Literature DB >> 29941659

Causal Inference in Cancer Epidemiology: What Is the Role of Mendelian Randomization?

James Yarmolinsky1,2, Kaitlin H Wade1,2, Rebecca C Richmond1,2, Ryan J Langdon1,2, Caroline J Bull1,2, Kate M Tilling2, Caroline L Relton1,2, Sarah J Lewis1,2, George Davey Smith1,2, Richard M Martin3,2.   

Abstract

Observational epidemiologic studies are prone to confounding, measurement error, and reverse causation, undermining robust causal inference. Mendelian randomization (MR) uses genetic variants to proxy modifiable exposures to generate more reliable estimates of the causal effects of these exposures on diseases and their outcomes. MR has seen widespread adoption within cardio-metabolic epidemiology, but also holds much promise for identifying possible interventions for cancer prevention and treatment. However, some methodologic challenges in the implementation of MR are particularly pertinent when applying this method to cancer etiology and prognosis, including reverse causation arising from disease latency and selection bias in studies of cancer progression. These issues must be carefully considered to ensure appropriate design, analysis, and interpretation of such studies. In this review, we provide an overview of the key principles and assumptions of MR, focusing on applications of this method to the study of cancer etiology and prognosis. We summarize recent studies in the cancer literature that have adopted a MR framework to highlight strengths of this approach compared with conventional epidemiological studies. Finally, limitations of MR and recent methodologic developments to address them are discussed, along with the translational opportunities they present to inform public health and clinical interventions in cancer. Cancer Epidemiol Biomarkers Prev; 27(9); 995-1010. ©2018 AACR. ©2018 American Association for Cancer Research.

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Year:  2018        PMID: 29941659      PMCID: PMC6522350          DOI: 10.1158/1055-9965.EPI-17-1177

Source DB:  PubMed          Journal:  Cancer Epidemiol Biomarkers Prev        ISSN: 1055-9965            Impact factor:   4.254


  170 in total

1.  Body mass index and risk of lung cancer among never, former, and current smokers.

Authors:  Llewellyn Smith; Louise A Brinton; Margaret R Spitz; Tram Kim Lam; Yikyung Park; Albert R Hollenbeck; Neal D Freedman; Gretchen L Gierach
Journal:  J Natl Cancer Inst       Date:  2012-03-27       Impact factor: 13.506

2.  Study of prediagnostic selenium level in toenails and the risk of advanced prostate cancer.

Authors:  K Yoshizawa; W C Willett; S J Morris; M J Stampfer; D Spiegelman; E B Rimm; E Giovannucci
Journal:  J Natl Cancer Inst       Date:  1998-08-19       Impact factor: 13.506

Review 3.  Carcinogenicity of lipid-lowering drugs.

Authors:  T B Newman; S B Hulley
Journal:  JAMA       Date:  1996-01-03       Impact factor: 56.272

4.  New genetic loci link adipose and insulin biology to body fat distribution.

Authors:  Dmitry Shungin; Thomas W Winkler; Damien C Croteau-Chonka; Teresa Ferreira; Adam E Locke; Reedik Mägi; Rona J Strawbridge; Tune H Pers; Krista Fischer; Anne E Justice; Tsegaselassie Workalemahu; Joseph M W Wu; Martin L Buchkovich; Nancy L Heard-Costa; Tamara S Roman; Alexander W Drong; Ci Song; Stefan Gustafsson; Felix R Day; Tonu Esko; Tove Fall; Zoltán Kutalik; Jian'an Luan; Joshua C Randall; André Scherag; Sailaja Vedantam; Andrew R Wood; Jin Chen; Rudolf Fehrmann; Juha Karjalainen; Bratati Kahali; Ching-Ti Liu; Ellen M Schmidt; Devin Absher; Najaf Amin; Denise Anderson; Marian Beekman; Jennifer L Bragg-Gresham; Steven Buyske; Ayse Demirkan; Georg B Ehret; Mary F Feitosa; Anuj Goel; Anne U Jackson; Toby Johnson; Marcus E Kleber; Kati Kristiansson; Massimo Mangino; Irene Mateo Leach; Carolina Medina-Gomez; Cameron D Palmer; Dorota Pasko; Sonali Pechlivanis; Marjolein J Peters; Inga Prokopenko; Alena Stančáková; Yun Ju Sung; Toshiko Tanaka; Alexander Teumer; Jana V Van Vliet-Ostaptchouk; Loïc Yengo; Weihua Zhang; Eva Albrecht; Johan Ärnlöv; Gillian M Arscott; Stefania Bandinelli; Amy Barrett; Claire Bellis; Amanda J Bennett; Christian Berne; Matthias Blüher; Stefan Böhringer; Fabrice Bonnet; Yvonne Böttcher; Marcel Bruinenberg; Delia B Carba; Ida H Caspersen; Robert Clarke; E Warwick Daw; Joris Deelen; Ewa Deelman; Graciela Delgado; Alex Sf Doney; Niina Eklund; Michael R Erdos; Karol Estrada; Elodie Eury; Nele Friedrich; Melissa E Garcia; Vilmantas Giedraitis; Bruna Gigante; Alan S Go; Alain Golay; Harald Grallert; Tanja B Grammer; Jürgen Gräßler; Jagvir Grewal; Christopher J Groves; Toomas Haller; Goran Hallmans; Catharina A Hartman; Maija Hassinen; Caroline Hayward; Kauko Heikkilä; Karl-Heinz Herzig; Quinta Helmer; Hans L Hillege; Oddgeir Holmen; Steven C Hunt; Aaron Isaacs; Till Ittermann; Alan L James; Ingegerd Johansson; Thorhildur Juliusdottir; Ioanna-Panagiota Kalafati; Leena Kinnunen; Wolfgang Koenig; Ishminder K Kooner; Wolfgang Kratzer; Claudia Lamina; Karin Leander; Nanette R Lee; Peter Lichtner; Lars Lind; Jaana Lindström; Stéphane Lobbens; Mattias Lorentzon; François Mach; Patrik Ke Magnusson; Anubha Mahajan; Wendy L McArdle; Cristina Menni; Sigrun Merger; Evelin Mihailov; Lili Milani; Rebecca Mills; Alireza Moayyeri; Keri L Monda; Simon P Mooijaart; Thomas W Mühleisen; Antonella Mulas; Gabriele Müller; Martina Müller-Nurasyid; Ramaiah Nagaraja; Michael A Nalls; Narisu Narisu; Nicola Glorioso; Ilja M Nolte; Matthias Olden; Nigel W Rayner; Frida Renstrom; Janina S Ried; Neil R Robertson; Lynda M Rose; Serena Sanna; Hubert Scharnagl; Salome Scholtens; Bengt Sennblad; Thomas Seufferlein; Colleen M Sitlani; Albert Vernon Smith; Kathleen Stirrups; Heather M Stringham; Johan Sundström; Morris A Swertz; Amy J Swift; Ann-Christine Syvänen; Bamidele O Tayo; Barbara Thorand; Gudmar Thorleifsson; Andreas Tomaschitz; Chiara Troffa; Floor Va van Oort; Niek Verweij; Judith M Vonk; Lindsay L Waite; Roman Wennauer; Tom Wilsgaard; Mary K Wojczynski; Andrew Wong; Qunyuan Zhang; Jing Hua Zhao; Eoin P Brennan; Murim Choi; Per Eriksson; Lasse Folkersen; Anders Franco-Cereceda; Ali G Gharavi; Åsa K Hedman; Marie-France Hivert; Jinyan Huang; Stavroula Kanoni; Fredrik Karpe; Sarah Keildson; Krzysztof Kiryluk; Liming Liang; Richard P Lifton; Baoshan Ma; Amy J McKnight; Ruth McPherson; Andres Metspalu; Josine L Min; Miriam F Moffatt; Grant W Montgomery; Joanne M Murabito; George Nicholson; Dale R Nyholt; Christian Olsson; John Rb Perry; Eva Reinmaa; Rany M Salem; Niina Sandholm; Eric E Schadt; Robert A Scott; Lisette Stolk; Edgar E Vallejo; Harm-Jan Westra; Krina T Zondervan; Philippe Amouyel; Dominique Arveiler; Stephan Jl Bakker; John Beilby; Richard N Bergman; John Blangero; Morris J Brown; Michel Burnier; Harry Campbell; Aravinda Chakravarti; Peter S Chines; Simone Claudi-Boehm; Francis S Collins; Dana C Crawford; John Danesh; Ulf de Faire; Eco Jc de Geus; Marcus Dörr; Raimund Erbel; Johan G Eriksson; Martin Farrall; Ele Ferrannini; Jean Ferrières; Nita G Forouhi; Terrence Forrester; Oscar H Franco; Ron T Gansevoort; Christian Gieger; Vilmundur Gudnason; Christopher A Haiman; Tamara B Harris; Andrew T Hattersley; Markku Heliövaara; Andrew A Hicks; Aroon D Hingorani; Wolfgang Hoffmann; Albert Hofman; Georg Homuth; Steve E Humphries; Elina Hyppönen; Thomas Illig; Marjo-Riitta Jarvelin; Berit Johansen; Pekka Jousilahti; Antti M Jula; Jaakko Kaprio; Frank Kee; Sirkka M Keinanen-Kiukaanniemi; Jaspal S Kooner; Charles Kooperberg; Peter Kovacs; Aldi T Kraja; Meena Kumari; Kari Kuulasmaa; Johanna Kuusisto; Timo A Lakka; Claudia Langenberg; Loic Le Marchand; Terho Lehtimäki; Valeriya Lyssenko; Satu Männistö; André Marette; Tara C Matise; Colin A McKenzie; Barbara McKnight; Arthur W Musk; Stefan Möhlenkamp; Andrew D Morris; Mari Nelis; Claes Ohlsson; Albertine J Oldehinkel; Ken K Ong; Lyle J Palmer; Brenda W Penninx; Annette Peters; Peter P Pramstaller; Olli T Raitakari; Tuomo Rankinen; D C Rao; Treva K Rice; Paul M Ridker; Marylyn D Ritchie; Igor Rudan; Veikko Salomaa; Nilesh J Samani; Jouko Saramies; Mark A Sarzynski; Peter Eh Schwarz; Alan R Shuldiner; Jan A Staessen; Valgerdur Steinthorsdottir; Ronald P Stolk; Konstantin Strauch; Anke Tönjes; Angelo Tremblay; Elena Tremoli; Marie-Claude Vohl; Uwe Völker; Peter Vollenweider; James F Wilson; Jacqueline C Witteman; Linda S Adair; Murielle Bochud; Bernhard O Boehm; Stefan R Bornstein; Claude Bouchard; Stéphane Cauchi; Mark J Caulfield; John C Chambers; Daniel I Chasman; Richard S Cooper; George Dedoussis; Luigi Ferrucci; Philippe Froguel; Hans-Jörgen Grabe; Anders Hamsten; Jennie Hui; Kristian Hveem; Karl-Heinz Jöckel; Mika Kivimaki; Diana Kuh; Markku Laakso; Yongmei Liu; Winfried März; Patricia B Munroe; Inger Njølstad; Ben A Oostra; Colin Na Palmer; Nancy L Pedersen; Markus Perola; Louis Pérusse; Ulrike Peters; Chris Power; Thomas Quertermous; Rainer Rauramaa; Fernando Rivadeneira; Timo E Saaristo; Danish Saleheen; Juha Sinisalo; P Eline Slagboom; Harold Snieder; Tim D Spector; Kari Stefansson; Michael Stumvoll; Jaakko Tuomilehto; André G Uitterlinden; Matti Uusitupa; Pim van der Harst; Giovanni Veronesi; Mark Walker; Nicholas J Wareham; Hugh Watkins; H-Erich Wichmann; Goncalo R Abecasis; Themistocles L Assimes; Sonja I Berndt; Michael Boehnke; Ingrid B Borecki; Panos Deloukas; Lude Franke; Timothy M Frayling; Leif C Groop; David J Hunter; Robert C Kaplan; Jeffrey R O'Connell; Lu Qi; David Schlessinger; David P Strachan; Unnur Thorsteinsdottir; Cornelia M van Duijn; Cristen J Willer; Peter M Visscher; Jian Yang; Joel N Hirschhorn; M Carola Zillikens; Mark I McCarthy; Elizabeth K Speliotes; Kari E North; Caroline S Fox; Inês Barroso; Paul W Franks; Erik Ingelsson; Iris M Heid; Ruth Jf Loos; L Adrienne Cupples; Andrew P Morris; Cecilia M Lindgren; Karen L Mohlke
Journal:  Nature       Date:  2015-02-12       Impact factor: 49.962

5.  Software Application Profile: PHESANT: a tool for performing automated phenome scans in UK Biobank.

Authors:  Louise A C Millard; Neil M Davies; Tom R Gaunt; George Davey Smith; Kate Tilling
Journal:  Int J Epidemiol       Date:  2017-10-05       Impact factor: 7.196

6.  Adult height, coronary heart disease and stroke: a multi-locus Mendelian randomization meta-analysis.

Authors:  Eveline Nüesch; Caroline Dale; Tom M Palmer; Jon White; Brendan J Keating; Erik Pa van Iperen; Anuj Goel; Sandosh Padmanabhan; Folkert W Asselbergs; W M Verschuren; C Wijmenga; Y T Van der Schouw; N C Onland-Moret; Leslie A Lange; G K Hovingh; Suthesh Sivapalaratnam; Richard W Morris; Peter H Whincup; Goya S Wannamethe; Tom R Gaunt; Shah Ebrahim; Laura Steel; Nikhil Nair; Alexander P Reiner; Charles Kooperberg; James F Wilson; Jennifer L Bolton; Stela McLachlan; Jacqueline F Price; Mark Wj Strachan; Christine M Robertson; Marcus E Kleber; Graciela Delgado; Winfried März; Olle Melander; Anna F Dominiczak; Martin Farrall; Hugh Watkins; Maarten Leusink; Anke H Maitland-van der Zee; Mark Ch de Groot; Frank Dudbridge; Aroon Hingorani; Yoav Ben-Shlomo; Debbie A Lawlor; A Amuzu; M Caufield; A Cavadino; J Cooper; T L Davies; F Drenos; J Engmann; C Finan; C Giambartolomei; R Hardy; S E Humphries; E Hypponen; M Kivimaki; D Kuh; M Kumari; K Ong; V Plagnol; C Power; M Richards; S Shah; T Shah; R Sofat; P J Talmud; N Wareham; H Warren; J C Whittaker; A Wong; D Zabaneh; George Davey Smith; Jonathan C Wells; David A Leon; Michael V Holmes; Juan P Casas
Journal:  Int J Epidemiol       Date:  2016-12-01       Impact factor: 7.196

7.  Variation in PCSK9 and HMGCR and Risk of Cardiovascular Disease and Diabetes.

Authors:  Brian A Ference; Jennifer G Robinson; Robert D Brook; Alberico L Catapano; M John Chapman; David R Neff; Szilard Voros; Robert P Giugliano; George Davey Smith; Sergio Fazio; Marc S Sabatine
Journal:  N Engl J Med       Date:  2016-12-01       Impact factor: 91.245

8.  Tobacco smoking leads to extensive genome-wide changes in DNA methylation.

Authors:  Sonja Zeilinger; Brigitte Kühnel; Norman Klopp; Hansjörg Baurecht; Anja Kleinschmidt; Christian Gieger; Stephan Weidinger; Eva Lattka; Jerzy Adamski; Annette Peters; Konstantin Strauch; Melanie Waldenberger; Thomas Illig
Journal:  PLoS One       Date:  2013-05-17       Impact factor: 3.240

9.  Parental height in relation to offspring coronary heart disease: examining transgenerational influences on health using the west of Scotland Midspan Family Study.

Authors:  Linsay Gray; George Davey Smith; Alex McConnachie; Graham C M Watt; Carole L Hart; Mark N Upton; Peter W Macfarlane; G David Batty
Journal:  Int J Epidemiol       Date:  2012-10-19       Impact factor: 7.196

10.  Consistent Estimation in Mendelian Randomization with Some Invalid Instruments Using a Weighted Median Estimator.

Authors:  Jack Bowden; George Davey Smith; Philip C Haycock; Stephen Burgess
Journal:  Genet Epidemiol       Date:  2016-04-07       Impact factor: 2.135

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  27 in total

1.  Search for multiple myeloma risk factors using Mendelian randomization.

Authors:  Molly Went; Alex J Cornish; Philip J Law; Ben Kinnersley; Mark van Duin; Niels Weinhold; Asta Försti; Markus Hansson; Pieter Sonneveld; Hartmut Goldschmidt; Gareth J Morgan; Kari Hemminki; Björn Nilsson; Martin Kaiser; Richard S Houlston
Journal:  Blood Adv       Date:  2020-05-26

2.  Alcohol consumption and lung cancer risk: A pooled analysis from the International Lung Cancer Consortium and the SYNERGY study.

Authors:  Darren R Brenner; Gord Fehringer; Zuo-Feng Zhang; Yuan-Chin Amy Lee; Travis Meyers; Keitaro Matsuo; Hidemi Ito; Paolo Vineis; Isabelle Stucker; Paolo Boffetta; Paul Brennan; David C Christiani; Nancy Diao; Yun-Chul Hong; Maria T Landi; Hal Morgenstern; Ann G Schwartz; Gad Rennert; Walid Saliba; John R McLaughlin; Curtis C Harris; Irene Orlow; Juan M Barros Dios; Alberto Ruano Raviña; Jack Siemiatycki; Anita Koushik; Michele Cote; Philip Lazarus; Guillermo Fernandez-Tardon; Adonina Tardon; Loïc Le Marchand; Hermann Brenner; Kai-Uwe Saum; Eric J Duell; Angeline S Andrew; Dario Consonni; Ann Olsson; Rayjean J Hung; Kurt Straif
Journal:  Cancer Epidemiol       Date:  2018-11-13       Impact factor: 2.984

3.  Genetically predicted physical activity is associated with lower serum urate concentrations.

Authors:  Ying Guan; Jiahe Wei; Lifeng Meng; Yasong Li; Tianle Wang; Dingwan Chen; Qilin Qian
Journal:  Genes Genomics       Date:  2022-05-27       Impact factor: 2.164

Review 4.  Review of Mendelian Randomization Studies on Endometrial Cancer.

Authors:  Jian-Zeng Guo; Qi-Jun Wu; Fang-Hua Liu; Chang Gao; Ting-Ting Gong; Gang Li
Journal:  Front Endocrinol (Lausanne)       Date:  2022-05-09       Impact factor: 6.055

5.  Association Between Genetically Proxied Inhibition of HMG-CoA Reductase and Epithelial Ovarian Cancer.

Authors:  James Yarmolinsky; Caroline J Bull; Emma E Vincent; Jamie Robinson; Axel Walther; George Davey Smith; Sarah J Lewis; Caroline L Relton; Richard M Martin
Journal:  JAMA       Date:  2020-02-18       Impact factor: 56.272

6.  Circulating lipids and glioma risk: results from the UK Biobank, Nurses' Health Study, and Health Professionals Follow-Up Study.

Authors:  David J Cote; Stephanie A Smith-Warner; Jordan H Creed; Jeremy Furtado; Travis Gerke; Molin Wang; Youngchul Kim; Meir J Stampfer; Kathleen M Egan
Journal:  Cancer Causes Control       Date:  2021-01-23       Impact factor: 2.506

7.  Genetically proxied therapeutic inhibition of antihypertensive drug targets and risk of common cancers: A mendelian randomization analysis.

Authors:  James Yarmolinsky; Virginia Díez-Obrero; Tom G Richardson; Marie Pigeyre; Jennifer Sjaarda; Guillaume Paré; Venexia M Walker; Emma E Vincent; Vanessa Y Tan; Mireia Obón-Santacana; Demetrius Albanes; Jochen Hampe; Andrea Gsur; Heather Hampel; Rish K Pai; Mark Jenkins; Steven Gallinger; Graham Casey; Wei Zheng; Christopher I Amos; George Davey Smith; Richard M Martin; Victor Moreno
Journal:  PLoS Med       Date:  2022-02-03       Impact factor: 11.069

8.  Mendelian randomisation analysis of circulating adipokines and C-reactive protein on breast cancer risk.

Authors:  Timothy Robinson; Richard M Martin; James Yarmolinsky
Journal:  Int J Cancer       Date:  2020-03-13       Impact factor: 7.396

Review 9.  Use of Mendelian Randomization for Identifying Risk Factors for Brain Tumors.

Authors:  Amy Elizabeth Howell; Jie Zheng; Philip C Haycock; Alexandra McAleenan; Caroline Relton; Richard M Martin; Kathreena M Kurian
Journal:  Front Genet       Date:  2018-11-12       Impact factor: 4.599

10.  Mendelian randomization does not support serum calcium in prostate cancer risk.

Authors:  James Yarmolinsky; Katie Berryman; Ryan Langdon; Carolina Bonilla; George Davey Smith; Richard M Martin; Sarah J Lewis
Journal:  Cancer Causes Control       Date:  2018-10-10       Impact factor: 2.506

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