Evidence map›Paper›PMID 27551723›Full record

ArticlePLoS medicine2016

Genetically Predicted Body Mass Index and Breast Cancer Risk: Mendelian Randomization Analyses of Data from 145,000 Women of European Descent.

Yan Guo, Shaneda Warren Andersen, Xiao-Ou Shu, Kyriaki Michailidou, Manjeet K Bolla, Qin Wang, Montserrat Garcia-Closas, Roger L Milne, Marjanka K Schmidt, Jenny Chang-Claude and 101 more

Open access · goldAbstract read
In one paragraph

Article in PLoS medicine, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 94 papers, 5 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
94citing papers in PubMed, 5 pooled it
18.9field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

94 citing papers in PubMed, 5 syntheses or guidelines pooled it, 291 citations in OpenAlex.

  1. Pooled it
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  4. Genetic Variation and Hot Flashes: A Systematic Review.The Journal of clinical endocrinology and metabolism · 2020
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  13. Causal Effects of Breast Cancer Risk Factors across Hormone Receptor Breast Cancer Subtypes: A Two-Sample Mendelian Randomization Study.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2025
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34 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

111 authors at 20 institutions in 16 countries.

Yan GuoDepartment of Cancer Biology, Vanderbilt University, Nashville, Tennessee, United States of America.
Shaneda Warren AndersenDivision of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, Tennessee, United States of America.
Xiao-Ou ShuDivision of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, Tennessee, United States of America.
Kyriaki MichailidouCentre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom.
Manjeet K BollaCentre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom.
Qin WangCentre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom.
Montserrat Garcia-ClosasDivision of Genetics and Epidemiology, The Institute of Cancer Research, London, United Kingdom.
Roger L MilneCancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia.
Marjanka K SchmidtNetherlands Cancer Institute, Antoni van Leeuwenhoek hospital, Amsterdam, The Netherlands.
Jenny Chang-ClaudeDivision of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany.
Allison DunningAcademic Unit of Pathology, Department of Neuroscience, University of Sheffield, Sheffield, United Kingdom.
Stig E BojesenFaculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
Habibul AhsanDepartment of Health Studies, The University of Chicago, Chicago, Illinois, United States of America.
Kristiina AittomäkiDepartment of Clinical Genetics, Helsinki University Hospital, University of Helsinki, Helsinki, Finland.
Irene L AndrulisLunenfeld-Tanenbaum Research Institute of Mount Sinai Hospital, Toronto, Canada.
Hoda Anton-CulverDepartment of Epidemiology, University of California Irvine, Irvine, California, United States of America.
Volker ArndtDivision of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.ORCID 0000-0001-9320-8684
Matthias W BeckmannDepartment of Health Studies, The University of Chicago, Chicago, Illinois, United States of America.
Alicia Beeghly-FadielDivision of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, Tennessee, United States of America.
Javier BenitezHuman Cancer Genetics Program, Spanish National Cancer Research Centre, Madrid, Spain.
Natalia V BogdanovaDepartment of Radiation Oncology, Hannover Medical School, Hannover, Germany.
Bernardo BonanniDivision of Cancer Prevention and Genetics, Istituto Europeo di Oncologia, Milan, Italy.
Anne-Lise Børresen-DaleDepartment of Genetics, Institute for Cancer Research, Radiumhospitalet, Oslo University Hospital, Oslo University Hospital, Oslo, Norway.
Judith BrandDepartment of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
Hiltrud BrauchGerman Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany.
Hermann BrennerDivision of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.
Thomas BrüningInstitute for Prevention and Occupational Medicine of the German Social Accident Insurance, Institute of the Ruhr University Bochum, Bochum, Germany.
Barbara BurwinkelDivision of Molecular Genetic Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany.
Graham CaseyDepartment of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California, United States of America.
Georgia Chenevix-TrenchDepartment of Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Australia.
Fergus J CouchDepartment of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota, United States of America.
Angela CoxSheffield Cancer Research, Department of Oncology, University of Sheffield, Sheffield, United Kingdom.ORCID 0000-0002-5138-1099
Simon S CrossAcademic Unit of Pathology, Department of Neuroscience, University of Sheffield, Sheffield, United Kingdom.
Kamila CzeneDepartment of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
Peter DevileeDepartment of Human Genetics, Leiden University Medical Center, Leiden, The Netherlands.ORCID 0000-0002-8023-2009
Thilo DörkGynaecology Research Unit, Hannover Medical School, Hannover, Germany.
Martine DumontCentre Hospitalier Universitaire de Québec Research Center, Laval University, Québec City, Canada.
Peter A FaschingDepartment of Gynaecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany.
Jonine FigueroaDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, Maryland, United States of America.
Dieter Flesch-JanysInstitute for Medical Biometrics and Epidemiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.
Olivia FletcherBreakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom.
Henrik FlygerDepartment of Breast Surgery, Herlev Hospital, Copenhagen University Hospital, Herlev, Denmark.
Florentia FostiraMolecular Diagnostics Laboratory, IRRP, National Centre for Scientific Research "Demokritos", Athens, Greece.
Marilie GammonDepartments of Epidemiology, University of North Carolina Chapel-Hill, Chapel Hill, North Carolina, United States of America.
Graham G GilesCancer Epidemiology Centre, Cancer Council Victoria, Melbourne, Australia.
Pascal GuénelEnvironmental Epidemiology of Cancer, Center for Research in Epidemiology and Population Health, INSERM, Villejuif, France.
Christopher A HaimanDepartment of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California, United States of America.
Ute HamannMolecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Heidelberg, Germany.
Maartje J HooningDepartment of Surgical Oncology, Erasmus University Medical Center, Rotterdam, The Netherlands.
John L HopperCentre for Epidemiology and Biostatistics, School of Population and Global health, The University of Melbourne, Melbourne, Australia.
Anna JakubowskaDepartment of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland.
Farzana JasmineDepartment of Health Studies, The University of Chicago, Chicago, Illinois, United States of America.
Mark JenkinsCentre for Epidemiology and Biostatistics, School of Population and Global health, The University of Melbourne, Melbourne, Australia.
Esther M JohnDepartment of Epidemiology, Cancer Prevention Institute of California, Fremont, California, United States of America.
Nichola JohnsonBreakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom.
Michael E JonesDivision of Genetics and Epidemiology, The Institute of Cancer Research, London, United Kingdom.
Maria KabischMolecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Heidelberg, Germany.
Muhammad KibriyaDepartment of Health Studies, The University of Chicago, Chicago, Illinois, United States of America.ORCID 0000-0001-9784-6958
Julia A KnightProsserman Centre for Health Research, Lunenfeld-Tanenbaum Research Institute of Mount Sinai Hospital, Toronto, Canada.
Linetta B KoppertDepartment of Surgical Oncology, Erasmus University Medical Center, Rotterdam, The Netherlands.
Veli-Matti KosmaImaging Center, Department of Clinical Pathology, Kuopio University Hospital, Kuopio, Finland.
Vessela KristensenDepartment of Genetics, Institute for Cancer Research, Radiumhospitalet, Oslo University Hospital, Oslo University Hospital, Oslo, Norway.
Loic Le MarchandUniversity of Hawaii Cancer Center, Honolulu, Hawaii, United States of America.
Eunjung LeeDepartment of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California, United States of America.
Jingmei LiDepartment of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
Annika LindblomDepartment of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.
Robert LubenClinical Gerontology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom.ORCID 0000-0002-5088-6343
Jan LubinskiDepartment of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland.
Kathi E MaloneDivision of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, United States of America.
Arto MannermaaImaging Center, Department of Clinical Pathology, Kuopio University Hospital, Kuopio, Finland.
Sara MargolinDepartment of Oncology - Pathology, Karolinska Institutet, Stockholm, Sweden.
Frederik MarmeNational Center for Tumor Diseases, University of Heidelberg, Heidelberg, Germany.ORCID 0000-0002-6591-3367
Catriona McLeanAnatomical Pathology, The Alfred Hospital, Melbourne, Australia.
Hanne Meijers-HeijboerDepartment of Clinical Genetics, VU University Medical Center, Amsterdam, The Netherlands.ORCID 0000-0003-1169-3853
Alfons MeindlDivision of Gynaecology and Obstetrics, Technische Universität München, Munich, Germany.
Susan L NeuhausenBeckman Research Institute of City of Hope, Duarte, California, United States of America.
Heli NevanlinnaDepartment of Obstetrics and Gynecology, Helsinki University Hospital, University of Helsinki, Helsinki, Finland.
Patrick NevenDepartment of Oncology, University Hospital Gasthuisberg, Leuven, Belgium.
Janet E OlsonDepartment of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, United States of America.
Jose I A PerezServicio de Cirugía General y Especialidades, Hospital Monte Naranco, Oviedo, Spain.
Barbara PerkinsCentre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, United Kingdom.
Paolo PeterlongoIFOM, Fondazione Istituto FIRC (Italian Foundation of Cancer Research) di Oncologia Molecolare, Milan, Italy.ORCID 0000-0001-6951-6855
Kelly-Anne PhillipsPeter MacCallum Cancer Center, The University of Melbourne, Melbourne, Australia.
Katri PylkäsLaboratory of Cancer Genetics and Tumor Biology, Department of Clinical Chemistry and Biocenter Oulu, University of Oulu, Oulu, Finland.
Anja RudolphDivision of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany.
Regina SantellaHerbert Irving Comprehensive Cancer Center, Columbia University Medical Center, New York, New York, United States of America.
Elinor J SawyerResearch Oncology, Guy's Hospital, King's College London, London, United Kingdom.
Rita K SchmutzlerDivision of Molecular Gyneco-Oncology, Department of Gynaecology and Obstetrics, University Hospital of Cologne, Cologne, Germany.
Caroline SeynaeveDepartment of Surgical Oncology, Erasmus University Medical Center, Rotterdam, The Netherlands.
Mitul ShahCentre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, United Kingdom.
Martha J ShrubsoleDivision of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, Tennessee, United States of America.
Melissa C SoutheyDepartment of Pathology, The University of Melbourne, Melbourne, Australia.
Anthony J SwerdlowDivision of Genetics and Epidemiology, The Institute of Cancer Research, London, United Kingdom.
Amanda E TolandDepartment of Molecular Virology, Immunology and Medical Genetics, Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, United States of America.
Ian TomlinsonWellcome Trust Centre for Human Genetics and Oxford Biomedical Research Centre, University of Oxford, Oxford, United Kingdom.
Diana TorresMolecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), Heidelberg, Germany.
Thérèse TruongEnvironmental Epidemiology of Cancer, Center for Research in Epidemiology and Population Health, INSERM, Villejuif, France.
Giske UrsinDepartment of Nutrition, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway.
Rob B Van Der LuijtDepartment of Medical Genetics, University Medical Center Utrecht, Utrecht, The Netherlands.
Senno VerhoefNetherlands Cancer Institute, Antoni van Leeuwenhoek hospital, Amsterdam, The Netherlands.
Alice S WhittemoreDepartment of Health Research and Policy, Stanford University School of Medicine, Stanford, California, United States of America.
Robert WinqvistLaboratory of Cancer Genetics and Tumor Biology, Department of Clinical Chemistry and Biocenter Oulu, University of Oulu, Oulu, Finland.
Hui ZhaoVesalius Research Center, Leuven, Belgium.
Shilin ZhaoDepartment of Cancer Biology, Vanderbilt University, Nashville, Tennessee, United States of America.
Per HallDepartment of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
Jacques SimardCentre Hospitalier Universitaire de Québec Research Center, Laval University, Québec City, Canada.
Peter KraftProgram in Genetic Epidemiology and Statistical Genetics, Harvard School of Public Health, Boston, Massachusetts, United States of America.
Paul PharoahCentre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom.ORCID 0000-0001-8494-732X
David HunterProgram in Genetic Epidemiology and Statistical Genetics, Harvard School of Public Health, Boston, Massachusetts, United States of America.
Douglas F EastonCentre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom.
Wei ZhengDivision of Epidemiology, Department of Medicine, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, Tennessee, United States of America.
German Cancer Research Center · DEUniversity of Cambridge · GBVanderbilt University · USKarolinska Institutet · SEThe University of Melbourne · AUInstitute of Cancer Research · GBUniversity of Chicago · USErasmus MC · NLUniversity of Sheffield · GBUniversity of Southern California · USCentre hospitalier universitaire de Québec · CAHarvard University · USMedizinische Hochschule Hannover · DEMount Sinai Hospital · CAOslo University Hospital · NOPomeranian Medical University · PLThe Netherlands Cancer Institute · NLUniversité Paris-Sud · FRUniversity of Eastern Finland · FIUniversity of Helsinki · FI

Funding

Translational Therapeutics Research Program (TT)P30CA016058 · NCI · OHIO STATE UNIVERSITY · PI Tasleem J Padamsee · 1985 to 2026
$132.3M
Risk and penetrance of mutations from breast cancer testing panels.R01CA192393 · NCI · MAYO CLINIC ROCHESTER · PI COUCH, FERGUS JOSEPH, NATHANSON, KATHERINE L. · 2014 to 2018
$6.3M
Cancer Risk Reduction and Diet: A Cohort Study of WomenR37CA070867 · NCI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI ZHENG, WEI · 2009 to 2013
$4.7M
Identifying and validating novel susceptibility genes for breast cancerR01CA176785 · NCI · MAYO CLINIC ROCHESTER · PI COUCH, FERGUS JOSEPH, NATHANSON, KATHERINE L. · 2014 to 2018
$3.4M
BRCA1 and BRCA2 missense mutations and breast cancer riskU01CA116167 · NCI · MAYO CLINIC ROCHESTER · PI COUCH, FERGUS JOSEPH · 2013 to 2017
$2.7M
Vanderbilt Training Program in Molecular and Genetic Epidemiology of CancerR25CA160056 · NCI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI HEIMBURGER, DOUGLAS CORBETT, SHU, XIAO-OU · 2012 to 2016
$2.1M
Cancer Research UK 10119Cancer Research UK 10124Cancer Research UK 16459Cancer Research UK 16561Cancer Research UK 16565NCI NIH HHS P30 CA016058NCI NIH HHS R01 CA176785NCI NIH HHS R01 CA192393NCI NIH HHS R25 CA160056NCI NIH HHS R37 CA070867NCI NIH HHS U01 CA116167
6 · The paper itself

Abstract

backgroundObservational epidemiological studies have shown that high body mass index (BMI) is associated with a reduced risk of breast cancer in premenopausal women but an increased risk in postmenopausal women. It is unclear whether this association is mediated through shared genetic or environmental factors.

methodsWe applied Mendelian randomization to evaluate the association between BMI and risk of breast cancer occurrence using data from two large breast cancer consortia. We created a weighted BMI genetic score comprising 84 BMI-associated genetic variants to predicted BMI. We evaluated genetically predicted BMI in association with breast cancer risk using individual-level data from the Breast Cancer Association Consortium (BCAC) (cases  =  46,325, controls  =  42,482). We further evaluated the association between genetically predicted BMI and breast cancer risk using summary statistics from 16,003 cases and 41,335 controls from the Discovery, Biology, and Risk of Inherited Variants in Breast Cancer (DRIVE) Project. Because most studies measured BMI after cancer diagnosis, we could not conduct a parallel analysis to adequately evaluate the association of measured BMI with breast cancer risk prospectively.

resultsIn the BCAC data, genetically predicted BMI was found to be inversely associated with breast cancer risk (odds ratio [OR]  =  0.65 per 5 kg/m2 increase, 95% confidence interval [CI]: 0.56-0.75, p = 3.32 × 10-10). The associations were similar for both premenopausal (OR   =   0.44, 95% CI:0.31-0.62, p  =  9.91 × 10-8) and postmenopausal breast cancer (OR  =  0.57, 95% CI: 0.46-0.71, p  =  1.88 × 10-8). This association was replicated in the data from the DRIVE consortium (OR  =  0.72, 95% CI: 0.60-0.84, p   =   1.64 × 10-7). Single marker analyses identified 17 of the 84 BMI-associated single nucleotide polymorphisms (SNPs) in association with breast cancer risk at p < 0.05; for 16 of them, the allele associated with elevated BMI was associated with reduced breast cancer risk.

conclusionsBMI predicted by genome-wide association studies (GWAS)-identified variants is inversely associated with the risk of both pre- and postmenopausal breast cancer. The reduced risk of postmenopausal breast cancer associated with genetically predicted BMI observed in this study differs from the positive association reported from studies using measured adult BMI. Understanding the reasons for this discrepancy may reveal insights into the complex relationship of genetic determinants of body weight in the etiology of breast cancer.

Indexed as

Body Mass IndexBreast NeoplasmsFemaleGenetic Predisposition to DiseaseHumansMendelian Randomization AnalysisMenopauseMiddle AgedModels, StatisticalPolymorphism, Single NucleotideRisk FactorsWhite People

Identifiers

PMID27551723
PMCPMC4995025
OpenAlexW2514982885

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