, Institute of Hematology and Transfusion Medicine, Warsaw, Poland
- Department of Hematology, Holycross Cancer Center, Kielce, Poland
| | - Aleksandra Butrym
- Wroclaw Medical University, Wroclaw, Poland
- Alfred Sokolowski Specialist Hospital in Walbrzych Oncology Support Centre for Clinical Trials, Wałbrzych, Poland
| | - Norbert Grzasko
- Department of Experimental Hematooncology, Medical University of Lublin, Lublin, Poland
| | - Marek Dudzinski
- Institute of Medical Sciences, College of Medical Sciences, University of Rzeszow, Rzeszow, Poland
| | - Malwina Rybicka-Ramos
- Department of Hematology, Specialist Hospital No.1 in Bytom, Academy of Silesia, Faculty of Medicine, Katowice, Poland
| | | | - Ramón García-Sanz
- University Hospital of Salamanca, Diagnostic Laboratory Unit in Hematology, University Hospital of Salamanca, IBSAL, CIBERONC, Centro de Investigación del Cáncer-IBMCC (USAL-CSIC), Salamanca, Spain
| | - Hartmut Goldschmidt
- Department of Internal Medicine V, Heidelberg University Hospital, Heidelberg, Germany
- National Centre for Tumour Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany
- National Centre for Tumour Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany. GMMG Study Group at University Hospital Heidelberg, Heidelberg, Germany
| | - Krzysztof Jamroziak
- Department of Hematology, Institute of Hematology and Transfusion Medicine, Warsaw, Poland
| | - Artur Jurczyszyn
- Hematology Department, Jagiellonian University Medical College, Cracow, Poland
| | - Esther Clavero
- Hematology Department, Virgen de las Nieves University Hospital, Granada, Spain
| | - Graham G Giles
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, VIC, Australia
- Centre for Epidemiology and Biostatistics, School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC, Australia
| | - Matteo Pelosini
- U.O. Dipartimento di Ematologia, Azienda USL Toscana Nord Ovest, Livorno, Italy
| | - Daria Zawirska
- Department of Hematology, University Hospital, Crakow, Poland
| | - Marcin Kruszewski
- Department of Hematology, University Hospital No. 2 in Bydgoszcz, Bydgoszcz, Poland
| | - Herlander Marques
- Life and Health Sciences Research Institute (ICVS), School of Health Sciences, University of Minho, Braga, Portugal
- ICVS/3B's - PT Government Associate Laboratory, Braga/Guimarães, Portugal
| | - Eva Haastrup
- Department of Clinical Immunology, the Bloodbank, Rigshospitalet, Copenhagen University Hospital, København, Denmark
| | - José Manuel Sánchez-Maldonado
- Genomic Oncology Area, GENYO. Centre for Genomics and Oncological Research: Pfizer / University of Granada / Andalusian Regional Government, PTS, Granada, Spain
- Instituto de Investigación Biosanitaria IBs.Granada, Granada, Spain
| | - Uta Bertsch
- Department of Internal Medicine V, Heidelberg University Hospital, Heidelberg, Germany
- National Centre for Tumour Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany
| | - Marcin Rymko
- Department of Hematology, Provincial Polyclinical Hospital in Torun, Torun, Poland
| | - Marc-Steffen Raab
- Department of Internal Medicine V, Heidelberg University Hospital, Heidelberg, Germany
| | - Elizabeth E Brown
- Department of Pathology, School of Medicine at the University of Alabama, Birmingham, AL, USA
| | - Jonathan N Hofmann
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Celine Vachon
- Division of Biomedical Statistics & Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Daniele Campa
- Department of Biology, University of Pisa, Pisa, Italy
| | - Federico Canzian
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany.
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4
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Boddicker NJ, Parikh SA, Norman AD, Rabe KG, Griffin R, Call TG, Robinson DP, Olson JE, Dispenzieri A, Rajkumar V, Kumar S, Kay NE, Hanson CA, Cerhan JR, Murray D, Braggio E, Shanafelt TD, Vachon CM, Slager SL. Relationship among three common hematological premalignant conditions. Leukemia 2023; 37:1719-1722. [PMID: 37147423 PMCID: PMC10400408 DOI: 10.1038/s41375-023-01914-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Revised: 04/14/2023] [Accepted: 04/20/2023] [Indexed: 05/07/2023]
Affiliation(s)
| | | | - Aaron D Norman
- Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - Kari G Rabe
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN, USA
| | - Rosalie Griffin
- Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | | | - Dennis P Robinson
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN, USA
| | - Janet E Olson
- Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | | | | | - Shaji Kumar
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Neil E Kay
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
- Department of Immunology, Mayo Clinic, Rochester, MN, USA
| | - Curtis A Hanson
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - James R Cerhan
- Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | - David Murray
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Esteban Braggio
- Department of Hematology and Oncology, Mayo Clinic, Phoenix, AZ, USA
| | - Tait D Shanafelt
- Department of Medicine, Division of Hematology, Stanford University, Stanford, CA, USA
| | | | - Susan L Slager
- Division of Computational Biology, Mayo Clinic, Rochester, MN, USA.
- Division of Hematology, Mayo Clinic, Rochester, MN, USA.
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5
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Vachon CM, Scott CG, Norman AD, Khanani SA, Jensen MR, Hruska CB, Brandt KR, Winham SJ, Kerlikowske K. Impact of Artificial Intelligence System and Volumetric Density on Risk Prediction of Interval, Screen-Detected, and Advanced Breast Cancer. J Clin Oncol 2023; 41:3172-3183. [PMID: 37104728 PMCID: PMC10256336 DOI: 10.1200/jco.22.01153] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Revised: 12/13/2022] [Accepted: 02/24/2023] [Indexed: 04/29/2023] Open
Abstract
PURPOSE Artificial intelligence (AI) algorithms improve breast cancer detection on mammography, but their contribution to long-term risk prediction for advanced and interval cancers is unknown. METHODS We identified 2,412 women with invasive breast cancer and 4,995 controls matched on age, race, and date of mammogram, from two US mammography cohorts, who had two-dimensional full-field digital mammograms performed 2-5.5 years before cancer diagnosis. We assessed Breast Imaging Reporting and Data System density, an AI malignancy score (1-10), and volumetric density measures. We used conditional logistic regression to estimate odds ratios (ORs), 95% CIs, adjusted for age and BMI, and C-statistics (AUC) to describe the association of AI score with invasive cancer and its contribution to models with breast density measures. Likelihood ratio tests (LRTs) and bootstrapping methods were used to compare model performance. RESULTS On mammograms between 2-5.5 years prior to cancer, a one unit increase in AI score was associated with 20% greater odds of invasive breast cancer (OR, 1.20; 95% CI, 1.17 to 1.22; AUC, 0.63; 95% CI, 0.62 to 0.64) and was similarly predictive of interval (OR, 1.20; 95% CI, 1.13 to 1.27; AUC, 0.63) and advanced cancers (OR, 1.23; 95% CI, 1.16 to 1.31; AUC, 0.64) and in dense (OR, 1.18; 95% CI, 1.15 to 1.22; AUC, 0.66) breasts. AI score improved prediction of all cancer types in models with density measures (PLRT values < .001); discrimination improved for advanced cancer (ie, AUC for dense volume increased from 0.624 to 0.679, Δ AUC 0.065, P = .01) but did not reach statistical significance for interval cancer. CONCLUSION AI imaging algorithms coupled with breast density independently contribute to long-term risk prediction of invasive breast cancers, in particular, advanced cancer.
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Affiliation(s)
- Celine M. Vachon
- Division of Epidemiology, Department Quantitative Sciences, Mayo Clinic, Rochester, MN
| | - Christopher G. Scott
- Division of Clinical Trials and Biostatistics, Department Quantitative Sciences, Mayo Clinic, Rochester, MN
| | - Aaron D. Norman
- Division of Epidemiology, Department Quantitative Sciences, Mayo Clinic, Rochester, MN
| | - Sadia A. Khanani
- Division of Breast Imaging, Department of Radiology, Mayo Clinic, Rochester, MN
| | - Matthew R. Jensen
- Division of Clinical Trials and Biostatistics, Department Quantitative Sciences, Mayo Clinic, Rochester, MN
| | - Carrie B. Hruska
- Division of Breast Imaging, Department of Radiology, Mayo Clinic, Rochester, MN
| | - Kathleen R. Brandt
- Division of Breast Imaging, Department of Radiology, Mayo Clinic, Rochester, MN
| | - Stacey J. Winham
- Division of Computational Biology, Department Quantitative Sciences, Mayo Clinic, Rochester, MN
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6
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Clavero E, Sanchez-Maldonado JM, Macauda A, Ter Horst R, Sampaio-Marques B, Jurczyszyn A, Clay-Gilmour A, Stein A, Hildebrandt MAT, Weinhold N, Buda G, García-Sanz R, Tomczak W, Vogel U, Jerez A, Zawirska D, Wątek M, Hofmann JN, Landi S, Spinelli JJ, Butrym A, Kumar A, Martínez-López J, Galimberti S, Sarasquete ME, Subocz E, Iskierka-Jażdżewska E, Giles GG, Rybicka-Ramos M, Kruszewski M, Abildgaard N, Verdejo FG, Sánchez Rovira P, da Silva Filho MI, Kadar K, Razny M, Cozen W, Pelosini M, Jurado M, Bhatti P, Dudzinski M, Druzd-Sitek A, Orciuolo E, Li Y, Norman AD, Zaucha JM, Reis RM, Markiewicz M, Rodríguez Sevilla JJ, Andersen V, Jamroziak K, Hemminki K, Berndt SI, Rajkumar V, Mazur G, Kumar SK, Ludovico P, Nagler A, Chanock SJ, Dumontet C, Machiela MJ, Varkonyi J, Camp NJ, Ziv E, Vangsted AJ, Brown EE, Campa D, Vachon CM, Netea MG, Canzian F, Försti A, Sainz J. Polymorphisms within Autophagy-Related Genes as Susceptibility Biomarkers for Multiple Myeloma: A Meta-Analysis of Three Large Cohorts and Functional Characterization. Int J Mol Sci 2023; 24:ijms24108500. [PMID: 37239846 DOI: 10.3390/ijms24108500] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2023] [Revised: 04/10/2023] [Accepted: 04/21/2023] [Indexed: 05/28/2023] Open
Abstract
Multiple myeloma (MM) arises following malignant proliferation of plasma cells in the bone marrow, that secrete high amounts of specific monoclonal immunoglobulins or light chains, resulting in the massive production of unfolded or misfolded proteins. Autophagy can have a dual role in tumorigenesis, by eliminating these abnormal proteins to avoid cancer development, but also ensuring MM cell survival and promoting resistance to treatments. To date no studies have determined the impact of genetic variation in autophagy-related genes on MM risk. We performed meta-analysis of germline genetic data on 234 autophagy-related genes from three independent study populations including 13,387 subjects of European ancestry (6863 MM patients and 6524 controls) and examined correlations of statistically significant single nucleotide polymorphisms (SNPs; p < 1 × 10-9) with immune responses in whole blood, peripheral blood mononuclear cells (PBMCs), and monocyte-derived macrophages (MDM) from a large population of healthy donors from the Human Functional Genomic Project (HFGP). We identified SNPs in six loci, CD46, IKBKE, PARK2, ULK4, ATG5, and CDKN2A associated with MM risk (p = 4.47 × 10-4-5.79 × 10-14). Mechanistically, we found that the ULK4rs6599175 SNP correlated with circulating concentrations of vitamin D3 (p = 4.0 × 10-4), whereas the IKBKErs17433804 SNP correlated with the number of transitional CD24+CD38+ B cells (p = 4.8 × 10-4) and circulating serum concentrations of Monocyte Chemoattractant Protein (MCP)-2 (p = 3.6 × 10-4). We also found that the CD46rs1142469 SNP correlated with numbers of CD19+ B cells, CD19+CD3- B cells, CD5+IgD- cells, IgM- cells, IgD-IgM- cells, and CD4-CD8- PBMCs (p = 4.9 × 10-4-8.6 × 10-4) and circulating concentrations of interleukin (IL)-20 (p = 0.00082). Finally, we observed that the CDKN2Ars2811710 SNP correlated with levels of CD4+EMCD45RO+CD27- cells (p = 9.3 × 10-4). These results suggest that genetic variants within these six loci influence MM risk through the modulation of specific subsets of immune cells, as well as vitamin D3-, MCP-2-, and IL20-dependent pathways.
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Affiliation(s)
- Esther Clavero
- Hematology Department, Virgen de las Nieves University Hospital, 18012 Granada, Spain
| | - José Manuel Sanchez-Maldonado
- Genomic Oncology Area, GENYO, Centre for Genomics and Oncological Research, Pfizer/University of Granada/Andalusian Regional Government, PTS, 18016 Granada, Spain
- Instituto de Investigación Biosanataria IBs, Granada, 18014 Granada, Spain
| | - Angelica Macauda
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Rob Ter Horst
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090 Vienna, Austria
| | - Belém Sampaio-Marques
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, 4710-057 Braga, Portugal
| | - Artur Jurczyszyn
- Plasma Cell Dyscrasias Center, Department of Hematology, Jagiellonian University Medical College, 31-066 Kraków, Poland
| | - Alyssa Clay-Gilmour
- Department of Biostatistics and Epidemiology, Arnold School of Public Health, University of South Carolina, Greenville, SC 29208, USA
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55902, USA
| | - Angelika Stein
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Michelle A T Hildebrandt
- Department of Lymphoma-Myeloma, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Niels Weinhold
- Myeloma Institute, University of Arkansas for Medical Sciences, Little Rock, AR 72205, USA
- Department of Internal Medicine V, University of Heidelberg, 69120 Heidelberg, Germany
| | - Gabriele Buda
- Haematology Unit, Department of Clinical and Experimental Medicine, University of Pisa/AOUP, 56126 Pisa, Italy
| | - Ramón García-Sanz
- Diagnostic Laboratory Unit in Hematology, University Hospital of Salamanca, IBSAL, CIBERONC, Centro de Investigación del Cáncer-IBMCC (USAL-CSIC), 37007 Salamanca, Spain
| | - Waldemar Tomczak
- Department of Hematooncology and Bone Marrow Transplantation, Medical University of Lublin, 20-059 Lublin, Poland
| | - Ulla Vogel
- National Research Centre for the Working Environment, DK-2100 Copenhagen, Denmark
| | - Andrés Jerez
- Department of Hematology, Experimental Hematology Unit, Vall d'Hebron Institute of Oncology (VHIO), University Hospital Vall d'Hebron, 08035 Barcelona, Spain
| | - Daria Zawirska
- Department of Hematology, University Hospital, 30-688 Kraków, Poland
| | - Marzena Wątek
- Holycross Medical Oncology Center, 25-735 Kielce, Poland
- Institute of Hematology and Transfusion Medicine, 00-791 Warsaw, Poland
| | - Jonathan N Hofmann
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Stefano Landi
- Department of Biology, University of Pisa, 56126 Pisa, Italy
| | - John J Spinelli
- Division of Population Oncology, BC Cancer, Vancouver, BC V5Z 4E6, Canada
- School of Population and Public Health, University of British Columbia, Vancouver, BC V6T 1Z4, Canada
| | - Aleksandra Butrym
- Department of Cancer Prevention and Therapy, Wroclaw Medical University, 50-367 Wroclaw, Poland
- Alfred Sokolowski Specialist Hospital in Walbrzych Oncology Support Centre for Clinical Trials, 58-309 Walbrzych, Poland
| | - Abhishek Kumar
- Institute of Bioinformatics, International Technology Park, Bangalore 560066, India
- Manipal Academy of Higher Education (MAHE), Manipal 576104, India
| | | | - Sara Galimberti
- Haematology Unit, Department of Clinical and Experimental Medicine, University of Pisa/AOUP, 56126 Pisa, Italy
| | - María Eugenia Sarasquete
- Diagnostic Laboratory Unit in Hematology, University Hospital of Salamanca, IBSAL, CIBERONC, Centro de Investigación del Cáncer-IBMCC (USAL-CSIC), 37007 Salamanca, Spain
| | - Edyta Subocz
- Department of Hematology, Military Institute of Medicine, 04-141 Warsaw, Poland
| | | | - Graham G Giles
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, VIC 3004, Australia
- Centre for Epidemiology and Biostatistics, School of Population and Global Health, The University of Melbourne, Melbourne, VIC 3010, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC 3168, Australia
| | - Malwina Rybicka-Ramos
- Department of Hematology, Specialist Hospital No. 1 in Bytom, Academy of Silesia, Faculty of Medicine, 40-055 Katowice, Poland
| | - Marcin Kruszewski
- Department of Hematology, University Hospital No. 2, 85-168 Bydgoszcz, Poland
| | - Niels Abildgaard
- Department of Hematology, Odense University Hospital, DK-5000 Odense, Denmark
| | | | - Pedro Sánchez Rovira
- Department of Medical Oncology, Complejo Hospitalario de Jaén, 23007 Jaén, Spain
| | - Miguel Inacio da Silva Filho
- Division of Molecular Genetic Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 580, D-69120 Heidelberg, Germany
| | | | - Małgorzata Razny
- Department of Hematology, Rydygier Hospital, 31-826 Cracow, Poland
| | - Wendy Cozen
- Division of Hematology/Oncology, Department of Medicine, School of Medicine, Department of Pathology, School of Medicine, Susan and Henry Samueli College of Health Sciences, Chao Family Comprehensive Cancer Center, University of California at Irvine, Irvine, CA 92697, USA
| | - Matteo Pelosini
- U.O. Dipartimento di Ematologia, Azienda USL Toscana Nord Ovest, 57124 Livorno, Italy
| | - Manuel Jurado
- Hematology Department, Virgen de las Nieves University Hospital, 18012 Granada, Spain
- Instituto de Investigación Biosanataria IBs, Granada, 18014 Granada, Spain
- Department of Medicine, University of Granada, 18012 Granada, Spain
| | - Parveen Bhatti
- Cancer Control Research, BC Cancer, Vancouver, BC V5Z 4E6, Canada
- Program in Epidemiology, Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Marek Dudzinski
- Department of Hematology, Institute of Medical Sciences, College of Medical Sciences, University of Rzeszow, 35-310 Rzeszow, Poland
| | - Agnieszka Druzd-Sitek
- Department of Lymphoproliferative Diseases, Maria Skłodowska Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Enrico Orciuolo
- Haematology Unit, Department of Clinical and Experimental Medicine, University of Pisa/AOUP, 56126 Pisa, Italy
| | - Yang Li
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Centre for Individualised Infection Medicine (CiiM) & TWINCORE, Joint Ventures between the Helmholtz-Centre for Infection Research (HZI) and the Hannover Medical School (MHH), 30625 Hannover, Germany
| | - Aaron D Norman
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55902, USA
- Genetic Epidemiology and Risk Assessment Program, Mayo Clinic Comprehensive Cancer Center, Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55902, USA
| | - Jan Maciej Zaucha
- Department of Hematology and Transplantology, Medical University of Gdansk, 80-210 Gdansk, Poland
| | - Rui Manuel Reis
- Life and Health Sciences Research Institute (ICVS), School of Health Sciences, University of Minho, 4710-057 Braga, Portugal and ICVS/3B's-PT Government Associate Laboratory, 4710-057 Braga/Guimarães, Portugal
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos 14784-400, Brazil
| | - Miroslaw Markiewicz
- Department of Hematology, Institute of Medical Sciences, College of Medical Sciences, University of Rzeszow, 35-310 Rzeszow, Poland
| | | | - Vibeke Andersen
- Molecular Diagnostics and Clinical Research Unit, Institute of Regional Health Research, University Hospital of Southern Denmark, DK-6200 Aabenraa, Denmark
| | - Krzysztof Jamroziak
- Department of Hematology, Transplantology and Internal Medicine, Medical University of Warsaw, 02-097 Warsaw, Poland
| | - Kari Hemminki
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
- Faculty of Medicine and Biomedical Center in Pilsen, Charles University in Prague, 30605 Pilsen, Czech Republic
| | - Sonja I Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Vicent Rajkumar
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Rochester, MN 55902, USA
| | - Grzegorz Mazur
- Department of Internal Diseases, Occupational Medicine, Hypertension and Clinical Oncology, Wroclaw Medical University, 50-368 Wroclaw, Poland
| | - Shaji K Kumar
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Rochester, MN 55902, USA
| | - Paula Ludovico
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, 4710-057 Braga, Portugal
| | - Arnon Nagler
- Hematology Division, Chaim Sheba Medical Center, Tel Hashomer 52621, Israel
| | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Charles Dumontet
- UMR INSERM 1052/CNRS 5286, University of Lyon, Hospices Civils de Lyon, 69008 Lyon, France
| | - Mitchell J Machiela
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | | | - Nicola J Camp
- Division of Hematology, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT 84112, USA
| | - Elad Ziv
- Department of Medicine, University of California San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA 94143, USA
| | - Annette Juul Vangsted
- Department of Hematology, Rigshospitalet, Copenhagen University, DK-2100 Copenhagen, Denmark
| | - Elizabeth E Brown
- Department of Pathology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, AL 35294, USA
| | - Daniele Campa
- Department of Biology, University of Pisa, 56126 Pisa, Italy
| | - Celine M Vachon
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55902, USA
| | - Mihai G Netea
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Department for Immunology & Metabolism, Life and Medical Sciences Institute (LIMES), University of Bonn, 53115 Bonn, Germany
| | - Federico Canzian
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Asta Försti
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), 69120 Heidelberg, Germany
- Hopp Children's Cancer Center (KiTZ), 69120 Heidelberg, Germany
| | - Juan Sainz
- Genomic Oncology Area, GENYO, Centre for Genomics and Oncological Research, Pfizer/University of Granada/Andalusian Regional Government, PTS, 18016 Granada, Spain
- Instituto de Investigación Biosanataria IBs, Granada, 18014 Granada, Spain
- Department of Biochemistry and Molecular Biology I, University of Granada, 18071 Granada, Spain
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7
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Cabrera-Serrano AJ, Sánchez-Maldonado JM, ter Horst R, Macauda A, García-Martín P, Benavente Y, Landi S, Clay-Gilmour A, Niazi Y, Espinet B, Rodríguez-Sevilla JJ, Pérez EM, Maffei R, Blanco G, Giaccherini M, Cerhan JR, Marasca R, López-Nevot MÁ, Chen-Liang T, Thomsen H, Gámez I, Campa D, Moreno V, de Sanjosé S, Marcos-Gragera R, García-Álvarez M, Dierssen-Sotos T, Jerez A, Butrym A, Norman AD, Luppi M, Slager SL, Hemminki K, Li Y, Berndt SI, Casabonne D, Alcoceba M, Puiggros A, Netea MG, Försti A, Canzian F, Sainz J. Do GWAS-Identified Risk Variants for Chronic Lymphocytic Leukemia Influence Overall Patient Survival and Disease Progression? Int J Mol Sci 2023; 24:8005. [PMID: 37175717 PMCID: PMC10178669 DOI: 10.3390/ijms24098005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2023] [Revised: 04/14/2023] [Accepted: 04/23/2023] [Indexed: 05/15/2023] Open
Abstract
Chronic lymphocytic leukemia (CLL) is the most common leukemia among adults worldwide. Although genome-wide association studies (GWAS) have uncovered the germline genetic component underlying CLL susceptibility, the potential use of GWAS-identified risk variants to predict disease progression and patient survival remains unexplored. Here, we evaluated whether 41 GWAS-identified risk variants for CLL could influence overall survival (OS) and disease progression, defined as time to first treatment (TTFT) in a cohort of 1039 CLL cases ascertained through the CRuCIAL consortium. Although this is the largest study assessing the effect of GWAS-identified susceptibility variants for CLL on OS, we only found a weak association of ten single nucleotide polymorphisms (SNPs) with OS (p < 0.05) that did not remain significant after correction for multiple testing. In line with these results, polygenic risk scores (PRSs) built with these SNPs in the CRuCIAL cohort showed a modest association with OS and a low capacity to predict patient survival, with an area under the receiver operating characteristic curve (AUROC) of 0.57. Similarly, seven SNPs were associated with TTFT (p < 0.05); however, these did not reach the multiple testing significance threshold, and the meta-analysis with previous published data did not confirm any of the associations. As expected, PRSs built with these SNPs showed reduced accuracy in prediction of disease progression (AUROC = 0.62). These results suggest that susceptibility variants for CLL do not impact overall survival and disease progression in CLL patients.
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Affiliation(s)
- Antonio José Cabrera-Serrano
- Genomic Oncology Area, GENYO, Centre for Genomics and Oncological Research: Pfizer/University of Granada/Andalusian Regional Government, PTS, 18016 Granada, Spain; (A.J.C.-S.); (J.M.S.-M.)
- Instituto de Investigación Biosanitaria IBs.Granada, 18012 Granada, Spain
| | - José Manuel Sánchez-Maldonado
- Genomic Oncology Area, GENYO, Centre for Genomics and Oncological Research: Pfizer/University of Granada/Andalusian Regional Government, PTS, 18016 Granada, Spain; (A.J.C.-S.); (J.M.S.-M.)
- Instituto de Investigación Biosanitaria IBs.Granada, 18012 Granada, Spain
| | - Rob ter Horst
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090 Vienna, Austria;
| | - Angelica Macauda
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany; (A.M.); (F.C.)
| | | | - Yolanda Benavente
- Catalan Institute of Oncology, Bellvitge Biomedical Research Institute (IDIBELL), 08908 Barcelona, Spain; (Y.B.); (V.M.); (S.d.S.); (D.C.)
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), University of Barcelona, 08908 Barcelona, Spain; (R.M.-G.); (T.D.-S.)
- CIBER Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain
| | - Stefano Landi
- Department of Biology, University of Pisa, 56126 Pisa, Italy; (S.L.); (M.G.); (D.C.)
| | - Alyssa Clay-Gilmour
- Department of Epidemiology & Biostatistics, Arnold School of Public Health, University of South Carolina, Greenville, SC 29208, USA;
| | - Yasmeen Niazi
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), 69120 Heidelberg, Germany; (Y.N.); (A.F.)
- Hopp Children’s Cancer Center (KiTZ), 69120 Heidelberg, Germany
| | - Blanca Espinet
- Molecular Cytogenetics Laboratory, Pathology Department, Hospital del Mar, 08003 Barcelona, Spain; (B.E.); (G.B.); (A.P.)
- Translational Research on Hematological Neoplasms Group, Cancer Research Program, Institut Hospital del Mar d’Investigacions Mèdiques (IMIM), 08003 Barcelona, Spain
| | | | - Eva María Pérez
- Hospital Campus de la Salud, PTS, 18016 Granada, Spain; (P.G.-M.); (E.M.P.)
| | - Rossana Maffei
- Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, AOU Policlinico, 41124 Modena, Italy; (R.M.); (R.M.); (M.L.)
| | - Gonzalo Blanco
- Molecular Cytogenetics Laboratory, Pathology Department, Hospital del Mar, 08003 Barcelona, Spain; (B.E.); (G.B.); (A.P.)
- Translational Research on Hematological Neoplasms Group, Cancer Research Program, Institut Hospital del Mar d’Investigacions Mèdiques (IMIM), 08003 Barcelona, Spain
| | - Matteo Giaccherini
- Department of Biology, University of Pisa, 56126 Pisa, Italy; (S.L.); (M.G.); (D.C.)
| | - James R. Cerhan
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA; (J.R.C.); (A.D.N.)
| | - Roberto Marasca
- Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, AOU Policlinico, 41124 Modena, Italy; (R.M.); (R.M.); (M.L.)
| | | | - Tzu Chen-Liang
- Hematology Department, Morales Meseguer University Hospital, 30008 Murcia, Spain; (T.C.-L.); (I.G.)
| | | | - Irene Gámez
- Hematology Department, Morales Meseguer University Hospital, 30008 Murcia, Spain; (T.C.-L.); (I.G.)
| | - Daniele Campa
- Department of Biology, University of Pisa, 56126 Pisa, Italy; (S.L.); (M.G.); (D.C.)
| | - Víctor Moreno
- Catalan Institute of Oncology, Bellvitge Biomedical Research Institute (IDIBELL), 08908 Barcelona, Spain; (Y.B.); (V.M.); (S.d.S.); (D.C.)
- Cancer Prevention and Control Program, Unit of Biomarkers and Susceptibility, Bellvitge Biomedical Research Institute (IDIBELL), Catalan Institute of Oncology, 08907 Barcelona, Spain
- Department of Clinical Sciences, Faculty of Medicine, University of Barcelona, 08907 Barcelona, Spain
| | - Silvia de Sanjosé
- Catalan Institute of Oncology, Bellvitge Biomedical Research Institute (IDIBELL), 08908 Barcelona, Spain; (Y.B.); (V.M.); (S.d.S.); (D.C.)
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), University of Barcelona, 08908 Barcelona, Spain; (R.M.-G.); (T.D.-S.)
| | - Rafael Marcos-Gragera
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), University of Barcelona, 08908 Barcelona, Spain; (R.M.-G.); (T.D.-S.)
- Epidemiology Unit and Girona Cancer Registry, Oncology Coordination Plan, Department of Health, Autonomous Government of Catalonia, Catalan Institute of Oncology, Girona Biomedical Research Institute (IdiBGi), 17190 Girona, Spain
- Department of Nursing, Universitat de Girona, 17007 Girona, Spain
- Josep Carreras Leukemia Research Institute, 08916 Girona, Spain
| | - María García-Álvarez
- Department of Hematology, University Hospital of Salamanca (HUS/IBSAL), CIBERONC and Cancer Research Institute of Salamanca-IBMCC (USAL-CSIC), 37007 Salamanca, Spain; (M.G.-Á.); (M.A.)
| | - Trinidad Dierssen-Sotos
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), University of Barcelona, 08908 Barcelona, Spain; (R.M.-G.); (T.D.-S.)
- Faculty of Medicine, University of Cantabria, 39011 Santander, Spain
| | - Andrés Jerez
- Department of Hematology, Experimental Hematology Unit, Vall d’Hebron Institute of Oncology (VHIO), University Hospital Vall d’Hebron, 08035 Barcelona, Spain;
| | - Aleksandra Butrym
- Department of Cancer Prevention and Therapy, Medical University of Wrocław, 50-556 Wrocław, Poland;
| | - Aaron D. Norman
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA; (J.R.C.); (A.D.N.)
| | - Mario Luppi
- Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, AOU Policlinico, 41124 Modena, Italy; (R.M.); (R.M.); (M.L.)
| | - Susan L. Slager
- Division of Computational Genomics, Mayo Clinic, Rochester, MN 85054, USA;
- Division of Hematology, Mayo Clinic, Rochester, MN 55905, USA
| | - Kari Hemminki
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany;
- Faculty of Medicine and Biomedical Center in Pilsen, Charles University in Prague, 30605 Pilsen, Czech Republic
| | - Yang Li
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands; (Y.L.); (M.G.N.)
- Centre for Individualised Infection Medicine (CiiM) & TWINCORE, Joint Ventures between the Helmholtz-Centre for Infection Research (HZI) and the Hannover Medical School (MHH), 30625 Hannover, Germany
| | - Sonja I. Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD 20814, USA;
| | - Delphine Casabonne
- Catalan Institute of Oncology, Bellvitge Biomedical Research Institute (IDIBELL), 08908 Barcelona, Spain; (Y.B.); (V.M.); (S.d.S.); (D.C.)
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), University of Barcelona, 08908 Barcelona, Spain; (R.M.-G.); (T.D.-S.)
| | - Miguel Alcoceba
- Department of Hematology, University Hospital of Salamanca (HUS/IBSAL), CIBERONC and Cancer Research Institute of Salamanca-IBMCC (USAL-CSIC), 37007 Salamanca, Spain; (M.G.-Á.); (M.A.)
| | - Anna Puiggros
- Molecular Cytogenetics Laboratory, Pathology Department, Hospital del Mar, 08003 Barcelona, Spain; (B.E.); (G.B.); (A.P.)
- Translational Research on Hematological Neoplasms Group, Cancer Research Program, Institut Hospital del Mar d’Investigacions Mèdiques (IMIM), 08003 Barcelona, Spain
| | - Mihai G. Netea
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands; (Y.L.); (M.G.N.)
- Department for Immunology & Metabolism, Life and Medical Sciences Institute (LIMES), University of Bonn, 53115 Bonn, Germany
| | - Asta Försti
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), 69120 Heidelberg, Germany; (Y.N.); (A.F.)
- Hopp Children’s Cancer Center (KiTZ), 69120 Heidelberg, Germany
| | - Federico Canzian
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany; (A.M.); (F.C.)
| | - Juan Sainz
- Genomic Oncology Area, GENYO, Centre for Genomics and Oncological Research: Pfizer/University of Granada/Andalusian Regional Government, PTS, 18016 Granada, Spain; (A.J.C.-S.); (J.M.S.-M.)
- Instituto de Investigación Biosanitaria IBs.Granada, 18012 Granada, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), University of Barcelona, 08908 Barcelona, Spain; (R.M.-G.); (T.D.-S.)
- Department of Biochemistry and Molecular Biology I, Faculty of Sciences, University of Granada (UGR), 18012 Granada, Spain
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8
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Dicanio M, Giaccherini M, Clay‐Gilmour A, Macauda A, Sainz J, Machiela MJ, Rybicka‐Ramos M, Norman AD, Tyczyńska A, Chanock SJ, Barington T, Kumar SK, Bhatti P, Cozen W, Brown EE, Suska A, Haastrup EK, Orlowski RZ, Dudziński M, Garcia‐Sanz R, Kruszewski M, Martinez‐Lopez J, Beider K, Iskierka‐Jazdzewska E, Pelosini M, Berndt SI, Raźny M, Jamroziak K, Rajkumar SV, Jurczyszyn A, Vangsted AJ, Collado PG, Vogel U, Hofmann JN, Petrini M, Butrym A, Slager SL, Ziv E, Subocz E, Giles GG, Andersen NF, Mazur G, Watek M, Lesueur F, Hildebrandt MAT, Zawirska D, Ebbesen LH, Marques H, Gemignani F, Dumontet C, Várkonyi J, Buda G, Nagler A, Druzd‐Sitek A, Wu X, Kadar K, Camp NJ, Grzasko N, Waller RG, Vachon C, Canzian F, Campa D. A pleiotropic variant in DNAJB4 is associated with multiple myeloma risk. Int J Cancer 2023; 152:239-248. [PMID: 36082445 PMCID: PMC9828677 DOI: 10.1002/ijc.34278] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Revised: 06/01/2022] [Accepted: 06/07/2022] [Indexed: 01/12/2023]
Abstract
Pleiotropy, which consists of a single gene or allelic variant affecting multiple unrelated traits, is common across cancers, with evidence for genome-wide significant loci shared across cancer and noncancer traits. This feature is particularly relevant in multiple myeloma (MM) because several susceptibility loci that have been identified to date are pleiotropic. Therefore, the aim of this study was to identify novel pleiotropic variants involved in MM risk using 28 684 independent single nucleotide polymorphisms (SNPs) from GWAS Catalog that reached a significant association (P < 5 × 10-8 ) with their respective trait. The selected SNPs were analyzed in 2434 MM cases and 3446 controls from the International Lymphoma Epidemiology Consortium (InterLymph). The 10 SNPs showing the strongest associations with MM risk in InterLymph were selected for replication in an independent set of 1955 MM cases and 1549 controls from the International Multiple Myeloma rESEarch (IMMEnSE) consortium and 418 MM cases and 147 282 controls from the FinnGen project. The combined analysis of the three studies identified an association between DNAJB4-rs34517439-A and an increased risk of developing MM (OR = 1.22, 95%CI 1.13-1.32, P = 4.81 × 10-7 ). rs34517439-A is associated with a modified expression of the FUBP1 gene, which encodes a multifunctional DNA and RNA-binding protein that it was observed to influence the regulation of various genes involved in cell cycle regulation, among which various oncogenes and oncosuppressors. In conclusion, with a pleiotropic scan approach we identified DNAJB4-rs34517439 as a potentially novel MM risk locus.
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Affiliation(s)
| | | | - Alyssa Clay‐Gilmour
- Department of Epidemiology and Biostatistics, Arnold School of Public HealthUniversity of South CarolinaGreenvilleSouth CarolinaUSA
| | - Angelica Macauda
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ)HeidelbergGermany
| | - Juan Sainz
- Genomic Oncology Area, GENYO. Center for Genomics and Oncological Research: PfizerUniversity of Granada/Andalusian Regional GovernmentGranadaSpain,Department of HematologyVirgen de las Nieves University HospitalGranadaSpain,Department of MedicineUniversity of GranadaGranadaSpain
| | - Mitchell J. Machiela
- Division of Cancer Epidemiology and Genetics, National Cancer InstituteNational Institues of HealthBethesdaMarylandUSA
| | | | - Aaron D. Norman
- Division of Epidemiology, Department of Health Sciences ResearchMayo ClinicRochesterOntarioUSA,Division of Biomedical Statistics and Informatics, Department of Health Sciences ResearchMayo ClinicRochesterOntarioUSA
| | - Agata Tyczyńska
- Department of Hematology and TransplantologyMedical University of GdańskGdańskPoland
| | - Stephen J. Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer InstituteNational Institues of HealthBethesdaMarylandUSA
| | | | - Shaji K. Kumar
- Division of Hematology, Department of Internal MedicineMayo ClinicRochesterOntarioUSA
| | - Parveen Bhatti
- Cancer Control ResearchBC CancerVancouverCanada,Program in Epidemiology, Public Health Sciences DivisionFred Hutchinson Cancer Research CenterSeattleWashingtonUSA
| | - Wendy Cozen
- Division of Hematology/Oncology, Department of Medicine, School of Medicine, Susan and Henry Samueli College of Health SciencesChao Family Comprehensive Cancer Center, University of CaliforniaIrvineCaliforniaUSA,Department of Pathology, School of Medicine, Susan and Henry Samueli College of Health SciencesChao Family Comprehensive Cancer Center, University of CaliforniaIrvineCaliforniaUSA
| | - Elizabeth E. Brown
- Department of Pathology, School of MedicineUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Anna Suska
- Plasma Cell Dyscrasia Center Department of Hematology Jagiellonian University Faculty of MedicineKrakówPoland
| | | | - Robert Z. Orlowski
- Department of Lymphoma ‐ Myeloma, Division of Cancer MedicineUniversity of Texas MD Anderson Cancer CenterHoustonTexasUSA
| | - Marek Dudziński
- Department of Hematology, Institute of Medical Sciences, College of Medical SciencesUniversity of RzeszowRzeszowPoland
| | - Ramon Garcia‐Sanz
- Medina A. Department of Hematology, University Hospital of Salamanca (HUS/IBSAL)CIBERONC and Cancer Research Institute of Salamanca‐IBMCC (USAL‐CSIC)SalamancaSpain
| | - Marcin Kruszewski
- Department of HematologyUniversity Hospital No. 2 in BydgoszczBydgoszczPoland
| | | | - Katia Beider
- Hematology Division Chaim Sheba Medical CenterTel HashomerIsrael
| | | | - Matteo Pelosini
- U.O. Dipartimento di EmatologiaAzienda USL Toscana Nord OvestLivornoItaly,Present address:
Ospedale Santa ChiaraPisaItaly
| | - Sonja I. Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer InstituteNational Institues of HealthBethesdaMarylandUSA
| | | | - Krzysztof Jamroziak
- Department of HematologyInstitute of Hematology and Transfusion MedicineWarsawPoland
| | - S. Vincent Rajkumar
- Division of Hematology, Department of Internal MedicineMayo ClinicRochesterOntarioUSA
| | - Artur Jurczyszyn
- Plasma Cell Dyscrasia Center Department of Hematology Jagiellonian University Faculty of MedicineKrakówPoland
| | | | | | - Ulla Vogel
- National Research Center for the Working EnvironmentCopenhagenDenmark
| | - Jonathan N. Hofmann
- Division of Cancer Epidemiology and Genetics, National Cancer InstituteNational Institues of HealthBethesdaMarylandUSA
| | - Mario Petrini
- Hematology Unit, Department of Clinical and Experimental MedicineUniversity of PisaPisaItaly
| | - Aleksandra Butrym
- Department of Cancer Prevention and TherapyWroclaw Medical UniversityWroclawPoland
| | - Susan L. Slager
- Division of Epidemiology, Department of Health Sciences ResearchMayo ClinicRochesterOntarioUSA
| | - Elad Ziv
- Department of MedicineUniversity of California San Francisco Helen Diller Family Comprehensive Cancer CenterSan FranciscoCaliforniaUSA
| | - Edyta Subocz
- Department of HematologyMilitary Institute of MedicineWarsawPoland
| | - Graham G. Giles
- Cancer Epidemiology DivisionCancer Council VictoriaMelbourneVictoriaAustralia,Center for Epidemiology and Biostatistics, School of Population and Global HealthThe University of MelbourneMelbourneVictoriaAustralia,Precision Medicine, School of Clinical Sciences at Monash HealthMonash UniversityClaytonVictoriaAustralia
| | | | - Grzegorz Mazur
- Department of Internal Diseases, Occupational Medicine, Hypertension and Clinical OncologyWroclaw Medical UniversityWroclawPoland
| | - Marzena Watek
- Department of HematologyInstitute of Hematology and Transfusion MedicineWarsawPoland,Department of HematologyHolycross Cancer CenterKielcePoland
| | - Fabienne Lesueur
- Inserm, U900, Institut Curie, PSL Research University, Mines ParisTechParisFrance
| | - Michelle A. T. Hildebrandt
- Department of Lymphoma ‐ Myeloma, Division of Cancer MedicineUniversity of Texas MD Anderson Cancer CenterHoustonTexasUSA
| | - Daria Zawirska
- Department of HematologyUniversity Hospital in CracowCracowPoland
| | | | - Herlander Marques
- Life and Health Sciences Research Institute (ICVS), School of Health SciencesUniversity of Minho, Braga, Portugal and ICVS/3B's – PT Government Associate LaboratoryBraga/GuimarãesPortugal
| | | | | | - Judit Várkonyi
- Department of Hematology and Internal MedicineSemmelweis UniversityBudapestHungary
| | - Gabriele Buda
- Hematology Unit, Department of Clinical and Experimental MedicineUniversity of PisaPisaItaly
| | - Arnon Nagler
- Hematology Division Chaim Sheba Medical CenterTel HashomerIsrael
| | - Agnieszka Druzd‐Sitek
- Department of Lymphoproliferative DiseasesMaria Skłodowska‐Curie National Research Institute of OncologyWarsawPoland
| | - Xifeng Wu
- Department of Epidemiology, Division of Cancer Prevention and Population SciencesUniversity of Texas MD Anderson Cancer CenterHoustonTexasUSA
| | - Katalin Kadar
- Department of Hematology and Internal MedicineSemmelweis UniversityBudapestHungary
| | - Nicola J. Camp
- Division of Hematology and Huntsman Cancer InstituteUniversity of UtahSalt Lake CityUtahUSA
| | - Norbert Grzasko
- Department of Experimental HematooncologyMedical University of LublinLublinPoland
| | - Rosalie G. Waller
- Division of Biomedical Statistics and Informatics, Department of Health Sciences ResearchMayo ClinicRochesterOntarioUSA
| | - Celine Vachon
- Division of Epidemiology, Department of Health Sciences ResearchMayo ClinicRochesterOntarioUSA
| | - Federico Canzian
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ)HeidelbergGermany
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9
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Vachon CM, Norman AD, Prasad K, Jensen D, Schaeferle GM, Vierling KL, Sherden M, Majerus MR, Bews KA, Heinzen EP, Hebl A, Yost KJ, Kennedy RB, Theel ES, Ghosh A, Fries M, Wi CI, Juhn YJ, Sampathkumar P, Morice WG, Rocca WA, Tande AJ, Cerhan JR, Limper AH, Ting HH, Farrugia G, Carter RE, Finney Rutten LJ, Jacobson RM, St. Sauver J. Rates of Asymptomatic COVID-19 Infection and Associated Factors in Olmsted County, Minnesota, in the Prevaccination Era. Mayo Clin Proc Innov Qual Outcomes 2022; 6:605-617. [PMID: 36277251 PMCID: PMC9578336 DOI: 10.1016/j.mayocpiqo.2022.10.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
Objective To estimate rates and identify factors associated with asymptomatic COVID-19 in the population of Olmsted County during the prevaccination era. Patients and Methods We screened first responders (n=191) and Olmsted County employees (n=564) for antibodies to SARS-CoV-2 from November 1, 2020 to February 28, 2021 to estimate seroprevalence and asymptomatic infection. Second, we retrieved all polymerase chain reaction (PCR)-confirmed COVID-19 diagnoses in Olmsted County from March 2020 through January 2021, abstracted symptom information, estimated rates of asymptomatic infection and examined related factors. Results Twenty (10.5%; 95% CI, 6.9%-15.6%) first responders and 38 (6.7%; 95% CI, 5.0%-9.1%) county employees had positive antibodies; an additional 5 (2.6%) and 10 (1.8%) had prior positive PCR tests per self-report or medical record, but no antibodies detected. Of persons with symptom information, 4 of 20 (20%; 95% CI, 3.0%-37.0%) first responders and 10 of 39 (26%; 95% CI, 12.6%-40.0%) county employees were asymptomatic. Of 6020 positive PCR tests in Olmsted County with symptom information between March 1, 2020, and January 31, 2021, 6% (n=385; 95% CI, 5.8%-7.1%) were asymptomatic. Factors associated with asymptomatic disease included age (0-18 years [odds ratio {OR}, 2.3; 95% CI, 1.7-3.1] and >65 years [OR, 1.40; 95% CI, 1.0-2.0] compared with ages 19-44 years), body mass index (overweight [OR, 0.58; 95% CI, 0.44-0.77] or obese [OR, 0.48; 95% CI, 0.57-0.62] compared with normal or underweight) and tests after November 20, 2020 ([OR, 1.35; 95% CI, 1.13-1.71] compared with prior dates). Conclusion Asymptomatic rates in Olmsted County before COVID-19 vaccine rollout ranged from 6% to 25%, and younger age, normal weight, and later tests dates were associated with asymptomatic infection.
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Affiliation(s)
- Celine M. Vachon
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Aaron D. Norman
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Kavita Prasad
- Integrative Medicine, Zumbro Valley Health Center, Mayo Clinic, Rochester, MN
| | - Dan Jensen
- Department of Health, Housing and Human Services Administration, Olmsted County Public Health, Mayo Clinic, Rochester, MN
| | - Gavin M. Schaeferle
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN
| | - Kristy L. Vierling
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN
| | - Meaghan Sherden
- Department of Epidemiology, Surveillance and Preparedness Team, Olmsted County Public Health, Mayo Clinic, Rochester, MN
| | | | - Katherine A. Bews
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN
| | - Ethan P. Heinzen
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN
| | - Amy Hebl
- Department of Human Resources, Olmsted County, Mayo Clinic, Rochester, MN
| | - Kathleen J. Yost
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Richard B. Kennedy
- Vaccine Research Group, Division of General Internal Medicine, Mayo Clinic, Rochester, MN
| | - Elitza S. Theel
- Department of Laboratory Medicine and Pathology, Division of Clinical Microbiology, Mayo Clinic, Rochester, MN
| | - Aditya Ghosh
- Department of Internal Medicine, Northeast Georgia Medical Center, Gainesville, GA
| | | | - Chung-Il Wi
- Department of Precision Population Science Lab, Mayo Clinic, Rochester, MN
| | - Young J. Juhn
- Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN
| | - Priya Sampathkumar
- Division of Infectious Diseases, Department of Medicine, Mayo Clinic, Rochester, MN
| | - William G. Morice
- Department of Laboratory Medicine & Pathology, Mayo Clinic, Rochester, MN
| | - Walter A. Rocca
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
- Department of Neurology and Women’s Health Research Center, Mayo Clinic, Rochester, MN
| | - Aaron J. Tande
- Division of Public Health, Infectious Diseases, and Occupational Medicine, Mayo Clinic, Rochester, MN
| | - James R. Cerhan
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Andrew H. Limper
- Department of Pulmonary and Critical Care Medicine, Mayo Clinic, Rochester, MN
| | - Henry H. Ting
- Department of Cardiology, Emory University, Atlanta, GA
| | - Gianrico Farrugia
- Division of Gastroenterology & Hepatology, Department of Medicine, Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, MN
| | - Rickey E. Carter
- Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL
| | | | - Robert M. Jacobson
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
- Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN
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10
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Parikh SA, Achenbach SJ, Rabe KG, Norman AD, Boddicker NJ, Olson JE, Call TG, Cerhan JR, Vachon CM, Kay NE, Braggio E, Hanson CA, Slager SL, Shanafelt TD. The risk of coronavirus disease 2019 (COVID-19) among individuals with monoclonal B cell lymphocytosis. Blood Cancer J 2022; 12:159. [PMID: 36418344 PMCID: PMC9684458 DOI: 10.1038/s41408-022-00754-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 11/05/2022] [Accepted: 11/08/2022] [Indexed: 11/24/2022] Open
Affiliation(s)
| | - Sara J Achenbach
- Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | - Kari G Rabe
- Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | - Aaron D Norman
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN, USA
| | | | - Janet E Olson
- Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | | | - James R Cerhan
- Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
| | | | - Neil E Kay
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Esteban Braggio
- Department of Hematology and Oncology, Mayo Clinic, Phoenix, AZ, USA
| | - Curtis A Hanson
- Department of Laboratory Medicine and Pathology, Division of Hematopathology, Mayo Clinic, Rochester, MN, USA
| | - Susan L Slager
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
- Division of Computational Biology, Mayo Clinic, Rochester, MN, USA
| | - Tait D Shanafelt
- Department of Medicine, Division of Hematology, Stanford University, Stanford, CA, USA
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11
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Slager SL, Parikh SA, Achenbach SJ, Norman AD, Rabe KG, Boddicker NJ, Olson JE, Kleinstern G, Lesnick CE, Call TG, Cerhan JR, Vachon CM, Kay NE, Braggio E, Hanson CA, Shanafelt TD. Progression and survival of MBL: a screening study of 10 139 individuals. Blood 2022; 140:1702-1709. [PMID: 35969843 PMCID: PMC9837414 DOI: 10.1182/blood.2022016279] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Accepted: 07/23/2022] [Indexed: 01/21/2023] Open
Abstract
Monoclonal B-cell lymphocytosis (MBL) is a common hematological premalignant condition that is understudied in screening cohorts. MBL can be classified into low-count (LC) and high-count (HC) types based on the size of the B-cell clone. Using the Mayo Clinic Biobank, we screened for MBL and evaluated its association with future hematologic malignancy and overall survival (OS). We had a two-stage study design including discovery and validation cohorts. We screened for MBL using an eight-color flow-cytometry assay. Medical records were abstracted for hematological cancers and death. We used Cox regression to evaluate associations and estimate hazard ratios and 95% confidence intervals (CIs), adjusting for age and sex. We identified 1712 (17%) individuals with MBL (95% LC-MBL), and the median follow-up time for OS was 34.4 months with 621 individuals who died. We did not observe an association with OS among individuals with LC-MBL (P = .78) but did among HC-MBL (hazard ratio, 1.8; 95% CI, 1.1-3.1; P = .03). Among the discovery cohort with a median of 10.0 years follow-up, 31 individuals developed hematological cancers with two-thirds being lymphoid malignancies. MBL was associated with 3.6-fold risk of hematological cancer compared to controls (95% CI, 1.7-7.7; P < .001) and 7.7-fold increased risk for lymphoid malignancies (95% CI:3.1-19.2; P < .001). LC-MBL was associated with 4.3-fold risk of lymphoid malignancies (95% CI, 1.4-12.7; P = .009); HC-MBL had a 74-fold increased risk (95% CI, 22-246; P < .001). In this large screening cohort, we observed similar survival among individuals with and without LC-MBL, yet individuals with LC-MBL have a fourfold increased risk of lymphoid malignancies. Accumulating evidence indicates that there are clinical consequences to LC-MBL, a condition that affects 8 to 10 million adults in the United States.
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Affiliation(s)
- Susan L. Slager
- Division of Hematology, Mayo Clinic, Rochester, MN
- Division of Computational Biology, Mayo Clinic, Rochester, MN
| | | | - Sara J. Achenbach
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN
| | | | - Kari G. Rabe
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN
| | | | | | - Geffen Kleinstern
- Division of Computational Biology, Mayo Clinic, Rochester, MN
- School of Public Health, University of Haifa, Haifa, Israel
| | | | | | | | | | - Neil E. Kay
- Division of Hematology, Mayo Clinic, Rochester, MN
| | - Esteban Braggio
- Department of Hematology and Oncology, Mayo Clinic, Phoenix, AZ
| | - Curtis A. Hanson
- Division of Hematopathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Tait D. Shanafelt
- Division of Hematology, Department of Medicine, Stanford University, Stanford, CA
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12
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Ansari AN, Achenbach SJ, Parikh SA, Kleinstern G, Norman AD, Rabe KG, Lesnick CE, Call TG, Olson JE, Cerhan JR, Kay NE, Vachon CM, Braggio E, Hanson CA, Shanafelt TD, Baum CL, Slager SL. Abstract 5256: Incidence of squamous cell carcinoma (SCC) in a large screening cohort of monoclonal B-cell lymphocytosis (MBL). Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-5256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
MBL is a common pre-malignant condition characterized by circulating clonal B-cells with an absolute B-cell count <5x109/L and no lymphadenopathy, organomegaly, or cytopenias. MBL is the precursor to CLL. The incidence of cutaneous SCC in CLL is significantly higher compared to controls. The incidence of SCC in MBLs has not yet been determined. Study participants from the Mayo Clinic Biobank who had no prior history of hematologic malignancy, were 40 years or older, and were Olmsted County residents completed a health questionnaire and provided blood samples between 7/2009 and 12/2020. Stored peripheral blood mononuclear cells were screened for MBL using flow cytometry. We defined three MBL immunophenotypes: CLL-like MBL (CD5+, CD20dim), atypical MBL (CD5+, CD20+), and non-CLL-like MBL (CD5-, CD20+). MBL individuals were also classified by cell count into low-count MBL (LC-MBL) and high-count MBL (HC-MBL), with HC-MBL having a percent clonal B-cell count ≥85%. Data on newly diagnosed SCC was abstracted from the medical records, and prior history of skin cancer before sample collection was ascertained from patient questionnaires. Individuals were followed from sample date to the earliest of SCC, death, loss to follow-up, progression, or 12/31/2020. Cumulative SCC incidence was adjusted for competing risk of death. Cox regression was used to calculate hazard ratios (HR) and 95% confidence intervals (CIs) adjusted for age and sex. A total of 5,470 participants were screened for MBL and included 949 (17%) with LC-MBL, 63 (1%) with HC-MBL, and 4,458 (81%) controls (negative for MBL). Individuals with HC-MBL (median age 75 years) or LC-MBL (median age 73 years) were significantly older (P<0.001) than controls (median age 66 years). There were 41 (65%) males among HC-MBL, 447 (47%) among LC-MBL, and 1,551 (35%) among controls. Prior skin cancer history was highest among HC-MBLs (N=17, 27%) or LC-MBLs (N=236, 25%) compared to controls (N=767, 17%). After a median follow-up of 18 months (range 0-138), 154 of the 5,470 individuals were identified to have incident SCC following MBL screening. At least one SCC was observed in 3 individuals with HC-MBL, 33 individuals with LC-MBL, and 118 controls. The 5- and 10-year cumulative incidence of SCC in individuals with MBLs was 7% and 16%, respectively; control estimates were 4% and 8%, respectively. However, after adjusting for age and sex, we observed no evidence of an association between MBL and risk of incident SCC (HR=0.95, CI=0.65-1.40, P=0.80), nor when we stratified individuals by age or by sex (all P>0.05). In the largest MBL screening cohort to date, individuals with MBL do not have an increased risk of incident SCC compared to controls. In contrast to individuals with CLL, these individuals with screening MBL do not need increased dermatologic examination for skin cancer, which is important given the high prevalence of MBL (18% of the population above age 40).
Citation Format: Ahmed Nadeem Ansari, Sara J. Achenbach, Sameer A. Parikh, Geffen Kleinstern, Aaron D. Norman, Kari G. Rabe, Connie E. Lesnick, Timothy G. Call, Janet E. Olson, James R. Cerhan, Neil E. Kay, Celine M. Vachon, Esteban Braggio, Curtis A. Hanson, Tait D. Shanafelt, Christian L. Baum, Susan L. Slager. Incidence of squamous cell carcinoma (SCC) in a large screening cohort of monoclonal B-cell lymphocytosis (MBL) [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 5256.
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13
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Macauda A, Clay-Gilmour A, Hielscher T, Hildebrandt MAT, Kruszewski M, Orlowski RZ, Kumar SK, Ziv E, Orciuolo E, Brown EE, Försti A, Waller RG, Machiela MJ, Chanock SJ, Camp NJ, Rymko M, Raźny M, Cozen W, Várkonyi J, Piredda C, Pelosini M, Belachew AA, Subocz E, Hemminki K, Rybicka-Ramos M, Giles GG, Milne RL, Hofmann JN, Zaucha JM, Vangsted AJ, Goldschmidt H, Rajkumar SV, Tomczak W, Sainz J, Butrym A, Watek M, Iskierka-Jazdzewska E, Buda G, Robinson DP, Jurczyszyn A, Dudziński M, Martinez-Lopez J, Sinnwell JP, Slager SL, Jamroziak K, Reis RMV, Weinhold N, Bhatti P, Carvajal-Carmona LG, Zawirska D, Norman AD, Mazur G, Berndt SI, Campa D, Vachon CM, Canzian F. Does a Multiple Myeloma Polygenic Risk Score Predict Overall Survival of Myeloma Patients? Cancer Epidemiol Biomarkers Prev 2022; 31:1863-1866. [PMID: 35700034 DOI: 10.1158/1055-9965.epi-22-0043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Revised: 03/18/2022] [Accepted: 06/08/2022] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Genome-wide association studies (GWAS) of multiple myeloma (MM) in populations of European ancestry (EA) identified and confirmed 24 susceptibility loci. For other cancers (e.g. colorectum and melanoma), risk loci have also been associated with patient survival. METHODS We explored the possible association of all the known risk variants and their polygenic risk score (PRS) with MM overall survival (OS) in multiple populations of EA (IMMEnSE consortium, InterLymph consortium, CoMMpass and the German GWAS) for a total of 3748 MM cases. Cox proportional hazards regression was used to assess the association between each risk SNP with OS under the allelic and codominant models of inheritance. All analyses were adjusted for age, sex, country of origin (for IMMEnSE) or principal components (for the others) and disease stage (ISS). SNP associations were meta-analyzed. RESULTS SNP associations were meta-analyzed. From the meta-analysis, two MM risk SNPs were associated with OS (p<0.05), specifically POT1-AS1-rs2170352 (HR=1.37, 95% C.I.=1.09-1.73, p=0.007) and TNFRSF13B-rs4273077 (HR=1.19, 95% C.I.=1.01-1.41, p=0.04). The association between the combined 24 SNP MM-PRS and OS, however, was not significant. CONCLUSIONS Overall, our results did not support an association between the majority of MM risk SNPs and OS. IMPACT This is the first study to investigate the association between MM PRS and OS in MM.
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Affiliation(s)
- Angelica Macauda
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Biology, University of Pisa, Pisa, Italy
| | - Alyssa Clay-Gilmour
- Department of Epidemiology & Biostatistics, Arnold School of Public Health, University of South Carolina, Greenville, South Carolina
| | - Thomas Hielscher
- Division of Biostatistics, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Michelle A T Hildebrandt
- Department of Lymphoma - Myeloma, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Marcin Kruszewski
- Department of Hematology University Hospital Bydgoszcz, Bydgoszcz, Poland
| | - Robert Z Orlowski
- Department of Lymphoma - Myeloma, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Shaji K Kumar
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Rochester, Minnesota
| | - Elad Ziv
- Department of Medicine, University of California San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, California
| | - Enrico Orciuolo
- Clinical and Experimental Medicine, Section of Hematology, University of Pisa, Pisa, Italy
| | - Elizabeth E Brown
- Department of Pathology, School of Medicine, University of Alabama, Birmingham, Alabama
| | - Asta Försti
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Rosalie G Waller
- Division of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | | | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, NCI, NIH, Bethesda, Maryland
| | - Nicola J Camp
- Division of Hematology and Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah
| | - Marcin Rymko
- Department of Haematology and Bone Marrow Transplantation, SSM im. M. Kopernika, Torun, Poland
| | | | - Wendy Cozen
- Division of Hematology/Oncology, Department of Medicine, School of Medicine, Department of Pathology, School of Medicine, Susan and Henry Samueli College of Health Sciences, Chao Family Comprehensive Cancer Center, University of California at Irvine, California
| | - Judit Várkonyi
- Department of Hematology and Internal Medicine, Semmelweis University, Budapest, Hungary
| | - Chiara Piredda
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Matteo Pelosini
- Clinical and Experimental Medicine, Section of Hematology, University of Pisa, Pisa, Italy
| | - Alem A Belachew
- Department of Lymphoma - Myeloma, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Edyta Subocz
- Department of Hematology, Military Institute of Medicine, Warsaw, Poland
| | - Kari Hemminki
- Biomedical Center, Faculty of Medicine, Charles University in Pilsen, Pilsen, Czech Republic
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | | | - Graham G Giles
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia
- Centre for Epidemiology and Biostatistics, School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Roger L Milne
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia
- Centre for Epidemiology and Biostatistics, School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Jonathan N Hofmann
- Division of Cancer Epidemiology and Genetics, NCI, NIH, Bethesda, Maryland
| | - Jan Maciej Zaucha
- Department of Hematology and Transplantology, Medical Univeristy of Gdańsk, Gdańsk, Poland
| | - Annette Juul Vangsted
- Department of Haematology, Rigshospitalet, Copenhagen University, Copenhagen, Denmark
| | - Hartmut Goldschmidt
- Department of Internal Medicine V, University of Heidelberg, Heidelberg, Germany
| | - S Vincent Rajkumar
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Rochester, Minnesota
| | - Waldemar Tomczak
- Department of Hematooncology and Bone Marrow Transplantation, Medical University of Lublin, Poland
| | - Juan Sainz
- Genomic Oncology Area, GENYO. Centre for Genomics and Oncological Research: Pfizer, University of Granada/Andalusian Regional Government, Granada, Spain
- Hematology department, Virgen de las Nieves University Hospital, Granada, Spain
| | - Aleksandra Butrym
- Department of Internal and Occupational Diseases, Medical University Wroclaw, Wroclaw, Poland
| | - Marzena Watek
- Hematology Clinic, Holycross Cancer Center, Kielce, Poland
| | | | - Gabriele Buda
- Clinical and Experimental Medicine, Section of Hematology, University of Pisa, Pisa, Italy
| | - Dennis P Robinson
- Division of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Artur Jurczyszyn
- Plasma Cell Dyscrasias Center, Department of Hematology, Faculty of Medicine, Jagiellonian University, Kraków, Poland
| | - Marek Dudziński
- Department of Hematology, Institute of Medical Sciences, College of Medical Sciences, University of Rzeszów, Rzeszów, Poland
| | | | - Jason P Sinnwell
- Division of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Susan L Slager
- Division of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Krzysztof Jamroziak
- Department of Hematology, Transplantation and Internal Disease, Medical University of Warsaw, Warsaw, Poland
| | - Rui Manuel Vieira Reis
- Life and Health Sciences Research Institute (ICVS), School of Health Sciences, University of Minho, Braga, Portugal and ICVS/3B's - PT Government Associate Laboratory, Braga/Guimarães, Portugal
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos, Brazil
| | - Niels Weinhold
- Department of Internal Medicine V, University of Heidelberg, Heidelberg, Germany
- CCU Molecular Hematology/Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Parveen Bhatti
- Division of Population Oncology Cancer Control Research, BC Cancer, Vancouver, Bristish Columbia, Canada
- Program in Epidemiology, Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Luis G Carvajal-Carmona
- Department of Biochemistry and Molecular Medicine, School of Medicine, University of California Davis, Sacramento, California
- Latinos United for Cancer Health Advancement Initiative, University of California Davis Comprehensive Cancer Center, Sacramento, California
- Community Engagement Program, Clinical and Translational Science Center, University of California Davis, Sacramento, California
| | - Daria Zawirska
- Department of Hematology, University Hospital of Cracow, Cracow, Poland
| | - Aaron D Norman
- Division of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota
| | - Grzegorz Mazur
- Department of Internal and Occupational Diseases, Medical University Wroclaw, Wroclaw, Poland
| | - Sonja I Berndt
- Division of Cancer Epidemiology and Genetics, NCI, NIH, Bethesda, Maryland
| | - Daniele Campa
- Department of Biology, University of Pisa, Pisa, Italy
| | - Celine M Vachon
- Division of Epidemiology, Department of Quantitative Sciences, Mayo Clinic, Rochester, Minnesota
| | - Federico Canzian
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
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14
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García-Martín P, Díez AM, Maldonado JMS, Serrano AJC, Ter Horst R, Benavente Y, Landi S, Macauda A, Clay-Gilmour A, Hernández-Mohedo F, Niazi Y, González-Sierra P, Espinet B, Rodríguez-Sevilla JJ, Maffei R, Blanco G, Giaccherini M, Puiggros A, Cerhan J, Marasca R, Cañadas-Garre M, López-Nevot MÁ, Chen-Liang T, Thomsen H, Gámez I, Moreno V, Marcos-Gragera R, García-Álvarez M, Llorca J, Jerez A, Berndt S, Butrym A, Norman AD, Casabonne D, Luppi M, Slager SL, Hemminki K, Li Y, Alcoceba M, Campa D, Canzian F, de Sanjosé S, Försti A, Netea MG, Jurado M, Sainz J. Validation and functional characterization of GWAS-identified variants for chronic lymphocytic leukemia: a CRuCIAL study. Blood Cancer J 2022; 12:79. [PMID: 35581176 PMCID: PMC9114372 DOI: 10.1038/s41408-022-00676-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2022] [Revised: 04/26/2022] [Accepted: 05/04/2022] [Indexed: 02/08/2023] Open
Affiliation(s)
| | - Ana Moñiz Díez
- Genomic Oncology Area, GENYO, Centre for Genomics and Oncological Research: Pfizer/University of Granada/Andalusian Regional Government, PTS, Granada, Spain
- Hematology department, Virgen de las Nieves University Hospital, Granada, Spain
- Instituto de Investigación Biosanitaria IBs.Granada, Granada, Spain
| | - José Manuel Sánchez Maldonado
- Genomic Oncology Area, GENYO, Centre for Genomics and Oncological Research: Pfizer/University of Granada/Andalusian Regional Government, PTS, Granada, Spain
- Hematology department, Virgen de las Nieves University Hospital, Granada, Spain
- Instituto de Investigación Biosanitaria IBs.Granada, Granada, Spain
| | - Antonio José Cabrera Serrano
- Genomic Oncology Area, GENYO, Centre for Genomics and Oncological Research: Pfizer/University of Granada/Andalusian Regional Government, PTS, Granada, Spain
- Hematology department, Virgen de las Nieves University Hospital, Granada, Spain
- Instituto de Investigación Biosanitaria IBs.Granada, Granada, Spain
| | - Rob Ter Horst
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, The Netherlands
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Yolanda Benavente
- Catalan Institute of Oncology, Bellvitge Biomedical Research Institute (IDIBELL), Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP) and University of Barcelona, Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
| | - Stefano Landi
- Department of Biology, University of Pisa, Pisa, Italy
| | - Angelica Macauda
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Alyssa Clay-Gilmour
- Department of Epidemiology & Biostatistics, Arnold School of Public Health, University of South Carolina, Greenville, SC, USA
| | - Francisca Hernández-Mohedo
- Hematology department, Virgen de las Nieves University Hospital, Granada, Spain
- Instituto de Investigación Biosanitaria IBs.Granada, Granada, Spain
| | - Yasmeen Niazi
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), Heidelberg, Germany
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
| | - Pedro González-Sierra
- Hematology department, Virgen de las Nieves University Hospital, Granada, Spain
- Instituto de Investigación Biosanitaria IBs.Granada, Granada, Spain
| | - Blanca Espinet
- Molecular Cytogenetics Laboratory, Pathology Department, Hospital del Mar, Barcelona, Spain
- Translational Research on Hematological Neoplasms Group, Cancer Research Program, Institut Hospital del Mar d'Investigacions Mèdiques (IMIM), Barcelona, Spain
| | | | - Rossana Maffei
- Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, AOU Policlinico, Modena, Italy
| | - Gonzalo Blanco
- Molecular Cytogenetics Laboratory, Pathology Department, Hospital del Mar, Barcelona, Spain
- Translational Research on Hematological Neoplasms Group, Cancer Research Program, Institut Hospital del Mar d'Investigacions Mèdiques (IMIM), Barcelona, Spain
| | | | - Anna Puiggros
- Molecular Cytogenetics Laboratory, Pathology Department, Hospital del Mar, Barcelona, Spain
- Translational Research on Hematological Neoplasms Group, Cancer Research Program, Institut Hospital del Mar d'Investigacions Mèdiques (IMIM), Barcelona, Spain
| | - James Cerhan
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, 55905, USA
| | - Roberto Marasca
- Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, AOU Policlinico, Modena, Italy
| | - Marisa Cañadas-Garre
- Genomic Oncology Area, GENYO, Centre for Genomics and Oncological Research: Pfizer/University of Granada/Andalusian Regional Government, PTS, Granada, Spain
- Hematology department, Virgen de las Nieves University Hospital, Granada, Spain
- Instituto de Investigación Biosanitaria IBs.Granada, Granada, Spain
| | | | - Tzu Chen-Liang
- Hematology Department, Morales Meseguer University Hospital, Murcia, Spain
| | | | - Irene Gámez
- Hematology Department, Morales Meseguer University Hospital, Murcia, Spain
| | - Víctor Moreno
- CIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
- Unit of Biomarkers and Susceptibility, Cancer Prevention and Control Program, IDIBELL, Catalan Institute of Oncology; Department of Clinical Sciences, Faculty of Medicine, University of Barcelona, Barcelona, Spain
| | - Rafael Marcos-Gragera
- CIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
- Epidemiology Unit and Girona Cancer Registry, Oncology Coordination Plan, Department of Health, Autonomous Government of Catalonia, Catalan Institute of Oncology, Girona Biomedical Research Institute (IdiBGi), and Universitat de Girona, Girona, Spain
- Josep Carreras Leukemia Research Institute, Girona, Spain
| | - María García-Álvarez
- Department of Hematology, University Hospital of Salamanca (HUS/IBSAL), CIBERONC and Cancer Research Institute of Salamanca-IBMCC (USAL-CSIC), Salamanca, Spain
| | - Javier Llorca
- CIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
- University of Cantabria, Santander, Spain
| | - Andrés Jerez
- Hematology Department, Morales Meseguer University Hospital, Murcia, Spain
| | - Sonja Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | | | - Aaron D Norman
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, 55905, USA
| | - Delphine Casabonne
- Catalan Institute of Oncology, Bellvitge Biomedical Research Institute (IDIBELL), Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP) and University of Barcelona, Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
| | - Mario Luppi
- Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, AOU Policlinico, Modena, Italy
| | - Susan L Slager
- Division of Computational Genomics, Mayo Clinic, Rochester, MN, USA
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Kari Hemminki
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120, Heidelberg, Germany
- Faculty of Medicine and Biomedical Center in Pilsen, Charles University in Prague, 30605, Pilsen, Czech Republic
| | - Yang Li
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, The Netherlands
- Centre for Individualised Infection Medicine (CiiM) & TWINCORE, joint ventures between the Helmholtz-Centre for Infection Research (HZI) and the Hannover Medical School (MHH), Hannover, Germany
| | | | - Daniele Campa
- Department of Biology, University of Pisa, Pisa, Italy
| | - Federico Canzian
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Silvia de Sanjosé
- Catalan Institute of Oncology, Bellvitge Biomedical Research Institute (IDIBELL), Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP) and University of Barcelona, Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
| | - Asta Försti
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), Heidelberg, Germany
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
| | - Mihai G Netea
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, The Netherlands
- Department for Immunology & Metabolism, Life and Medical Sciences Institute (LIMES), University of Bonn, 53115, Bonn, Germany
| | - Manuel Jurado
- Genomic Oncology Area, GENYO, Centre for Genomics and Oncological Research: Pfizer/University of Granada/Andalusian Regional Government, PTS, Granada, Spain
- Hematology department, Virgen de las Nieves University Hospital, Granada, Spain
- Instituto de Investigación Biosanitaria IBs.Granada, Granada, Spain
| | - Juan Sainz
- Genomic Oncology Area, GENYO, Centre for Genomics and Oncological Research: Pfizer/University of Granada/Andalusian Regional Government, PTS, Granada, Spain.
- Hematology department, Virgen de las Nieves University Hospital, Granada, Spain.
- Instituto de Investigación Biosanitaria IBs.Granada, Granada, Spain.
- Department of Biochemistry and Molecular Biology I, Faculty of Sciences, University of Granada (UGR), Granada, Spain.
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15
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Kleinstern G, Larson DR, Allmer C, Norman AD, Muntifering G, Sinnwell J, Visram A, Rajkumar V, Dispenzieri A, Kyle RA, Slager SL, Kumar S, Vachon CM. Body mass index associated with monoclonal gammopathy of undetermined significance (MGUS) progression in Olmsted County, Minnesota. Blood Cancer J 2022; 12:67. [PMID: 35440099 PMCID: PMC9018764 DOI: 10.1038/s41408-022-00659-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Revised: 02/16/2022] [Accepted: 02/22/2022] [Indexed: 12/14/2022] Open
Abstract
Monoclonal gammopathy of undetermined significance (MGUS) is a premalignant clonal disorder that progresses to multiple myeloma (MM), or other plasma-cell or lymphoid disorders at a rate of 1%/year. We evaluate the contribution of body mass index (BMI) to MGUS progression beyond established clinical factors in a population-based study. We identified 594 MGUS through a population-based screening study in Olmsted County, Minnesota, between 1995 and 2003. Follow-up time was calculated from the date of MGUS to last follow-up, death, or progression to MM/another plasma-cell/lymphoid disorder. BMI (kg/m2 < 25/≥25) was measured close to screening date. We used Cox regression to estimate hazard ratios (HR) and 95% confidence intervals (CI) for the association of BMI ≥ 25 versus BMI < 25 with MGUS progression and also evaluated the corresponding c-statistic and 95% CI to describe discrimination of the model for MGUS progression. Median follow-up was 10.5 years (range:0-25), while 465 patients died and 57 progressed and developed MM (N = 39), AL amyloidosis (N = 8), lymphoma (N = 5), or Waldenstrom-macroglobulinemia (N = 5). In univariate analyses, BMI ≥ 25 (HR = 2.14,CI:1.05-4.36, P = 0.04), non-IgG (HR = 2.84, CI:1.68-4.80, P = 0.0001), high monoclonal (M) protein (HR = 2.57, CI:1.50-4.42, P = 0.001), and abnormal free light chain ratio (FLCr) (HR = 3.39, CI:1.98-5.82, P < 0.0001) were associated with increased risk of MGUS progression, and were independently associated in a multivariable model (c-statistic = 0.75, CI:0.68-0.82). The BMI association was stronger among females (HR = 3.55, CI:1.06-11.9, P = 0.04) vs. males (HR = 1.39, CI:0.57-3.36, P = 0.47), although the interaction between BMI and sex was not significant (P = 0.15). In conclusion, high BMI is a prognostic factor for MGUS progression, independent of isotype, M protein, and FLCr. This association may be stronger among females.
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Affiliation(s)
- Geffen Kleinstern
- School of Public Health, University of Haifa, Haifa, Israel
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Dirk R Larson
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Cristine Allmer
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Aaron D Norman
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | | | - Jason Sinnwell
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Alissa Visram
- Department of Medicine, Division of Hematology, Mayo Clinic, Rochester, MN, USA
- The Ottawa Hospital, Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Vincent Rajkumar
- Department of Medicine, Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Angela Dispenzieri
- Department of Medicine, Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Robert A Kyle
- Department of Medicine, Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Susan L Slager
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
- Department of Medicine, Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Shaji Kumar
- Department of Medicine, Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Celine M Vachon
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA.
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16
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Boddicker NJ, Achenbach SJ, Parikh SA, Kleinstern G, Braggio E, Norman AD, Rabe KG, Vachon CM, Lesnick CE, Call TG, Olson JE, Cerhan JR, Kay NE, Hanson CA, Shanafelt TD, Slager SL. Associations of history of vaccination and hospitalization due to infection with risk of monoclonal B-cell lymphocytosis. Leukemia 2022; 36:1404-1407. [PMID: 35169244 PMCID: PMC8853183 DOI: 10.1038/s41375-022-01514-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Revised: 01/13/2022] [Accepted: 01/26/2022] [Indexed: 12/14/2022]
Affiliation(s)
- Nicholas J. Boddicker
- grid.66875.3a0000 0004 0459 167XDivision of Computational Biology, Mayo Clinic, Rochester, MN USA
| | - Sara J. Achenbach
- grid.66875.3a0000 0004 0459 167XDivision of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN USA
| | - Sameer A. Parikh
- grid.66875.3a0000 0004 0459 167XDivision of Hematology, Mayo Clinic, Rochester, MN USA
| | - Geffen Kleinstern
- grid.66875.3a0000 0004 0459 167XDivision of Computational Biology, Mayo Clinic, Rochester, MN USA ,grid.18098.380000 0004 1937 0562School of Public Health, University of Haifa, Haifa, Israel
| | - Esteban Braggio
- grid.470142.40000 0004 0443 9766Department of Hematology and Oncology, Mayo Clinic, Phoenix, AZ USA
| | - Aaron D. Norman
- grid.66875.3a0000 0004 0459 167XDivision of Epidemiology, Mayo Clinic, Rochester, MN USA
| | - Kari G. Rabe
- grid.66875.3a0000 0004 0459 167XDivision of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN USA
| | - Celine M. Vachon
- grid.66875.3a0000 0004 0459 167XDivision of Epidemiology, Mayo Clinic, Rochester, MN USA
| | - Connie E. Lesnick
- grid.66875.3a0000 0004 0459 167XDivision of Hematology, Mayo Clinic, Rochester, MN USA
| | - Timothy G. Call
- grid.66875.3a0000 0004 0459 167XDivision of Hematology, Mayo Clinic, Rochester, MN USA
| | - Janet E. Olson
- grid.66875.3a0000 0004 0459 167XDivision of Epidemiology, Mayo Clinic, Rochester, MN USA
| | - James R. Cerhan
- grid.66875.3a0000 0004 0459 167XDivision of Epidemiology, Mayo Clinic, Rochester, MN USA
| | - Neil E. Kay
- grid.66875.3a0000 0004 0459 167XDivision of Hematology, Mayo Clinic, Rochester, MN USA
| | - Curtis A. Hanson
- grid.66875.3a0000 0004 0459 167XDepartment of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN USA
| | - Tait D. Shanafelt
- grid.168010.e0000000419368956Department of Medicine, Division of Hematology, Stanford University, Stanford, CA USA
| | - Susan L. Slager
- grid.66875.3a0000 0004 0459 167XDivision of Computational Biology, Mayo Clinic, Rochester, MN USA ,grid.66875.3a0000 0004 0459 167XDivision of Hematology, Mayo Clinic, Rochester, MN USA
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17
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Coletta DK, Hlusko LJ, Scott GR, Garcia LA, Vachon CM, Norman AD, Funk JL, Shaibi GQ, Hernandez V, De Filippis E, Mandarino LJ. Association of EDARV370A with breast density and metabolic syndrome in Latinos. PLoS One 2021; 16:e0258212. [PMID: 34618839 PMCID: PMC8496850 DOI: 10.1371/journal.pone.0258212] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2021] [Accepted: 09/21/2021] [Indexed: 12/02/2022] Open
Abstract
The ectodysplasin receptor (EDAR) is a tumor necrosis factor receptor (TNF) superfamily member. A substitution in an exon of EDAR at position 370 (EDARV370A) creates a gain of function mutant present at high frequencies in Asian and Indigenous American populations but absent in others. Its frequency is intermediate in populations of Mexican ancestry. EDAR regulates the development of ectodermal tissues, including mammary ducts. Obesity and type 2 diabetes mellitus are prevalent in people with Indigenous and Latino ancestry. Latino patients also have altered prevalence and presentation of breast cancer. It is unknown whether EDARV370A might connect these phenomena. The goals of this study were to determine 1) whether EDARV370A is associated with metabolic phenotypes and 2) if there is altered breast anatomy in women carrying EDARV370A. Participants were from two Latino cohorts, the Arizona Insulin Resistance (AIR) registry and Sangre por Salud (SPS) biobank. The frequency of EDARV370A was 47% in the Latino cohorts. In the AIR registry, carriers of EDARV370A (GG homozygous) had significantly (p < 0.05) higher plasma triglycerides, VLDL, ALT, 2-hour post-challenge glucose, and a higher prevalence of prediabetes/diabetes. In a subset of the AIR registry, serum levels of ectodysplasin A2 (EDA-A2) also were associated with HbA1c and prediabetes (p < 0.05). For the SPS biobank, participants that were carriers of EDARV370A had lower breast density and higher HbA1c (both p < 0.05). The significant associations with measures of glycemia remained when the cohorts were combined. We conclude that EDARV370A is associated with characteristics of the metabolic syndrome and breast density in Latinos.
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Affiliation(s)
- Dawn K. Coletta
- Department of Medicine, Division of Endocrinology, University of Arizona, Tucson, Arizona, United States of America
- Department of Physiology, University of Arizona, Tucson, Arizona, United States of America
- Center for Disparities in Diabetes Obesity, and Metabolism, University of Arizona, Tucson, Arizona, United States of America
- * E-mail:
| | - Leslea J. Hlusko
- Department of Integrative Biology, University of California, Berkeley, California, United States of America
- Centro Nacional de Investigación sobre la Evolución Humana, Burgos, Spain
| | - G. Richard Scott
- Department of Anthropology, University of Nevada, Reno, Nevada, United States of America
| | - Luis A. Garcia
- Department of Medicine, Division of Endocrinology, University of Arizona, Tucson, Arizona, United States of America
- Center for Disparities in Diabetes Obesity, and Metabolism, University of Arizona, Tucson, Arizona, United States of America
| | - Celine M. Vachon
- Division of Epidemiology, Mayo Clinic, Rochester, Minnesota, United States of America
| | - Aaron D. Norman
- Division of Epidemiology, Mayo Clinic, Rochester, Minnesota, United States of America
| | - Janet L. Funk
- Department of Medicine, Division of Endocrinology, University of Arizona, Tucson, Arizona, United States of America
- Department of Nutritional Sciences, University of Arizona, Tucson, Arizona, United States of America
| | - Gabriel Q. Shaibi
- Center for Health Promotion and Disease Prevention, Arizona State University, Phoenix, Arizona, United States of America
| | | | - Eleanna De Filippis
- Department of Endocrinology, Metabolism and Diabetes, Mayo Clinic Arizona, Scottsdale, Arizona, United States of America
| | - Lawrence J. Mandarino
- Department of Medicine, Division of Endocrinology, University of Arizona, Tucson, Arizona, United States of America
- Center for Disparities in Diabetes Obesity, and Metabolism, University of Arizona, Tucson, Arizona, United States of America
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18
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St Sauver JL, Lopes GS, Rocca WA, Prasad K, Majerus MR, Limper AH, Jacobson DJ, Fan C, Jacobson RM, Rutten LJ, Norman AD, Vachon CM. Factors Associated With Severe COVID-19 Infection Among Persons of Different Ages Living in a Defined Midwestern US Population. Mayo Clin Proc 2021; 96:2528-2539. [PMID: 34538426 PMCID: PMC8255113 DOI: 10.1016/j.mayocp.2021.06.023] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/13/2021] [Revised: 05/25/2021] [Accepted: 06/28/2021] [Indexed: 12/23/2022]
Abstract
OBJECTIVE To identify risk factors associated with severe COVID-19 infection in a defined Midwestern US population overall and within different age groups. PATIENTS AND METHODS We used the Rochester Epidemiology Project research infrastructure to identify persons residing in a defined 27-county Midwestern region who had positive results on polymerase chain reaction tests for COVID-19 between March 1, 2020, and September 30, 2020 (N=9928). Age, sex, race, ethnicity, body mass index, smoking status, and 44 chronic disease categories were considered as possible risk factors for severe infection. Severe infection was defined as hospitalization or death caused by COVID-19. Associations between risk factors and severe infection were estimated using Cox proportional hazard models overall and within 3 age groups (0 to 44, 45 to 64, and 65+ years). RESULTS Overall, 474 (4.8%) persons developed severe COVID-19 infection. Older age, male sex, non-White race, Hispanic ethnicity, obesity, and a higher number of chronic conditions were associated with increased risk of severe infection. After adjustment, 36 chronic disease categories were significantly associated with severe infection. The risk of severe infection varied significantly across age groups. In particular, persons 0 to 44 years of age with cancer, chronic neurologic disorders, hematologic disorders, ischemic heart disease, and other endocrine disorders had a greater than 3-fold increased risk of severe infection compared with persons of the same age without those conditions. Associations were attenuated in older age groups. CONCLUSION Older persons are more likely to experience severe infections; however, severe cases occur in younger persons as well. Our data provide insight regarding younger persons at especially high risk of severe COVID-19 infection.
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Affiliation(s)
- Jennifer L St Sauver
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN; Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN.
| | - Guilherme S Lopes
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Walter A Rocca
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN; Department of Neurology, Mayo Clinic, Rochester, MN
| | | | | | - Andrew H Limper
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN; Department of Pulmonary and Critical Care Medicine, Mayo Clinic, Rochester, MN
| | - Debra J Jacobson
- Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Chun Fan
- Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Robert M Jacobson
- Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN
| | - Lila J Rutten
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN
| | - Aaron D Norman
- Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Celine M Vachon
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
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19
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de Campos CB, O'Brien DR, McCabe CE, Yan H, Kleinstern G, Wang Z, Bruins LA, Allmer C, Boddicker NJ, Secreto CR, Norman AD, Tian S, Rabe KG, Call TG, Parikh SA, Leis JF, Ding W, Furman R, Weinberg JB, Cerhan JR, Vachon CM, Kay NE, Slager SL, Braggio E. Abstract 2209: Characterization of underlying genomic features among African ancestry populations diagnosed with chronic lymphocytic leukemia. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-2209] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Chronic lymphocytic leukemia (CLL) is a neoplastic disease of mature B-cells with a highly heterogeneous clinical course. While European ancestry (EA) populations present an increased incidence of CLL, African ancestry (AA) populations have a younger median age of onset, higher frequency of adverse prognostic factors, and inferior clinical outcomes. Despite the considerable effort to characterize the genetic landscape of CLL, AA are overwhelmingly underrepresented. Our hypothesis is that the clinical differences observed between AA and EA populations are, in part, explained by underlying genetic features. To address this imbalance, we identified 90 AA patients diagnosed with CLL, 64% of which were untreated at sample collection. RNA and DNA were extracted from CD5+/CD19+ clonal B-cells. We performed mRNA-seq and targeted sequencing in 59 recurrently mutated somatic CLL driver genes. Differentially expressed genes were identified using edgeR. Data was compared to our previously analyzed EA CLL cohort (N=445). The median age at diagnosis was 59 years for AA and 66 for EA and 74% of AA and 50% of EA had unmutated IGHV (u-IGHV) status. When evaluating the entire AA and EA cohorts, there was a significant increased frequency of mutations in TP53, SF3B1, and NFKBIE, identified in 29%, 24%, and 20% of AA CLLs, compared to 5%, 9%, and 9%, respectively, in EA CLLs (p<0.01). When exclusively evaluating the untreated and u-IGHV cases, AA CLLs showed greater proportion of TP53 (30% vs 12%; p=0.0145), NFKBIE (30% vs 15%; p=0.0492), BIRC3 (21% vs 10%; p=0.0697), and KRAS (15% vs 7%; p=0.1683). Furthermore, there was an increase in mutations targeting relevant molecular pathways, such as NF-κB (42% vs 15%) and MAPK (18% vs 8%). Upregulation MAPK pathway was also confirmed by mRNA-seq analysis in the AA u-IGHV CLLs. Because of the high prevalence of TP53 mutations in the AA cohort, we further evaluated differential gene expression in the DNA Damage/Telomere Stress-Induced Senescence pathway. AA CLLs presented a significant downregulation of multiple genes associated with genome stability and cellular DNA damage response - DDR (including TP53 and ATM), double strand break repair (H2AFX and RAD50), telomere maintenance (POT1 and ACD), and cell cycle regulation (RB1, CCNA1, and CCNE2) (FDR<0.05). DDR is responsible for DNA repair or induction of apoptosis, with its deficiency resulting in the accumulation of chromosomal aberrations, negatively impacting clinical outcome in CLL. Disparities in cancer are influenced by numerous factors that affect disease risk, screening and diagnosis, access to treatment, and survival. We identified an increased number of genomic alterations in the AA CLL cohort, primarily inducing activation of NF-κB and MAPK pathways and DDR impairment, with the increased frequency of mutations, notably in TP53 and BIRC3, expected to negatively impact prognosis.
Citation Format: Cecilia Bonolo de Campos, Daniel R. O'Brien, Chantal E. McCabe, Huihuang Yan, Geffen Kleinstern, Zhiquan Wang, Laura A. Bruins, Cristine Allmer, Nicholas J. Boddicker, Charla R. Secreto, Aaron D. Norman, Shulan Tian, Kari G. Rabe, Timothy G. Call, Sameer A. Parikh, Jose F. Leis, Wei Ding, Richard Furman, J Brice Weinberg, James R. Cerhan, Celine M. Vachon, Neil E. Kay, Susan L. Slager, Esteban Braggio. Characterization of underlying genomic features among African ancestry populations diagnosed with chronic lymphocytic leukemia [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 2209.
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20
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Slager SL, Lanasa MC, Marti GE, Achenbach SJ, Camp NJ, Abbasi F, Kay NE, Vachon CM, Cerhan JR, Johnston JB, Call TG, Rabe KG, Kleinstern G, Boddicker NJ, Norman AD, Parikh SA, Leis JF, Banerji V, Brander DM, Glenn M, Ferrajoli A, Curtin K, Braggio E, Shanafelt TD, McMaster ML, Weinberg JB, Hanson CA, Caporaso NE. Natural history of monoclonal B-cell lymphocytosis among relatives in CLL families. Blood 2021; 137:2046-2056. [PMID: 33512457 PMCID: PMC8057266 DOI: 10.1182/blood.2020006322] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2020] [Accepted: 11/14/2020] [Indexed: 12/21/2022] Open
Abstract
Chronic lymphocytic lymphoma (CLL) has one of the highest familial risks among cancers. Monoclonal B-cell lymphocytosis (MBL), the precursor to CLL, has a higher prevalence (13%-18%) in families with 2 or more members with CLL compared with the general population (5%-12%). Although, the rate of progression to CLL for high-count MBLs (clonal B-cell count ≥500/µL) is ∼1% to 5%/y, no low-count MBLs have been reported to progress to date. We report the incidence and natural history of MBL in relatives from CLL families. In 310 CLL families, we screened 1045 relatives for MBL using highly sensitive flow cytometry and prospectively followed 449 of them. MBL incidence was directly age- and sex-adjusted to the 2010 US population. CLL cumulative incidence was estimated using Kaplan-Meier survival curves. At baseline, the prevalence of MBL was 22% (235/1045 relatives). After a median follow-up of 8.1 years among 449 relatives, 12 individuals progressed to CLL with a 5-year cumulative incidence of 1.8%. When considering just the 139 relatives with low-count MBL, the 5-year cumulative incidence increased to 5.7%. Finally, 264 had no MBL at baseline, of whom 60 individuals subsequently developed MBL (2 high-count and 58 low-count MBLs) with an age- and sex-adjusted incidence of 3.5% after a median of 6 years of follow-up. In a screening cohort of relatives from CLL families, we reported progression from normal-count to low-count MBL to high-count MBL to CLL, demonstrating that low-count MBL precedes progression to CLL. We estimated a 1.1% annual rate of progression from low-count MBL, which is in excess of that in the general population.
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Affiliation(s)
- Susan L Slager
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Mark C Lanasa
- Department of Medicine, Duke University, Duke Cancer Institute, Durham, NC
| | - Gerald E Marti
- Lymphoid Malignancies Section, Hematology Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Sara J Achenbach
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Nicola J Camp
- Department of Internal Medicine, Huntsman Cancer Institute, University of Utah School of Medicine, Salt Lake City, UT
| | - Fatima Abbasi
- Center for Biologics Research and Evaluation, Food and Drug Administration, Silver Springs, MD
| | - Neil E Kay
- Division of Hematology, Department of Medicine, Mayo Clinic, Rochester, MN
| | - Celine M Vachon
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - James R Cerhan
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - James B Johnston
- Department of Internal Medicine, Max Rady College of Medicine, University of Manitoba, Winnipeg, MB, Canada
- Research Institute in Oncology and Hematology, CancerCare Manitoba, Winnipeg, MB, Canada
| | - Timothy G Call
- Division of Hematology, Department of Medicine, Mayo Clinic, Rochester, MN
| | - Kari G Rabe
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | | | | | - Aaron D Norman
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Sameer A Parikh
- Division of Hematology, Department of Medicine, Mayo Clinic, Rochester, MN
| | - Jose F Leis
- Department of Hematology and Oncology, Mayo Clinic, Phoenix, AZ
| | - Versha Banerji
- Department of Internal Medicine, Max Rady College of Medicine, University of Manitoba, Winnipeg, MB, Canada
- Research Institute in Oncology and Hematology, CancerCare Manitoba, Winnipeg, MB, Canada
- Department of Biochemistry and Medical Genetics, Max Rady College of Medicine, University of Manitoba, Winnipeg, MB, Canada
| | - Danielle M Brander
- Department of Medicine, Duke University, Duke Cancer Institute, Durham, NC
| | - Martha Glenn
- Department of Internal Medicine, Huntsman Cancer Institute, University of Utah School of Medicine, Salt Lake City, UT
| | - Alessandra Ferrajoli
- Department of Leukemia, University of Texas MD Anderson Cancer Center, Houston, TX
| | - Karen Curtin
- Department of Internal Medicine, Huntsman Cancer Institute, University of Utah School of Medicine, Salt Lake City, UT
| | - Esteban Braggio
- Department of Hematology and Oncology, Mayo Clinic, Phoenix, AZ
| | - Tait D Shanafelt
- Division of Hematology, Department of Medicine, Stanford University School of Medicine, Palo Alto, CA
| | - Mary L McMaster
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - J Brice Weinberg
- Department of Medicine, Duke University, Duke Cancer Institute, Durham, NC
- Department of Immunology, Duke University Medical Center, Durham, NC
- Durham Veterans Affairs Medical Center, Durham, NC; and
| | - Curtis A Hanson
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Neil E Caporaso
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD
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21
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Macauda A, Piredda C, Clay-Gilmour AI, Sainz J, Buda G, Markiewicz M, Barington T, Ziv E, Hildebrandt MAT, Belachew AA, Varkonyi J, Prejzner W, Druzd-Sitek A, Spinelli J, Andersen NF, Hofmann JN, Dudziński M, Martinez-Lopez J, Iskierka-Jazdzewska E, Milne RL, Mazur G, Giles GG, Ebbesen LH, Rymko M, Jamroziak K, Subocz E, Reis RM, Garcia-Sanz R, Suska A, Haastrup EK, Zawirska D, Grzasko N, Vangsted AJ, Dumontet C, Kruszewski M, Dutka M, Camp NJ, Waller RG, Tomczak W, Pelosini M, Raźny M, Marques H, Abildgaard N, Wątek M, Jurczyszyn A, Brown EE, Berndt S, Butrym A, Vachon CM, Norman AD, Slager SL, Gemignani F, Canzian F, Campa D. Expression quantitative trait loci of genes predicting outcome are associated with survival of multiple myeloma patients. Int J Cancer 2021; 149:327-336. [PMID: 33675538 DOI: 10.1002/ijc.33547] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Revised: 11/30/2020] [Accepted: 12/14/2020] [Indexed: 12/24/2022]
Abstract
Gene expression profiling can be used for predicting survival in multiple myeloma (MM) and identifying patients who will benefit from particular types of therapy. Some germline single nucleotide polymorphisms (SNPs) act as expression quantitative trait loci (eQTLs) showing strong associations with gene expression levels. We performed an association study to test whether eQTLs of genes reported to be associated with prognosis of MM patients are directly associated with measures of adverse outcome. Using the genotype-tissue expression portal, we identified a total of 16 candidate genes with at least one eQTL SNP associated with their expression with P < 10-7 either in EBV-transformed B-lymphocytes or whole blood. We genotyped the resulting 22 SNPs in 1327 MM cases from the International Multiple Myeloma rESEarch (IMMEnSE) consortium and examined their association with overall survival (OS) and progression-free survival (PFS), adjusting for age, sex, country of origin and disease stage. Three polymorphisms in two genes (TBRG4-rs1992292, TBRG4-rs2287535 and ENTPD1-rs2153913) showed associations with OS at P < .05, with the former two also associated with PFS. The associations of two polymorphisms in TBRG4 with OS were replicated in 1277 MM cases from the International Lymphoma Epidemiology (InterLymph) Consortium. A meta-analysis of the data from IMMEnSE and InterLymph (2579 cases) showed that TBRG4-rs1992292 is associated with OS (hazard ratio = 1.14, 95% confidence interval 1.04-1.26, P = .007). In conclusion, we found biologically a plausible association between a SNP in TBRG4 and OS of MM patients.
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Affiliation(s)
- Angelica Macauda
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany.,Department of Biology, University of Pisa, Pisa, Italy
| | | | - Alyssa I Clay-Gilmour
- Department of Epidemiology & Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, South Carolina, USA
| | - Juan Sainz
- Genomic Oncology Area, GENYO. Centre for Genomics and Oncological Research: Pfizer, University of Granada/Andalusian Regional Government, Granada, Spain.,Hematology department, Virgen de las Nieves University Hospital, Granada, Spain
| | - Gabriele Buda
- Clinical and Experimental Medicine, Section of Hematology, University of Pisa, Pisa, Italy
| | - Miroslaw Markiewicz
- Department of Hematology and Bone Marrow Transplantation, SPSKM Hospital, Katowice, Poland
| | - Torben Barington
- Department of Clinical Immunology, Odense University Hospital, Odense, Denmark
| | - Elad Ziv
- Department of Medicine, Division of General Internal Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, California, USA
| | - Michelle A T Hildebrandt
- Department of Epidemiology, Division of Cancer Prevention and Population Sciences, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Alem A Belachew
- Department of Epidemiology, Division of Cancer Prevention and Population Sciences, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Judit Varkonyi
- Third Department of Internal Medicine, Semmelweis University, Budapest, Hungary
| | - Witold Prejzner
- Department of Hematology and Transplantation, Medical University of Gdansk, Gdansk, Poland
| | - Agnieszka Druzd-Sitek
- Department of Lymphoid Malignacies, Maria Skłodowska-Curie National Research Institute of Oncology, Warsaw, Poland
| | - John Spinelli
- Cancer Control Research, BC Cancer Agency, Vancouver, British Columbia, Canada.,School of Population and Public Health, University of British Columbia, Vancouver, British Columbia, Canada
| | | | - Jonathan N Hofmann
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, USA
| | - Marek Dudziński
- Department of Hematology, Institute of Medical Sciences, College of Medical Sciences, University of Rzeszow, Rzeszow, Poland
| | | | | | - Roger L Milne
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia.,Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia.,Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Grzegorz Mazur
- Department of Internal and Occupational Diseases, Hypertension and Clinical Oncology, Wroclaw Medical University, Wroclaw, Poland
| | - Graham G Giles
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia.,Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia.,Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | | | - Marcin Rymko
- Department of Hematology, N. Copernicus Town Hospital, Torun, Poland
| | - Krzysztof Jamroziak
- Department of Hematology, Institute of Hematology and Transfusion Medicine, Warsaw, Poland
| | - Edyta Subocz
- Department of Haematology, Military Institute of Medicine, Warsaw, Poland
| | - Rui Manuel Reis
- Life and Health Sciences Research Institute (ICVS), School of Health Sciences, University of Minho, Braga, Portugal.,Molecular Oncology Research Center, Barretos, São Paulo, Brazil
| | - Ramon Garcia-Sanz
- Department of Hematology, University Hospital of Salamanca, IBSAL, Salamanca, Spain
| | - Anna Suska
- Department of Hematology, Jagiellonian University Medical College, Cracow, Poland
| | - Eva Kannik Haastrup
- Department of Clinical Immunology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
| | - Daria Zawirska
- Department of Hematology, University Hospital of Cracow, Cracow, Poland
| | - Norbert Grzasko
- Department of Experimental Hematooncolog, Medical University of Lublin, Lublin, Poland.,Department of Hematology, St. John's Cancer Center, Lublin, Poland
| | - Annette Juul Vangsted
- Department of Clinical Immunology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
| | - Charles Dumontet
- Cancer Research Center of Lyon/Hospices Civils de Lyon, Lyon, France
| | - Marcin Kruszewski
- Department of Hematology, University Hospital Bydgoszcz, Bydgoszcz, Poland
| | - Magdalena Dutka
- Department of Hematology and Transplantation, Medical University of Gdansk, Gdansk, Poland
| | | | | | | | - Matteo Pelosini
- Clinical and Experimental Medicine, Section of Hematology, University of Pisa, Pisa, Italy
| | - Małgorzata Raźny
- Department of Hematology, Rydygier Specialistic Hospital, Cracow, Poland
| | | | - Niels Abildgaard
- Department of Hematology, Odense University Hospital, Odense, Denmark
| | - Marzena Wątek
- Hematology Clinic, Holycross Cancer Center, Kielce, Poland
| | - Artur Jurczyszyn
- Department of Hematology, Jagiellonian University Medical College, Cracow, Poland
| | - Elizabeth E Brown
- Department of Pathology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Sonja Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, USA
| | - Aleksandra Butrym
- Department of Internal and Occupational Diseases, Hypertension and Clinical Oncology, Wroclaw Medical University, Wroclaw, Poland
| | - Celine M Vachon
- Genetic Epidemiology and Risk Assessment Program, Mayo Clinic Comprehensive Cancer Center, and Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
| | - Aaron D Norman
- Genetic Epidemiology and Risk Assessment Program, Mayo Clinic Comprehensive Cancer Center, and Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
| | - Susan L Slager
- Genetic Epidemiology and Risk Assessment Program, Mayo Clinic Comprehensive Cancer Center, and Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Federico Canzian
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Daniele Campa
- Department of Biology, University of Pisa, Pisa, Italy
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Rustagi AS, Scott CG, Winham SJ, Brandt KR, Norman AD, Jensen MR, Shepherd JA, Hruska C, Heine JJ, Pankratz VS, Kerlikowske K, Vachon CM. Association of Daily Alcohol Intake, Volumetric Breast Density, and Breast Cancer Risk. JNCI Cancer Spectr 2021; 5:pkaa124. [PMID: 33733051 PMCID: PMC7952225 DOI: 10.1093/jncics/pkaa124] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Revised: 10/30/2020] [Accepted: 11/29/2020] [Indexed: 12/04/2022] Open
Abstract
High alcohol intake and breast density increase breast cancer (BC) risk, but their interrelationship is unknown. We examined whether volumetric density modifies and/or mediates the alcohol-BC association. BC cases (n = 2233) diagnosed from 2006 to 2013 in the San Francisco Bay area had screening mammograms 6 or more months before diagnosis; controls (n = 4562) were matched on age, mammogram date, race or ethnicity, facility, and mammography machine. Logistic regression was used to estimate alcohol-BC associations adjusted for age, body mass index, and menopause; interaction terms assessed modification. Percent mediation was quantified as the ratio of log (odds ratios [ORs]) from models with and without density measures. Alcohol consumption was associated with increased BC risk (2-sided Ptrend = .004), as were volumetric percent density (OR = 1.45 per SD, 95% confidence interval [CI] = 1.36 to 1.56) and dense volume (OR = 1.30, 95% CI = 1.24 to 1.37). Breast density did not modify the alcohol-BC association (2-sided P > .10 for all). Dense volume mediated 25.0% (95% CI = 5.5% to 44.4%) of the alcohol-BC association (2-sided P = .01), suggesting alcohol may partially increase BC risk by increasing fibroglandular tissue.
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Affiliation(s)
- Alison S Rustagi
- Department of Medicine, University of California at San Francisco, San Francisco, CA, USA
| | - Christopher G Scott
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Stacey J Winham
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | | | - Aaron D Norman
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Matthew R Jensen
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - John A Shepherd
- Department of Epidemiology, University of Hawaii, Honolulu, HI, USA
| | - Carrie Hruska
- Division of Medical Physics, Department of Radiology, Mayo Clinic, Rochester, MN, USA
| | - John J Heine
- Cancer Epidemiology Department, MCC, Moffitt Cancer Center & Research Institute, Tampa, FL, USA
| | - Vernon S Pankratz
- Department of Internal Medicine and Biochemistry, University of New Mexico Health Sciences Center, Albuquerque, NM, USA
| | - Karla Kerlikowske
- Departments of Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs, University of California at San Francisco, San Francisco, CA, USA
| | - Celine M Vachon
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
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23
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Adjei AA, Lopez CL, Schaid DJ, Sloan JA, Le-Rademacher JG, Loprinzi CL, Norman AD, Olson JE, Couch FJ, Beutler AS, Vachon CM, Ruddy KJ. Genetic Predictors of Chemotherapy-Induced Peripheral Neuropathy from Paclitaxel, Carboplatin and Oxaliplatin: NCCTG/Alliance N08C1, N08CA and N08CB Study. Cancers (Basel) 2021; 13:1084. [PMID: 33802509 PMCID: PMC7959452 DOI: 10.3390/cancers13051084] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2020] [Revised: 02/17/2021] [Accepted: 02/23/2021] [Indexed: 12/14/2022] Open
Abstract
Chemotherapy-induced peripheral neuropathy (CIPN) is a common and potentially permanent adverse effect of chemotherapeutic agents including taxanes such as paclitaxel and platinum-based compounds such as oxaliplatin and carboplatin. Previous studies have suggested that genetics may impact the risk of CIPN. We conducted genome-wide association studies (GWASs) for CIPN in two independent populations who had completed European Organisation for Research and Treatment of Cancer Quality of Life Questionnaire (EORTC QLQ)-CIPN20 assessments (a CIPN-specific 20-item questionnaire which includes three scales that evaluate sensory, autonomic, and motor symptoms). The study population N08Cx included 692 participants from three clinical trials (North Central Cancer Treatment Group (NCCTG) N08C1, N08CA, and N08CB) who had been treated with paclitaxel, paclitaxel plus carboplatin, or oxaliplatin. The primary endpoint for the GWAS was the change from pre-chemotherapy CIPN20 sensory score to the worse score over the following 18 weeks. Study population The Mayo Clinic Breast Disease Registry (MCBDR) consisted of 381 Mayo Clinic Breast Disease Registry enrollees who had been treated with taxane or platinum-based chemotherapy. The primary endpoint for the GWAS assessed was the earliest CIPN20 sensory score available after the completion of chemotherapy. In multivariate model analyses, chemotherapy regimen (p = 3.0 × 10-8) and genetic ancestry (p = 0.007) were significantly associated with CIPN in the N08Cx population. Only age (p = 0.0004) was significantly associated with CIPN in the MCBDR population. The SNP most associated with CIPN was rs56360211 near PDE6C (p =7.92 × 10-8) in N08Cx and rs113807868 near TMEM150C in the MCBDR (p = 1.27 × 10-8). Due to a lack of replication, we cannot conclude that we identified any genetic predictors of CIPN.
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Affiliation(s)
- Araba A. Adjei
- Department of Oncology, Mayo Clinic, Rochester, MN 55905, USA; (A.A.A.); (C.L.L.); (A.S.B.)
- Alliance Cancer Control Program, Mayo Clinic, Rochester, MN 55905, USA
| | - Camden L. Lopez
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (J.E.O.); (C.M.V.); (A.D.N.)
| | - Daniel J. Schaid
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (J.E.O.); (C.M.V.); (A.D.N.)
| | - Jeff A. Sloan
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (J.E.O.); (C.M.V.); (A.D.N.)
- Alliance Statistics and Data Center, Mayo Clinic, Rochester, MN 55905, USA
| | - Jennifer G. Le-Rademacher
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (J.E.O.); (C.M.V.); (A.D.N.)
- Alliance Statistics and Data Center, Mayo Clinic, Rochester, MN 55905, USA
| | - Charles L. Loprinzi
- Department of Oncology, Mayo Clinic, Rochester, MN 55905, USA; (A.A.A.); (C.L.L.); (A.S.B.)
- Alliance Cancer Control Program, Mayo Clinic, Rochester, MN 55905, USA
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (J.E.O.); (C.M.V.); (A.D.N.)
| | - Aaron D. Norman
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (J.E.O.); (C.M.V.); (A.D.N.)
| | - Janet E. Olson
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (J.E.O.); (C.M.V.); (A.D.N.)
| | - Fergus J. Couch
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN 55905, USA;
| | - Andreas S. Beutler
- Department of Oncology, Mayo Clinic, Rochester, MN 55905, USA; (A.A.A.); (C.L.L.); (A.S.B.)
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (J.E.O.); (C.M.V.); (A.D.N.)
| | - Celine M. Vachon
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (J.E.O.); (C.M.V.); (A.D.N.)
| | - Kathryn J. Ruddy
- Department of Oncology, Mayo Clinic, Rochester, MN 55905, USA; (A.A.A.); (C.L.L.); (A.S.B.)
- Alliance Cancer Control Program, Mayo Clinic, Rochester, MN 55905, USA
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Adjei AA, Lopez CL, Schaid DJ, Sloan JA, Le-Rademacher JG, Loprinzi CL, Norman AD, Olson JE, Couch FJ, Beutler AS, Vachon CM, Ruddy KJ. Genetic Variations and Health-Related Quality of Life (HRQOL): A Genome-Wide Study Approach. Cancers (Basel) 2021; 13:cancers13040716. [PMID: 33578652 PMCID: PMC7916362 DOI: 10.3390/cancers13040716] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Revised: 02/01/2021] [Accepted: 02/04/2021] [Indexed: 12/19/2022] Open
Abstract
Simple Summary Health-related quality of life (HRQOL) is associated with cancer prognosis as well as with age, sex, race, and lifestyle factors, including diet and physical activity. To investigate the hypothesis that HRQOL has genetic underpinnings in patients with cancer, we performed a genome-wide association study to evaluate genetic variants (single nucleotide polymorphisms, SNPs) associated with mental and physical QOL as measured by the PROMIS assessment tool in breast cancer survivors participating in a longitudinal cohort study, the Mayo Clinic Breast Disease Registry (MCBDR). Age and financial concerns were associated with worse physical and mental health, and previous receipt of chemotherapy was associated with worse mental health. SNPs in SCN10A, LMX1B, SGCD, PARP12, and SEMA5A were associated with physical and mental QOL, but none at the genome-wide significance thresholds of p < 5 × 10−8. Abstract Health-related quality of life (HRQOL) is an important prognostic patient-reported outcome in oncology. Because prior studies suggest that HRQOL is, in part, heritable, we performed a GWAS to elucidate genetic factors associated with HRQOL in breast cancer survivors. Physical and mental HRQOL were measured via paper surveys that included the PROMIS-10 physical and mental health domain scales in 1442 breast cancer survivors participating in the Mayo Clinic Breast Disease Registry (MCBDR). In multivariable regression analyses, age and financial concerns were significantly associated with global physical health (age: p = 1.6 × 10−23; financial concerns: p = 4.8 × 10−40) and mental health (age: p = 3.5 × 10−7; financial concerns: p = 2.0 × 10−69). Chemotherapy was associated with worse global mental health (p = 0.01). In the GWAS, none of the SNPs reached the genome-wide association significance threshold of 5 × 10−8 for associations with either global physical or global mental health, however, a cluster of SNPs in SCN10A, particularly rs112718371, appeared to be linked to worse global physical health (p = 5.21 × 10−8). Additionally, SNPs in LMX1B, SGCD, PARP12 and SEMA5A were also moderately associated with worse physical and mental health (p < 10−6). These biologically plausible candidate SNPs warrant further study as possible predictors of HRQOL.
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Affiliation(s)
- Araba A. Adjei
- Department of Oncology, Mayo Clinic, Rochester, MN 55905, USA; (A.A.A.); (C.L.L.); (A.S.B.)
| | - Camden L. Lopez
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (A.D.N.); (J.E.O.); (C.M.V.)
| | - Daniel J. Schaid
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (A.D.N.); (J.E.O.); (C.M.V.)
| | - Jeff A. Sloan
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (A.D.N.); (J.E.O.); (C.M.V.)
| | - Jennifer G. Le-Rademacher
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (A.D.N.); (J.E.O.); (C.M.V.)
| | - Charles L. Loprinzi
- Department of Oncology, Mayo Clinic, Rochester, MN 55905, USA; (A.A.A.); (C.L.L.); (A.S.B.)
| | - Aaron D. Norman
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (A.D.N.); (J.E.O.); (C.M.V.)
| | - Janet E. Olson
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (A.D.N.); (J.E.O.); (C.M.V.)
| | - Fergus J. Couch
- Department of Laboratory Medicine and Pathology, Rochester, MN 55905, USA;
| | - Andreas S. Beutler
- Department of Oncology, Mayo Clinic, Rochester, MN 55905, USA; (A.A.A.); (C.L.L.); (A.S.B.)
| | - Celine M. Vachon
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55905, USA; (C.L.L.); (D.J.S.); (J.A.S.); (J.G.L.-R.); (A.D.N.); (J.E.O.); (C.M.V.)
| | - Kathryn J. Ruddy
- Department of Oncology, Mayo Clinic, Rochester, MN 55905, USA; (A.A.A.); (C.L.L.); (A.S.B.)
- Correspondence:
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Kleinstern G, Scott CG, Tamimi RM, Jensen MR, Pankratz VS, Bertrand KA, Norman AD, Visscher DW, Couch FJ, Brandt K, Shepherd J, Wu FF, Chen YY, Cummings SR, Winham S, Kerlikowske K, Vachon CM. Association of mammographic density measures and breast cancer "intrinsic" molecular subtypes. Breast Cancer Res Treat 2021; 187:215-224. [PMID: 33392844 DOI: 10.1007/s10549-020-06049-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Accepted: 12/07/2020] [Indexed: 01/29/2023]
Abstract
PURPOSE We evaluated the association of percent mammographic density (PMD), absolute dense area (DA), and non-dense area (NDA) with risk of "intrinsic" molecular breast cancer (BC) subtypes. METHODS We pooled 3492 invasive BC and 10,148 controls across six studies with density measures from prediagnostic, digitized film-screen mammograms. We classified BC tumors into subtypes [63% Luminal A, 21% Luminal B, 5% HER2 expressing, and 11% as triple negative (TN)] using information on estrogen receptor (ER), progesterone receptor (PR), human epidermal growth factor receptor 2 (HER2), and tumor grade. We used polytomous logistic regression to calculate odds ratio (OR) and 95% confidence intervals (CI) for density measures (per SD) across the subtypes compared to controls, adjusting for age, body mass index and study, and examined differences by age group. RESULTS All density measures were similarly associated with BC risk across subtypes. Significant interaction of PMD by age (P = 0.001) was observed for Luminal A tumors, with stronger effect sizes seen for younger women < 45 years (OR = 1.69 per SD PMD) relative to women of older ages (OR = 1.53, ages 65-74, OR = 1.44 ages 75 +). Similar but opposite trends were seen for NDA by age for risk of Luminal A: risk for women: < 45 years (OR = 0.71 per SD NDA) was lower than older women (OR = 0.83 and OR = 0.84 for ages 65-74 and 75 + , respectively) (P < 0.001). Although not significant, similar patterns of associations were seen by age for TN cancers. CONCLUSIONS Mammographic density measures were associated with risk of all "intrinsic" molecular subtypes. However, findings of significant interactions between age and density measures may have implications for subtype-specific risk models.
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Affiliation(s)
- Geffen Kleinstern
- School of Public Health, University of Haifa, Haifa, Israel
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic College of Medicine, Rochester, MN, USA
| | - Christopher G Scott
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic College of Medicine, Rochester, MN, USA
| | - Rulla M Tamimi
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Matthew R Jensen
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic College of Medicine, Rochester, MN, USA
| | | | - Kimberly A Bertrand
- Slone Epidemiology Center, Boston University School of Medicine, Boston, MA, USA
| | - Aaron D Norman
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic College of Medicine, Rochester, MN, USA
| | - Daniel W Visscher
- Department of Anatomic Pathology, Mayo Clinic College of Medicine, Rochester, MN, USA
| | - Fergus J Couch
- Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN, USA
| | - Kathleen Brandt
- Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN, USA
| | | | - Fang-Fang Wu
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic College of Medicine, 200 First St. SW, Rochester, MN, 55905, USA
| | - Yunn-Yi Chen
- Department of Pathology and Laboratory Services, University of California, San Francisco, CA, USA
| | - Steven R Cummings
- San Francisco Coordinating Center, California Pacific Medical Center Research Institute, San Francisco, CA, USA
| | - Stacey Winham
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic College of Medicine, Rochester, MN, USA
| | - Karla Kerlikowske
- Departments of Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs, University of California, San Francisco, CA, USA
| | - Celine M Vachon
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic College of Medicine, 200 First St. SW, Rochester, MN, 55905, USA.
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Parikh SA, Allmer C, Kleinstern G, Boddicker NJ, Tian S, De Campos CB, Bruins LA, o"brien DR, Kabat BF, Rabe KG, Norman AD, Yan H, Li X, Call TG, Ding W, Leis JF, Kenderian SJ, Vachon CM, Cerhan JR, Kay NE, Slager SL, Braggio E. Abstract 6466: Serum immunoglobulins are an independent prognostic marker of time to first therapy in newly diagnosed chronic lymphocytic leukemia (CLL) and monoclonal B-cell lymphocytosis (MBL). Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-6466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Immune dysfunction is a hallmark of CLL/MBL; ~25% individuals with newly diagnosed CLL have hypogammaglobulinemia at diagnosis. In this study of newly diagnosed CLL/MBL, we sought to a) investigate the association between serum immunoglobulins and specific mutations identified by next generation sequencing, and b) determine if serum immunoglobulin levels predict TFT, independent of the CLL-International Prognostic Index (CLL-IPI) and tumor mutational load (TML).
We used the Mayo Clinic CLL Resource to identify newly diagnosed CLL/MBL individuals consented within 2 years of diagnosis. Baseline clinical characteristics and the CLL-IPI score was ascertained on all individuals. DNA was extracted from peripheral blood CD5+/CD19+ clonal B-cells; and the entire coding regions of 60 somatically recurring mutated CLL driver genes were enriched using a customized Agilent SureSelect gene panel and sequenced in Illumina Hiseq4000. Serum immunoglobulins were quantitated by radial immunodiffusion using Immunoplates. The relationship between serum immunoglobulins was assessed: a) with individual gene mutations (mutated vs. not); and b) using the TML score (using a value of 0, 1, and 2 or greater [2+] mutated genes). The impact of serum immunoglobulin levels on TFT was analyzed for all individuals.
Of 356 individuals identified, 80 (22%) had MBL, median age was 63 years (28-87), 261 (73%) were male, and the CLL-IPI distribution was: low risk (n=149, 42%), intermediate risk (n=112, 32%), and high/very high risk (n=94, 26%). We observed 43%, 39%, and 18% individuals with 0, 1, or 2+ mutated genes, respectively. The most commonly mutated genes were NOTCH1 (13%), SF3B1 (13%), TP53 (8%), ATM (8%), BIRC3 (7%), and NFKBIE (7%). Using standard cutoffs, 135 (38%) individuals had low serum IgG, 73 (21%) had low serum IgA, and 154 (44%) had low serum IgM at diagnosis.
There were no differences in individual gene mutation frequencies between individuals with low and normal serum IgG. In contrast, individuals with low serum IgA were more likely to have mutations in NOTCH1 (25% vs 10%) and ATM (14% vs 7%) compared to those with normal IgA, and individuals with low serum IgM were more likely to have mutations in NOTCH1 (19% vs 9%) and BIRC3 (11% vs 4%) compared to those with normal IgM (all p-values <0.05). There were no significant differences in individuals with low serum IgG based on TML scores of 0, 1, and 2+ (31%, 35%, 40%, respectively, p=0.28). However, individuals with low serum IgA and low serum IgM were more likely to have a higher TML (8%, 20%, 36% for IgA, p<0.0001; and 35%, 45%, 54% for IgM, p<0.0001, for TML scores of 0, 1, and 2+, respectively).
After a median follow-up of 6.9 years, 157 individuals required CLL therapy. After adjusting for CLL-IPI and TML, low serum IgG, low serum IgA, and low serum IgM (hazard ratio [HR]: 1.8, 2.3, and 2.4, respectively, all p-values <0.05) were independently associated with a shorter TFT.
Our study shows that individuals with CLL/MBL who harbor mutations in NOTCH1, ATM and BIRC3 are more likely to have low serum IgA and IgM at diagnosis. Serum IgA and IgM (but not serum IgG) levels decrease with an increase in the TML score. Finally, low serum immunoglobulins can predict TFT, independent of the CLL-IPI and TML, which has important implications for risk stratification in newly diagnosed CLL/MBL.
Citation Format: Sameer A. Parikh, Cristine Allmer, Geffen Kleinstern, Nicholas J. Boddicker, Shulan Tian, Cecilia B. De Campos, Laura A. Bruins, Daniel R. o"brien, Brian F. Kabat, Kari G. Rabe, Aaron D. Norman, Huihuang Yan, Xing Li, Timothy G. Call, Wei Ding, Jose F. Leis, Saad J. Kenderian, Celine M. Vachon, James R. Cerhan, Neil E. Kay, Susan L. Slager, Esteban Braggio. Serum immunoglobulins are an independent prognostic marker of time to first therapy in newly diagnosed chronic lymphocytic leukemia (CLL) and monoclonal B-cell lymphocytosis (MBL) [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 6466.
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Kleinstern G, O'Brien DR, Li X, Tian S, Kabat BF, Rabe KG, Norman AD, Yan H, Vachon CM, Boddicker NJ, Call TG, Parikh SA, Bruins L, Bonolo de Campos C, Leis JF, Shanafelt TD, Ding W, Cerhan JR, Kay NE, Slager SL, Braggio E. Tumor mutational load predicts time to first treatment in chronic lymphocytic leukemia (CLL) and monoclonal B-cell lymphocytosis beyond the CLL international prognostic index. Am J Hematol 2020; 95:906-917. [PMID: 32279347 DOI: 10.1002/ajh.25831] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2020] [Revised: 03/21/2020] [Accepted: 04/08/2020] [Indexed: 01/01/2023]
Abstract
Next-generation sequencing identified about 60 genes recurrently mutated in chronic lymphocytic leukemia (CLL). We examined the additive prognostic value of the total number of recurrently mutated CLL genes (i.e., tumor mutational load [TML]) or the individually mutated genes beyond the CLL international prognostic index (CLL-IPI) in newly diagnosed CLL and high-count monoclonal B-cell lymphocytosis (HC MBL). We sequenced 59 genes among 557 individuals (112 HC MBL/445 CLL) in a multi-stage design, to estimate hazard ratios (HR) and 95% confidence intervals (CI) for time-to-first treatment (TTT), adjusted for CLL-IPI and sex. TML was associated with shorter TTT in the discovery and validation cohorts, with a combined estimate of continuous HR = 1.27 (CI:1.17-1.39, P = 2.6 × 10-8 ; c-statistic = 0.76). When stratified by CLL-IPI, the association of TML with TTT was stronger and validated within low/intermediate risk (combined HR = 1.54, CI:1.37-1.72, P = 7.0 × 10-14 ). Overall, 80% of low/intermediate CLL-IPI cases with two or more mutated genes progressed to require therapy within 5 years, compared to 24% among those without mutations. TML was also associated with shorter TTT in the HC MBL cohort (HR = 1.53, CI:1.12-2.07, P = .007; c-statistic = 0.71). TML is a strong prognostic factor for TTT independent of CLL-IPI, especially among low/intermediate CLL-IPI risk, and a better predictor than any single gene. Mutational screening at early stages may improve risk stratification and better predict TTT.
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Affiliation(s)
- Geffen Kleinstern
- Department of Health Sciences ResearchMayo Clinic Rochester Minnesota USA
| | - Daniel R. O'Brien
- Department of Health Sciences ResearchMayo Clinic Rochester Minnesota USA
| | - Xing Li
- Department of Health Sciences ResearchMayo Clinic Rochester Minnesota USA
| | - Shulan Tian
- Department of Health Sciences ResearchMayo Clinic Rochester Minnesota USA
| | - Brian F. Kabat
- Department of Health Sciences ResearchMayo Clinic Rochester Minnesota USA
| | - Kari G. Rabe
- Department of Health Sciences ResearchMayo Clinic Rochester Minnesota USA
| | - Aaron D. Norman
- Department of Health Sciences ResearchMayo Clinic Rochester Minnesota USA
| | - Huihuang Yan
- Department of Health Sciences ResearchMayo Clinic Rochester Minnesota USA
| | - Celine M. Vachon
- Department of Health Sciences ResearchMayo Clinic Rochester Minnesota USA
| | | | | | | | - Laura Bruins
- Division of Hematology /OncologyMayo Clinic Scottsdale Arizona USA
| | | | - Jose F. Leis
- Division of Hematology /OncologyMayo Clinic Scottsdale Arizona USA
| | - Tait D. Shanafelt
- Department of Medicine, Division of HematologyStanford University Stanford California USA
| | - Wei Ding
- Division of HematologyMayo Clinic Rochester Minnesota USA
| | - James R. Cerhan
- Department of Health Sciences ResearchMayo Clinic Rochester Minnesota USA
| | - Neil E. Kay
- Division of HematologyMayo Clinic Rochester Minnesota USA
| | - Susan L. Slager
- Department of Health Sciences ResearchMayo Clinic Rochester Minnesota USA
| | - Esteban Braggio
- Division of Hematology /OncologyMayo Clinic Scottsdale Arizona USA
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Gastounioti A, Kasi CD, Scott CG, Brandt KR, Jensen MR, Hruska CB, Wu FF, Norman AD, Conant EF, Winham SJ, Kerlikowske K, Kontos D, Vachon CM. Evaluation of LIBRA Software for Fully Automated Mammographic Density Assessment in Breast Cancer Risk Prediction. Radiology 2020; 296:24-31. [PMID: 32396041 DOI: 10.1148/radiol.2020192509] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Background The associations of density measures from the publicly available Laboratory for Individualized Breast Radiodensity Assessment (LIBRA) software with breast cancer have primarily focused on estimates from the contralateral breast at the time of diagnosis. Purpose To evaluate LIBRA measures on mammograms obtained before breast cancer diagnosis and compare their performance to established density measures. Materials and Methods For this retrospective case-control study, full-field digital mammograms in for-processing (raw) and for-presentation (processed) formats were obtained (March 2008 to December 2011) in women who developed breast cancer an average of 2 years later and in age-matched control patients. LIBRA measures included absolute dense area and area percent density (PD) from both image formats. For comparison, dense area and PD were assessed by using the research software (Cumulus), and volumetric PD (VPD) and absolute dense volume were estimated with a commercially available software (Volpara). Density measures were compared by using Spearman correlation coefficients (r), and conditional logistic regression (odds ratios [ORs] and 95% confidence intervals [CIs]) was performed to examine the associations of density measures with breast cancer by adjusting for age and body mass index. Results Evaluated were 437 women diagnosed with breast cancer (median age, 62 years ± 17 [standard deviation]) and 1225 matched control patients (median age, 61 years ± 16). LIBRA PD showed strong correlations with Cumulus PD (r = 0.77-0.84) and Volpara VPD (r = 0.85-0.90) (P < .001 for both). For LIBRA, the strongest breast cancer association was observed for PD from processed images (OR, 1.3; 95% CI: 1.1, 1.5), although the PD association from raw images was not significantly different (OR, 1.2; 95% CI: 1.1, 1.4; P = .25). Slightly stronger breast cancer associations were seen for Cumulus PD (OR, 1.5; 95% CI: 1.3, 1.8; processed images; P = .01) and Volpara VPD (OR, 1.4; 95% CI: 1.2, 1.7; raw images; P = .004) compared with LIBRA measures. Conclusion Automated density measures provided by the Laboratory for Individualized Breast Radiodensity Assessment from raw and processed mammograms correlated with established area and volumetric density measures and showed comparable breast cancer associations. © RSNA, 2020 Online supplemental material is available for this article.
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Affiliation(s)
- Aimilia Gastounioti
- From the Department of Radiology, University of Pennsylvania, Philadelphia, Pa (A.G., E.F.C., D.K.); Department of Radiology, University of Minnesota, Minneapolis, Minn (C.D.K.); Departments of Health Sciences Research (C.G.S., M.R.J., A.D.N., S.J.W., C.M.V.), Diagnostic Radiology (K.R.B., C.B.H.), Information Technology (F.F.W.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; and Department of Medicine and Epidemiology, University of California, San Francisco, San Francisco, Calif (K.K.)
| | - Christine Damases Kasi
- From the Department of Radiology, University of Pennsylvania, Philadelphia, Pa (A.G., E.F.C., D.K.); Department of Radiology, University of Minnesota, Minneapolis, Minn (C.D.K.); Departments of Health Sciences Research (C.G.S., M.R.J., A.D.N., S.J.W., C.M.V.), Diagnostic Radiology (K.R.B., C.B.H.), Information Technology (F.F.W.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; and Department of Medicine and Epidemiology, University of California, San Francisco, San Francisco, Calif (K.K.)
| | - Christopher G Scott
- From the Department of Radiology, University of Pennsylvania, Philadelphia, Pa (A.G., E.F.C., D.K.); Department of Radiology, University of Minnesota, Minneapolis, Minn (C.D.K.); Departments of Health Sciences Research (C.G.S., M.R.J., A.D.N., S.J.W., C.M.V.), Diagnostic Radiology (K.R.B., C.B.H.), Information Technology (F.F.W.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; and Department of Medicine and Epidemiology, University of California, San Francisco, San Francisco, Calif (K.K.)
| | - Kathleen R Brandt
- From the Department of Radiology, University of Pennsylvania, Philadelphia, Pa (A.G., E.F.C., D.K.); Department of Radiology, University of Minnesota, Minneapolis, Minn (C.D.K.); Departments of Health Sciences Research (C.G.S., M.R.J., A.D.N., S.J.W., C.M.V.), Diagnostic Radiology (K.R.B., C.B.H.), Information Technology (F.F.W.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; and Department of Medicine and Epidemiology, University of California, San Francisco, San Francisco, Calif (K.K.)
| | - Matthew R Jensen
- From the Department of Radiology, University of Pennsylvania, Philadelphia, Pa (A.G., E.F.C., D.K.); Department of Radiology, University of Minnesota, Minneapolis, Minn (C.D.K.); Departments of Health Sciences Research (C.G.S., M.R.J., A.D.N., S.J.W., C.M.V.), Diagnostic Radiology (K.R.B., C.B.H.), Information Technology (F.F.W.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; and Department of Medicine and Epidemiology, University of California, San Francisco, San Francisco, Calif (K.K.)
| | - Carrie B Hruska
- From the Department of Radiology, University of Pennsylvania, Philadelphia, Pa (A.G., E.F.C., D.K.); Department of Radiology, University of Minnesota, Minneapolis, Minn (C.D.K.); Departments of Health Sciences Research (C.G.S., M.R.J., A.D.N., S.J.W., C.M.V.), Diagnostic Radiology (K.R.B., C.B.H.), Information Technology (F.F.W.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; and Department of Medicine and Epidemiology, University of California, San Francisco, San Francisco, Calif (K.K.)
| | - Fang F Wu
- From the Department of Radiology, University of Pennsylvania, Philadelphia, Pa (A.G., E.F.C., D.K.); Department of Radiology, University of Minnesota, Minneapolis, Minn (C.D.K.); Departments of Health Sciences Research (C.G.S., M.R.J., A.D.N., S.J.W., C.M.V.), Diagnostic Radiology (K.R.B., C.B.H.), Information Technology (F.F.W.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; and Department of Medicine and Epidemiology, University of California, San Francisco, San Francisco, Calif (K.K.)
| | - Aaron D Norman
- From the Department of Radiology, University of Pennsylvania, Philadelphia, Pa (A.G., E.F.C., D.K.); Department of Radiology, University of Minnesota, Minneapolis, Minn (C.D.K.); Departments of Health Sciences Research (C.G.S., M.R.J., A.D.N., S.J.W., C.M.V.), Diagnostic Radiology (K.R.B., C.B.H.), Information Technology (F.F.W.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; and Department of Medicine and Epidemiology, University of California, San Francisco, San Francisco, Calif (K.K.)
| | - Emily F Conant
- From the Department of Radiology, University of Pennsylvania, Philadelphia, Pa (A.G., E.F.C., D.K.); Department of Radiology, University of Minnesota, Minneapolis, Minn (C.D.K.); Departments of Health Sciences Research (C.G.S., M.R.J., A.D.N., S.J.W., C.M.V.), Diagnostic Radiology (K.R.B., C.B.H.), Information Technology (F.F.W.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; and Department of Medicine and Epidemiology, University of California, San Francisco, San Francisco, Calif (K.K.)
| | - Stacey J Winham
- From the Department of Radiology, University of Pennsylvania, Philadelphia, Pa (A.G., E.F.C., D.K.); Department of Radiology, University of Minnesota, Minneapolis, Minn (C.D.K.); Departments of Health Sciences Research (C.G.S., M.R.J., A.D.N., S.J.W., C.M.V.), Diagnostic Radiology (K.R.B., C.B.H.), Information Technology (F.F.W.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; and Department of Medicine and Epidemiology, University of California, San Francisco, San Francisco, Calif (K.K.)
| | - Karla Kerlikowske
- From the Department of Radiology, University of Pennsylvania, Philadelphia, Pa (A.G., E.F.C., D.K.); Department of Radiology, University of Minnesota, Minneapolis, Minn (C.D.K.); Departments of Health Sciences Research (C.G.S., M.R.J., A.D.N., S.J.W., C.M.V.), Diagnostic Radiology (K.R.B., C.B.H.), Information Technology (F.F.W.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; and Department of Medicine and Epidemiology, University of California, San Francisco, San Francisco, Calif (K.K.)
| | - Despina Kontos
- From the Department of Radiology, University of Pennsylvania, Philadelphia, Pa (A.G., E.F.C., D.K.); Department of Radiology, University of Minnesota, Minneapolis, Minn (C.D.K.); Departments of Health Sciences Research (C.G.S., M.R.J., A.D.N., S.J.W., C.M.V.), Diagnostic Radiology (K.R.B., C.B.H.), Information Technology (F.F.W.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; and Department of Medicine and Epidemiology, University of California, San Francisco, San Francisco, Calif (K.K.)
| | - Celine M Vachon
- From the Department of Radiology, University of Pennsylvania, Philadelphia, Pa (A.G., E.F.C., D.K.); Department of Radiology, University of Minnesota, Minneapolis, Minn (C.D.K.); Departments of Health Sciences Research (C.G.S., M.R.J., A.D.N., S.J.W., C.M.V.), Diagnostic Radiology (K.R.B., C.B.H.), Information Technology (F.F.W.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; and Department of Medicine and Epidemiology, University of California, San Francisco, San Francisco, Calif (K.K.)
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Brandt KR, Scott CG, Miglioretti DL, Jensen MR, Mahmoudzadeh AP, Hruska C, Ma L, Wu FF, Cummings SR, Norman AD, Engmann NJ, Shepherd JA, Winham SJ, Kerlikowske K, Vachon CM. Automated volumetric breast density measures: differential change between breasts in women with and without breast cancer. Breast Cancer Res 2019; 21:118. [PMID: 31660981 PMCID: PMC6819393 DOI: 10.1186/s13058-019-1198-9] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2019] [Accepted: 09/13/2019] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Given that breast cancer and normal dense fibroglandular tissue have similar radiographic attenuation, we examine whether automated volumetric density measures identify a differential change between breasts in women with cancer and compare to healthy controls. METHODS Eligible cases (n = 1160) had unilateral invasive breast cancer and bilateral full-field digital mammograms (FFDMs) at two time points: within 2 months and 1-5 years before diagnosis. Controls (n = 2360) were matched to cases on age and date of FFDMs. Dense volume (DV) and volumetric percent density (VPD) for each breast were assessed using Volpara™. Differences in DV and VPD between mammograms (median 3 years apart) were calculated per breast separately for cases and controls and their difference evaluated by using the Wilcoxon signed-rank test. To simulate clinical practice where cancer laterality is unknown, we examined whether the absolute difference between breasts can discriminate cases from controls using area under the ROC curve (AUC) analysis, adjusting for age, BMI, and time. RESULTS Among cases, the VPD and DV between mammograms of the cancerous breast decreased to a lesser degree (- 0.26% and - 2.10 cm3) than the normal breast (- 0.39% and - 2.74 cm3) for a difference of 0.13% (p value < 0.001) and 0.63 cm3 (p = 0.002), respectively. Among controls, the differences between breasts were nearly identical for VPD (- 0.02 [p = 0.92]) and DV (0.05 [p = 0.77]). The AUC for discriminating cases from controls using absolute difference between breasts was 0.54 (95% CI 0.52, 0.56) for VPD and 0.56 (95% CI, 0.54, 0.58) for DV. CONCLUSION There is a small relative increase in volumetric density measures over time in the breast with cancer which is not found in the normal breast. However, the magnitude of this difference is small, and this measure alone does not appear to be a good discriminator between women with and without breast cancer.
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Affiliation(s)
- Kathleen R Brandt
- Department of Radiology, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA.
| | - Christopher G Scott
- Department of Health Sciences Research, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Diana L Miglioretti
- Kaiser Permanente Washington Health Research Institute, 1730 Minor Avenue, Seattle, WA, 98101, USA
| | - Matthew R Jensen
- Department of Health Sciences Research, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Amir P Mahmoudzadeh
- Department of Radiology and Biomedical Imaging, University of California, 505 Parnassus Avenue, San Francisco, CA, 94143, USA
| | - Carrie Hruska
- Department of Radiology, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Lin Ma
- Division of Research, Kaiser Permanente, 2000 Broadway, Oakland, CA, 94612, USA
| | - Fang Fang Wu
- Department of Health Sciences Research, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Steven R Cummings
- California Pacific Medical Center Research Institute, 475 Brannan Street #220, San Francisco, CA, 94107, USA
| | - Aaron D Norman
- Department of Health Sciences Research, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Natalie J Engmann
- Department of Epidemiology and Biostatistics, University of California, 550 16th Street, Second Floor, San Francisco, CA, 94158, USA
| | - John A Shepherd
- University of Hawaii Cancer Center, 701 Ilalo Street, Honolulu, HI, 96813, USA
| | - Stacey J Winham
- Department of Health Sciences Research, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Karla Kerlikowske
- Department of Epidemiology and Biostatistics, University of California, 550 16th Street, Second Floor, San Francisco, CA, 94158, USA
| | - Celine M Vachon
- Department of Health Sciences Research, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
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30
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Gast KC, Cathcart-Rake EJ, Norman AD, Eshraghi L, Obidegwu N, Nichols HB, Rosenberg S, Su HI, Stewart EA, Couch FJ, Vachon CM, Ruddy KJ. Regimen-Specific Rates of Chemotherapy-Related Amenorrhea in Breast Cancer Survivors. JNCI Cancer Spectr 2019. [DOI: 10.1093/jncics/pkz081] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Abstract
Young women who have not begun or completed their desired childbearing at the time of diagnosis with breast cancer often wish to understand and minimize their risk of chemotherapy-related amenorrhea (CRA). However, the incidence of CRA after regimens that do not include either an anthracycline or a cyclophosphamide is poorly studied. For patients with human epidermal growth factor receptor 2–positive disease, anthracycline- and cyclophosphamide-sparing regimens (eg, carboplatin/taxane) are common (in combination with human epidermal growth factor receptor 2–directed therapy). In this study, accrued in collaboration with Army of Women, menstrual data were analyzed for 151 breast cancer survivors (median age = 41 years at diagnosis, and median time between last chemotherapy and survey = 62.5 months). Last menstrual period was before the last chemotherapy dose in 51% of the 86 participants who received anthracycline/cyclophosphamide/taxane, in 42% of the 43 who received only taxane/cyclophosphamide, and in 13% of the 15 who received carboplatin/taxane. This study suggests that carboplatin/taxane causes less CRA than cyclophosphamide-based regimens.
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Affiliation(s)
- Kelly C Gast
- See the Note section for the full list of authors’ affiliations
| | | | - Aaron D Norman
- See the Note section for the full list of authors’ affiliations
| | - Leah Eshraghi
- See the Note section for the full list of authors’ affiliations
| | | | - Hazel B Nichols
- See the Note section for the full list of authors’ affiliations
| | | | - H Irene Su
- See the Note section for the full list of authors’ affiliations
| | | | - Fergus J Couch
- See the Note section for the full list of authors’ affiliations
| | - Celine M Vachon
- See the Note section for the full list of authors’ affiliations
| | - Kathryn J Ruddy
- See the Note section for the full list of authors’ affiliations
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31
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Clay-Gilmour AI, Hildebrandt MA, Camp NJ, Ziv E, Brown EE, Hofmann JN, Spinelli JJ, Giles GG, Bhatti P, Cozen W, Wu X, Robinson DP, Norman AD, Sinnwell JP, Kumar SK, Rajkumar SV, Slager SL, Vachon CM. Abstract 2686: Associations between a polygenic risk score and risk of multiple myeloma and its precursor. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-2686] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Genome-wide association studies (GWAS) conducted among populations of European ancestry (EA) have identified 23 common single nucleotide polymorphisms (SNPs) associated with multiple myeloma (MM) risk. We hypothesize that the combination of these SNPs in a polygenic risk score (PRS) is likely to be a strong risk factor for MM. However, it is unclear whether the genetic variation associated with MM susceptibility also predisposes to monoclonal gammopathy of undetermined significance (MGUS). Thus, we calculated a PRS and evaluated the association with risk of MM and its precursor, MGUS.
We pooled genotype data for 2434 MM and 3446 controls from ten MM GWAS of individuals of EA within the Interlymph Consortium, for 23 MM risk SNPs identified by prior GWAS. An additional 754 MGUS cases were ascertained from Mayo Clinic and MD Anderson clinical practices. To calculate the PRS, we used the risk estimates corresponding to the 23 SNP associations from the largest published MM GWAS. The log of the odds ratio (OR) for each SNP was multiplied by the respective number of risk alleles and summed to generate a PRS for each individual. The PRS was examined continuously, per one standard deviation (SD), and as quintiles, based on the PRS distribution in the controls. Associations of PRS with MM and MGUS risk were examined separately, using multivariable logistic regression assuming an additive model to assess ORs and 95% confidence intervals adjusted for age, sex, and site. We also evaluated age and sex stratified models.
The distribution of sex within MM cases, MGUS cases and controls were each ~60% male and ~40% female. The median age was 61, 66, and 66 years for MM cases, MGUS cases and controls, respectively. PRS ranged from 1.52-4.91, with a median PRS of 3.21 for MM cases, 3.19 for MGUS cases, and 3.05 for controls. PRS was significantly associated with MM risk when assessed continuously (OR=1.19 per SD, p=2.2x10-16) and categorically; compared with the middle quintile (Q3), individuals in the highest quintile (Q5) had a 66% increased MM risk (OR=1.66, p=2.3x10-9) and those in the lowest quintile (Q1) had a 38% decreased MM risk (OR=0.62, p=1.3x10-6). PRS was also significantly associated with MGUS risk (OR=1.19 per SD, p=1.7x10-11); individuals with the highest PRS (Q5) had a 77% increased risk (OR=1.77, p=4.0x10-4) and those with lowest PRS (Q1) had 30% decreased risk (OR=0.70, p=0.04), compared with Q3. When stratified by age and sex, similar associations and trends were found.
Using an independent sample of MM / MGUS cases and controls, we showed that a PRS constructed from 23 common genetic variants for MM risk is associated with risk of both MM and MGUS, regardless of age or sex. A future direction of this work is testing associations with PRS and clinical characteristics of the MM cases, as well as differences between MGUS cases that progress and those that do not. Our results suggest that common genetic variation may predispose to MGUS as the precursor to MM.
Citation Format: Alyssa I. Clay-Gilmour, Michelle A. Hildebrandt, Nicola J. Camp, Elad Ziv, Elizabeth E. Brown, Jonathan N. Hofmann, John J. Spinelli, Graham G. Giles, Parveen Bhatti, Wendy Cozen, Xifeng Wu, Dennis P. Robinson, Aaron D. Norman, Jason P. Sinnwell, Shaji K. Kumar, S Vincent Rajkumar, Susan L. Slager, Celine M. Vachon. Associations between a polygenic risk score and risk of multiple myeloma and its precursor [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 2686.
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Affiliation(s)
| | | | - Nicola J. Camp
- 3Huntsman Cancer Institute & University of Utah, Salt Lake City, UT
| | - Elad Ziv
- 4University of California San Francisco, San Francisco, CA
| | | | | | - John J. Spinelli
- 7BC Cancer Agency-Cancer Control Research (BCCRC), British Columbia, Canada
| | | | | | - Wendy Cozen
- 10Keck School of Medicine-University of Southern California, CA
| | - Xifeng Wu
- 2MD Anderson Cancer Center, Houston, TX
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Kleinstern G, O’Brien DR, Kabat BF, Chaffee KG, Norman AD, Call TG, Parikh SA, Leis JF, Ding W, Cerhan JR, Kay NE, Slager SL, Braggio E. Abstract 4466: Somatic mutations within chronic lymphocytic leukemia (CLL) putative driver genes are associated with outcomes beyond the CLL international prognostic index (CLL-IPI). Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-4466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
CLL is a clinically heterogeneous disease with wide ranging disease course. A novel CLL-IPI based on Rai/Binet stage, IGHV-mutation status, TP53 mutation/deletion, B2M level, and age was developed to stratify patients into 4 risk groups, with a c-statistic of 0.75. Next-generation sequencing has identified ~60 genes recurrently mutated in CLL, some of which are associated with poor overall survival, whereas the clinical effect of most genes is still unknown. Herein, we examine whether somatic mutations in these putative driver genes are associated with time to first treatment (TTT), and whether they add prognostic value beyond CLL-IPI.
Based on the 2008 International Workshop CLL criteria, we identified 100 CLL and 96 high-count monoclonal B-cell lymphocytosis (MBL) newly diagnosed from the Mayo Clinic CLL biobank. Pre-treatment peripheral blood mononuclear cells were collected <2 years of diagnosis and tumor DNA was extracted from sorted CD5+/CD19+. We sequenced the coding regions of 61 recurrently mutated CLL driver genes using a custom SureSelect panel, with 24 samples per flow cell in Illumina HiSeq 4000. The average coverage depth was >1000X. Somatic mutations were called using MuTect2 in tumor-only mode. To remove germline variants, variants were eliminated based on minor allele frequencies >0.01%, identified in 1000 Genomes Project, ExAC and/or ESP6500 databases, unless present in known mutation hotspots or COSMIC. After filtering, high/moderate impact mutations were analyzed using Cox regression, to estimate hazard ratios (HR) and 95% confidence intervals (CI) to test for associations with TTT.
Among 196 patients the most commonly mutated genes were TP53 (11%), ATM (10%), SF3B1 (10%), NOTCH1 (9%), CHD2 (8%), and BIRC3 (7%). The median follow-up was 8.7 years, and 73 patients were subsequently treated. ATM (HR=3.27, CI:1.8-6.1, P=0.0002) and NOTCH1 (HR=2.41, CI:1.3-4.6, P=0.008) were associated with TTT. When evaluating the total number of mutated genes, we found 32%, 29%, and 39% patients had ≥2, 1, or 0 genes mutated, respectively, and this was associated with shorter TTT (HR=1.74, CI:1.3-2.4, P=0.0005) adjusting for sex and CLL-IPI with a c-statistic=0.8 (CI: 0.75-0.84). When stratified by CLL-IPI, the association held for low (N=99, HR=1.88, CI:1.1-3.4, P=0.03) and intermediate risk (N=54, HR=1.87, CI:1.1-3.2, P=0.03) but not high/very high risk (N=35, HR=1.07, CI:0.6-1.9, P=0.83).
We demonstrated that the total number of CLL putative driver genes with high or moderate impact mutations provided prognostic information in newly diagnosed CLL/MBL beyond CLL-IPI. Moreover, even among those with low or intermediate CLL-IPI risk, the total number of somatic mutations separated those patients who progressed. Sequencing the CLL driver genes at time of diagnosis could be a potential biomarker for outcome prediction.
Citation Format: Geffen Kleinstern, Daniel R. O’Brien, Brian F. Kabat, Kari G. Chaffee, Aaron D. Norman, Timothy G. Call, Sameer A. Parikh, Jose F. Leis, Wei Ding, James R. Cerhan, Neil E. Kay, Susan L. Slager, Esteban Braggio. Somatic mutations within chronic lymphocytic leukemia (CLL) putative driver genes are associated with outcomes beyond the CLL international prognostic index (CLL-IPI) [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 4466.
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33
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Engmann NJ, Scott C, Jensen MR, Winham SJ, Ma L, Brandt KR, Mahmoudzadeh A, Whaley DH, Hruska CB, Wu FF, Norman AD, Hiatt RA, Heine J, Shepherd J, Pankratz VS, Miglioretti DL, Kerlikowske K, Vachon CM. Longitudinal Changes in Volumetric Breast Density in Healthy Women across the Menopausal Transition. Cancer Epidemiol Biomarkers Prev 2019; 28:1324-1330. [PMID: 31186265 DOI: 10.1158/1055-9965.epi-18-1375] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2018] [Revised: 04/18/2019] [Accepted: 06/03/2019] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND Mammographic breast density declines during menopause. We assessed changes in volumetric breast density across the menopausal transition and factors that influence these changes. METHODS Women without a history of breast cancer, who had full field digital mammograms during both pre- and postmenopausal periods, at least 2 years apart, were sampled from four facilities within the San Francisco Mammography Registry from 2007 to 2013. Dense breast volume (DV) was assessed using Volpara on mammograms across the time period. Annualized change in DV from pre- to postmenopause was estimated using linear mixed models adjusted for covariates and per-woman random effects. Multiplicative interactions were evaluated between premenopausal risk factors and time to determine whether these covariates modified the annualized changes. RESULTS Among the 2,586 eligible women, 1,802 had one premenopausal and one postmenopausal mammogram, 628 had an additional perimenopausal mammogram, and 156 had two perimenopausal mammograms. Women experienced an annualized decrease in DV [-2.2 cm3 (95% confidence interval, -2.7 to -1.7)] over the menopausal transition. Declines were greater among women with a premenopausal DV above the median (54 cm3) versus below (DV, -3.5 cm3 vs. -1.0 cm3; P < 0.0001). Other breast cancer risk factors, including race, body mass index, family history, alcohol, and postmenopausal hormone therapy, had no effect on change in DV over the menopausal transition. CONCLUSIONS High premenopausal DV was a strong predictor of greater reductions in DV across the menopausal transition. IMPACT We found that few factors other than premenopausal density influence changes in DV across the menopausal transition, limiting targeted prevention efforts.
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Affiliation(s)
| | | | | | | | - Lin Ma
- University of California, San Francisco, California
| | | | | | | | | | | | | | | | | | | | - V Shane Pankratz
- University of New Mexico Health Sciences Center, Albuquerque, New Mexico
| | - Diana L Miglioretti
- University of California, Davis, California.,Kaiser Permanente Washington Health Research Institute, Seattle, Washington
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Engmann NJ, Scott CG, Jensen MR, Winham S, Miglioretti DL, Ma L, Brandt K, Mahmoudzadeh A, Whaley DH, Hruska C, Wu F, Norman AD, Hiatt RA, Heine J, Shepherd J, Pankratz VS, Vachon CM, Kerlikowske K. Combined effect of volumetric breast density and body mass index on breast cancer risk. Breast Cancer Res Treat 2019; 177:165-173. [PMID: 31129803 DOI: 10.1007/s10549-019-05283-z] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2019] [Accepted: 05/16/2019] [Indexed: 01/16/2023]
Abstract
BACKGROUND Breast density and body mass index (BMI) are used for breast cancer risk stratification. We evaluate whether the positive association between volumetric breast density and breast cancer risk is strengthened with increasing BMI. METHODS The San Francisco Mammography Registry and Mayo Clinic Rochester identified 781 premenopausal and 1850 postmenopausal women with breast cancer diagnosed between 2007 and 2015 that had a screening digital mammogram at least 6 months prior to diagnosis. Up to three controls (N = 3535) were matched per case on age, race, date, mammography machine, and state. Volumetric percent density (VPD) and dense volume (DV) were measured with Volpara™. Breast cancer risk was assessed with logistic regression stratified by menopause status. Multiplicative interaction tests assessed whether the association of density measures was differential by BMI categories. RESULTS The increased risk of breast cancer associated with VPD was strengthened with higher BMI for both premenopausal (pinteraction = 0.01) and postmenopausal (pinteraction = 0.0003) women. For BMI < 25, 25-30, and ≥ 30 kg/m2, ORs for breast cancer for a 1 SD increase in VPD were 1.24, 1.65, and 1.97 for premenopausal, and 1.20, 1.55, and 2.25 for postmenopausal women, respectively. ORs for breast cancer for a 1 SD increase in DV were 1.39, 1.33, and 1.51 for premenopausal (pinteraction = 0.58), and 1.31, 1.34, and 1.65 (pinteraction = 0.03) for postmenopausal women for BMI < 25, 25-30 and ≥ 30 kg/m2, respectively. CONCLUSIONS The effect of volumetric percent density on breast cancer risk is strongest in overweight and obese women. These associations have clinical relevance for informing prevention strategies.
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Affiliation(s)
| | | | | | | | - Diana L Miglioretti
- University of California, Davis, USA.,Kaiser Permanente Washington Health Research Institute, Seattle, USA
| | - Lin Ma
- Kaiser Permanente Division of Research, Oakland, CA, USA
| | | | | | | | | | | | | | - Robert A Hiatt
- Department of Medicine and Epidemiology & Biostatistics, University of California, San Francisco, USA
| | | | | | - V Shane Pankratz
- University of New Mexico Health Sciences Center, Albuquerque, USA
| | | | - Karla Kerlikowske
- Department of Medicine and Epidemiology & Biostatistics, University of California, San Francisco, USA.
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35
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Shieh Y, Scott CG, Jensen MR, Norman AD, Bertrand KA, Pankratz VS, Brandt KR, Visscher DW, Shepherd JA, Tamimi RM, Vachon CM, Kerlikowske K. Body mass index, mammographic density, and breast cancer risk by estrogen receptor subtype. Breast Cancer Res 2019; 21:48. [PMID: 30944014 PMCID: PMC6448282 DOI: 10.1186/s13058-019-1129-9] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2018] [Accepted: 03/20/2019] [Indexed: 12/21/2022] Open
Abstract
Background Obesity and elevated breast density are common risk factors for breast cancer, and their effects may vary by estrogen receptor (ER) subtype. However, their joint effects on ER subtype-specific risk are unknown. Understanding this relationship could enhance risk stratification for screening and prevention. Thus, we assessed the association between breast density and ER subtype according to body mass index (BMI) and menopausal status. Methods We conducted a case-control study nested within two mammography screening cohorts, the Mayo Mammography Health Study and the San Francisco Bay Area Breast Cancer SPORE/San Francisco Mammography Registry. Our pooled analysis contained 1538 ER-positive and 285 ER-negative invasive breast cancer cases and 4720 controls matched on age, menopausal status at time of mammogram, and year of mammogram. Percent density was measured on digitized film mammograms using computer-assisted techniques. We used polytomous logistic regression to evaluate the association between percent density and ER subtype by BMI subgroup (normal/underweight, < 25 kg/m2 versus overweight/obese, ≥ 25 kg/m2). We used Wald chi-squared tests to assess for interactions between percent density and BMI. Our analysis was stratified by menopausal status and hormone therapy usage at the time of index mammogram. Results Percent density was associated with increased risk of overall breast cancer regardless of menopausal status or BMI. However, when analyzing breast cancer across ER subtype, we found a statistically significant (p = 0.008) interaction between percent density and BMI in premenopausal women only. Specifically, elevated percent density was associated with a higher risk of ER-negative than ER-positive cancer in overweight/obese premenopausal women [OR per standard deviation increment 2.17 (95% CI 1.50–3.16) vs 1.33 (95% CI 1.11–1.61) respectively, Pheterogeneity = 0.01]. In postmenopausal women, elevated percent density was associated with similar risk of ER-positive and ER-negative cancers, and no substantive differences were seen after accounting for BMI or hormone therapy usage. Conclusions The combination of overweight/obesity and elevated breast density in premenopausal women is associated with a higher risk of ER-negative compared with ER-positive cancer. Eighteen percent of premenopausal women in the USA have elevated BMI and breast density and may benefit from lifestyle modifications involving weight loss and exercise. Electronic supplementary material The online version of this article (10.1186/s13058-019-1129-9) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Yiwey Shieh
- Division of General Internal Medicine, University of California, San Francisco, 1545 Divisadero Street, Box 0320, San Francisco, CA, 94115, USA.
| | | | - Matthew R Jensen
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Aaron D Norman
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | | | - V Shane Pankratz
- Department of Internal Medicine, University of New Mexico, Albuquerque, NM, USA
| | | | - Daniel W Visscher
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - John A Shepherd
- Department of Radiology, University of Hawaii Cancer Center, Honolulu, HI, USA
| | - Rulla M Tamimi
- Channing Division of Network Medicine, Brigham and Women's Hospital & Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Celine M Vachon
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Karla Kerlikowske
- General Internal Medicine Section, San Francisco Veterans Affairs Medical Center & Departments of Medicine and Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, USA
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Engmann NJ, Scott CG, Jensen MR, Winham SJ, Ma L, Brandt KR, Mahmoudzadeh A, Malkov S, Whaley D, Hruska C, Wu FF, Miglioretti DL, Norman AD, Heine J, Shepherd J, Pankratz VS, Vachon CM, Kerlikowske K. Abstract 3226: Overweight and obese women with high volumetric breast density at high breast cancer risk. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-3226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Purpose: Volumetric breast density and body mass index (BMI) are increasingly used for breast cancer risk stratification. We examine if the effect of volumetric breast density on breast cancer risk increases with increasing BMI.
Methods: Participants were from two case-control studies within mammography practices, the San Francisco Mammography Registry and the Mayo Clinic Rochester, Breast Screening Practice. Breast cancers were included if diagnosed between January 2007 and 2015 and with a screening full-field digital mammogram at least 6 months prior to diagnosis; the earliest mammogram within 5 years of diagnosis was selected. Up to three controls were matched to each case on age, race, date, mammography machine, and state of residence. Volumetric percent density (VPD), dense volume (DV) and non-dense volume (NDV) were measured using VolparaTM software. Breast cancer risk was assessed using logistic regression stratified by menopause status and adjusted for matching factors, family history of breast cancer, parity/age at first birth, and postmenopausal hormone therapy. Models for DV were additionally adjusted for NDV, and NDV models for DV. Multiplicative interactions were fit between BMI categories [<25 (underweight), 25-30 (normal weight) and >30 (overweight/obese) kg/m2] and VPD, DV, and NDV, and trend tests assessed for increasing odds ratios (OR) with increasing BMI.
Results: A total of 781 premenopausal and 1850 postmenopausal breast cancers and 3535 controls were included in the analysis. Median age of premenopausal women was 45 years (IQR: 6.1) and 63.3 years (IQR: 14) for postmenopausal women. Cases vs. controls had greater VPD and DV for both premenopausal (VPD: 14.9% vs. 12.0%, DV: 74.1 cm3 vs. 64.4 cm3) and postmenopausal women (VPD: 6.8% vs. 6.1%, DV: 53.4 cm3 vs. 48.0 cm3)(all p's<0.001). Trends between increasing BMI and VPD were evident for both pre (ptrend=0.0007) and postmenopausal (ptrend=0.0005) women. Among premenopausal women, the odds ratio (OR) for breast cancer associated with a 10% increase in VPD was of 1.39, 2.19 and 2.88 for BMI <25, 25-30 and >30 kg/m2 (p-trend=0.0007), respectively. For DV, OR's were 1.39, 1.33 and 1.51 for a 1 SD increase in DV, respectively, though the interaction with DV was not significant (ptrend=0.68). Among postmenopausal women, a 10% increase in VPD was associated with OR's of 1.35, 2.03, 3.6 for BMI <25, 25-29, >30-kg/m2 (ptrend =0.0001), respectively, and 1.31, 1.34 and 1.65 for a 1 SD increase in DV (ptrend =0.01), respectively. Associations between NDV and breast cancer risk did not differ by BMI category for premenopausal (ptrend =0.52) or postmenopausal (ptrend =0.07) women.
Conclusions: The effect of VPD on breast cancer risk is strongest in overweight/obese women. As volumetric breast density and BMI are commonly used in clinical risk stratification, these differences in risk have high clinical relevance for informing prevention decisions.
Citation Format: Natalie J. Engmann, Christopher G. Scott, Matthew R. Jensen, Stacey J. Winham, Lin Ma, Kathleen R. Brandt, Amir Mahmoudzadeh, Serghei Malkov, Dana Whaley, Carrie Hruska, Fang Fang Wu, Diana L. Miglioretti, Aaron D. Norman, John Heine, John Shepherd, Vernon S. Pankratz, Celine M. Vachon, Karla Kerlikowske. Overweight and obese women with high volumetric breast density at high breast cancer risk [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 3226.
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Clay-Gilmour AI, O'Brien DR, Achenbach SJ, Vachon CM, Chaffee KG, Call TG, Leis JF, Norman AD, Kabat BF, Parikh SA, Kay NE, Braggio E, Cerhan JR, Slager SL. Abstract 1226: Rare germline variants segregating in chronic lymphocytic leukemia (CLL) families. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-1226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
CLL is a highly heritable cancer with first degree relatives of CLL cases having a 7.5-fold increased CLL risk. Genome-wide association studies (GWAS) and linkage studies have been performed to study inherited predisposition; however a larger proportion of heritability to CLL remains unexplained. Rare coding variants might account for the missing heritability information. Inherited loss of function variants in shelterin complex genes (POT1, ACD, TERF1, TINF2, TERF2, TERF2IP- involved in telomere regulation), CDK1 (critical for cell division) and ATM (tumor suppressor gene) have been found to co-segregate in CLL families and be enriched in CLL cases using exome-wide sequencing data. Our study evaluates rare germline variants from these suspect genes segregating in CLL families who are followed at the Mayo Clinic.
Using whole exome sequencing (WES), we sequenced 93 CLL families with at least 2 reported CLL cases consisting of 443 individuals: 160 with CLL, 73 with monoclonal B-cell lymphocytosis (MBL), and 210 relatives. DNA was extracted from buccal cells, coding exons were selectively captured using Agilent 50Mb and SureSelect Human All Exon V4 capture kits; sequencing was performed using Illumina HiSeq 2000. Mayo Clinic's DNASeq pipeline uses Novoalign (initial read alignment), Picard (marking duplicate reads), and the Genome Analysis Toolkit (GATK) for local realignment, recalibration, and variant calling. The variant discovery step leverages GATK's HaplotypeCaller in per sample mode and all of the samples across the cohort are jointly genotyped together. All called variants are evaluated with GATK's Variant Quality Score Recalibration tool and annotated for biological relevance (BIOR). Quality control included removing variants that had <75% call rate across the two capture kits, <8x coverage, or phred score<10, resulting in 317,666 remaining variants. Of these, over 80% of the coding sequence had a median read depth of 23 reads. In our pedigrees, we searched for rare variants within the genes described above. We identified suspect variants with the following criteria: 1) enriched in CLL and MBL samples compared to unaffected samples; 2) multiple affected members with the variant within a family; 3) variants present in all sequenced affecteds within the family; 4) rarely seen in an in-house database of non-cancer controls or 1K Genomes; and 5) predicted to have a functional damaging effect (using SIFT).
We identified three novel rare missense variants, defined as functionally deleterious, which each co-segregated within a CLL family. Specifically, these variants from shelterin complex genes; POT1 (rs116916706), TERF2IP (rs138458227), and TERF2 (rs749171225), met the criteria. This study further highlights telomere dysregulation as a key process in CLL development. Investigating rare variants within CLL pedigrees with WES can help identify germline variants impacting predisposition to familial CLL.
Citation Format: Alyssa I. Clay-Gilmour, Daniel R. O'Brien, Sara J. Achenbach, Celine M. Vachon, Kari G. Chaffee, Timothy G. Call, Jose F. Leis, Aaron D. Norman, Brian F. Kabat, Sameer A. Parikh, Neil E. Kay, Esteban Braggio, James R. Cerhan, Susan L. Slager. Rare germline variants segregating in chronic lymphocytic leukemia (CLL) families [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 1226.
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Kleinstern G, Camp NJ, Goldin LR, Vachon CM, Vajdic CM, de Sanjose S, Weinberg JB, Benavente Y, Casabonne D, Liebow M, Nieters A, Hjalgrim H, Melbye M, Glimelius B, Adami HO, Boffetta P, Brennan P, Maynadie M, McKay J, Cocco PL, Shanafelt TD, Call TG, Norman AD, Hanson C, Robinson D, Chaffee KG, Brooks-Wilson AR, Monnereau A, Clavel J, Glenn M, Curtin K, Conde L, Bracci PM, Morton LM, Cozen W, Severson RK, Chanock SJ, Spinelli JJ, Johnston JB, Rothman N, Skibola CF, Leis JF, Kay NE, Smedby KE, Berndt SI, Cerhan JR, Caporaso N, Slager SL. Association of polygenic risk score with the risk of chronic lymphocytic leukemia and monoclonal B-cell lymphocytosis. Blood 2018; 131:2541-2551. [PMID: 29674426 PMCID: PMC5992865 DOI: 10.1182/blood-2017-11-814608] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2017] [Accepted: 03/23/2018] [Indexed: 01/07/2023] Open
Abstract
Inherited loci have been found to be associated with risk of chronic lymphocytic leukemia (CLL). A combined polygenic risk score (PRS) of representative single nucleotide polymorphisms (SNPs) from these loci may improve risk prediction over individual SNPs. Herein, we evaluated the association of a PRS with CLL risk and its precursor, monoclonal B-cell lymphocytosis (MBL). We assessed its validity and discriminative ability in an independent sample and evaluated effect modification and confounding by family history (FH) of hematological cancers. For discovery, we pooled genotype data on 41 representative SNPs from 1499 CLL and 2459 controls from the InterLymph Consortium. For validation, we used data from 1267 controls from Mayo Clinic and 201 CLL, 95 MBL, and 144 controls with a FH of CLL from the Genetic Epidemiology of CLL Consortium. We used odds ratios (ORs) to estimate disease associations with PRS and c-statistics to assess discriminatory accuracy. In InterLymph, the continuous PRS was strongly associated with CLL risk (OR, 2.49; P = 4.4 × 10-94). We replicated these findings in the Genetic Epidemiology of CLL Consortium and Mayo controls (OR, 3.02; P = 7.8 × 10-30) and observed high discrimination (c-statistic = 0.78). When jointly modeled with FH, PRS retained its significance, along with FH status. Finally, we found a highly significant association of the continuous PRS with MBL risk (OR, 2.81; P = 9.8 × 10-16). In conclusion, our validated PRS was strongly associated with CLL risk, adding information beyond FH. The PRS provides a means of identifying those individuals at greater risk for CLL as well as those at increased risk of MBL, a condition that has potential clinical impact beyond CLL.
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Affiliation(s)
| | - Nicola J Camp
- Huntsman Cancer Institute and Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, UT
| | - Lynn R Goldin
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD
| | - Celine M Vachon
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Claire M Vajdic
- Centre for Big Data Research in Health, University of New South Wales, Sydney, NSW, Australia
| | - Silvia de Sanjose
- CIBER de Epidemiología y Salud Pública, Barcelona, Spain
- Cancer Epidemiology Research Programme, Catalan Institute of Oncology, Institute d'Investigacio Biomedica de Bellvitge, L'Hospitalet de Llobregat, Barcelona, Spain
| | - J Brice Weinberg
- Department of Medicine and
- Department of Immunology, Duke University Medical Center, Durham, NC
- Durham Veterans Affairs Medical Center, Durham, NC
| | - Yolanda Benavente
- CIBER de Epidemiología y Salud Pública, Barcelona, Spain
- Cancer Epidemiology Research Programme, Catalan Institute of Oncology, Institute d'Investigacio Biomedica de Bellvitge, L'Hospitalet de Llobregat, Barcelona, Spain
| | - Delphine Casabonne
- CIBER de Epidemiología y Salud Pública, Barcelona, Spain
- Cancer Epidemiology Research Programme, Catalan Institute of Oncology, Institute d'Investigacio Biomedica de Bellvitge, L'Hospitalet de Llobregat, Barcelona, Spain
| | - Mark Liebow
- Division of General Internal Medicine, Mayo Clinic, Rochester, MN
| | - Alexandra Nieters
- Center for Chronic Immunodeficiency, University Medical Center Freiburg, Freiburg, Baden-Württemberg, Germany
| | - Henrik Hjalgrim
- Department of Epidemiology Research, Division of Health Surveillance and Research, Statens Serum Institut, Copenhagen, Denmark
- Department of Hematology, Rigshospitalet, Copenhagen, Denmark
| | - Mads Melbye
- Department of Epidemiology Research, Division of Health Surveillance and Research, Statens Serum Institut, Copenhagen, Denmark
- Department of Medicine, Stanford University School of Medicine, Stanford, CA
| | - Bengt Glimelius
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Hans-Olov Adami
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Paolo Boffetta
- The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Paul Brennan
- International Agency for Research on Cancer, Lyon, France
| | - Marc Maynadie
- Registre des Hémopathies Malignes de Côte d'Or, INSERM UMR1231, Université de Bourgogne-Franche-Comté, Dijon, France
| | - James McKay
- International Agency for Research on Cancer, Lyon, France
| | - Pier Luigi Cocco
- Department of Medical Sciences and Public Health, Occupational Health Section, University of Cagliari, Monserrato, Italy
| | | | | | - Aaron D Norman
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Curtis Hanson
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Dennis Robinson
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Kari G Chaffee
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Angela R Brooks-Wilson
- Genome Sciences Centre, BC Cancer Agency, Vancouver, BC, Canada
- Department of Biomedical Physiology and Kinesiology, Simon Fraser University, Burnaby, BC, Canada
| | - Alain Monnereau
- Registre des Hémopathies Malignes de la Gironde, Institut Bergonié, University of Bordeaux, INSERM, Team EPICENE, UMR 1219, Bordeaux, France
- Epidemiology of Childhood and Adolescent Cancers Group, INSERM, Center of Research in Epidemiology and Statistics Sorbonne Paris Cité, Paris, France
- Université Paris Descartes, Paris, France
| | - Jacqueline Clavel
- Epidemiology of Childhood and Adolescent Cancers Group, INSERM, Center of Research in Epidemiology and Statistics Sorbonne Paris Cité, Paris, France
- Université Paris Descartes, Paris, France
| | - Martha Glenn
- Huntsman Cancer Institute and Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, UT
| | - Karen Curtin
- Huntsman Cancer Institute and Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, UT
| | - Lucia Conde
- UCL Cancer Institute, London, United Kingdom
| | - Paige M Bracci
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA
| | - Lindsay M Morton
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD
| | - Wendy Cozen
- Department of Preventive Medicine and
- Norris Comprehensive Cancer Center, USC Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Richard K Severson
- Department of Family Medicine and Public Health Sciences, Wayne State University, Detroit, MI
| | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD
| | - John J Spinelli
- Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada
- School of Population and Public Health, University of British Columbia, Vancouver, BC, Canada
| | - James B Johnston
- Department of Medical Oncology, Cancer Care Manitoba, Winnipeg, MB, Canada
| | - Nathaniel Rothman
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD
| | - Christine F Skibola
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, GA
| | - Jose F Leis
- Department of Hematology and Oncology, Mayo Clinic, Phoenix, AZ; and
| | - Neil E Kay
- Department of Medical Sciences and Public Health, Occupational Health Section, University of Cagliari, Monserrato, Italy
| | - Karin E Smedby
- Department of Medicine, Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Sonja I Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD
| | - James R Cerhan
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Neil Caporaso
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD
| | - Susan L Slager
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
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Rice MS, Tamimi RM, Bertrand KA, Scott CG, Jensen MR, Norman AD, Visscher DW, Chen YY, Brandt KR, Couch FJ, Shepherd JA, Fan B, Wu FF, Ma L, Collins LC, Cummings SR, Kerlikowske K, Vachon CM. Does mammographic density mediate risk factor associations with breast cancer? An analysis by tumor characteristics. Breast Cancer Res Treat 2018; 170:129-141. [PMID: 29502324 DOI: 10.1007/s10549-018-4735-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2017] [Accepted: 02/26/2018] [Indexed: 11/29/2022]
Abstract
BACKGROUND Though mammographic density (MD) has been proposed as an intermediate marker of breast cancer risk, few studies have examined whether the associations between breast cancer risk factors and risk are mediated by MD, particularly by tumor characteristics. METHODS Our study population included 3392 cases (1105 premenopausal) and 8882 (3192 premenopausal) controls from four case-control studies. For established risk factors, we estimated the percent of the total risk factor association with breast cancer that was mediated by percent MD (secondarily, by dense area and non-dense area) for invasive breast cancer as well as for subtypes defined by the estrogen receptor (ER+/ER-), progesterone receptor (PR+/PR-), and HER2 (HER2+/HER2-). Analyses were conducted separately in pre- and postmenopausal women. RESULTS Positive associations between prior breast biopsy and risk of invasive breast cancer as well as all subtypes were partially mediated by percent MD in pre- and postmenopausal women (percent mediated = 11-27%, p ≤ 0.02). In postmenopausal women, nulliparity and hormone therapy use were positively associated with invasive, ER+ , PR+ , and HER2- breast cancer; percent MD partially mediated these associations (percent mediated ≥ 31%, p ≤ 0.02). Further, among postmenopausal women, percent MD partially mediated the positive association between later age at first birth and invasive as well as ER+ breast cancer (percent mediated = 16%, p ≤ 0.05). CONCLUSION Percent MD partially mediated the associations between breast biopsy, nulliparity, age at first birth, and hormone therapy with risk of breast cancer, particularly among postmenopausal women, suggesting that these risk factors at least partially influence breast cancer risk through changes in breast tissue composition.
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Affiliation(s)
- Megan S Rice
- Clinical and Translational Epidemiology Unit, Department of Medicine, Massachusetts General Hospital/Harvard Medical School, 55 Fruit Street, Bartlett 9, Boston, MA, 02116, USA.
| | - Rulla M Tamimi
- Channing Division of Network Medicine, Brigham and Women's Hospital/Harvard Medical School, Boston, MA, USA.,Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | | | | | - Matthew R Jensen
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Aaron D Norman
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | | | - Yunn-Yi Chen
- Department of Pathology, University of California, San Francisco, CA, USA
| | | | - Fergus J Couch
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - John A Shepherd
- Department of Radiology, University of California, San Francisco, CA, USA
| | - Bo Fan
- Department of Radiology, University of California, San Francisco, CA, USA
| | - Fang-Fang Wu
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Lin Ma
- Department of Medicine, University of California, San Francisco, CA, USA
| | - Laura C Collins
- Department of Pathology, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, USA
| | - Steven R Cummings
- San Francisco Coordinating Center, California Pacific Medical Center Research Institute, San Francisco, CA, USA
| | - Karla Kerlikowske
- Departments of Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs, University of California, San Francisco, CA, USA
| | - Celine M Vachon
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
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Engmann NJ, Scott CG, Jensen MR, Ma L, Brandt KR, Mahmoudzadeh AP, Malkov S, Whaley DH, Hruska CB, Wu FF, Winham SJ, Miglioretti DL, Norman AD, Heine JJ, Shepherd J, Pankratz VS, Vachon CM, Kerlikowske K. Longitudinal Changes in Volumetric Breast Density with Tamoxifen and Aromatase Inhibitors. Cancer Epidemiol Biomarkers Prev 2017; 26:930-937. [PMID: 28148596 DOI: 10.1158/1055-9965.epi-16-0882] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2016] [Revised: 01/05/2017] [Accepted: 01/06/2017] [Indexed: 01/13/2023] Open
Abstract
Background: Reductions in breast density with tamoxifen and aromatase inhibitors may be an intermediate marker of treatment response. We compare changes in volumetric breast density among breast cancer cases using tamoxifen or aromatase inhibitors (AI) to untreated women without breast cancer.Methods: Breast cancer cases with a digital mammogram prior to diagnosis and after initiation of tamoxifen (n = 366) or AI (n = 403) and a sample of controls (n = 2170) were identified from the Mayo Clinic Mammography Practice and San Francisco Mammography Registry. Volumetric percent density (VPD) and dense breast volume (DV) were measured using Volpara (Matakina Technology) and Quantra (Hologic) software. Linear regression estimated the effect of treatment on annualized changes in density.Results: Premenopausal women using tamoxifen experienced annualized declines in VPD of 1.17% to 1.70% compared with 0.30% to 0.56% for controls and declines in DV of 7.43 to 15.13 cm3 compared with 0.28 to 0.63 cm3 in controls, for Volpara and Quantra, respectively. The greatest reductions were observed among women with ≥10% baseline density. Postmenopausal AI users had greater declines in VPD than controls (Volpara P = 0.02; Quantra P = 0.03), and reductions were greatest among women with ≥10% baseline density. Declines in VPD among postmenopausal women using tamoxifen were only statistically greater than controls when measured with Quantra.Conclusions: Automated software can detect volumetric breast density changes among women on tamoxifen and AI.Impact: If declines in volumetric density predict breast cancer outcomes, these measures may be used as interim prognostic indicators. Cancer Epidemiol Biomarkers Prev; 26(6); 930-7. ©2017 AACR.
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Affiliation(s)
| | | | | | - Lin Ma
- University of California, San Francisco, San Francisco, California
| | | | | | - Serghei Malkov
- University of California, San Francisco, San Francisco, California
| | | | | | | | | | - Diana L Miglioretti
- University of California, Davis, Davis, California.,Group Health Research Institute, Seattle, Washington
| | | | | | - John Shepherd
- University of California, San Francisco, San Francisco, California
| | - V Shane Pankratz
- University of New Mexico Health Sciences Center, Albuquerque, New Mexico
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Norman AD, Tamimi RM, Scott CG, Bertrand KA, Jensen MR, Visscher DW, Couch FJ, Shepherd J, Fan B, Chen YY, Ma L, Beck A, Pankratz VS, Kerlikowske K, Vachon CM. Abstract 2593: Association of mammographic density measures and breast cancer ‘intrinsic’ molecular subtypes. Cancer Res 2016. [DOI: 10.1158/1538-7445.am2016-2593] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Percent mammographic density (PMD) is a risk factor for estrogen receptor (ER)-positive and ER-negative invasive breast cancer (BC). Gene expression profiling has identified molecular signatures that classify invasive BC into distinct subtypes that vary in their clinical behavior, response to treatment and likely, etiology. Immunohistochemical (IHC) staining of tumor sections using antibody panels can be used to classify these ‘intrinsic’ molecular subtypes. We evaluated whether density measures [PMD, absolute dense area (DA) and non-dense area (NDA)], are associated equally with all ‘intrinsic’ molecular subtypes.
Pooled analysis of six cohort or case-control studies included 3492 women with invasive BC and 10,148 without, who underwent screening mammography a median 4 years prior to diagnosis (for cases). PMD, DA, and NDA were assessed from digitized film-screen mammograms using a computer-assisted thresholding technique, and categorized as 0-10%, 11-25%, 26-50% and 51%+ (PMD) or into quartiles (DA and NDA). Receptor status was abstracted from pathology records and supplemented by IHC staining. We classified tumors as Luminal A (ER+ and/or PR+ and HER2- and grade 1 or 2), Luminal B (ER+ and/or PR+ and HER2+ or Luminal A and grade 3), HER2 expressing (HER2+/ER-/PR-) and triple negative (TN) (ER-/PR-/HER2-). For TN, we also differentiated basal-like tumors (positive for EGFR and/or CK 5/6) from unclassified (negative on both markers). We used polytomous logistic regression to calculate the odds ratio (OR) of each ‘intrinsic’ subtype of BC by categories of PMD, DA or NDA, adjusting for age, body mass index and study. We tested for statistical heterogeneity of associations by subtype.
Of 3492 invasive BC cases, 2217 (63%) were classified as Luminal A, 747 (21%) as Luminal B, 159 (5%) as HER2 expressing, and 369 (11%) as TN. Of TN, 203 were evaluated for CK 5/6 and EGFR, with 167 (82%) classified as basal-like and 36 (18%) unclassified. PMD was associated with BC risk across all subtypes. For Luminal A, compared to women with 11-25% PMD (reference), women with 0-10% had a reduced risk of BC (OR = 0.63 [95% confidence interval: 0.55, 0.74]) while women with 26-50% had an OR = 1.5 [1.3, 1.7] and women with 51%+ had the highest risk, OR = 2.3 [2.0, 2.7]. Similar BC associations were seen across PMD categories when comparing the five subtypes (P-heterogeneity = 0.63). Similar trends were seen for DA and BC across the five subtypes (P-het = 0.25). NDA was inversely associated with BC across subtypes, and there was suggestion of a stronger inverse trend among HER2-expressing BC compared to other subtypes (P-het = 0.09).
Our results suggest mammographic density measures are associated with all ‘intrinsic’ molecular subtypes. However, NDA may be more strongly inversely associated with HER2-expressing than other subtypes. Understanding the importance of density measures for BC subtypes has significance for subtype-specific risk models.
Citation Format: Aaron D. Norman, Rulla M. Tamimi, Christopher G. Scott, Kimberly A. Bertrand, Matthew R. Jensen, Daniel W. Visscher, Fergus J. Couch, John Shepherd, Bo Fan, Yunn-Yi Chen, Lin Ma, Andrew Beck, Vernon S. Pankratz, Karla Kerlikowske, Celine M. Vachon. Association of mammographic density measures and breast cancer ‘intrinsic’ molecular subtypes. [abstract]. In: Proceedings of the 107th Annual Meeting of the American Association for Cancer Research; 2016 Apr 16-20; New Orleans, LA. Philadelphia (PA): AACR; Cancer Res 2016;76(14 Suppl):Abstract nr 2593.
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Affiliation(s)
| | - Rulla M. Tamimi
- 2Harvard Medical School and Harvard School of Public Health, Boston, MA
| | | | | | | | | | | | | | - Bo Fan
- 3University of California, San Francisco, CA
| | | | - Lin Ma
- 3University of California, San Francisco, CA
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Engmann NJ, Vachon CM, Scott CG, Jensen MR, Ma L, Brandt KR, Mahmoudzadeh AP, Malkov S, Whaley DH, Hruska CB, Wu FF, Winham SJ, Miglioretti DL, Norman AD, Heine JJ, Shepherd J, Pankratz VS, Kerlikowske K. Abstract 3424: Longitudinal changes in volumetric breast density with adjuvant endocrine therapy among women with breast cancer. Cancer Res 2016. [DOI: 10.1158/1538-7445.am2016-3424] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Breast density represents the stromal and epithelial tissue in the breast and is a strong risk factor for breast cancer. Reductions in breast density attributable to tamoxifen (TAM) and aromatase inhibitors (AI) may be associated with reduced risk of first primary and subsequent breast cancer. Studies assessing breast density changes have principally used two-dimensional measures. We assess changes in breast density following initiation of TAM and AI using two automated volumetric density measures that have shown strong associations to breast cancer risk.
Breast cancer cases with a full field digital mammogram (FFDM) prior to diagnosis (index mammogram) and after initiation of TAM (n = 379) or AI (n = 425) were identified from the Mayo Clinic Mammography Practice and the San Francisco Mammography Registry. Volumetric percent density (VPD) and dense volume (DV) were measured on 4-view FFDM using VolparaTM (Matakina Technology) and QuantraTM (Hologic) automated software. We used linear regression to assess the effect of treatment on mean annualized change in VPD and DV (change from index to last mammogram divided by time interval) for each software type, adjusting for age, body mass index (BMI) and density at index mammogram.
The median time between index mammogram and cancer diagnosis was 0.6 months (IQR: 0.2, 2.2) and median time between index and last mammogram was 3 years (IQR: 2.0, 3.9). Women on TAM were younger, had lower BMI and higher baseline VPD and DV relative to women on AI (Table). An annual decrease in VPD and DV was observed with both TAM and AI. Both Volpara and Quantra estimated a similar magnitude of change in VPD in women on TAM and AI, and a greater change in DV with TAM.
Our findings suggest that both Volpara and Quantra can assess volumetric changes in breast density among women on hormone therapy. If declines in volumetric density correlate with a reduction in breast cancer risk, these automated measures could be used in clinical practice to assess response to therapy. Annualized changes in volumetric breast density estimated by linear regression.Tamoxifen (n = 379)Aromatase Inhibitors (n = 425)Baseline Median (IQR)Annualized Change (95% CI)*Baseline Median (IQR)Annualized Change (95% CI)*Age at Diagnosis50.0 (45.0, 60.0)–63.0 (58.0, 71.0)–Body Mass Index (BMI)23.6 (21.5, 26.8)–25.7 (22.7, 29.9)–Time Interval¥3.0 (2.1, 3.9)–3.0 (2.1, 3.9)–VolparaPercent Density (VPD,%)11.6 (6.8, 18.8)-0.17 (-0.27, -0.10)7.2 (5.0, 11.0)-0.19 (-0.29, -0.12)Dense Volume (DV, cm3)64.7 (45.4, 90.9)-0.90 (-1.45, -0.48)51.9 (38.9, 69.9)-0.52 (-0.93, -0.23)QuantraPercent Density (VPD,%)14.5 (9.2, 20.2)-0.42 (-0.59, -0.28)9.9 (7.1, 14.5)-0.38 (-0.54, -0.25)Dense Volume (DV, cm3)94.0 (58.0, 144.0)-2.20 (-3.52, -1.19)80.0 (49.0, 128.0)-0.95 (-1.85, -0.35)IQR = Interquartile range ¥ Median number of years between index mammogram and last mammogram post-initiation of therapy. *Annualized change estimated as change from index to last mammogram divided by time interval and adjusted for study site, age at diagnosis, BMI and density at index mammogram.
Citation Format: Natalie J. Engmann, Celine M. Vachon, Christopher G. Scott, Matthew R. Jensen, Lin Ma, Kathleen R. Brandt, Amir P. Mahmoudzadeh, Serghei Malkov, Dana H. Whaley, Carrie B. Hruska, Fang F. Wu, Stacey J. Winham, Diana L. Miglioretti, Aaron D. Norman, John J. Heine, John Shepherd, V Shane Pankratz, Karla Kerlikowske. Longitudinal changes in volumetric breast density with adjuvant endocrine therapy among women with breast cancer. [abstract]. In: Proceedings of the 107th Annual Meeting of the American Association for Cancer Research; 2016 Apr 16-20; New Orleans, LA. Philadelphia (PA): AACR; Cancer Res 2016;76(14 Suppl):Abstract nr 3424.
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Affiliation(s)
| | | | | | | | - Lin Ma
- 1University of California San Francisco, San Francisco, CA
| | | | | | - Serghei Malkov
- 1University of California San Francisco, San Francisco, CA
| | | | | | | | | | | | | | | | - John Shepherd
- 1University of California San Francisco, San Francisco, CA
| | - V Shane Pankratz
- 5University of New Mexico Health Sciences Center, Albuquerque, NM
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Berndt SI, Camp NJ, Skibola CF, Vijai J, Wang Z, Gu J, Nieters A, Kelly RS, Smedby KE, Monnereau A, Cozen W, Cox A, Wang SS, Lan Q, Teras LR, Machado M, Yeager M, Brooks-Wilson AR, Hartge P, Purdue MP, Birmann BM, Vajdic CM, Cocco P, Zhang Y, Giles GG, Zeleniuch-Jacquotte A, Lawrence C, Montalvan R, Burdett L, Hutchinson A, Ye Y, Call TG, Shanafelt TD, Novak AJ, Kay NE, Liebow M, Cunningham JM, Allmer C, Hjalgrim H, Adami HO, Melbye M, Glimelius B, Chang ET, Glenn M, Curtin K, Cannon-Albright LA, Diver WR, Link BK, Weiner GJ, Conde L, Bracci PM, Riby J, Arnett DK, Zhi D, Leach JM, Holly EA, Jackson RD, Tinker LF, Benavente Y, Sala N, Casabonne D, Becker N, Boffetta P, Brennan P, Foretova L, Maynadie M, McKay J, Staines A, Chaffee KG, Achenbach SJ, Vachon CM, Goldin LR, Strom SS, Leis JF, Weinberg JB, Caporaso NE, Norman AD, De Roos AJ, Morton LM, Severson RK, Riboli E, Vineis P, Kaaks R, Masala G, Weiderpass E, Chirlaque MD, Vermeulen RCH, Travis RC, Southey MC, Milne RL, Albanes D, Virtamo J, Weinstein S, Clavel J, Zheng T, Holford TR, Villano DJ, Maria A, Spinelli JJ, Gascoyne RD, Connors JM, Bertrand KA, Giovannucci E, Kraft P, Kricker A, Turner J, Ennas MG, Ferri GM, Miligi L, Liang L, Ma B, Huang J, Crouch S, Park JH, Chatterjee N, North KE, Snowden JA, Wright J, Fraumeni JF, Offit K, Wu X, de Sanjose S, Cerhan JR, Chanock SJ, Rothman N, Slager SL. Meta-analysis of genome-wide association studies discovers multiple loci for chronic lymphocytic leukemia. Nat Commun 2016; 7:10933. [PMID: 26956414 PMCID: PMC4786871 DOI: 10.1038/ncomms10933] [Citation(s) in RCA: 88] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2015] [Accepted: 02/03/2016] [Indexed: 01/07/2023] Open
Abstract
Chronic lymphocytic leukemia (CLL) is a common lymphoid malignancy with strong heritability. To further understand the genetic susceptibility for CLL and identify common loci associated with risk, we conducted a meta-analysis of four genome-wide association studies (GWAS) composed of 3,100 cases and 7,667 controls with follow-up replication in 1,958 cases and 5,530 controls. Here we report three new loci at 3p24.1 (rs9880772, EOMES, P=2.55 × 10(-11)), 6p25.2 (rs73718779, SERPINB6, P=1.97 × 10(-8)) and 3q28 (rs9815073, LPP, P=3.62 × 10(-8)), as well as a new independent SNP at the known 2q13 locus (rs9308731, BCL2L11, P=1.00 × 10(-11)) in the combined analysis. We find suggestive evidence (P<5 × 10(-7)) for two additional new loci at 4q24 (rs10028805, BANK1, P=7.19 × 10(-8)) and 3p22.2 (rs1274963, CSRNP1, P=2.12 × 10(-7)). Pathway analyses of new and known CLL loci consistently show a strong role for apoptosis, providing further evidence for the importance of this biological pathway in CLL susceptibility.
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Affiliation(s)
- Sonja I. Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland 20892, USA
| | - Nicola J. Camp
- Division of Hematology and Hematologic Malignancies, Department of Internal Medicine, Huntsman Cancer Institute and University of Utah School of Medicine, Salt Lake City, Utah 84112, USA
| | - Christine F. Skibola
- Department of Epidemiology, School of Public Health and Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, Alabama 35233, USA
- Division of Environmental Health Sciences, University of California Berkeley School of Public Health, Berkeley, California 94720, USA
| | - Joseph Vijai
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York 10065, USA
| | - Zhaoming Wang
- Cancer Genomics Research Laboratory, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Gaithersburg, Maryland 20877, USA
| | - Jian Gu
- Department of Epidemiology, MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Alexandra Nieters
- Center for Chronic Immunodeficiency, University Medical Center Freiburg, Freiburg, 79108 Baden-Württemberg, Germany
| | - Rachel S. Kelly
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts 02115, USA
- MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London W2 1PG, UK
| | - Karin E. Smedby
- Department of Medicine, Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm 17176, Sweden
| | - Alain Monnereau
- Epidemiology of Childhood and Adolescent Cancers Group, INSERM, Center of Research in Epidemiology and Statistics Sorbonne Paris Cité (CRESS), F-94807 Paris, France
- Université Paris Descartes, 75270 Paris, France
- Registre des hémopathies malignes de la Gironde, Institut Bergonié, 33076 Bordeaux Cedex, France
| | - Wendy Cozen
- Department of Preventive Medicine, USC Keck School of Medicine, University of Southern California, Los Angeles, California 90033, USA
- Norris Comprehensive Cancer Center, USC Keck School of Medicine, University of Southern California, Los Angeles, California 90033, USA
| | - Angela Cox
- Department of Oncology, University of Sheffield, Sheffield, South Yorkshire S10 1NS, UK
| | - Sophia S. Wang
- Division of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, California 91030, USA
| | - Qing Lan
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland 20892, USA
| | - Lauren R. Teras
- Epidemiology Research Program, American Cancer Society, Atlanta, Georgia 30303, USA
| | - Moara Machado
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland 20892, USA
- Departamento de Biologia Geral, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte 31270-901, Brazil
| | - Meredith Yeager
- Cancer Genomics Research Laboratory, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Gaithersburg, Maryland 20877, USA
| | - Angela R. Brooks-Wilson
- Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada V5Z1L3
- Department of Biomedical Physiology and Kinesiology, Simon Fraser University, Burnaby, British Columbia, Canada V5A1S6
| | - Patricia Hartge
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland 20892, USA
| | | | - Brenda M. Birmann
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Claire M. Vajdic
- Centre for Big Data Research in Health, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Pierluigi Cocco
- Department of Public Health, Clinical and Molecular Medicine, University of Cagliari, Monserrato, 09042 Cagliari, Italy
| | - Yawei Zhang
- Department of Environmental Health Sciences, Yale School of Public Health, New Haven, Connecticut 06520, USA
| | - Graham G. Giles
- Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Victoria 3004, Australia
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Victoria 3010, Australia
| | - Anne Zeleniuch-Jacquotte
- Department of Population Health, New York University School of Medicine, New York, New York 10016, USA
- Department of Environmental Medicine, New York University School of Medicine, New York, New York 10016, USA
- Perlmutter Cancer Center, NYU Langone Medical Center, New York, New York 10016, USA
| | | | | | - Laurie Burdett
- Cancer Genomics Research Laboratory, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Gaithersburg, Maryland 20877, USA
| | - Amy Hutchinson
- Cancer Genomics Research Laboratory, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Gaithersburg, Maryland 20877, USA
| | - Yuanqing Ye
- Department of Epidemiology, MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Timothy G. Call
- Division of Hematology, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Tait D. Shanafelt
- Department of Medicine, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Anne J. Novak
- Department of Medicine, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Neil E. Kay
- Division of Hematology, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Mark Liebow
- Department of Medicine, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Julie M. Cunningham
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Cristine Allmer
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Henrik Hjalgrim
- Department of Epidemiology Research, Division of Health Surveillance and Research, Statens Serum Institut, 2300 Copenhagen, Denmark
| | - Hans-Olov Adami
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts 02115, USA
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 17177 Stockholm, Sweden
| | - Mads Melbye
- Department of Epidemiology Research, Division of Health Surveillance and Research, Statens Serum Institut, 2300 Copenhagen, Denmark
- Department of Medicine, Stanford University School of Medicine, Stanford, California 94305, USA
| | - Bengt Glimelius
- Department of Immunology, Genetics and Pathology, Uppsala University, 75105 Uppsala, Sweden
| | - Ellen T. Chang
- Center for Epidemiology and Computational Biology, Health Sciences, Exponent, Inc., Menlo Park, California 94025, USA
- Division of Epidemiology, Department of Health Research and Policy, Stanford University School of Medicine, Stanford, California 94305, USA
| | - Martha Glenn
- Department of Internal Medicine, Huntsman Cancer Institute, Salt Lake City, Utah 84112, USA
| | - Karen Curtin
- Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, Utah 84108, USA
| | - Lisa A. Cannon-Albright
- Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, Utah 84108, USA
- George E. Wahlen Department of Veterans Affairs Medical Center, Salt Lake City, Utah 84148, USA
| | - W Ryan Diver
- Epidemiology Research Program, American Cancer Society, Atlanta, Georgia 30303, USA
| | - Brian K. Link
- Department of Internal Medicine, Carver College of Medicine, The University of Iowa, Iowa City, Iowa 52242, USA
| | - George J. Weiner
- Department of Internal Medicine, Carver College of Medicine, The University of Iowa, Iowa City, Iowa 52242, USA
| | - Lucia Conde
- Department of Epidemiology, School of Public Health and Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, Alabama 35233, USA
- Division of Environmental Health Sciences, University of California Berkeley School of Public Health, Berkeley, California 94720, USA
| | - Paige M. Bracci
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, California 94118, USA
| | - Jacques Riby
- Department of Epidemiology, School of Public Health and Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, Alabama 35233, USA
- Division of Environmental Health Sciences, University of California Berkeley School of Public Health, Berkeley, California 94720, USA
| | - Donna K. Arnett
- Department of Epidemiology, School of Public Health and Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, Alabama 35233, USA
| | - Degui Zhi
- Department of Biostatistics, University of Alabama at Birmingham, Birmingham, Alabama 35233, USA
| | - Justin M. Leach
- Department of Biostatistics, University of Alabama at Birmingham, Birmingham, Alabama 35233, USA
| | - Elizabeth A. Holly
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, California 94118, USA
| | - Rebecca D. Jackson
- Division of Endocrinology, Diabetes and Metabolism, The Ohio State University, Columbus, Ohio 43210, USA
| | - Lesley F. Tinker
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington 98117, USA
| | - Yolanda Benavente
- Cancer Epidemiology Research Programme, Catalan Institute of Oncology-IDIBELL, L'Hospitalet de Llobregat, Barcelona 08908, Spain
- CIBER de Epidemiología y Salud Pública (CIBERESP), 08036 Barcelona, Spain
| | - Núria Sala
- Unit of Nutrition, Environment and Cancer, Cancer Epidemiology Research Program, Catalan Institute of Oncology-IDIBELL, L'Hospitalet de Llobregat, 08908 Barcelona, Spain
- Translational Research Laboratory, Catalan Institute of Oncology-IDIBELL, L'Hospitalet de Llobregat, 08908 Barcelona, Spain
| | - Delphine Casabonne
- Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, 08908L'Hospitalet de Llobregat, 08908 Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain
| | - Nikolaus Becker
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, 69120 Baden-Württemberg, Germany
| | - Paolo Boffetta
- The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York 10029, USA
| | - Paul Brennan
- International Agency for Research on Cancer (IARC), 69372 Lyon, France
| | - Lenka Foretova
- Department of Cancer Epidemiology and Genetics, Masaryk Memorial Cancer Institute and MF MU, 656 53 Brno, Czech Republic
| | - Marc Maynadie
- EA 4184, Registre des Hémopathies Malignes de Côte d'Or, University of Burgundy and Dijon University Hospital, 21070 Dijon, France
| | - James McKay
- International Agency for Research on Cancer (IARC), 69372 Lyon, France
| | - Anthony Staines
- School of Nursing and Human Sciences, Dublin City University, Dublin 9, Ireland
| | - Kari G. Chaffee
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Sara J. Achenbach
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Celine M. Vachon
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Lynn R. Goldin
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland 20892, USA
| | - Sara S. Strom
- Department of Epidemiology, MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Jose F. Leis
- Division of Hematology/Oncology, Mayo Clinic, Phoenix, Arizona 85054, USA
| | - J. Brice Weinberg
- Department of Medicine, Duke University and VA Medical Centers, Durham, North Carolina 27710, USA
| | - Neil E. Caporaso
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland 20892, USA
| | - Aaron D. Norman
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Anneclaire J. De Roos
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington 98117, USA
- Department of Environmental and Occupational Health, Drexel University School of Public Health, Philadelphia, Pennsylvania 19104, USA
| | - Lindsay M. Morton
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland 20892, USA
| | - Richard K. Severson
- Department of Family Medicine and Public Health Sciences, Wayne State University, Detroit, Michigan 48201, USA
| | - Elio Riboli
- School of Public Health, Imperial College London, London W2 1PG, UK
| | - Paolo Vineis
- MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London W2 1PG, UK
- Human Genetics Foundation, 10126 Turin, Italy
| | - Rudolph Kaaks
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, 69120 Baden-Württemberg, Germany
| | - Giovanna Masala
- Molecular and Nutritional Epidemiology Unit, Cancer Research and Prevention Institute (ISPO), 50139 Florence, Italy
| | - Elisabete Weiderpass
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 17177 Stockholm, Sweden
- Department of Community Medicine, Faculty of Health Sciences, University of Tromsø, The Arctic University of Norway, N-9037 Tromsø, Norway
- Department of Research, Cancer Registry of Norway, Institute of Population-Based Cancer Research, N-0304 Oslo, Norway
- Genetic Epidemiology Group, Folkhälsan Research Center, FI-00250 Helsinki, Finland
| | - María- Dolores Chirlaque
- CIBER de Epidemiología y Salud Pública (CIBERESP), 08036 Barcelona, Spain
- Department of Epidemiology, Murcia Regional Health Authority, E30008 Murcia, Spain
| | - Roel C. H. Vermeulen
- Institute for Risk Assessment Sciences, Utrecht University, Utrecht, 3508, TD, The Netherlands
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands
| | - Ruth C. Travis
- Cancer Epidemiology Unit, University of Oxford, Oxford OX3 7LF, UK
| | - Melissa C. Southey
- Genetic Epidemiology Laboratory, Department of Pathology, University of Melbourne, Melbourne, Victoria 3010, Australia
| | - Roger L. Milne
- Cancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Victoria 3004, Australia
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Victoria 3010, Australia
| | - Demetrius Albanes
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland 20892, USA
| | - Jarmo Virtamo
- Chronic Disease Prevention Unit, National Institute for Health and Welfare, FI-00271 Helsinki, Finland
| | - Stephanie Weinstein
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland 20892, USA
| | - Jacqueline Clavel
- Epidemiology of Childhood and Adolescent Cancers Group, INSERM, Center of Research in Epidemiology and Statistics Sorbonne Paris Cité (CRESS), F-94807 Paris, France
- Université Paris Descartes, 75270 Paris, France
| | - Tongzhang Zheng
- Department of Environmental Health Sciences, Yale School of Public Health, New Haven, Connecticut 06520, USA
| | - Theodore R. Holford
- Department of Biostatistics, Yale School of Public Health, New Haven, Connecticut 06520, USA
| | - Danylo J. Villano
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York 10065, USA
| | - Ann Maria
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York 10065, USA
| | - John J. Spinelli
- Cancer Control Research, BC Cancer Agency, Vancouver, British Columbia, Canada V5Z1L3
- School of Population and Public Health, University of British Columbia, Vancouver, British Columbia, Canada V6T1Z3
| | - Randy D. Gascoyne
- Center for Lymphoid Cancer, BC Cancer Agency, Vancouver, British Columbia, Canada V5Z1L3
- Department of Pathology, University of British Columbia, Vancouver, British Columbia, Canada V6T1Z3
| | - Joseph M. Connors
- Center for Lymphoid Cancer, BC Cancer Agency, Vancouver, British Columbia, Canada V5Z1L3
- Department of Medicine, University of British Columbia, Vancouver, British Columbia, Canada V6T1Z3
| | - Kimberly A. Bertrand
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts 02115, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Edward Giovannucci
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts 02115, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts 02115, USA
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts 02115, USA
| | - Peter Kraft
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts 02115, USA
- Department of Biostatistics, Harvard School of Public Health, Boston, Massachusetts 02115, USA
| | - Anne Kricker
- Sydney School of Public Health, The University of Sydney, Sydney, New South Wales 2006, Australia
| | - Jenny Turner
- Faculty of Medicine and Health Sciences, Macquarie University, Sydney, New South Wales 2109, Australia
- Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, New South Wales 2113, Australia
| | - Maria Grazia Ennas
- Department of Biomedical Science, University of Cagliari, Monserrato, 09042 Cagliari, Italy
| | - Giovanni M. Ferri
- Interdisciplinary Department of Medicine, University of Bari, 70124 Bari, Italy
| | - Lucia Miligi
- Environmental and Occupational Epidemiology Unit, Cancer Prevention and Research Institute (ISPO), 50139 Florence, Italy
| | - Liming Liang
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts 02115, USA
- Department of Biostatistics, Harvard School of Public Health, Boston, Massachusetts 02115, USA
| | - Baoshan Ma
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts 02115, USA
- College of Information Science and Technology, Dalian Maritime University, Dalian, Liaoning Province 116026, China
| | - Jinyan Huang
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts 02115, USA
| | - Simon Crouch
- Department of Health Sciences, University of York, York YO10 5DD, UK
| | - Ju-Hyun Park
- Department of Statistics, Dongguk University, Seoul 100-715, Republic of Korea
| | - Nilanjan Chatterjee
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland 20892, USA
| | - Kari E. North
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, USA
- Carolina Center for Genome Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, USA
| | - John A. Snowden
- Department of Oncology, University of Sheffield, Sheffield, South Yorkshire S10 1NS, UK
- Department of Haematology, Sheffield Teaching Hospitals NHS Foundation Trust, Royal Hallamshire Hospital, Sheffield, South Yorkshire S10 2TN, UK
| | - Josh Wright
- Department of Oncology, University of Sheffield, Sheffield, South Yorkshire S10 1NS, UK
- Department of Haematology, Sheffield Teaching Hospitals NHS Foundation Trust, Royal Hallamshire Hospital, Sheffield, South Yorkshire S10 2TN, UK
| | - Joseph F. Fraumeni
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland 20892, USA
| | - Kenneth Offit
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York 10065, USA
| | - Xifeng Wu
- Department of Epidemiology, MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Silvia de Sanjose
- Cancer Epidemiology Research Programme, Catalan Institute of Oncology-IDIBELL, L'Hospitalet de Llobregat, Barcelona 08908, Spain
- CIBER de Epidemiología y Salud Pública (CIBERESP), 08036 Barcelona, Spain
| | - James R. Cerhan
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Stephen J. Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland 20892, USA
| | - Nathaniel Rothman
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland 20892, USA
| | - Susan L. Slager
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota 55905, USA
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44
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Brandt KR, Scott CG, Ma L, Mahmoudzadeh AP, Jensen MR, Whaley DH, Wu FF, Malkov S, Hruska CB, Norman AD, Heine J, Shepherd J, Pankratz VS, Kerlikowske K, Vachon CM. Comparison of Clinical and Automated Breast Density Measurements: Implications for Risk Prediction and Supplemental Screening. Radiology 2015; 279:710-9. [PMID: 26694052 DOI: 10.1148/radiol.2015151261] [Citation(s) in RCA: 122] [Impact Index Per Article: 13.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Purpose To compare the classification of breast density with two automated methods, Volpara (version 1.5.0; Matakina Technology, Wellington, New Zealand) and Quantra (version 2.0; Hologic, Bedford, Mass), with clinical Breast Imaging Reporting and Data System (BI-RADS) density classifications and to examine associations of these measures with breast cancer risk. Materials and Methods In this study, 1911 patients with breast cancer and 4170 control subjects matched for age, race, examination date, and mammography machine were evaluated. Participants underwent mammography at Mayo Clinic or one of four sites within the San Francisco Mammography Registry between 2006 and 2012 and provided informed consent or a waiver for research, in compliance with HIPAA regulations and institutional review board approval. Digital mammograms were retrieved a mean of 2.1 years (range, 6 months to 6 years) before cancer diagnosis, with the corresponding clinical BI-RADS density classifications, and Volpara and Quantra density estimates were generated. Agreement was assessed with weighted κ statistics among control subjects. Breast cancer associations were evaluated with conditional logistic regression, adjusted for age and body mass index. Odds ratios, C statistics, and 95% confidence intervals (CIs) were estimated. Results Agreement between clinical BI-RADS density classifications and Volpara and Quantra BI-RADS estimates was moderate, with κ values of 0.57 (95% CI: 0.55, 0.59) and 0.46 (95% CI: 0.44, 0.47), respectively. Differences of up to 14% in dense tissue classification were found, with Volpara classifying 51% of women as having dense breasts, Quantra classifying 37%, and clinical BI-RADS assessment used to classify 43%. Clinical and automated measures showed similar breast cancer associations; odds ratios for extremely dense breasts versus scattered fibroglandular densities were 1.8 (95% CI: 1.5, 2.2), 1.9 (95% CI: 1.5, 2.5), and 2.3 (95% CI: 1.9, 2.8) for Volpara, Quantra, and BI-RADS classifications, respectively. Clinical BI-RADS assessment showed better discrimination of case status (C = 0.60; 95% CI: 0.58, 0.61) than did Volpara (C = 0.58; 95% CI: 0.56, 0.59) and Quantra (C = 0.56; 95% CI: 0.54, 0.58) BI-RADS classifications. Conclusion Automated and clinical assessments of breast density are similarly associated with breast cancer risk but differ up to 14% in the classification of women with dense breasts. This could have substantial effects on clinical practice patterns. (©) RSNA, 2015 Online supplemental material is available for this article.
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Affiliation(s)
- Kathleen R Brandt
- From the Departments of Radiology (K.R.B., D.H.W., C.B.H.) and Health Sciences Research (C.G.S., M.R.J., F.F.W., A.D.N., C.M.V.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; Department of Medicine (L.M.), Department of Radiology and Biomedical Imaging (A.P.M., J.S.), Department of Radiology (S.M.), Departments of Medicine and Epidemiology and Biostatistics, Division of General Internal Medicine, Department of Medicine (K.K.), University of California, San Francisco, San Francisco, Calif; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, Fla (J.H.); and Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM (V.S.P.)
| | - Christopher G Scott
- From the Departments of Radiology (K.R.B., D.H.W., C.B.H.) and Health Sciences Research (C.G.S., M.R.J., F.F.W., A.D.N., C.M.V.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; Department of Medicine (L.M.), Department of Radiology and Biomedical Imaging (A.P.M., J.S.), Department of Radiology (S.M.), Departments of Medicine and Epidemiology and Biostatistics, Division of General Internal Medicine, Department of Medicine (K.K.), University of California, San Francisco, San Francisco, Calif; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, Fla (J.H.); and Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM (V.S.P.)
| | - Lin Ma
- From the Departments of Radiology (K.R.B., D.H.W., C.B.H.) and Health Sciences Research (C.G.S., M.R.J., F.F.W., A.D.N., C.M.V.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; Department of Medicine (L.M.), Department of Radiology and Biomedical Imaging (A.P.M., J.S.), Department of Radiology (S.M.), Departments of Medicine and Epidemiology and Biostatistics, Division of General Internal Medicine, Department of Medicine (K.K.), University of California, San Francisco, San Francisco, Calif; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, Fla (J.H.); and Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM (V.S.P.)
| | - Amir P Mahmoudzadeh
- From the Departments of Radiology (K.R.B., D.H.W., C.B.H.) and Health Sciences Research (C.G.S., M.R.J., F.F.W., A.D.N., C.M.V.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; Department of Medicine (L.M.), Department of Radiology and Biomedical Imaging (A.P.M., J.S.), Department of Radiology (S.M.), Departments of Medicine and Epidemiology and Biostatistics, Division of General Internal Medicine, Department of Medicine (K.K.), University of California, San Francisco, San Francisco, Calif; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, Fla (J.H.); and Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM (V.S.P.)
| | - Matthew R Jensen
- From the Departments of Radiology (K.R.B., D.H.W., C.B.H.) and Health Sciences Research (C.G.S., M.R.J., F.F.W., A.D.N., C.M.V.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; Department of Medicine (L.M.), Department of Radiology and Biomedical Imaging (A.P.M., J.S.), Department of Radiology (S.M.), Departments of Medicine and Epidemiology and Biostatistics, Division of General Internal Medicine, Department of Medicine (K.K.), University of California, San Francisco, San Francisco, Calif; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, Fla (J.H.); and Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM (V.S.P.)
| | - Dana H Whaley
- From the Departments of Radiology (K.R.B., D.H.W., C.B.H.) and Health Sciences Research (C.G.S., M.R.J., F.F.W., A.D.N., C.M.V.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; Department of Medicine (L.M.), Department of Radiology and Biomedical Imaging (A.P.M., J.S.), Department of Radiology (S.M.), Departments of Medicine and Epidemiology and Biostatistics, Division of General Internal Medicine, Department of Medicine (K.K.), University of California, San Francisco, San Francisco, Calif; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, Fla (J.H.); and Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM (V.S.P.)
| | - Fang Fang Wu
- From the Departments of Radiology (K.R.B., D.H.W., C.B.H.) and Health Sciences Research (C.G.S., M.R.J., F.F.W., A.D.N., C.M.V.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; Department of Medicine (L.M.), Department of Radiology and Biomedical Imaging (A.P.M., J.S.), Department of Radiology (S.M.), Departments of Medicine and Epidemiology and Biostatistics, Division of General Internal Medicine, Department of Medicine (K.K.), University of California, San Francisco, San Francisco, Calif; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, Fla (J.H.); and Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM (V.S.P.)
| | - Serghei Malkov
- From the Departments of Radiology (K.R.B., D.H.W., C.B.H.) and Health Sciences Research (C.G.S., M.R.J., F.F.W., A.D.N., C.M.V.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; Department of Medicine (L.M.), Department of Radiology and Biomedical Imaging (A.P.M., J.S.), Department of Radiology (S.M.), Departments of Medicine and Epidemiology and Biostatistics, Division of General Internal Medicine, Department of Medicine (K.K.), University of California, San Francisco, San Francisco, Calif; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, Fla (J.H.); and Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM (V.S.P.)
| | - Carrie B Hruska
- From the Departments of Radiology (K.R.B., D.H.W., C.B.H.) and Health Sciences Research (C.G.S., M.R.J., F.F.W., A.D.N., C.M.V.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; Department of Medicine (L.M.), Department of Radiology and Biomedical Imaging (A.P.M., J.S.), Department of Radiology (S.M.), Departments of Medicine and Epidemiology and Biostatistics, Division of General Internal Medicine, Department of Medicine (K.K.), University of California, San Francisco, San Francisco, Calif; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, Fla (J.H.); and Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM (V.S.P.)
| | - Aaron D Norman
- From the Departments of Radiology (K.R.B., D.H.W., C.B.H.) and Health Sciences Research (C.G.S., M.R.J., F.F.W., A.D.N., C.M.V.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; Department of Medicine (L.M.), Department of Radiology and Biomedical Imaging (A.P.M., J.S.), Department of Radiology (S.M.), Departments of Medicine and Epidemiology and Biostatistics, Division of General Internal Medicine, Department of Medicine (K.K.), University of California, San Francisco, San Francisco, Calif; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, Fla (J.H.); and Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM (V.S.P.)
| | - John Heine
- From the Departments of Radiology (K.R.B., D.H.W., C.B.H.) and Health Sciences Research (C.G.S., M.R.J., F.F.W., A.D.N., C.M.V.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; Department of Medicine (L.M.), Department of Radiology and Biomedical Imaging (A.P.M., J.S.), Department of Radiology (S.M.), Departments of Medicine and Epidemiology and Biostatistics, Division of General Internal Medicine, Department of Medicine (K.K.), University of California, San Francisco, San Francisco, Calif; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, Fla (J.H.); and Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM (V.S.P.)
| | - John Shepherd
- From the Departments of Radiology (K.R.B., D.H.W., C.B.H.) and Health Sciences Research (C.G.S., M.R.J., F.F.W., A.D.N., C.M.V.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; Department of Medicine (L.M.), Department of Radiology and Biomedical Imaging (A.P.M., J.S.), Department of Radiology (S.M.), Departments of Medicine and Epidemiology and Biostatistics, Division of General Internal Medicine, Department of Medicine (K.K.), University of California, San Francisco, San Francisco, Calif; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, Fla (J.H.); and Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM (V.S.P.)
| | - V Shane Pankratz
- From the Departments of Radiology (K.R.B., D.H.W., C.B.H.) and Health Sciences Research (C.G.S., M.R.J., F.F.W., A.D.N., C.M.V.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; Department of Medicine (L.M.), Department of Radiology and Biomedical Imaging (A.P.M., J.S.), Department of Radiology (S.M.), Departments of Medicine and Epidemiology and Biostatistics, Division of General Internal Medicine, Department of Medicine (K.K.), University of California, San Francisco, San Francisco, Calif; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, Fla (J.H.); and Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM (V.S.P.)
| | - Karla Kerlikowske
- From the Departments of Radiology (K.R.B., D.H.W., C.B.H.) and Health Sciences Research (C.G.S., M.R.J., F.F.W., A.D.N., C.M.V.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; Department of Medicine (L.M.), Department of Radiology and Biomedical Imaging (A.P.M., J.S.), Department of Radiology (S.M.), Departments of Medicine and Epidemiology and Biostatistics, Division of General Internal Medicine, Department of Medicine (K.K.), University of California, San Francisco, San Francisco, Calif; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, Fla (J.H.); and Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM (V.S.P.)
| | - Celine M Vachon
- From the Departments of Radiology (K.R.B., D.H.W., C.B.H.) and Health Sciences Research (C.G.S., M.R.J., F.F.W., A.D.N., C.M.V.), Mayo Clinic, 200 First St SW, Rochester, MN 55905; Department of Medicine (L.M.), Department of Radiology and Biomedical Imaging (A.P.M., J.S.), Department of Radiology (S.M.), Departments of Medicine and Epidemiology and Biostatistics, Division of General Internal Medicine, Department of Medicine (K.K.), University of California, San Francisco, San Francisco, Calif; Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center, Tampa, Fla (J.H.); and Department of Internal Medicine, University of New Mexico School of Medicine, Albuquerque, NM (V.S.P.)
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Bracci PM, Benavente Y, Turner JJ, Paltiel O, Slager SL, Vajdic CM, Norman AD, Cerhan JR, Chiu BCH, Becker N, Cocco P, Dogan A, Nieters A, Holly EA, Kane EV, Smedby KE, Maynadié M, Spinelli JJ, Roman E, Glimelius B, Wang SS, Sampson JN, Morton LM, de Sanjosé S. Medical history, lifestyle, family history, and occupational risk factors for marginal zone lymphoma: the InterLymph Non-Hodgkin Lymphoma Subtypes Project. J Natl Cancer Inst Monogr 2015; 2014:52-65. [PMID: 25174026 DOI: 10.1093/jncimonographs/lgu011] [Citation(s) in RCA: 58] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND Marginal zone lymphoma (MZL), comprised of nodal, extranodal, and splenic subtypes, accounts for 5%-10% of non-Hodgkin lymphoma cases. A detailed evaluation of the independent effects of risk factors for MZL and its subtypes has not been conducted. METHODS Data were pooled from 1052 MZL cases (extranodal [EMZL] = 633, nodal [NMZL] = 157, splenic [SMZL] = 140) and 13766 controls from 12 case-control studies. Adjusted unconditional logistic regression was used to compute odds ratios (ORs) and 95% confidence intervals (CIs). RESULTS Novel findings for MZL subtypes include increased risk for B-cell activating autoimmune conditions (EMZL OR = 6.40, 95% CI = 4.24 to 9.68; NMZL OR = 7.80, 95% CI = 3.32 to 18.33; SMZL OR = 4.25, 95% CI = 1.49 to 12.14), hepatitis C virus seropositivity (EMZL OR = 5.29, 95% CI = 2.48 to 11.28), self-reported peptic ulcers (EMZL OR = 1.83, 95% CI = 1.35 to 2.49), asthma without other atopy (SMZL OR = 2.28, 95% CI = 1.23 to 4.23), family history of hematologic cancer (EMZL OR = 1.90, 95% CI = 1.37 to 2.62) and of non-Hodgkin lymphoma (NMZL OR = 2.82, 95% CI = 1.33 to 5.98), permanent hairdye use (SMZL OR = 6.59, 95% CI = 1.54 to 28.17), and occupation as a metalworker (NMZL OR = 3.56, 95% CI = 1.67 to 7.58). Reduced risks were observed with consumption of any alcohol (EMZL fourth quartile OR = 0.48, 95% CI = 0.28 to 0.82) and lower consumption of wine (NMZL first to third quartile ORs < 0.45) compared with nondrinkers, and occupation as a teacher (EMZL OR = 0.58, 95% CI = 0.37 to 0.88). CONCLUSION Our results provide new data suggesting etiologic heterogeneity across MZL subtypes although a common risk of MZL associated with B-cell activating autoimmune conditions was found.
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Affiliation(s)
- Paige M Bracci
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Yolanda Benavente
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Jennifer J Turner
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Ora Paltiel
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Susan L Slager
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Claire M Vajdic
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Aaron D Norman
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - James R Cerhan
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Brian C H Chiu
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Nikolaus Becker
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Pierluigi Cocco
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Ahmet Dogan
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Alexandra Nieters
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Elizabeth A Holly
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Eleanor V Kane
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Karin E Smedby
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Marc Maynadié
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - John J Spinelli
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Eve Roman
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Bengt Glimelius
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Sophia S Wang
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Joshua N Sampson
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Lindsay M Morton
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
| | - Silvia de Sanjosé
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA (PMB, EAH); Unit of Infections and Cancer (UNIC), Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain (YB, SdS); Department of Histopathology, Douglass Hanly Moir Pathology, Sydney, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Department of Entomology, The Robert H. Smith Faculty of Agriculture, Koret School of Veterinary Medicine Veterinary Teaching Hospital, Hebrew University of Jerusalem, Rehovot, Israel (OP); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, ADN, JRC); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany (NB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC); Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, NY (AD); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (EVK, ER); Unit of Clinical Epidemiology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden (KES); Biological Hematology Unit, CRB Ferdinand Cabanne, University Hospital of Dijon and University of Burgundy, Dijon, France (MM); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockhol
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Slager SL, Benavente Y, Blair A, Vermeulen R, Cerhan JR, Costantini AS, Monnereau A, Nieters A, Clavel J, Call TG, Maynadié M, Lan Q, Clarke CA, Lightfoot T, Norman AD, Sampson JN, Casabonne D, Cocco P, de Sanjosé S. Medical history, lifestyle, family history, and occupational risk factors for chronic lymphocytic leukemia/small lymphocytic lymphoma: the InterLymph Non-Hodgkin Lymphoma Subtypes Project. J Natl Cancer Inst Monogr 2015; 2014:41-51. [PMID: 25174025 DOI: 10.1093/jncimonographs/lgu001] [Citation(s) in RCA: 71] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Chronic lymphocytic leukemia (CLL) and small lymphocytic lymphoma (SLL) are two subtypes of non-Hodgkin lymphoma. A number of studies have evaluated associations between risk factors and CLL/SLL risk. However, these associations remain inconsistent or lacked confirmation. This may be due, in part, to the inadequate sample size of CLL/SLL cases. METHODS We performed a pooled analysis of 2440 CLL/SLL cases and 15186 controls from 13 case-control studies from Europe, North America, and Australia. We evaluated associations of medical history, family history, lifestyle, and occupational risk factors with CLL/SLL risk. Multivariate logistic regression analyses were used to estimate odds ratios (ORs) and 95% confidence intervals (CIs). RESULTS We confirmed prior inverse associations with any atopic condition and recreational sun exposure. We also confirmed prior elevated associations with usual adult height, hepatitis C virus seropositivity, living or working on a farm, and family history of any hematological malignancy. Novel associations were identified with hairdresser occupation (OR = 1.77, 95% CI = 1.05 to 2.98) and blood transfusion history (OR = 0.79, 95% CI = 0.66 to 0.94). We also found smoking to have modest protective effect (OR = 0.9, 95% CI = 0.81 to 0.99). All exposures showed evidence of independent effects. CONCLUSIONS We have identified or confirmed several independent risk factors for CLL/SLL supporting a role for genetics (through family history), immune function (through allergy and sun), infection (through hepatitis C virus), and height, and other pathways of immune response. Given that CLL/SLL has more than 30 susceptibility loci identified to date, studies evaluating the interaction among genetic and nongenetic factors are warranted.
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Affiliation(s)
- Susan L Slager
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC).
| | - Yolanda Benavente
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Aaron Blair
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Roel Vermeulen
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - James R Cerhan
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Adele Seniori Costantini
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Alain Monnereau
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Alexandra Nieters
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Jacqueline Clavel
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Timothy G Call
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Marc Maynadié
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Qing Lan
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Christina A Clarke
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Tracy Lightfoot
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Aaron D Norman
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Joshua N Sampson
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Delphine Casabonne
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Pierluigi Cocco
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
| | - Silvia de Sanjosé
- Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, JRC, TGC, ADN); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Català d' Oncologia, IDIBELL, L'Hospitalet de Llobregat, Spain, CIBER de Epidemiología y Salud Pública, Barcelona, Spain (YB, DC, SdS); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (AB, QL, JNS); Institute for Risk Assessment Sciences, Utrecht University, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands (RV); Unit of Occupational and Environmental Epidemiology, Cancer Prevention and Research Institute ISPO, Florence, Italy (ASC); Inserm, Centre for Research in Epidemiology and Population Health, Environmental Epidemiology of Cancer Group, Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies, Gironde and Bergonié Institute, Bordeaux, France (AM); Center for Chronic Immunodeficiency (CCI), University Medical Center Freiburg, Freiburg, Germany (AN); Biological Hematology Unit; CRB Ferdinand Cabanne, University Hospital of Dijon, University of Burgundy, France (MM); Cancer Prevention Institute of California, Fremont, CA (CAC); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK (TL); Department of Public Health, Clinical and Molecular Medicine, Occupational Health Section, University of Cagliari, Cagliari, Italy (PC)
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47
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Morton LM, Sampson JN, Cerhan JR, Turner JJ, Vajdic CM, Wang SS, Smedby KE, de Sanjosé S, Monnereau A, Benavente Y, Bracci PM, Chiu BCH, Skibola CF, Zhang Y, Mbulaiteye SM, Spriggs M, Robinson D, Norman AD, Kane EV, Spinelli JJ, Kelly JL, La Vecchia C, Dal Maso L, Maynadié M, Kadin ME, Cocco P, Costantini AS, Clarke CA, Roman E, Miligi L, Colt JS, Berndt SI, Mannetje A, de Roos AJ, Kricker A, Nieters A, Franceschi S, Melbye M, Boffetta P, Clavel J, Linet MS, Weisenburger DD, Slager SL. Rationale and Design of the International Lymphoma Epidemiology Consortium (InterLymph) Non-Hodgkin Lymphoma Subtypes Project. J Natl Cancer Inst Monogr 2015; 2014:1-14. [PMID: 25174022 DOI: 10.1093/jncimonographs/lgu005] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
BACKGROUND Non-Hodgkin lymphoma (NHL), the most common hematologic malignancy, consists of numerous subtypes. The etiology of NHL is incompletely understood, and increasing evidence suggests that risk factors may vary by NHL subtype. However, small numbers of cases have made investigation of subtype-specific risks challenging. The International Lymphoma Epidemiology Consortium therefore undertook the NHL Subtypes Project, an international collaborative effort to investigate the etiologies of NHL subtypes. This article describes in detail the project rationale and design. METHODS We pooled individual-level data from 20 case-control studies (17471 NHL cases, 23096 controls) from North America, Europe, and Australia. Centralized data harmonization and analysis ensured standardized definitions and approaches, with rigorous quality control. RESULTS The pooled study population included 11 specified NHL subtypes with more than 100 cases: diffuse large B-cell lymphoma (N = 4667), follicular lymphoma (N = 3530), chronic lymphocytic leukemia/small lymphocytic lymphoma (N = 2440), marginal zone lymphoma (N = 1052), peripheral T-cell lymphoma (N = 584), mantle cell lymphoma (N = 557), lymphoplasmacytic lymphoma/Waldenström macroglobulinemia (N = 374), mycosis fungoides/Sézary syndrome (N = 324), Burkitt/Burkitt-like lymphoma/leukemia (N = 295), hairy cell leukemia (N = 154), and acute lymphoblastic leukemia/lymphoma (N = 152). Associations with medical history, family history, lifestyle factors, and occupation for each of these 11 subtypes are presented in separate articles in this issue, with a final article quantitatively comparing risk factor patterns among subtypes. CONCLUSIONS The International Lymphoma Epidemiology Consortium NHL Subtypes Project provides the largest and most comprehensive investigation of potential risk factors for a broad range of common and rare NHL subtypes to date. The analyses contribute to our understanding of the multifactorial nature of NHL subtype etiologies, motivate hypothesis-driven prospective investigations, provide clues for prevention, and exemplify the benefits of international consortial collaboration in cancer epidemiology.
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Affiliation(s)
- Lindsay M Morton
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Joshua N Sampson
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - James R Cerhan
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Jennifer J Turner
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Claire M Vajdic
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Sophia S Wang
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Karin E Smedby
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Silvia de Sanjosé
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Alain Monnereau
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Yolanda Benavente
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Paige M Bracci
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Brian C H Chiu
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Christine F Skibola
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Yawei Zhang
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Sam M Mbulaiteye
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Michael Spriggs
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Dennis Robinson
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Aaron D Norman
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Eleanor V Kane
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - John J Spinelli
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Jennifer L Kelly
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Carlo La Vecchia
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Luigino Dal Maso
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Marc Maynadié
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Marshall E Kadin
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Pierluigi Cocco
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Adele Seniori Costantini
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Christina A Clarke
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Eve Roman
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Lucia Miligi
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Joanne S Colt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Sonja I Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Andrea Mannetje
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Anneclaire J de Roos
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Anne Kricker
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Alexandra Nieters
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Silvia Franceschi
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Mads Melbye
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Paolo Boffetta
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Jacqueline Clavel
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Martha S Linet
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Dennis D Weisenburger
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
| | - Susan L Slager
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (LMM, JNS, SMM, JSC, SIB, MSL); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (JRC, DR, ADN, SLS); Department of Histopathology, Douglass Hanly Moir Pathology, Macquarie Park, Australia, The Australian School of Advanced Medicine, Macquarie University, Sydney, Australia (JJT); Prince of Wales Clinical School, University of New South Wales, Sydney, Australia (CMV); Department of Cancer Etiology, City of Hope Beckman Research Institute, Duarte, CA (SSW); Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden (KES); Unit of Infections and Cancer, Cancer Epidemiology Research Programme, Institut Catala d'Oncologia, IDIBELL, Barcelona, Spain, CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain (SdS, YB); Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA (PMB); Department of Health Studies, University of Chicago, Chicago, IL (BCHC); Department of Epidemiology, Comprehensive Cancer Center, University of Alabama, Birmingham, AL (CFS); Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT (YZ); Information Management Systems, Inc, Silver Spring, MD (MS); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, UK (EVK, ER); Cancer Control Research, BC Cancer Agency, Vancouver, BC, Canada (JJS); School of Medicine and Dentistry, University of Rochester, Rochester, NY (JLK); Department of Epidemiology, IRCCS - Istituto di Ricerche Farmacologiche Mario Negri and Department of Clinical Sciences and Community Hea
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Vachon CM, Pankratz VS, Scott CG, Haeberle L, Ziv E, Jensen MR, Brandt KR, Whaley DH, Olson JE, Heusinger K, Hack CC, Jud SM, Beckmann MW, Schulz-Wendtland R, Tice JA, Norman AD, Cunningham JM, Purrington KS, Easton DF, Sellers TA, Kerlikowske K, Fasching PA, Couch FJ. The contributions of breast density and common genetic variation to breast cancer risk. J Natl Cancer Inst 2015; 107:dju397. [PMID: 25745020 PMCID: PMC4598340 DOI: 10.1093/jnci/dju397] [Citation(s) in RCA: 144] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2014] [Revised: 07/18/2014] [Accepted: 10/27/2014] [Indexed: 01/18/2023] Open
Abstract
We evaluated whether a 76-locus polygenic risk score (PRS) and Breast Imaging Reporting and Data System (BI-RADS) breast density were independent risk factors within three studies (1643 case patients, 2397 control patients) using logistic regression models. We incorporated the PRS odds ratio (OR) into the Breast Cancer Surveillance Consortium (BCSC) risk-prediction model while accounting for its attributable risk and compared five-year absolute risk predictions between models using area under the curve (AUC) statistics. All statistical tests were two-sided. BI-RADS density and PRS were independent risk factors across all three studies (P interaction = .23). Relative to those with scattered fibroglandular densities and average PRS (2(nd) quartile), women with extreme density and highest quartile PRS had 2.7-fold (95% confidence interval [CI] = 1.74 to 4.12) increased risk, while those with low density and PRS had reduced risk (OR = 0.30, 95% CI = 0.18 to 0.51). PRS added independent information (P < .001) to the BCSC model and improved discriminatory accuracy from AUC = 0.66 to AUC = 0.69. Although the BCSC-PRS model was well calibrated in case-control data, independent cohort data are needed to test calibration in the general population.
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Affiliation(s)
- Celine M Vachon
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF).
| | - V Shane Pankratz
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Christopher G Scott
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Lothar Haeberle
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Elad Ziv
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Matthew R Jensen
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Kathleen R Brandt
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Dana H Whaley
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Janet E Olson
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Katharina Heusinger
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Carolin C Hack
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Sebastian M Jud
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Matthias W Beckmann
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Ruediger Schulz-Wendtland
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Jeffrey A Tice
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Aaron D Norman
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Julie M Cunningham
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Kristen S Purrington
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Douglas F Easton
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Thomas A Sellers
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Karla Kerlikowske
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Peter A Fasching
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
| | - Fergus J Couch
- Affiliations of authors: Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic (CMV, VSP, CGS, MRJ, JEO, ADN, FJC); Department of Gynecology and Obstetrics, University Hospital Erlangen Friedrich-Alexander-University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany (LH, KH, CCH, SMJ, MWB, PAF); Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA (EZ); Departments of Medicine and Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs and Division of General Internal Medicine (EZ, JAT, KK); Division of Breast Imaging, Department of Radiology, Mayo Clinic College of Medicine, Rochester, MN (KRB, DHW); Institute of Diagnostic Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany (RS-W); Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, MN (JMC, FJC); Wayne State University School of Medicine and Karmanos Cancer Institute, Detroit, MI (KSP); University of Cambridge, Centre for Cancer Genetic Epidemiology, Cambridge, UK (DFE); Moffitt Cancer Center, Tampa, Florida (TAS); University of California at Los Angeles, Department of Medicine, Division Hematology/Oncology, David Geffen School of Medicine, Los Angeles, CA (PAF)
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Bertrand KA, Scott CG, Tamimi RM, Jensen MR, Pankratz VS, Norman AD, Visscher DW, Couch FJ, Shepherd J, Chen YY, Fan B, Wu FF, Ma L, Beck AH, Cummings SR, Kerlikowske K, Vachon CM. Dense and nondense mammographic area and risk of breast cancer by age and tumor characteristics. Cancer Epidemiol Biomarkers Prev 2015; 24:798-809. [PMID: 25716949 DOI: 10.1158/1055-9965.epi-14-1136] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2014] [Accepted: 02/04/2015] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Mammographic density (MD) is a strong breast cancer risk factor. We previously reported associations of percent mammographic density (PMD) with larger and node-positive tumors across all ages, and estrogen receptor (ER)-negative status among women ages <55 years. To provide insight into these associations, we examined the components of PMD [dense area (DA) and nondense area (NDA)] with breast cancer subtypes. METHODS Data were pooled from six studies including 4,095 breast cancers and 8,558 controls. DA and NDA were assessed from digitized film-screen mammograms and standardized across studies. Breast cancer odds by density phenotypes and age according to histopathologic characteristics and receptor status were calculated using polytomous logistic regression. RESULTS DA was associated with increased breast cancer risk [OR for quartiles: 0.65, 1.00 (Ref), 1.22, 1.55; P(trend) <0.001] and NDA was associated with decreased risk [ORs for quartiles: 1.39, 1.00 (Ref), 0.88, 0.72; P(trend) <0.001] across all ages and invasive tumor characteristics. There were significant trends in the magnitude of associations of both DA and NDA with breast cancer by increasing tumor size (P(trend) < 0.001) but no differences by nodal status. Among women <55 years, DA was more strongly associated with increased risk of ER(+) versus ER(-) tumors (P(het) = 0.02), while NDA was more strongly associated with decreased risk of ER(-) versus ER(+) tumors (P(het) = 0.03). CONCLUSIONS DA and NDA have differential associations with ER(+) versus ER(-) tumors that vary by age. IMPACT DA and NDA are important to consider when developing age- and subtype-specific risk models.
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Affiliation(s)
- Kimberly A Bertrand
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts. Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - Christopher G Scott
- Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Mayo Clinic College of Medicine, Rochester, Minnesota
| | - Rulla M Tamimi
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts. Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - Matthew R Jensen
- Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Mayo Clinic College of Medicine, Rochester, Minnesota
| | - V Shane Pankratz
- Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Mayo Clinic College of Medicine, Rochester, Minnesota
| | - Aaron D Norman
- Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic College of Medicine, Rochester, Minnesota
| | - Daniel W Visscher
- Department of Anatomic Pathology, Mayo Clinic College of Medicine, Rochester, Minnesota
| | - Fergus J Couch
- Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic College of Medicine, Rochester, Minnesota. Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, Minnesota
| | - John Shepherd
- Department of Radiology, University of California, San Francisco, California
| | - Yunn-Yi Chen
- Department of Pathology, University of California, San Francisco, California
| | - Bo Fan
- Department of Radiology, University of California, San Francisco, California
| | - Fang-Fang Wu
- Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Mayo Clinic College of Medicine, Rochester, Minnesota
| | - Lin Ma
- Department of Medicine, University of California, San Francisco, California
| | - Andrew H Beck
- Department of Pathology, Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, Massachusetts
| | - Steven R Cummings
- San Francisco Coordinating Center, California Pacific Medical Center Research Institute, San Francisco, California
| | - Karla Kerlikowske
- Departments of Epidemiology and Biostatistics and General Internal Medicine Section, Department of Veterans Affairs, University of California, San Francisco, California
| | - Celine M Vachon
- Department of Health Sciences Research, Division of Epidemiology, Mayo Clinic College of Medicine, Rochester, Minnesota.
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50
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Monnereau A, Slager SL, Hughes AM, Smith A, Glimelius B, Habermann TM, Berndt SI, Staines A, Norman AD, Cerhan JR, Sampson JN, Morton LM, Clavel J. Medical history, lifestyle, and occupational risk factors for hairy cell leukemia: the InterLymph Non-Hodgkin Lymphoma Subtypes Project. J Natl Cancer Inst Monogr 2014; 2014:115-24. [PMID: 25174032 PMCID: PMC4155459 DOI: 10.1093/jncimonographs/lgu004] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Little is known about the etiology of hairy cell leukemia (HCL), a rare B-cell lymphoproliferative disorder with marked male predominance. Our aim was to identify key risk factors for HCL. METHODS A pooled analysis of individual-level data for 154 histologically confirmed HCL cases and 8834 controls from five case-control studies, conducted in Europe and Australia, was undertaken. Age-, race and/or ethnicity-, sex-, and study-adjusted odds ratios (OR) and 95% confidence intervals (CI) were estimated using unconditional logistic regression. RESULTS The usual patterns for age and sex in HCL were observed, with a median age of 55 years and sex ratio of 3.7 males to females. Cigarette smoking was inversely associated with HCL (OR = 0.51, 95% CI = 0.37 to 0.71) with dose-response relationships observed for duration, frequency, and lifetime cigarette smoking (P(trend) < .001). In contrast, occupation as a farmer was positively associated with HCL (OR = 2.34, 95% CI = 1.36 to 4.01), with a dose-response relationship observed for duration (OR = 1.82, 95% CI = 0.85 to 3.88 for ≤ 10 years vs never; and OR = 2.98, 95% CI = 1.50 to 5.93 for >10 years vs never; P(trend) = .025). Adult height was also positively associated with HCL (OR = 2.69, 95% CI = 1.39 to 5.29 for upper vs lower quartile of height). The observed associations remained consistent in multivariate analysis. CONCLUSIONS Our observations of an increased risk of HCL from farming exposures and decreased risk from smoking exposures, independent of one another, support a multifactorial origin and an etiological specificity of HCL compared with other non-Hodgkin lymphoma subtypes. The positive association with height is a novel finding that needs replication.
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Affiliation(s)
- Alain Monnereau
- Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, TMH, ADN, JRC); National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia (AMH); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (ASm); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden (BG); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (SIB, JNS, LMM); School of Nursing and Human Sciences, Dublin City University, Dublin, Leinster, Ireland (ASt).
| | - Susan L Slager
- Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, TMH, ADN, JRC); National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia (AMH); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (ASm); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden (BG); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (SIB, JNS, LMM); School of Nursing and Human Sciences, Dublin City University, Dublin, Leinster, Ireland (ASt)
| | - Ann Maree Hughes
- Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, TMH, ADN, JRC); National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia (AMH); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (ASm); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden (BG); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (SIB, JNS, LMM); School of Nursing and Human Sciences, Dublin City University, Dublin, Leinster, Ireland (ASt)
| | - Alex Smith
- Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, TMH, ADN, JRC); National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia (AMH); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (ASm); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden (BG); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (SIB, JNS, LMM); School of Nursing and Human Sciences, Dublin City University, Dublin, Leinster, Ireland (ASt)
| | - Bengt Glimelius
- Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, TMH, ADN, JRC); National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia (AMH); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (ASm); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden (BG); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (SIB, JNS, LMM); School of Nursing and Human Sciences, Dublin City University, Dublin, Leinster, Ireland (ASt)
| | - Thomas M Habermann
- Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, TMH, ADN, JRC); National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia (AMH); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (ASm); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden (BG); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (SIB, JNS, LMM); School of Nursing and Human Sciences, Dublin City University, Dublin, Leinster, Ireland (ASt)
| | - Sonja I Berndt
- Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, TMH, ADN, JRC); National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia (AMH); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (ASm); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden (BG); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (SIB, JNS, LMM); School of Nursing and Human Sciences, Dublin City University, Dublin, Leinster, Ireland (ASt)
| | - Anthony Staines
- Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, TMH, ADN, JRC); National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia (AMH); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (ASm); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden (BG); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (SIB, JNS, LMM); School of Nursing and Human Sciences, Dublin City University, Dublin, Leinster, Ireland (ASt)
| | - Aaron D Norman
- Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, TMH, ADN, JRC); National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia (AMH); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (ASm); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden (BG); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (SIB, JNS, LMM); School of Nursing and Human Sciences, Dublin City University, Dublin, Leinster, Ireland (ASt)
| | - James R Cerhan
- Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, TMH, ADN, JRC); National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia (AMH); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (ASm); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden (BG); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (SIB, JNS, LMM); School of Nursing and Human Sciences, Dublin City University, Dublin, Leinster, Ireland (ASt)
| | - Joshua N Sampson
- Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, TMH, ADN, JRC); National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia (AMH); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (ASm); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden (BG); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (SIB, JNS, LMM); School of Nursing and Human Sciences, Dublin City University, Dublin, Leinster, Ireland (ASt)
| | - Lindsay M Morton
- Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, TMH, ADN, JRC); National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia (AMH); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (ASm); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden (BG); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (SIB, JNS, LMM); School of Nursing and Human Sciences, Dublin City University, Dublin, Leinster, Ireland (ASt)
| | - Jacqueline Clavel
- Inserm, Centre for Research in Epidemiology and Population Health (CESP), Environmental Epidemiology of Cancer Group and Univ Paris Sud, Villejuif, France (AM, JC); Registry of Hematological Malignancies in Gironde, Bergonié Institute, Bordeaux, France (AM); Department of Health Sciences Research, College of Medicine, Mayo Clinic, Rochester, MN (SLS, TMH, ADN, JRC); National Centre for Epidemiology and Population Health, The Australian National University, Canberra, Australia (AMH); Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, Heslington, York, UK (ASm); Department of Radiology, Oncology and Radiation Science, Uppsala University, Uppsala, Sweden, Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden (BG); Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD (SIB, JNS, LMM); School of Nursing and Human Sciences, Dublin City University, Dublin, Leinster, Ireland (ASt)
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