Literature DB >> 21153618

Mendelian randomisation: a tool for assessing causality in observational epidemiology.

Nuala A Sheehan1, Sha Meng, Vanessa Didelez.   

Abstract

Detection and assessment of the effect of a modifiable risk factor on a disease with view to informing public health intervention policies are of fundamental concern in aetiological epidemiology. In order to have solid evidence that such a public health intervention has the desired effect, it is necessary to ascertain that an observed association or correlation between a risk factor and a disease means that the risk factor is causal for the disease. Inferring causality from observational data is difficult, typically due to confounding by social, behavioural, or physiological factors which are difficult to control for and particularly difficult to measure accurately. A possible approach to inferring causality when confounding is believed to be present but unobservable, as it may not even be fully understood, is based on the method of instrumental variables and is known under the name of Mendelian randomisation if the instrument is a genetic variant. While testing for the presence of a causal effect using this method is generally straightforward, point estimates of such an effect are only obtainable under additional parametric assumptions. This chapter introduces the concept and illustrates the method and its assumptions with simple real-life examples. It concludes with a brief discussion on pitfalls and limitations.

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Year:  2011        PMID: 21153618     DOI: 10.1007/978-1-60327-416-6_12

Source DB:  PubMed          Journal:  Methods Mol Biol        ISSN: 1064-3745


  9 in total

Review 1.  Mendelian Randomization as an Approach to Assess Causality Using Observational Data.

Authors:  Peggy Sekula; Fabiola Del Greco M; Cristian Pattaro; Anna Köttgen
Journal:  J Am Soc Nephrol       Date:  2016-08-02       Impact factor: 10.121

2.  Credible Mendelian randomization studies: approaches for evaluating the instrumental variable assumptions.

Authors:  M Maria Glymour; Eric J Tchetgen Tchetgen; James M Robins
Journal:  Am J Epidemiol       Date:  2012-01-12       Impact factor: 4.897

3.  Plasma sRAGE Acts as a Genetically Regulated Causal Intermediate in Sepsis-associated Acute Respiratory Distress Syndrome.

Authors:  Tiffanie K Jones; Rui Feng; V Eric Kerchberger; John P Reilly; Brian J Anderson; Michael G S Shashaty; Fan Wang; Thomas G Dunn; Thomas R Riley; Jason Abbott; Caroline A G Ittner; David C Christiani; Carmen Mikacenic; Mark M Wurfel; Lorraine B Ware; Carolyn S Calfee; Michael A Matthay; Jason D Christie; Nuala J Meyer
Journal:  Am J Respir Crit Care Med       Date:  2020-01-01       Impact factor: 21.405

4.  Mendelian randomization analysis associates increased serum urate, due to genetic variation in uric acid transporters, with improved renal function.

Authors:  Kim Hughes; Tanya Flynn; Janak de Zoysa; Nicola Dalbeth; Tony R Merriman
Journal:  Kidney Int       Date:  2013-09-18       Impact factor: 10.612

5.  The role of adiposity in cardiometabolic traits: a Mendelian randomization analysis.

Authors:  Tove Fall; Sara Hägg; Reedik Mägi; Alexander Ploner; Krista Fischer; Momoko Horikoshi; Antti-Pekka Sarin; Gudmar Thorleifsson; Claes Ladenvall; Mart Kals; Maris Kuningas; Harmen H M Draisma; Janina S Ried; Natalie R van Zuydam; Ville Huikari; Massimo Mangino; Emily Sonestedt; Beben Benyamin; Christopher P Nelson; Natalia V Rivera; Kati Kristiansson; Huei-Yi Shen; Aki S Havulinna; Abbas Dehghan; Louise A Donnelly; Marika Kaakinen; Marja-Liisa Nuotio; Neil Robertson; Renée F A G de Bruijn; M Arfan Ikram; Najaf Amin; Anthony J Balmforth; Peter S Braund; Alexander S F Doney; Angela Döring; Paul Elliott; Tõnu Esko; Oscar H Franco; Solveig Gretarsdottir; Anna-Liisa Hartikainen; Kauko Heikkilä; Karl-Heinz Herzig; Hilma Holm; Jouke Jan Hottenga; Elina Hyppönen; Thomas Illig; Aaron Isaacs; Bo Isomaa; Lennart C Karssen; Johannes Kettunen; Wolfgang Koenig; Kari Kuulasmaa; Tiina Laatikainen; Jaana Laitinen; Cecilia Lindgren; Valeriya Lyssenko; Esa Läärä; Nigel W Rayner; Satu Männistö; Anneli Pouta; Wolfgang Rathmann; Fernando Rivadeneira; Aimo Ruokonen; Markku J Savolainen; Eric J G Sijbrands; Kerrin S Small; Jan H Smit; Valgerdur Steinthorsdottir; Ann-Christine Syvänen; Anja Taanila; Martin D Tobin; Andre G Uitterlinden; Sara M Willems; Gonneke Willemsen; Jacqueline Witteman; Markus Perola; Alun Evans; Jean Ferrières; Jarmo Virtamo; Frank Kee; David-Alexandre Tregouet; Dominique Arveiler; Philippe Amouyel; Marco M Ferrario; Paolo Brambilla; Alistair S Hall; Andrew C Heath; Pamela A F Madden; Nicholas G Martin; Grant W Montgomery; John B Whitfield; Antti Jula; Paul Knekt; Ben Oostra; Cornelia M van Duijn; Brenda W J H Penninx; George Davey Smith; Jaakko Kaprio; Nilesh J Samani; Christian Gieger; Annette Peters; H Erich Wichmann; Dorret I Boomsma; Eco J C de Geus; TiinaMaija Tuomi; Chris Power; Christopher J Hammond; Tim D Spector; Lars Lind; Marju Orho-Melander; Colin Neil Alexander Palmer; Andrew D Morris; Leif Groop; Marjo-Riitta Järvelin; Veikko Salomaa; Erkki Vartiainen; Albert Hofman; Samuli Ripatti; Andres Metspalu; Unnur Thorsteinsdottir; Kari Stefansson; Nancy L Pedersen; Mark I McCarthy; Erik Ingelsson; Inga Prokopenko
Journal:  PLoS Med       Date:  2013-06-25       Impact factor: 11.069

6.  The individualistic fallacy, ecological studies and instrumental variables: a causal interpretation.

Authors:  Tom Loney; Nico J Nagelkerke
Journal:  Emerg Themes Epidemiol       Date:  2014-11-19

7.  Epidemiology, genetic epidemiology and Mendelian randomisation: more need than ever to attend to detail.

Authors:  Nuala A Sheehan; Vanessa Didelez
Journal:  Hum Genet       Date:  2019-05-27       Impact factor: 4.132

Review 8.  Mind wandering perspective on attention-deficit/hyperactivity disorder.

Authors:  Natali S Bozhilova; Giorgia Michelini; Jonna Kuntsi; Philip Asherson
Journal:  Neurosci Biobehav Rev       Date:  2018-07-20       Impact factor: 8.989

9.  LDL-C plays a causal role on T2DM: a Mendelian randomization analysis.

Authors:  Wenbin Pan; Weiju Sun; Shuo Yang; He Zhuang; Huijie Jiang; Hong Ju; Donghua Wang; Ying Han
Journal:  Aging (Albany NY)       Date:  2020-02-10       Impact factor: 5.682

  9 in total

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