1
|
Massmann A, Christensen KD, Van Heukelom J, Schultz A, Shaukat MHS, Hajek C, Weaver M, Green RC, Wu AC, Hickingbotham MR, Zoltick ES, Stys A, Stys TP. Clinical impact of preemptive pharmacogenomic testing on antiplatelet therapy in a real-world setting. Eur J Hum Genet 2024:10.1038/s41431-024-01567-1. [PMID: 38424298 DOI: 10.1038/s41431-024-01567-1] [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: 10/12/2023] [Revised: 02/06/2024] [Accepted: 02/08/2024] [Indexed: 03/02/2024] Open
Abstract
CYP2C19 genotyping to guide antiplatelet therapy after patients develop acute coronary syndromes (ACS) or require percutaneous coronary interventions (PCIs) reduces the likelihood of major adverse cardiovascular events (MACE). Evidence about the impact of preemptive testing, where genotyping occurs while patients are healthy, is lacking. In patients initiating antiplatelet therapy for ACS or PCI, we compared medical records data from 67 patients who received CYP2C19 genotyping preemptively (results >7 days before need), against medical records data from 67 propensity score-matched patients who received early genotyping (results within 7 days of need). We also examined data from 140 patients who received late genotyping (results >7 days after need). We compared the impact of genotyping approaches on medication selections, specialty visits, MACE and bleeding events over 1 year. Patients with CYP2C19 loss-of-function alleles were less likely to be initiated on clopidogrel if they received preemptive rather than early or late genotyping (18.2%, 66.7%, and 73.2% respectively, p = 0.001). No differences were observed by genotyping approach in the number of specialty visits or likelihood of MACE or bleeding events (all p > 0.21). Preemptive genotyping had a strong impact on initial antiplatelet selection and a comparable impact on patient outcomes and healthcare utilization, compared to genotyping ordered after a need for antiplatelet therapy had been identified.
Collapse
Affiliation(s)
- Amanda Massmann
- Sanford Imagenetics, Sioux Falls, SD, 57105, USA.
- Department of Internal Medicine, University of South Dakota School of Medicine, Vermillion, SD, 57069, USA.
| | - Kurt D Christensen
- Broad Institute of Harvard and MIT, Cambridge, MA, 02141, USA
- PRecisiOn Medicine Translational Research (PROMoTeR) Center, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA, 02215, USA
- Department of Population Medicine, Harvard Medical School, Boston, MA, 02215, USA
| | - Joel Van Heukelom
- Sanford Imagenetics, Sioux Falls, SD, 57105, USA
- Department of Internal Medicine, University of South Dakota School of Medicine, Vermillion, SD, 57069, USA
| | - April Schultz
- Sanford Imagenetics, Sioux Falls, SD, 57105, USA
- Department of Internal Medicine, University of South Dakota School of Medicine, Vermillion, SD, 57069, USA
| | - Muhammad Hamza Saad Shaukat
- Minneapolis Heart Institute/Abbott Northwestern Hospital Institute, Minneapolis, MN, 55407, USA
- Sanford Cardiovascular Institute, Sioux Falls, SD, 57105, USA
| | - Catherine Hajek
- Sanford Imagenetics, Sioux Falls, SD, 57105, USA
- Helix OpCo, LLC, San Mateo, CA, 94401, USA
| | - Max Weaver
- Sanford Imagenetics, Sioux Falls, SD, 57105, USA
| | - Robert C Green
- Broad Institute of Harvard and MIT, Cambridge, MA, 02141, USA
- Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, 02115, USA
- Ariadne Labs, Boston, MA, 02215, USA
| | - Ann Chen Wu
- PRecisiOn Medicine Translational Research (PROMoTeR) Center, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA, 02215, USA
- Department of Population Medicine, Harvard Medical School, Boston, MA, 02215, USA
| | - Madison R Hickingbotham
- PRecisiOn Medicine Translational Research (PROMoTeR) Center, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA, 02215, USA
| | - Emilie S Zoltick
- PRecisiOn Medicine Translational Research (PROMoTeR) Center, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA, 02215, USA
| | - Adam Stys
- Department of Internal Medicine, University of South Dakota School of Medicine, Vermillion, SD, 57069, USA
- Sanford Cardiovascular Institute, Sioux Falls, SD, 57105, USA
| | - Tomasz P Stys
- Department of Internal Medicine, University of South Dakota School of Medicine, Vermillion, SD, 57069, USA
- Sanford Cardiovascular Institute, Sioux Falls, SD, 57105, USA
| |
Collapse
|
2
|
Preys CL, Blout Zawatsky CL, Massmann A, Heukelom JV, Green RC, Hajek C, Hickingbotham MR, Zoltick ES, Schultz A, Christensen KD. Attitudes about pharmacogenomic testing vary by healthcare specialty. Pharmacogenomics 2023; 24:539-549. [PMID: 37458095 PMCID: PMC10621761 DOI: 10.2217/pgs-2023-0039] [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: 03/06/2023] [Accepted: 06/27/2023] [Indexed: 07/18/2023] Open
Abstract
Aim: To understand how attitudes toward pharmacogenomic (PGx) testing among healthcare providers varies by specialty. Methods: Providers reported comfort ordering PGx testing and its perceived utility on web-based surveys before and after genetics education. Primary quantitative analyses compared primary care providers (PCPs) to specialty providers at both timepoints. Results: PCPs were more likely than specialty care providers to rate PGx testing as useful at both timepoints. Education increased comfort ordering PGx tests, with larger improvements among PCPs than specialty providers. Over 90% of cardiology and internal medicine providers rated PGx testing as useful at pre- and post-education. Conclusion: PCPs overwhelmingly perceive PGx to be useful, and provider education is particularly effective for improving PCPs' confidence. Education for all specialties will be essential to ensure appropriate integration into routine practice.
Collapse
Affiliation(s)
- Charlene L Preys
- MGH Institute of Health Professions, Charlestown, MA 02129, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Carrie L Blout Zawatsky
- Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
- Ariadne Labs, Boston, MA 02215, USA
| | - Amanda Massmann
- Sanford Imagenetics, Sanford Health, Sioux Falls, SD 57105, USA
- Department of Internal Medicine, University of South Dakota School of Medicine, Vermilion, SD 57069, USA
| | - Joel Van Heukelom
- Sanford Imagenetics, Sanford Health, Sioux Falls, SD 57105, USA
- Department of Internal Medicine, University of South Dakota School of Medicine, Vermilion, SD 57069, USA
| | - Robert C Green
- Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
- Ariadne Labs, Boston, MA 02215, USA
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Catherine Hajek
- Sanford Imagenetics, Sanford Health, Sioux Falls, SD 57105, USA
- Helix OpCo, LLC, San Diego, CA 92121, USA
| | - Madison R Hickingbotham
- Precision Medicine Translational Research (PROMoTeR) Center, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA 02215, USA
| | - Emilie S Zoltick
- Precision Medicine Translational Research (PROMoTeR) Center, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA 02215, USA
| | - April Schultz
- Sanford Imagenetics, Sanford Health, Sioux Falls, SD 57105, USA
- Department of Internal Medicine, University of South Dakota School of Medicine, Vermilion, SD 57069, USA
| | - Kurt D Christensen
- Ariadne Labs, Boston, MA 02215, USA
- Precision Medicine Translational Research (PROMoTeR) Center, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA 02215, USA
- Department of Population Medicine, Harvard Medical School, Boston, MA 02115, USA
| |
Collapse
|
3
|
Gold NB, Adelson SM, Shah N, Williams S, Bick SL, Zoltick ES, Gold JI, Strong A, Ganetzky R, Roberts AE, Walker M, Holtz AM, Sankaran VG, Delmonte O, Tan W, Holm IA, Thiagarajah JR, Kamihara J, Comander J, Place E, Wiggs J, Green RC. Perspectives of Rare Disease Experts on Newborn Genome Sequencing. JAMA Netw Open 2023; 6:e2312231. [PMID: 37155167 PMCID: PMC10167563 DOI: 10.1001/jamanetworkopen.2023.12231] [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: 02/01/2023] [Accepted: 03/23/2023] [Indexed: 05/10/2023] Open
Abstract
Importance Newborn genome sequencing (NBSeq) can detect infants at risk for treatable disorders currently undetected by conventional newborn screening. Despite broad stakeholder support for NBSeq, the perspectives of rare disease experts regarding which diseases should be screened have not been ascertained. Objective To query rare disease experts about their perspectives on NBSeq and which gene-disease pairs they consider appropriate to evaluate in apparently healthy newborns. Design, Setting, and Participants This survey study, designed between November 2, 2021, and February 11, 2022, assessed experts' perspectives on 6 statements related to NBSeq. Experts were also asked to indicate whether they would recommend including each of 649 gene-disease pairs associated with potentially treatable conditions in NBSeq. The survey was administered between February 11 and September 23, 2022, to 386 experts, including all 144 directors of accredited medical and laboratory genetics training programs in the US. Exposures Expert perspectives on newborn screening using genome sequencing. Main Outcomes and Measures The proportion of experts indicating agreement or disagreement with each survey statement and those who selected inclusion of each gene-disease pair were tabulated. Exploratory analyses of responses by gender and age were conducted using t and χ2 tests. Results Of 386 experts invited, 238 (61.7%) responded (mean [SD] age, 52.6 [12.8] years [range 27-93 years]; 126 [52.9%] women and 112 [47.1%] men). Among the experts who responded, 161 (87.9%) agreed that NBSeq for monogenic treatable disorders should be made available to all newborns; 107 (58.5%) agreed that NBSeq should include genes associated with treatable disorders, even if those conditions were low penetrance; 68 (37.2%) agreed that actionable adult-onset conditions should be sequenced in newborns to facilitate cascade testing in parents, and 51 (27.9%) agreed that NBSeq should include screening for conditions with no established therapies or management guidelines. The following 25 genes were recommended by 85% or more of the experts: OTC, G6PC, SLC37A4, CYP11B1, ARSB, F8, F9, SLC2A1, CYP17A1, RB1, IDS, GUSB, DMD, GLUD1, CYP11A1, GALNS, CPS1, PLPBP, ALDH7A1, SLC26A3, SLC25A15, SMPD1, GATM, SLC7A7, and NAGS. Including these, 42 gene-disease pairs were endorsed by at least 80% of experts, and 432 genes were endorsed by at least 50% of experts. Conclusions and Relevance In this survey study, rare disease experts broadly supported NBSeq for treatable conditions and demonstrated substantial concordance regarding the inclusion of a specific subset of genes in NBSeq.
Collapse
Affiliation(s)
- Nina B. Gold
- Division of Medical Genetics and Metabolism, Massachusetts General Hospital for Children, Boston
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
| | - Sophia M. Adelson
- Division of Genetics, Department of Medicine, Brigham and Women’s Hospital, Boston, Massachusetts
- Ariadne Labs, Boston, Massachusetts
| | - Nidhi Shah
- Dartmouth Hitchcock Medical Center, Lebanon, New Hampshire
- Geisel School of Medicine, Hanover, New Hampshire
- Division of Genetics and Genomics, Boston Children’s Hospital, Boston, Massachusetts
| | - Shardae Williams
- Division of Genetics, Department of Medicine, Brigham and Women’s Hospital, Boston, Massachusetts
- Ariadne Labs, Boston, Massachusetts
| | - Sarah L. Bick
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
- Division of Genetics and Genomics, Boston Children’s Hospital, Boston, Massachusetts
| | - Emilie S. Zoltick
- Division of Genetics, Department of Medicine, Brigham and Women’s Hospital, Boston, Massachusetts
- Center for Healthcare Research in Pediatrics, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, Massachusetts
- Department of Population Medicine, Harvard Medical School, Boston, Massachusetts
| | - Jessica I. Gold
- Division of Human Genetics, Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Alanna Strong
- Division of Human Genetics, Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
- Perelman School of Medicine, University of Pennsylvania, Philadelphia
| | - Rebecca Ganetzky
- Division of Human Genetics, Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
- Perelman School of Medicine, University of Pennsylvania, Philadelphia
| | - Amy E. Roberts
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
- Department of Cardiology and Division of Genetics and Genomics, Department of Pediatrics, Boston Children’s Hospital, Boston, Massachusetts
| | - Melissa Walker
- Division of Pediatric Neurology, Massachusetts General Hospital for Children, Boston
- Department of Neurology, Harvard Medical School, Boston, Massachusetts
| | - Alexander M. Holtz
- Division of Genetics and Genomics, Boston Children’s Hospital, Boston, Massachusetts
| | - Vijay G. Sankaran
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
- Division of Hematology/Oncology, Boston Children’s Hospital, Boston, Massachusetts
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts
| | - Ottavia Delmonte
- Laboratory of Clinical Immunology and Microbiology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland
| | - Weizhen Tan
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
- Division of Pediatric Nephrology, Massachusetts General Hospital for Children, Boston
| | - Ingrid A. Holm
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
- Division of Genetics and Genomics, Boston Children’s Hospital, Boston, Massachusetts
- Manton Center for Orphan Diseases Research, Boston Children’s Hospital, Boston, Massachusetts
| | - Jay R. Thiagarajah
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
- Division of Gastroenterology, Hepatology and Nutrition, Boston Children’s Hospital, Boston, Massachusetts
| | - Junne Kamihara
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
- Division of Hematology/Oncology, Boston Children’s Hospital, Boston, Massachusetts
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts
| | - Jason Comander
- Department of Ophthalmology, Massachusetts Eye and Ear, Boston
- Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts
| | - Emily Place
- Department of Ophthalmology, Massachusetts Eye and Ear, Boston
- Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts
| | - Janey Wiggs
- Department of Ophthalmology, Massachusetts Eye and Ear, Boston
- Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts
| | - Robert C. Green
- Division of Genetics, Department of Medicine, Brigham and Women’s Hospital, Boston, Massachusetts
- Ariadne Labs, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
- Broad Institute, Boston, Massachusetts
| |
Collapse
|
4
|
Massmann A, Van Heukelom J, Green RC, Hajek C, Hickingbotham MR, Larson EA, Lu CY, Wu AC, Zoltick ES, Christensen KD, Schultz A. SLCO1B1 gene-based clinical decision support reduces statin-associated muscle symptoms risk with simvastatin. Pharmacogenomics 2023; 24:399-409. [PMID: 37232094 PMCID: PMC10242433 DOI: 10.2217/pgs-2023-0056] [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: 04/03/2023] [Accepted: 05/09/2023] [Indexed: 05/27/2023] Open
Abstract
Background: SLCO1B1 variants are known to be a strong predictor of statin-associated muscle symptoms (SAMS) risk with simvastatin. Methods: The authors conducted a retrospective chart review on 20,341 patients who had SLCO1B1 genotyping to quantify the uptake of clinical decision support (CDS) for genetic variants known to impact SAMS risk. Results: A total of 182 patients had 417 CDS alerts generated, and 150 of these patients (82.4%) received pharmacotherapy that did not increase risks for SAMS. Providers were more likely to cancel simvastatin orders in response to CDS alerts if genotyping had been done prior to the first simvastatin prescription than after (94.1% vs 28.5%, respectively; p < 0.001). Conclusion: CDS significantly reduces simvastatin prescribing at doses associated with SAMS.
Collapse
Affiliation(s)
- Amanda Massmann
- Sanford Imagenetics, Sanford Health, Sioux Falls, SD 57105, USA
- Department of Internal Medicine, University of South Dakota School of Medicine, Vermillion, SD 57069, USA
| | - Joel Van Heukelom
- Sanford Imagenetics, Sanford Health, Sioux Falls, SD 57105, USA
- Department of Internal Medicine, University of South Dakota School of Medicine, Vermillion, SD 57069, USA
| | - Robert C Green
- Department of Medicine, Brigham & Women's Hospital & Harvard Medical School, Boston, MA 02115, USA
- Ariadne Labs, Boston, MA 02215, USA
- Broad Institute of Harvard & MIT, Cambridge, MA 02142, USA
| | - Catherine Hajek
- Sanford Imagenetics, Sanford Health, Sioux Falls, SD 57105, USA
- Helix OpCo, LLC, San Mateo, CA 94401, USA
| | - Madison R Hickingbotham
- PRecisiOn Medicine Translational Research (PROMoTeR) Center, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA 02215, USA
| | - Eric A Larson
- Sanford Imagenetics, Sanford Health, Sioux Falls, SD 57105, USA
- Department of Internal Medicine, University of South Dakota School of Medicine, Vermillion, SD 57069, USA
| | - Christine Y Lu
- PRecisiOn Medicine Translational Research (PROMoTeR) Center, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA 02215, USA
- Department of Population Medicine, Harvard Medical School, Boston, MA 02215, USA
| | - Ann Chen Wu
- PRecisiOn Medicine Translational Research (PROMoTeR) Center, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA 02215, USA
- Department of Population Medicine, Harvard Medical School, Boston, MA 02215, USA
| | - Emilie S Zoltick
- PRecisiOn Medicine Translational Research (PROMoTeR) Center, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA 02215, USA
| | - Kurt D Christensen
- Broad Institute of Harvard & MIT, Cambridge, MA 02142, USA
- PRecisiOn Medicine Translational Research (PROMoTeR) Center, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA 02215, USA
- Department of Population Medicine, Harvard Medical School, Boston, MA 02215, USA
| | - April Schultz
- Sanford Imagenetics, Sanford Health, Sioux Falls, SD 57105, USA
- Department of Internal Medicine, University of South Dakota School of Medicine, Vermillion, SD 57069, USA
| |
Collapse
|
5
|
Yuan C, Joh HK, Wang QL, Zhang Y, Smith-Warner SA, Wang M, Song M, Cao Y, Zhang X, Zoltick ES, Hur J, Chan AT, Meyerhardt JA, Ogino S, Ng K, Giovannucci EL, Wu K. Sugar-sweetened beverage and sugar consumption and colorectal cancer incidence and mortality according to anatomic subsite. Am J Clin Nutr 2022; 115:1481-1489. [PMID: 35470384 PMCID: PMC9170474 DOI: 10.1093/ajcn/nqac040] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [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: 11/05/2021] [Accepted: 02/09/2022] [Indexed: 01/15/2023] Open
Abstract
BACKGROUND Recent preclinical research strongly suggests that dietary sugars can enhance colorectal tumorigenesis by direct action, particularly in the proximal colon that unabsorbed fructose reaches. OBJECTIVES We aimed to examine long-term consumption of sugar-sweetened beverages (SSBs) and total fructose in relation to incidence and mortality of colorectal cancer (CRC) by anatomic subsite. METHODS We followed 121,111 participants from 2 prospective US cohort studies, the Nurses' Health Study (1984-2014) and Health Professionals Follow-Up Study (1986-2014), for incident CRC and related death. Cox proportional hazards regression was used to compute HRs and 95% CIs. RESULTS During follow-up, we documented 2733 incident cases of CRC with a known anatomic location, of whom 901 died from CRC. Positive associations of SSB and total fructose intakes with cancer incidence and mortality were observed in the proximal colon but not in the distal colon or rectum (Pheterogeneity ≤ 0.03). SSB consumption was associated with a statistically significant increase in the incidence of proximal colon cancer (HR per 1-serving/d increment: 1.18; 95% CI: 1.03, 1.34; Ptrend = 0.02) and a more pronounced elevation in the mortality of proximal colon cancer (HR: 1.39; 95% CI: 1.13, 1.72; Ptrend = 0.002). Similarly, total fructose intake was associated with increased incidence and mortality of proximal colon cancer (HRs per 25-g/d increment: 1.18; 95% CI: 1.03, 1.35; and 1.42; 95% CI: 1.12, 1.79, respectively). Moreover, SSB and total fructose intakes during the most recent 10 y, rather than those from a more distant period, were associated with increased incidence of proximal colon cancer. CONCLUSIONS SSB and total fructose consumption were associated with increased incidence and mortality of proximal colon cancer, particularly during later stages of tumorigenesis.
Collapse
Affiliation(s)
- Chen Yuan
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard TH Chan School of Public Health, Boston, MA, USA
| | - Hee-Kyung Joh
- Department of Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Family Medicine, Seoul National University Hospital, Seoul, Republic of Korea
- Department of Nutrition, Harvard TH Chan School of Public Health, Boston, MA, USA
| | - Qiao-Li Wang
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA
| | - Yin Zhang
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard TH Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Stephanie A Smith-Warner
- Department of Epidemiology, Harvard TH Chan School of Public Health, Boston, MA, USA
- Department of Nutrition, Harvard TH Chan School of Public Health, Boston, MA, USA
| | - Molin Wang
- Department of Epidemiology, Harvard TH Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Biostatistics, Harvard TH Chan School of Public Health, Boston, MA, USA
| | - Mingyang Song
- Department of Epidemiology, Harvard TH Chan School of Public Health, Boston, MA, USA
- Clinical and Translational Epidemiology Unit, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Division of Gastroenterology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Yin Cao
- Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, St. Louis, MO, USA
- Alvin J Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
- Division of Gastroenterology, Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Xuehong Zhang
- Department of Nutrition, Harvard TH Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Emilie S Zoltick
- Department of Population Medicine, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, MA, USA
| | - Jinhee Hur
- Department of Nutrition, Harvard TH Chan School of Public Health, Boston, MA, USA
- Department of Food Science and Biotechnology, Sungkyunkwan University, Suwon, Republic of Korea
| | - Andrew T Chan
- Channing Division of Network Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Clinical and Translational Epidemiology Unit, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Division of Gastroenterology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Department of Immunology and Infectious Diseases, Harvard TH Chan School of Public Health, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jeffrey A Meyerhardt
- Department of Family Medicine, Seoul National University Hospital, Seoul, Republic of Korea
| | - Shuji Ogino
- Department of Epidemiology, Harvard TH Chan School of Public Health, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Program in Molecular Pathological Epidemiology, Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Cancer Immunology and Cancer Epidemiology Programs, Dana-Farber Harvard Cancer Center, Boston, MA, USA
| | - Kimmie Ng
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA
| | - Edward L Giovannucci
- Department of Epidemiology, Harvard TH Chan School of Public Health, Boston, MA, USA
- Department of Nutrition, Harvard TH Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Kana Wu
- Department of Nutrition, Harvard TH Chan School of Public Health, Boston, MA, USA
| |
Collapse
|
6
|
Hajek C, Hutchinson AM, Galbraith LN, Green RC, Murray MF, Petry N, Preys CL, Zawatsky CLB, Zoltick ES, Christensen KD. Improved provider preparedness through an 8-part genetics and genomic education program. Genet Med 2022; 24:214-224. [PMID: 34906462 PMCID: PMC9121992 DOI: 10.1016/j.gim.2021.08.008] [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] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Revised: 06/25/2021] [Accepted: 08/13/2021] [Indexed: 01/03/2023] Open
Abstract
PURPOSE Large-scale genetics education appropriate for general practice providers is a growing priority. We describe the content and impact of a mandatory system-wide program implemented at Sanford Health. METHODS The Imagenetics Initiative at Sanford Health developed a 2-year genetics education program with quarterly web-based modules that were mandatory for all physicians and advanced practice providers. Scores of 0 to 5 were calculated for each module on the basis of the number of objectives that the participants reported as fulfilled. In addition, the participants completed surveys before starting and after finishing the education program, which included a 7-item measure scored 7 to 28 on the perceived preparedness to practice genetics. RESULTS Between 2252 and 2822 Sanford Health employees completed each of the 8 quarterly education modules. The ratings were highest for the module about using genomics to improve patient management (mean score = 4.3) and lowest for the module about different types of genetic tests and specialists. The mean perceived preparedness scores increased from 15.7 at pre-education to 19.1 at post-education (P < .001). CONCLUSION Web-based genetics education was highly effective in increasing health care providers' confidence about using genetics. Both comfort with personal knowledge and confidence regarding access to the system's genomic medicine experts increased significantly. The results demonstrate how scalable approaches can improve provider preparedness.
Collapse
Affiliation(s)
- Catherine Hajek
- Sanford Health Imagenetics, Sioux Falls, SD; Sanford School of Medicine, University of South Dakota, Sioux Falls, SD.
| | | | - Lauren N Galbraith
- Department of Population Medicine, Center for Healthcare Research in Pediatrics (CHERP), Harvard Pilgrim Health Care Institute, Boston, MA
| | - Robert C Green
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Boston, MA; Broad Institute of MIT and Harvard, Cambridge, MA; Department of Medicine, Harvard Medical School, Boston, MA; Ariadne Labs, Boston, MA
| | | | - Natasha Petry
- Sanford Health Imagenetics, Fargo, ND; Department of Pharmacy Practice, School of Pharmacy, North Dakota State University, Fargo, ND
| | - Charlene L Preys
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Boston, MA; MGH Institute of Health Professions, Boston, MA
| | - Carrie L B Zawatsky
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Boston, MA; Ariadne Labs, Boston, MA
| | - Emilie S Zoltick
- Department of Population Medicine, Center for Healthcare Research in Pediatrics (CHERP), Harvard Pilgrim Health Care Institute, Boston, MA
| | - Kurt D Christensen
- Department of Population Medicine, Center for Healthcare Research in Pediatrics (CHERP), Harvard Pilgrim Health Care Institute, Boston, MA; Broad Institute of MIT and Harvard, Cambridge, MA; Department of Population Medicine, Harvard Medical School, Boston, MA
| |
Collapse
|
7
|
Zoltick ES, Smith-Warner SA, Yuan C, Wang M, Fuchs CS, Meyerhardt JA, Chan AT, Ng K, Ogino S, Stampfer MJ, Giovannucci EL, Wu K. Sugar-sweetened beverage, artificially sweetened beverage and sugar intake and colorectal cancer survival. Br J Cancer 2021; 125:1016-1024. [PMID: 34267328 PMCID: PMC8476625 DOI: 10.1038/s41416-021-01487-7] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Revised: 06/14/2021] [Accepted: 07/01/2021] [Indexed: 01/03/2023] Open
Abstract
BACKGROUND The influence of a high sugar diet on colorectal cancer (CRC) survival is unclear. METHODS Among 1463 stage I-III CRC patients from the Nurses' Health Study and Health Professionals Follow-up Study, we estimated hazard ratios (HRs) and 95% confidence intervals (CIs) for CRC-specific and all-cause mortality in relation to intake of post-diagnosis sugar-sweetened beverages (SSB), artificially sweetened beverages (ASB), fruit juice, fructose and other sugars. RESULTS Over a median 8.0 years, 781 cases died (173 CRC-specific deaths). Multivariable-adjusted HRs for post-diagnosis intake and CRC-specific mortality were 1.21 (95% CI: 0.87-1.68) per 1 serving SSBs per day (serving/day) and 1.24 (95% CI: 0.95-1.63) per 20 grams fructose per day. Significant positive associations for CRC-specific mortality were primarily observed ≤5 years from diagnosis (HR per 1 serving/day of SSBs = 1.59, 95% CI: 1.06-2.38). Significant inverse associations were observed between ASBs and CRC-specific and all-cause mortality (HR for ≥5 versus <1 serving/week = 0.44, 95% CI: 0.26-0.75 and 0.70, 95% CI: 0.55-0.89, respectively). CONCLUSIONS Higher post-diagnosis intake of SSBs and sugars may be associated with higher CRC-specific mortality, but only up to 5 years from diagnosis, when more deaths were due to CRC. The inverse association between ASBs and CRC-specific mortality warrants further examination.
Collapse
Affiliation(s)
- Emilie S Zoltick
- Center for Healthcare Research in Pediatrics, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA, USA
| | - Stephanie A Smith-Warner
- Department of Nutrition, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Chen Yuan
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA
| | - Molin Wang
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Charles S Fuchs
- Yale Cancer Center, New Haven, CT, USA
- Genentech, San Francisco, CA, USA
| | - Jeffrey A Meyerhardt
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA
| | - Andrew T Chan
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Clinical and Translational Epidemiology Unit and Division of Gastroenterology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Kimmie Ng
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA
| | - Shuji Ogino
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Program in MPE Molecular Pathological Epidemiology, Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Meir J Stampfer
- Department of Nutrition, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Edward L Giovannucci
- Department of Nutrition, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Kana Wu
- Department of Nutrition, Harvard T. H. Chan School of Public Health, Boston, MA, USA.
| |
Collapse
|
8
|
Christensen KD, Bell M, Zawatsky CLB, Galbraith LN, Green RC, Hutchinson AM, Jamal L, LeBlanc JL, Leonhard JR, Moore M, Mullineaux L, Petry N, Platt DM, Shaaban S, Schultz A, Tucker BD, Van Heukelom J, Wheeler E, Zoltick ES, Hajek C. Precision Population Medicine in Primary Care: The Sanford Chip Experience. Front Genet 2021; 12:626845. [PMID: 33777099 PMCID: PMC7994529 DOI: 10.3389/fgene.2021.626845] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2020] [Accepted: 02/11/2021] [Indexed: 01/10/2023] Open
Abstract
Genetic testing has the potential to revolutionize primary care, but few health systems have developed the infrastructure to support precision population medicine applications or attempted to evaluate its impact on patient and provider outcomes. In 2018, Sanford Health, the nation's largest rural nonprofit health care system, began offering genetic testing to its primary care patients. To date, more than 11,000 patients have participated in the Sanford Chip Program, over 90% of whom have been identified with at least one informative pharmacogenomic variant, and about 1.5% of whom have been identified with a medically actionable predisposition for disease. This manuscript describes the rationale for offering the Sanford Chip, the programs and infrastructure implemented to support it, and evolving plans for research to evaluate its real-world impact.
Collapse
Affiliation(s)
- Kurt D Christensen
- Center for Healthcare Research in Pediatrics, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA, United States.,Department of Population Medicine, Harvard Medical School, Boston, MA, United States.,Broad Institute of MIT and Harvard, Cambridge, MA, United States
| | - Megan Bell
- Sanford Health Imagenetics, Sioux Falls, SD, United States
| | - Carrie L B Zawatsky
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, United States.,Ariadne Labs, Boston, MA, United States
| | - Lauren N Galbraith
- Center for Healthcare Research in Pediatrics, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA, United States
| | - Robert C Green
- Broad Institute of MIT and Harvard, Cambridge, MA, United States.,Department of Medicine, Brigham and Women's Hospital, Boston, MA, United States.,Ariadne Labs, Boston, MA, United States.,Department of Medicine, Harvard Medical School, Boston, MA, United States
| | | | - Leila Jamal
- National Cancer Institute, Bethesda, MD, United States.,Department of Bioethics, National Institutes of Health, Bethesda, MD, United States
| | - Jessica L LeBlanc
- Center for Healthcare Research in Pediatrics, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA, United States
| | | | - Michelle Moore
- Sanford Health Imagenetics, Sioux Falls, SD, United States
| | - Lisa Mullineaux
- Mayo Clinic Genomics Laboratory, Rochester, MN, United States
| | - Natasha Petry
- Sanford Health Imagenetics, Fargo, ND, United States.,Department of Pharmacy Practice, North Dakota State University, Fargo, ND, United States
| | - Dylan M Platt
- Sanford Health Imagenetics, Sioux Falls, SD, United States
| | - Sherin Shaaban
- Department of Pathology, University of Utah School of Medicine, Salt Lake City, UT, United States.,ARUP Laboratories, Salt Lake City, UT, United States
| | - April Schultz
- Sanford Health Imagenetics, Sioux Falls, SD, United States.,Sanford School of Medicine, University of South Dakota, Sioux Falls, SD, United States
| | | | - Joel Van Heukelom
- Sanford Health Imagenetics, Sioux Falls, SD, United States.,Sanford School of Medicine, University of South Dakota, Sioux Falls, SD, United States
| | | | - Emilie S Zoltick
- Center for Healthcare Research in Pediatrics, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA, United States
| | - Catherine Hajek
- Sanford Health Imagenetics, Sioux Falls, SD, United States.,Sanford School of Medicine, University of South Dakota, Sioux Falls, SD, United States
| | | |
Collapse
|
9
|
Christensen KD, Karlawish J, Roberts JS, Uhlmann WR, Harkins K, Wood EM, Obisesan TO, Le LQ, Cupples LA, Zoltick ES, Johnson MS, Bradbury MK, Waterston LB, Chen CA, Feldman S, Perry DL, Green RC. Disclosing genetic risk for Alzheimer's dementia to individuals with mild cognitive impairment. Alzheimers Dement (N Y) 2020; 6:e12002. [PMID: 32211507 PMCID: PMC7087414 DOI: 10.1002/trc2.12002] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/05/2019] [Accepted: 12/26/2019] [Indexed: 01/08/2023]
Abstract
INTRODUCTION The safety of predicting conversion from mild cognitive impairment (MCI) to Alzheimer's disease (AD) dementia using apolipoprotein E (APOE) genotyping is unknown. METHODS We randomized 114 individuals with MCI to receive estimates of 3-year risk of conversion to AD dementia informed by APOE genotyping (disclosure arm) or not (non-disclosure arm) in a non-inferiority clinical trial. Primary outcomes were anxiety and depression scores. Secondary outcomes included other psychological measures. RESULTS Upper confidence limits for randomization arm differences were 2.3 on the State Trait Anxiety Index and 0.5 on the Geriatric Depression Scale, below non-inferiority margins of 3.3 and 1.0. Moreover, mean scores were lower in the disclosure arm than non-disclosure arm for test-related positive impact (difference: -1.9, indicating more positive feelings) and AD concern (difference: -0.3). DISCUSSION Providing genetic information to individuals with MCI about imminent risk for AD does not increase risks of anxiety or depression and may provide psychological benefits.
Collapse
Affiliation(s)
- Kurt D. Christensen
- Department of Population MedicineHarvard Pilgrim Health Care Institute and Harvard Medical SchoolBostonMassachusettsUSA
- Broad Institute of Harvard and MITCambridgeMassachusettsUSA
| | - Jason Karlawish
- Department of MedicinePerelman School of Medicine at the University of PennsylvaniaPhiladelphiaPennsylvaniaUSA
| | - J. Scott Roberts
- Department of Health Behavior and Health EducationUniversity of Michigan School of Public HealthAnn ArborMichiganUSA
| | - Wendy R. Uhlmann
- Departments of Internal Medicine and Human GeneticsUniversity of MichiganAnn ArborMichiganUSA
| | - Kristin Harkins
- Department of MedicinePerelman School of Medicine at the University of PennsylvaniaPhiladelphiaPennsylvaniaUSA
| | - Elisabeth M. Wood
- Department of MedicinePerelman School of Medicine at the University of PennsylvaniaPhiladelphiaPennsylvaniaUSA
| | - Thomas O. Obisesan
- Department of MedicineHoward University College of MedicineWashington, DCUSA
| | - Lan Q. Le
- Department of Health Behavior and Health EducationUniversity of Michigan School of Public HealthAnn ArborMichiganUSA
| | - L. Adrienne Cupples
- Departments of Biostatistics and EpidemiologyBoston University School of Public HealthBostonMassachusettsUSA
| | - Emilie S. Zoltick
- Division of Genetics, Department of MedicineBrigham and Women's HospitalBostonMassachusettsUSA
| | - Megan S. Johnson
- Department of MedicineHoward University College of MedicineWashington, DCUSA
| | | | - Leo B. Waterston
- Center for Outcomes Research & Evaluation (CORE)Maine Medical Center Research InstitutePortlandMaineUSA
| | - Clara A. Chen
- Biostatistics and Epidemiology Data Analytics CenterBoston University School of Public HealthBostonMassachusettsUSA
| | - Sara Feldman
- Department of Health Behavior and Health EducationUniversity of Michigan School of Public HealthAnn ArborMichiganUSA
| | - Denise L. Perry
- Division of Genetics, Department of MedicineBrigham and Women's HospitalBostonMassachusettsUSA
| | - Robert C. Green
- Broad Institute of Harvard and MITCambridgeMassachusettsUSA
- Division of Genetics, Department of MedicineBrigham and Women's HospitalBostonMassachusettsUSA
- Department of MedicineHarvard Medical SchoolBostonMassachusettsUSA
- Partners Personalized MedicineBostonMassachusettsUSA
| | - for the REVEAL Study Group
- Department of Population MedicineHarvard Pilgrim Health Care Institute and Harvard Medical SchoolBostonMassachusettsUSA
| |
Collapse
|
10
|
Zoltick ES, Linderman MD, McGinniss MA, Ramos E, Ball MP, Church GM, Leonard DGB, Pereira S, McGuire AL, Caskey CT, Sanderson SC, Schadt EE, Nielsen DE, Crawford SD, Green RC. Predispositional genome sequencing in healthy adults: design, participant characteristics, and early outcomes of the PeopleSeq Consortium. Genome Med 2019; 11:10. [PMID: 30808425 PMCID: PMC6391825 DOI: 10.1186/s13073-019-0619-9] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [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: 08/29/2018] [Accepted: 02/05/2019] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND Increasing numbers of healthy individuals are undergoing predispositional personal genome sequencing. Here we describe the design and early outcomes of the PeopleSeq Consortium, a multi-cohort collaboration of predispositional genome sequencing projects, which is examining the medical, behavioral, and economic outcomes of returning genomic sequencing information to healthy individuals. METHODS Apparently healthy adults who participated in four of the sequencing projects in the Consortium were included. Web-based surveys were administered before and after genomic results disclosure, or in some cases only after results disclosure. Surveys inquired about sociodemographic characteristics, motivations and concerns, behavioral and medical responses to sequencing results, and perceived utility. RESULTS Among 1395 eligible individuals, 658 enrolled in the Consortium when contacted and 543 have completed a survey after receiving their genomic results thus far (mean age 53.0 years, 61.4% male, 91.7% white, 95.5% college graduates). Most participants (98.1%) were motivated to undergo sequencing because of curiosity about their genetic make-up. The most commonly reported concerns prior to pursuing sequencing included how well the results would predict future risk (59.2%) and the complexity of genetic variant interpretation (56.8%), while 47.8% of participants were concerned about the privacy of their genetic information. Half of participants reported discussing their genomic results with a healthcare provider during a median of 8.0 months after receiving the results; 13.5% reported making an additional appointment with a healthcare provider specifically because of their results. Few participants (< 10%) reported making changes to their diet, exercise habits, or insurance coverage because of their results. Many participants (39.5%) reported learning something new to improve their health that they did not know before. Reporting regret or harm from the decision to undergo sequencing was rare (< 3.0%). CONCLUSIONS Healthy individuals who underwent predispositional sequencing expressed some concern around privacy prior to pursuing sequencing, but were enthusiastic about their experience and not distressed by their results. While reporting value in their health-related results, few participants reported making medical or lifestyle changes.
Collapse
Affiliation(s)
- Emilie S Zoltick
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital, 41 Avenue Louis Pasteur, Suite 301, Boston, MA, 02115, USA.,Section of Preventive Medicine and Epidemiology, Department of Medicine, Boston University School of Medicine, 801 Massachusetts Avenue, Suite 470, Boston, MA, 02118, USA
| | - Michael D Linderman
- Department of Computer Science, Middlebury College, McCardell Bicentennial Hall, Middlebury, VT, 05753, USA.,Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, Box 1498, New York, NY, 10029, USA
| | | | - Erica Ramos
- Geisinger National Precision Health, Geisinger, 6101 Executive Blvd, Suite 110, North Bethesda, MD, 20852, USA
| | | | - George M Church
- Open Humans Foundation, Boston, MA, USA.,Harvard Personal Genome Project, Harvard Medical School, Boston, MA, USA.,Department of Genetics, Harvard Medical School, 77 Avenue Louis Pasteur, Room 238, Boston, MA, 02115, USA.,Wyss Institute for Biologically Inspired Engineering, Harvard University, 3 Blackfan Circle, Boston, MA, 02115, USA
| | - Debra G B Leonard
- Department of Pathology and Laboratory Medicine, Robert Larner, M.D, College of Medicine of the University of Vermont, 89 Beaumont Avenue, Courtyard at Given S269, Burlington, VT, 05405, USA
| | - Stacey Pereira
- Center for Medical Ethics and Health Policy, Baylor College of Medicine, One Baylor Plaza, Suite 310D, Houston, TX, 77030, USA
| | - Amy L McGuire
- Center for Medical Ethics and Health Policy, Baylor College of Medicine, One Baylor Plaza, Suite 310D, Houston, TX, 77030, USA
| | - C Thomas Caskey
- Molecular and Human Genetics, Baylor College of Medicine, One Baylor Plaza, Mail Stop BCM225, Houston, TX, 77030, USA
| | - Saskia C Sanderson
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, Box 1498, New York, NY, 10029, USA.,Department of Behavioural Science and Health, University College London, Gower Street, London, WC1E 6BT, UK
| | - Eric E Schadt
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, Box 1498, New York, NY, 10029, USA
| | - Daiva E Nielsen
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital, 41 Avenue Louis Pasteur, Suite 301, Boston, MA, 02115, USA.,School of Human Nutrition, McGill University, 21111 Lakeshore Road, Ste-Anne-de-Bellevue, Quebec, H9X 3V9, Canada
| | - Scott D Crawford
- SoundRocket, 950 Victors Way, Suite 50, Ann Arbor, MI, 48108, USA
| | - Robert C Green
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital, 41 Avenue Louis Pasteur, Suite 301, Boston, MA, 02115, USA. .,The Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA, 02142, USA. .,Harvard Medical School, Boston, MA, USA. .,Partners HealthCare Personalized Medicine, Boston, MA, 02115, USA.
| | | |
Collapse
|
11
|
McCullough ML, Zoltick ES, Weinstein SJ, Fedirko V, Wang M, Cook NR, Eliassen AH, Zeleniuch-Jacquotte A, Agnoli C, Albanes D, Barnett MJ, Buring JE, Campbell PT, Clendenen TV, Freedman ND, Gapstur SM, Giovannucci EL, Goodman GG, Haiman CA, Ho GYF, Horst RL, Hou T, Huang WY, Jenab M, Jones ME, Joshu CE, Krogh V, Lee IM, Lee JE, Männistö S, Le Marchand L, Mondul AM, Neuhouser ML, Platz EA, Purdue MP, Riboli E, Robsahm TE, Rohan TE, Sasazuki S, Schoemaker MJ, Sieri S, Stampfer MJ, Swerdlow AJ, Thomson CA, Tretli S, Tsugane S, Ursin G, Visvanathan K, White KK, Wu K, Yaun SS, Zhang X, Willett WC, Gail MH, Ziegler RG, Smith-Warner SA. Circulating Vitamin D and Colorectal Cancer Risk: An International Pooling Project of 17 Cohorts. J Natl Cancer Inst 2019; 111:158-169. [PMID: 29912394 PMCID: PMC6376911 DOI: 10.1093/jnci/djy087] [Citation(s) in RCA: 168] [Impact Index Per Article: 33.6] [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: 11/22/2017] [Revised: 02/26/2018] [Accepted: 04/16/2018] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Experimental and epidemiological studies suggest a protective role for vitamin D in colorectal carcinogenesis, but evidence is inconclusive. Circulating 25-hydroxyvitamin D (25(OH)D) concentrations that minimize risk are unknown. Current Institute of Medicine (IOM) vitamin D guidance is based solely on bone health. METHODS We pooled participant-level data from 17 cohorts, comprising 5706 colorectal cancer case participants and 7107 control participants with a wide range of circulating 25(OH)D concentrations. For 30.1% of participants, 25(OH)D was newly measured. Previously measured 25(OH)D was calibrated to the same assay to permit estimating risk by absolute concentrations. Study-specific relative risks (RRs) for prediagnostic season-standardized 25(OH)D concentrations were calculated using conditional logistic regression and pooled using random effects models. RESULTS Compared with the lower range of sufficiency for bone health (50-<62.5 nmol/L), deficient 25(OH)D (<30 nmol/L) was associated with 31% higher colorectal cancer risk (RR = 1.31, 95% confidence interval [CI] = 1.05 to 1.62); 25(OH)D above sufficiency (75-<87.5 and 87.5-<100 nmol/L) was associated with 19% (RR = 0.81, 95% CI = 0.67 to 0.99) and 27% (RR = 0.73, 95% CI = 0.59 to 0.91) lower risk, respectively. At 25(OH)D of 100 nmol/L or greater, risk did not continue to decline and was not statistically significantly reduced (RR = 0.91, 95% CI = 0.67 to 1.24, 3.5% of control participants). Associations were minimally affected when adjusting for body mass index, physical activity, or other risk factors. For each 25 nmol/L increment in circulating 25(OH)D, colorectal cancer risk was 19% lower in women (RR = 0.81, 95% CI = 0.75 to 0.87) and 7% lower in men (RR = 0.93, 95% CI = 0.86 to 1.00) (two-sided Pheterogeneity by sex = .008). Associations were inverse in all subgroups, including colorectal subsite, geographic region, and season of blood collection. CONCLUSIONS Higher circulating 25(OH)D was related to a statistically significant, substantially lower colorectal cancer risk in women and non-statistically significant lower risk in men. Optimal 25(OH)D concentrations for colorectal cancer risk reduction, 75-100 nmol/L, appear higher than current IOM recommendations.
Collapse
Affiliation(s)
| | - Emilie S Zoltick
- Departments of Epidemiology
- Section of Preventive Medicine and Epidemiology, Department of Medicine, Boston University School of Medicine, Boston, MA
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Boston, MA
| | - Stephanie J Weinstein
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, MD
| | - Veronika Fedirko
- Department of Epidemiology, Rollins School of Public Health, Winship Cancer Institute, Emory University, Atlanta, GA
| | - Molin Wang
- Departments of Epidemiology
- Biostatistics
- Channing Division of Network Medicine
| | - Nancy R Cook
- Departments of Epidemiology
- Division of Preventive Medicine, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
| | | | | | - Claudia Agnoli
- Epidemiology and Prevention Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - Demetrius Albanes
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, MD
| | - Matthew J Barnett
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Julie E Buring
- Departments of Epidemiology
- Division of Preventive Medicine, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
| | - Peter T Campbell
- Behavioral and Epidemiology Research Program, American Cancer Society, Atlanta, GA
| | - Tess V Clendenen
- Division of Epidemiology and Biostatistics, Department of Population Health, New York University School of Medicine, New York, NY
| | - Neal D Freedman
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, MD
| | - Susan M Gapstur
- Behavioral and Epidemiology Research Program, American Cancer Society, Atlanta, GA
| | - Edward L Giovannucci
- Departments of Epidemiology
- Nutrition, Harvard T. H. Chan School of Public Health, Boston, MA
- Channing Division of Network Medicine
| | - Gary G Goodman
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Christopher A Haiman
- Department of Preventive Medicine, Keck School of Medicine and Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA
| | - Gloria Y F Ho
- Department of Occupational Medicine, Epidemiology and Prevention, Feinstein Institute for Medical Research, Hofstra Northwell School of Medicine, Great Neck, NY
| | | | - Tao Hou
- Nutrition, Harvard T. H. Chan School of Public Health, Boston, MA
| | - Wen-Yi Huang
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, MD
| | - Mazda Jenab
- Section of Nutrition and Metabolism, International Agency for Research on Cancer (IARC-WHO), Lyon, France
| | | | - Corinne E Joshu
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD
| | - Vittorio Krogh
- Epidemiology and Prevention Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - I-Min Lee
- Departments of Epidemiology
- Division of Preventive Medicine, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
| | - Jung Eun Lee
- Department of Food and Nutrition, Seoul National University, Seoul, Korea
| | - Satu Männistö
- Department of Health National Institute for Health and Welfare, Helsinki, Finland
| | - Loic Le Marchand
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI
| | - Alison M Mondul
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI
| | - Marian L Neuhouser
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Elizabeth A Platz
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD
| | - Mark P Purdue
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, MD
| | - Elio Riboli
- Department of Epidemiology and Biostatistics, The School of Public Health, Imperial College London, London, UK
| | - Trude Eid Robsahm
- Cancer Registry of Norway, Institute of Population-Based Cancer Research, Oslo, Norway
| | - Thomas E Rohan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY
| | - Shizuka Sasazuki
- Epidemiology and Prevention Group, Center for Public Health Sciences, National Cancer Center, Tokyo, Japan
| | | | - Sabina Sieri
- Epidemiology and Prevention Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - Meir J Stampfer
- Departments of Epidemiology
- Nutrition, Harvard T. H. Chan School of Public Health, Boston, MA
- Channing Division of Network Medicine
| | - Anthony J Swerdlow
- Division of Genetics and Epidemiology
- Division of Breast Cancer Research, The Institute of Cancer Research, London, UK
| | - Cynthia A Thomson
- Department of Health Promotion Sciences, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, AZ
| | - Steinar Tretli
- Cancer Registry of Norway, Institute of Population-Based Cancer Research, Oslo, Norway
| | - Schoichiro Tsugane
- Epidemiology and Prevention Group, Center for Public Health Sciences, National Cancer Center, Tokyo, Japan
| | - Giske Ursin
- Department of Preventive Medicine, Keck School of Medicine and Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA
- Cancer Registry of Norway, Institute of Population-Based Cancer Research, Oslo, Norway
- Institute of Basic Medical Sciences, Medical Faculty, University of Oslo, Oslo, Norway
| | - Kala Visvanathan
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD
| | - Kami K White
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI
| | - Kana Wu
- Nutrition, Harvard T. H. Chan School of Public Health, Boston, MA
| | | | | | - Walter C Willett
- Departments of Epidemiology
- Nutrition, Harvard T. H. Chan School of Public Health, Boston, MA
- Channing Division of Network Medicine
| | - Mitchel H Gail
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, MD
| | - Regina G Ziegler
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, MD
| | | |
Collapse
|
12
|
Guercio BJ, Zhang S, Niedzwiecki D, Li Y, Babic A, Morales-Oyarvide V, Saltz LB, Mayer RJ, Mowat RB, Whittom R, Hantel A, Benson A, Atienza D, Messino M, Kindler H, Venook A, Ogino S, Zoltick ES, Stampfer M, Ng K, Wu K, Willett WC, Giovannucci EL, Meyerhardt JA, Fuchs CS. Associations of artificially sweetened beverage intake with disease recurrence and mortality in stage III colon cancer: Results from CALGB 89803 (Alliance). PLoS One 2018; 13:e0199244. [PMID: 30024889 PMCID: PMC6053135 DOI: 10.1371/journal.pone.0199244] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2017] [Accepted: 06/01/2018] [Indexed: 12/16/2022] Open
Abstract
Purpose Observational studies have demonstrated increased colon cancer recurrence and mortality in states of excess energy balance, as denoted by factors including sedentary lifestyle, diabetes, increased dietary glycemic load, and increased intake of sugar-sweetened beverages. Nonetheless, the relation between artificially sweetened beverages, a popular alternative for sugar-sweetened beverages, and colon cancer recurrence and survival is unknown. Methods We analyzed data from 1,018 patients with stage III colon cancer who prospectively reported dietary intake during and after chemotherapy while enrolled in a National Cancer Institute-sponsored trial of adjuvant chemotherapy. Using Cox proportional hazards regressions, we assessed associations of artificially sweetened beverage intake with cancer recurrence and mortality. Results Patients consuming one or more 12-ounce servings of artificially sweetened beverages per day experienced an adjusted hazard ratio for cancer recurrence or mortality of 0.54 (95% confidence interval, 0.36 to 0.80) when compared to those who largely abstained (Ptrend = .004). Similarly, increasing artificially sweetened beverage intake was also associated with a significant improvement in both recurrence-free survival (Ptrend = .005) and overall survival (Ptrend = .02). Substitution models demonstrated that replacing a 12-ounce serving of a sugar-sweetened beverage with an isovolumetric serving of an artificially sweetened beverage per day was associated with a 23% lower risk of cancer recurrence and mortality (relative risk, 0.77; 95% confidence interval, 0.63 to 0.95; P = .02). Conclusion Higher artificially sweetened beverage consumption may be associated with significantly reduced cancer recurrence and death in patients with stage III colon cancer. This association may be mediated by substitution for sugar-sweetened alternatives. Further studies are needed to confirm these findings.
Collapse
Affiliation(s)
- Brendan J. Guercio
- Department of Medicine, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
| | - Sui Zhang
- Dana-Farber/Partners CancerCare, Boston, Massachusetts, United States of America
| | - Donna Niedzwiecki
- Alliance Statistics and Data Center, Duke University, Durham, North Carolina, United States of America
| | - Yanping Li
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America
| | - Ana Babic
- Dana-Farber/Partners CancerCare, Boston, Massachusetts, United States of America
| | | | - Leonard B. Saltz
- Memorial Sloan Kettering Cancer Center, New York, New York, United States of America
| | - Robert J. Mayer
- Dana-Farber/Partners CancerCare, Boston, Massachusetts, United States of America
| | - Rex B. Mowat
- Toledo Community Hospital Oncology Program, Toledo, Ohio, United States of America
| | | | - Alexander Hantel
- Edward-Elmhurst Healthcare, Naperville, Illinois, United States of America
| | - Al Benson
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois, United States of America
| | - Daniel Atienza
- Virginia Oncology Associates, Norfolk, Virginia, United States of America
| | - Michael Messino
- Southeast Clinical Oncology Research (SCOR) Consortium, Mission Hospitals, Incorporated, Asheville, North Carolina, United States of America
| | - Hedy Kindler
- University of Chicago Comprehensive Cancer Center, Chicago, Illinois, United States of America
| | - Alan Venook
- University of California at San Francisco Comprehensive Cancer Center, San Francisco, California, United States of America
| | - Shuji Ogino
- Dana-Farber/Partners CancerCare, Boston, Massachusetts, United States of America
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America
- Division of Molecular Pathological Epidemiology (MPE), Department of Pathology, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
- Department of Pathology, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Emilie S. Zoltick
- Section of Preventive Medicine and Epidemiology, Department of Medicine, Boston University School of Medicine, Boston, Massachusetts, United States of America
- Division of Genetics, Department of Medicine, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
| | - Meir Stampfer
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Kimmie Ng
- Dana-Farber/Partners CancerCare, Boston, Massachusetts, United States of America
| | - Kana Wu
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America
| | - Walter C. Willett
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America
| | - Edward L. Giovannucci
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | | | - Charles S. Fuchs
- Yale Cancer Center, Yale School of Medicine, New Haven, Connecticut, United States of America
- * E-mail:
| |
Collapse
|
13
|
Affiliation(s)
- David J Cote
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts (D.J.C., M.K.D., E.S.Z., M.J.S.); ;,Cushing Neurosurgical Outcomes Center, Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts (D.J.C., T.R.S.)
| | - Mary K Downer
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts (D.J.C., M.K.D., E.S.Z., M.J.S.); ;,Department of Nutrition, Harvard T. H. Chan School of Public Health, Boston, Massachusetts (M.K.D., E.S.Z., M.J.S.),Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts (M.K.D., E.S.Z., M.J.S.)
| | - Emilie S Zoltick
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts (D.J.C., M.K.D., E.S.Z., M.J.S.); ;,Department of Nutrition, Harvard T. H. Chan School of Public Health, Boston, Massachusetts (M.K.D., E.S.Z., M.J.S.),Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts (M.K.D., E.S.Z., M.J.S.)
| | - Timothy R Smith
- Cushing Neurosurgical Outcomes Center, Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts (D.J.C., T.R.S.)
| | - Meir J Stampfer
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts (D.J.C., M.K.D., E.S.Z., M.J.S.); ;,Department of Nutrition, Harvard T. H. Chan School of Public Health, Boston, Massachusetts (M.K.D., E.S.Z., M.J.S.),Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts (M.K.D., E.S.Z., M.J.S.)
| |
Collapse
|
14
|
Swan JS, Kong CY, Lee JM, Itauma O, Halpern EF, Lee PA, Vavinskiy S, Williams O, Zoltick ES, Donelan K. Patient and societal value functions for the testing morbidities index. Med Decis Making 2013; 33:819-38. [PMID: 23689044 DOI: 10.1177/0272989x13487605] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND We developed preference-based and summated scale scoring for the Testing Morbidities Index (TMI) classification, which addresses short-term effects on quality of life from diagnostic testing before, during, and after testing procedures. METHODS The two TMI preference functions use multiattribute value techniques; one is patient-based and the other has a societal perspective, informed by 206 breast biopsy patients and 466 (societal) subjects. Because of a lack of standard short-term methods for this application, we used the visual analog scale (VAS). Waiting tradeoff (WTO) tolls provided an additional option for linear transformation of the TMI. We randomized participants to 1 of 3 surveys: The first derived weights for generic testing morbidity attributes and levels of severity with the VAS; a second developed VAS values and WTO tolls for linear transformation of the TMI to a "dead-healthy" scale; the third addressed initial validation in a specific test (breast biopsy). The initial validation included 188 patients and 425 community subjects. Direct VAS and WTO values were compared with the TMI. Alternative TMI scoring as a nonpreference summated scale was included, given evidence of construct and content validity. RESULTS The patient model can use an additive function, whereas the societal model is multiplicative. Direct VAS and the VAS-scaled TMI were correlated across modeling groups (r = 0.45-0.62). Agreement was comparable to the value function validation of the Health Utilities Index 2. Mean absolute difference (MAD) calculations showed a range of 0.07-0.10 in patients and 0.11-0.17 in subjects. MAD for direct WTO tolls compared with the WTO-scaled TMI varied closely around 1 quality-adjusted life day. CONCLUSIONS The TMI shows initial promise in measuring short-term testing-related health states.
Collapse
Affiliation(s)
- J Shannon Swan
- Massachusetts General Hospital Institute for Technology Assessment, Boston, MA (JSS, CYK, JML, OA, EFH, PL, OW, ESZ, KD),Harvard Medical School, Boston, MA (JSS, CYK, JML, EFH, KD)
| | - Chung Yin Kong
- Massachusetts General Hospital Institute for Technology Assessment, Boston, MA (JSS, CYK, JML, OA, EFH, PL, OW, ESZ, KD),Harvard Medical School, Boston, MA (JSS, CYK, JML, EFH, KD)
| | - Janie M Lee
- Massachusetts General Hospital Institute for Technology Assessment, Boston, MA (JSS, CYK, JML, OA, EFH, PL, OW, ESZ, KD),Harvard Medical School, Boston, MA (JSS, CYK, JML, EFH, KD)
| | - Omosalewa Itauma
- Massachusetts General Hospital Institute for Technology Assessment, Boston, MA (JSS, CYK, JML, OA, EFH, PL, OW, ESZ, KD),Department of Obstetrics and Gynecology, Wayne State University School of Medicine, Detroit, MI (OA)
| | - Elkan F Halpern
- Massachusetts General Hospital Institute for Technology Assessment, Boston, MA (JSS, CYK, JML, OA, EFH, PL, OW, ESZ, KD),Harvard Medical School, Boston, MA (JSS, CYK, JML, EFH, KD)
| | - Pablo A Lee
- Massachusetts General Hospital Institute for Technology Assessment, Boston, MA (JSS, CYK, JML, OA, EFH, PL, OW, ESZ, KD)
| | - Sergey Vavinskiy
- Indiana University Department of Radiology, Indianapolis, IN (SV),Indiana State Government, Indianapolis, IN (SV)
| | - Olubunmi Williams
- Massachusetts General Hospital Institute for Technology Assessment, Boston, MA (JSS, CYK, JML, OA, EFH, PL, OW, ESZ, KD)
| | - Emilie S Zoltick
- Massachusetts General Hospital Institute for Technology Assessment, Boston, MA (JSS, CYK, JML, OA, EFH, PL, OW, ESZ, KD),Boston University School of Public Health, Boston, MA (ESZ)
| | - Karen Donelan
- Massachusetts General Hospital Institute for Technology Assessment, Boston, MA (JSS, CYK, JML, OA, EFH, PL, OW, ESZ, KD),Harvard Medical School, Boston, MA (JSS, CYK, JML, EFH, KD),Mongan Institute for Health Policy and Massachusetts General Hospital, Boston, MA (KD)
| |
Collapse
|
15
|
Abstract
BACKGROUND Poor nutritional status is often present among older adults who experience a fall. However, dietary intake and weight loss are often overlooked as potential factors. The objective of this study was to test the association between dietary protein intake and risk of subsequent falls in a population-based cohort of elderly men and women. METHODS Dietary intake and clinic data from 807 men and women (ages 67-93 years) from the Framingham Original Cohort Study were analyzed. Protein intake (total, animal and plant) was assessed as a continuous variable and by tertile of intake. Falls were reported by participants using a validated questionnaire at two time points. Weight was ascertained at each examination to examine the effect of weight loss over follow-up. RESULTS Higher dietary protein intakes were associated with a reduced odds of falling, although of borderline statistical significance (OR=0.80, 95% CI: 0.60-1.07) and were not associated with the rate of falls over follow-up (RR=0.93, 95%CI: 0.73-1.19). Tertile analyses tended towards a protective association, but most did not achieve statistical significance; there was no dose-response. For those who lost ≥ 5% of their baseline weight, higher intakes of total, animal and plant protein showed a significantly lower rate of subsequent falls. CONCLUSION This work highlights the importance of adequate protein intake as a potentially modifiable risk factor for fall prevention in older adults. Further exploration of the interaction of protein intake and weight loss as related to falls is needed.
Collapse
Affiliation(s)
| | - Shivani Sahni
- Institute for Aging Research, Hebrew SeniorLife, Boston, MA
- Beth Israel Deaconess Medical Center, Harvard Medical School, Department of Medicine, Boston, MA
| | - Robert R. McLean
- Institute for Aging Research, Hebrew SeniorLife, Boston, MA
- Beth Israel Deaconess Medical Center, Harvard Medical School, Department of Medicine, Boston, MA
| | - Lien Quach
- Institute for Aging Research, Hebrew SeniorLife, Boston, MA
| | | | - Marian T. Hannan
- Institute for Aging Research, Hebrew SeniorLife, Boston, MA
- Beth Israel Deaconess Medical Center, Harvard Medical School, Department of Medicine, Boston, MA
| |
Collapse
|