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Horackova K, Zemankova P, Nehasil P, Vocka M, Hovhannisyan M, Matejkova K, Janatova M, Cerna M, Kleiblova P, Jelinkova S, Stastna B, Just P, Dolezalova T, Nemcova B, Urbanova M, Koudova M, Hazova J, Machackova E, Foretova L, Stranecky V, Zikan M, Kleibl Z, Soukupova J. A comprehensive analysis of germline predisposition to early-onset ovarian cancer. Sci Rep 2024; 14:16183. [PMID: 39003285 PMCID: PMC11246516 DOI: 10.1038/s41598-024-66324-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Accepted: 07/01/2024] [Indexed: 07/15/2024] Open
Abstract
The subset of ovarian cancer (OC) diagnosed ≤ 30yo represents a distinct subgroup exhibiting disparities from late-onset OC in many aspects, including indefinite germline cancer predisposition. We performed DNA/RNA-WES with HLA-typing, PRS assessment and survival analysis in 123 early-onset OC-patients compared to histology/stage-matched late-onset and unselected OC-patients, and population-matched controls. Only 6/123(4.9%) early-onset OC-patients carried a germline pathogenic variant (GPV) in high-penetrance OC-predisposition genes. Nevertheless, our comprehensive germline analysis of early-onset OC-patients revealed two divergent trajectories of potential germline susceptibility. Firstly, overrepresentation analysis highlighted a connection to breast cancer (BC) that was supported by the CHEK2 GPV enrichment in early-onset OC(p = 1.2 × 10-4), and the presumably BC-specific PRS313, which successfully stratified early-onset OC-patients from controls(p = 0.03). The second avenue pointed towards the impaired immune response, indicated by LY75-CD302 GPV(p = 8.3 × 10-4) and diminished HLA diversity compared with controls(p = 3 × 10-7). Furthermore, we found a significantly higher overall GPV burden in early-onset OC-patients compared to controls(p = 3.8 × 10-4). The genetic predisposition to early-onset OC appears to be a heterogeneous and complex process that goes beyond the traditional Mendelian monogenic understanding of hereditary cancer predisposition, with a significant role of the immune system. We speculate that rather a cumulative overall GPV burden than specific GPV may potentially increase OC risk, concomitantly with reduced HLA diversity.
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Grants
- NU20-03-00016 Ministerstvo Zdravotnictví Ceské Republiky
- NU20-03-00016 Ministerstvo Zdravotnictví Ceské Republiky
- NU20-03-00016 Ministerstvo Zdravotnictví Ceské Republiky
- NU20-03-00016 Ministerstvo Zdravotnictví Ceské Republiky
- NU20-09-00355 Ministerstvo Zdravotnictví Ceské Republiky
- RVO-VFN 00064165 Ministerstvo Zdravotnictví Ceské Republiky
- NU20-09-00355 Ministerstvo Zdravotnictví Ceské Republiky
- RVO-VFN 00064165 Ministerstvo Zdravotnictví Ceské Republiky
- RVO-VFN 00064165 Ministerstvo Zdravotnictví Ceské Republiky
- RVO-VFN 00064165 Ministerstvo Zdravotnictví Ceské Republiky
- RVO-VFN 00064165 Ministerstvo Zdravotnictví Ceské Republiky
- RVO-VFN 00064165 Ministerstvo Zdravotnictví Ceské Republiky
- RVO-VFN 00064165 Ministerstvo Zdravotnictví Ceské Republiky
- NU20-03-00016 Ministerstvo Zdravotnictví Ceské Republiky
- NU20-03-00016 Ministerstvo Zdravotnictví Ceské Republiky
- NU20-03-00016 Ministerstvo Zdravotnictví Ceské Republiky
- NU20-03-00016 Ministerstvo Zdravotnictví Ceské Republiky
- COOPERATIO Univerzita Karlova v Praze
- COOPERATIO Univerzita Karlova v Praze
- COOPERATIO Univerzita Karlova v Praze
- COOPERATIO Univerzita Karlova v Praze
- COOPERATIO Univerzita Karlova v Praze
- COOPERATIO Univerzita Karlova v Praze
- COOPERATIO Univerzita Karlova v Praze
- COOPERATIO Univerzita Karlova v Praze
- COOPERATIO Univerzita Karlova v Praze
- SVV260631 Univerzita Karlova v Praze
- COOPERATIO Univerzita Karlova v Praze
- COOPERATIO Univerzita Karlova v Praze
- COOPERATIO Univerzita Karlova v Praze
- COOPERATIO Univerzita Karlova v Praze
- COOPERATIO Univerzita Karlova v Praze
- COOPERATIO Univerzita Karlova v Praze
- LX22NPO05102 Ministerstvo Školství, Mládeže a Tělovýchovy
- LX22NPO05102 Ministerstvo Školství, Mládeže a Tělovýchovy
- LX22NPO05102 Ministerstvo Školství, Mládeže a Tělovýchovy
- LX22NPO05102 Ministerstvo Školství, Mládeže a Tělovýchovy
- LX22NPO05102 Ministerstvo Školství, Mládeže a Tělovýchovy
- LX22NPO05102 Ministerstvo Školství, Mládeže a Tělovýchovy
- LX22NPO05102 Ministerstvo Školství, Mládeže a Tělovýchovy
- LX22NPO05102 Ministerstvo Školství, Mládeže a Tělovýchovy
- LX22NPO05102 Ministerstvo Školství, Mládeže a Tělovýchovy
- LX22NPO05102 Ministerstvo Školství, Mládeže a Tělovýchovy
- The National Center for Medical Genomics (LM2023067) Ministerstvo Školství, Mládeže a Tělovýchovy
- LX22NPO05102 Ministerstvo Školství, Mládeže a Tělovýchovy
- LX22NPO05102 Ministerstvo Školství, Mládeže a Tělovýchovy
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Affiliation(s)
- Klara Horackova
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Petra Zemankova
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
- Institute of Pathological Physiology, First Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Petr Nehasil
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
- Institute of Pathological Physiology, First Faculty of Medicine, Charles University, Prague, Czech Republic
- Department of Paediatrics and Inherited Metabolic Disorders, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Michal Vocka
- Department of Oncology, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Milena Hovhannisyan
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Katerina Matejkova
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
- Department of Genetics and Microbiology, Faculty of Science, Charles University in Prague, Prague, Czech Republic
| | - Marketa Janatova
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Marta Cerna
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Petra Kleiblova
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
- Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Sandra Jelinkova
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Barbora Stastna
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
- Department of Biochemistry, Faculty of Science, Charles University, Prague, Czech Republic
| | - Pavel Just
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Tatana Dolezalova
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Barbora Nemcova
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Marketa Urbanova
- Centre for Medical Genetics and Reproductive Medicine, GENNET, Prague, Czech Republic
| | - Monika Koudova
- Centre for Medical Genetics and Reproductive Medicine, GENNET, Prague, Czech Republic
| | - Jana Hazova
- Department of Cancer Epidemiology and Genetics, Masaryk Memorial Cancer Institute, Brno, Czech Republic
| | - Eva Machackova
- Department of Cancer Epidemiology and Genetics, Masaryk Memorial Cancer Institute, Brno, Czech Republic
| | - Lenka Foretova
- Department of Cancer Epidemiology and Genetics, Masaryk Memorial Cancer Institute, Brno, Czech Republic
| | - Viktor Stranecky
- Department of Paediatrics and Inherited Metabolic Disorders, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Michal Zikan
- Department of Gynecology and Obstetrics, Bulovka University Hospital and First Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Zdenek Kleibl
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
- Institute of Pathological Physiology, First Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Jana Soukupova
- Institute of Medical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic.
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Ho PJ, Khng AJ, Tan BKT, Tan EY, Tan SM, Tan VKM, Lim GH, Aronson KJ, Chan TL, Choi JY, Dennis J, Ho WK, Hou MF, Ito H, Iwasaki M, John EM, Kang D, Kim SW, Kurian AW, Kwong A, Lophatananon A, Matsuo K, Mohd-Taib NA, Muir K, Murphy RA, Park SK, Shen CY, Shu XO, Teo SH, Wang Q, Yamaji T, Zheng W, Bolla MK, Dunning AM, Easton DF, Pharoah PDP, Hartman M, Li J. Relevance of the MHC region for breast cancer susceptibility in Asians. Breast Cancer 2022; 29:869-879. [PMID: 35543923 PMCID: PMC9385763 DOI: 10.1007/s12282-022-01366-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2022] [Accepted: 04/22/2022] [Indexed: 11/24/2022]
Abstract
BACKGROUND Human leukocyte antigen (HLA) genes play critical roles in immune surveillance, an important defence against tumors. Imputing HLA genotypes from existing single-nucleotide polymorphism datasets is low-cost and efficient. We investigate the relevance of the major histocompatibility complex region in breast cancer susceptibility, using imputed class I and II HLA alleles, in 25,484 women of Asian ancestry. METHODS A total of 12,901 breast cancer cases and 12,583 controls from 12 case-control studies were included in our pooled analysis. HLA imputation was performed using SNP2HLA on 10,886 quality-controlled variants within the 15-55 Mb region on chromosome 6. HLA alleles (n = 175) with info scores greater than 0.8 and frequencies greater than 0.01 were included (resolution at two-digit level: 71; four-digit level: 104). We studied the associations between HLA alleles and breast cancer risk using logistic regression, adjusting for population structure and age. Associations between HLA alleles and the risk of subtypes of breast cancer (ER-positive, ER-negative, HER2-positive, HER2-negative, early-stage, and late-stage) were examined. RESULTS We did not observe associations between any HLA allele and breast cancer risk at P < 5e-8; the smallest p value was observed for HLA-C*12:03 (OR = 1.29, P = 1.08e-3). Ninety-five percent of the effect sizes (OR) observed were between 0.90 and 1.23. Similar results were observed when different subtypes of breast cancer were studied (95% of ORs were between 0.85 and 1.18). CONCLUSIONS No imputed HLA allele was associated with breast cancer risk in our large Asian study. Direct measurement of HLA gene expressions may be required to further explore the associations between HLA genes and breast cancer risk.
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Affiliation(s)
- Peh Joo Ho
- Women’s Health and Genetics, Genome Institute of Singapore, 60 Biopolis Street, Genome, #02-01, Singapore, 138672 Singapore
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, 119077 Singapore
- Department of Surgery, National University Health System, Singapore, 119228 Singapore
| | - Alexis Jiaying Khng
- Women’s Health and Genetics, Genome Institute of Singapore, 60 Biopolis Street, Genome, #02-01, Singapore, 138672 Singapore
| | - Benita Kiat-Tee Tan
- Department of Breast Surgery, Singapore General Hospital, Singapore, Singapore
- Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, Singapore, Singapore
- Department of General Surgery, Sengkang General Hospital, Singapore, Singapore
| | - Ern Yu Tan
- Department of General Surgery, Tan Tock Seng Hospital, Singapore, 308433 Singapore
- Lee Kong Chian School of Medicine, Singapore, Singapore
- Institute of Molecular and Cell Biology, Singapore, Singapore
| | - Su-Ming Tan
- Division of Breast Surgery, Changi General Hospital, Singapore, Singapore
| | - Veronique Kiak Mien Tan
- Department of Breast Surgery, Singapore General Hospital, Singapore, Singapore
- Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, Singapore, Singapore
| | - Geok Hoon Lim
- KK Breast Department, KK Women’s and Children’s Hospital, Singapore, 229899 Singapore
| | - Kristan J. Aronson
- Department of Public Health Sciences, and Cancer Research Institute, Queen’s University, Kingston, ON K7L 3N6 Canada
| | - Tsun L. Chan
- Hong Kong Hereditary Breast Cancer Family Registry, Hong Kong, Hong Kong
- Department of Molecular Pathology, Hong Kong Sanatorium and Hospital, Hong Kong, Hong Kong
| | - Ji-Yeob Choi
- Department of Biomedical Sciences, Seoul National University Graduate School, Seoul, 03080 Korea
- Cancer Research Institute, Seoul National University, Seoul, 03080 Korea
- Institute of Health Policy and Management, Seoul National University Medical Research Center, Seoul, 03080 Korea
| | - Joe Dennis
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, CB1 8RN UK
| | - Weang-Kee Ho
- Department of Mathematical Sciences, Faculty of Science and Engineering, University of Nottingham Malaysia Campus, 43500 Semenyih, Selangor Malaysia
- Breast Cancer Research Programme, Cancer Research Malaysia, 47500 Subang Jaya, Selangor Malaysia
| | - Ming-Feng Hou
- Department of Surgery, Kaohsiung Municipal Hsiao-Kang Hospital, Kao-hsiung, 812 Taiwan
| | - Hidemi Ito
- Division of Cancer Information and Control, Aichi Cancer Center Research Institute, Nagoya, 464-8681 Japan
- Division of Cancer Epidemiology, Nagoya University Graduate School of Medicine, Nagoya, 466-8550 Japan
| | - Motoki Iwasaki
- Division of Epidemiology, Center for Public Health Sciences, National Cancer Center, Tokyo, 104-0045 Japan
| | - Esther M. John
- Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA 94305 USA
- Department of Medicine, Division of Oncology, Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA 94304 USA
| | - Daehee Kang
- Cancer Research Institute, Seoul National University, Seoul, 03080 Korea
- Department of Preventive Medicine, Seoul National University College of Medicine, Seoul, 03080 Korea
| | - Sung-Won Kim
- Department of Surgery, Daerim Saint Mary’s Hospital, Seoul, 07442 Korea
| | - Allison W. Kurian
- Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA 94305 USA
- Department of Medicine, Division of Oncology, Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA 94304 USA
| | - Ava Kwong
- Hong Kong Hereditary Breast Cancer Family Registry, Hong Kong, Hong Kong
- Department of Surgery, The University of Hong Kong, Hong Kong, Hong Kong
- Department of Surgery and Cancer Genetics Center, Hong Kong Sanatorium and Hospital, Hong Kong, Hong Kong
| | - Artitaya Lophatananon
- Division of Population Health, Health Services Research and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, M13 9PL UK
| | - Keitaro Matsuo
- Division of Cancer Epidemiology, Nagoya University Graduate School of Medicine, Nagoya, 466-8550 Japan
- Division of Cancer Epidemiology and Prevention, Aichi Cancer Center Research Institute, Nagoya, 464-8681 Japan
| | - Nur Aishah Mohd-Taib
- Department of Surgery, Faculty of Medicine, University of Malaya, 50603 Kuala Lumpur, Malaysia
| | - Kenneth Muir
- Division of Population Health, Health Services Research and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, M13 9PL UK
| | - Rachel A. Murphy
- School of Population and Public Health, University of British Columbia, Vancouver, BC V6T 1Z4 Canada
- Cancer Control Research, BC Cancer, Vancouver, BC V5Z 1L3 Canada
| | - Sue K. Park
- Cancer Research Institute, Seoul National University, Seoul, 03080 Korea
- Department of Preventive Medicine, Seoul National University College of Medicine, Seoul, 03080 Korea
- Integrated Major in Innovative Medical Science, Seoul National University College of Medicine, Seoul, 03080 South Korea
| | - Chen-Yang Shen
- Institute of Biomedical Sciences, Academia Sinica, Taipei, 115 Taiwan
- School of Public Health, China Medical University, Taichung, Taiwan
| | - Xiao-Ou Shu
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, TN 37232 USA
| | - Soo Hwang Teo
- Breast Cancer Research Programme, Cancer Research Malaysia, 47500 Subang Jaya, Selangor Malaysia
- Department of Surgery, Faculty of Medicine, University of Malaya, 50603 Kuala Lumpur, Malaysia
| | - Qin Wang
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, CB1 8RN UK
| | - Taiki Yamaji
- Division of Epidemiology, Center for Public Health Sciences, National Cancer Center, Tokyo, 104-0045 Japan
| | - Wei Zheng
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, TN 37232 USA
| | - Manjeet K. Bolla
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, CB1 8RN UK
| | - Alison M. Dunning
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, CB1 8RN UK
| | - Douglas F. Easton
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, CB1 8RN UK
- Department of Oncology, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, CB1 8RN UK
| | - Paul D. P. Pharoah
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, CB1 8RN UK
- Department of Oncology, Centre for Cancer Genetic Epidemiology, University of Cambridge, Cambridge, CB1 8RN UK
| | - Mikael Hartman
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, 119077 Singapore
- Department of Surgery, National University Health System, Singapore, 119228 Singapore
| | - Jingmei Li
- Women’s Health and Genetics, Genome Institute of Singapore, 60 Biopolis Street, Genome, #02-01, Singapore, 138672 Singapore
- Department of Surgery, National University Health System, Singapore, 119228 Singapore
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4
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Jung SY, Papp JC, Sobel EM, Pellegrini M, Yu H, Zhang ZF. Pro-inflammatory cytokine polymorphisms and interactions with dietary alcohol and estrogen, risk factors for invasive breast cancer using a post genome-wide analysis for gene-gene and gene-lifestyle interaction. Sci Rep 2021; 11:1058. [PMID: 33441805 PMCID: PMC7807068 DOI: 10.1038/s41598-020-80197-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2020] [Accepted: 12/17/2020] [Indexed: 11/13/2022] Open
Abstract
Molecular and genetic immune-related pathways connected to breast cancer and lifestyles in postmenopausal women are not fully characterized. In this study, we explored the role of pro-inflammatory cytokines such as C-reactive protein (CRP) and interleukin-6 (IL-6) in those pathways at the genome-wide level. With single-nucleotide polymorphisms (SNPs) in the biomarkers and lifestyles together, we further constructed risk profiles to improve predictability for breast cancer. Our earlier genome-wide association gene-environment interaction study used large cohort data from the Women's Health Initiative Database for Genotypes and Phenotypes Study and identified 88 SNPs associated with CRP and IL-6. For this study, we added an additional 68 SNPs from previous GWA studies, and together with 48 selected lifestyles, evaluated for the association with breast cancer risk via a 2-stage multimodal random survival forest and generalized multifactor dimensionality reduction methods. Overall and in obesity strata (by body mass index, waist, waist-to-hip ratio, exercise, and dietary fat intake), we identified the most predictive genetic and lifestyle variables. Two SNPs (SALL1 rs10521222 and HLA-DQA1 rs9271608) and lifestyles, including alcohol intake, lifetime cumulative exposure to estrogen, and overall and visceral obesity, are the most common and strongest predictive markers for breast cancer across the analyses. The risk profile that combined those variables presented their synergistic effect on the increased breast cancer risk in a gene-lifestyle dose-dependent manner. Our study may contribute to improved predictability for breast cancer and suggest potential interventions for the women with the risk genotypes and lifestyles to reduce their breast cancer risk.
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Affiliation(s)
- Su Yon Jung
- Translational Sciences Section, Jonsson Comprehensive Cancer Center, School of Nursing, University of California, Los Angeles, 700 Tiverton Ave, 3-264 Factor Building, Los Angeles, CA, 90095, USA.
| | - Jeanette C Papp
- Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, 90095, USA
| | - Eric M Sobel
- Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, 90095, USA
- Department of Computational Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, 90095, USA
| | - Matteo Pellegrini
- Department of Molecular, Cell and Developmental Biology, Life Sciences Division, University of California, Los Angeles, Los Angeles, CA, 90095, USA
| | - Herbert Yu
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI, 96813, USA
| | - Zuo-Feng Zhang
- Department of Epidemiology, Fielding School of Public Health, University of California, Los Angeles, Los Angeles, CA, 90095, USA
- Center for Human Nutrition, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, 90095, USA
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