Pengfei Zhu1,2, William G Herrington3,2,4, Richard Haynes1,2,4, Jonathan Emberson1,2,5, Martin J Landray1,2,5,6,7, Cathie L M Sudlow8, Mark Woodward9,10,11, Colin Baigent1,2, Sarah Lewington2, Natalie Staplin1,2,5. 1. Medical Research Council Population Health Research Unit at the University of Oxford, Nuffield Department of Population Health, Oxford, United Kingdom. 2. Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, United Kingdom. 3. Medical Research Council Population Health Research Unit at the University of Oxford, Nuffield Department of Population Health, Oxford, United Kingdom will.herrington@ndph.ox.ac.uk. 4. Oxford Kidney Unit, Churchill Hospital, Oxford, United Kingdom. 5. Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, United Kingdom. 6. Health Data Research UK, University of Oxford, Oxford, United Kingdom. 7. National Institute for Health Research Oxford Biomedical Research Centre, University of Oxford, Oxford, United Kingdom. 8. Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, United Kingdom. 9. The George Institute for Global Health, Faculty of Medicine, University of New South Wales, Sydney, Australia. 10. The George Institute for Global Health, Nuffield Department of Women's and Reproductive Health, University of Oxford, Oxford, United Kingdom. 11. Welch Center for Prevention, Epidemiology and Clinical Research, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland.
Abstract
BACKGROUND: The size of any causal contribution of central and general adiposity to CKD risk and the underlying mechanism of mediation are unknown. METHODS: Data from 281,228 UK Biobank participants were used to estimate the relevance of waist-to-hip ratio and body mass index (BMI) to CKD prevalence. Conventional approaches used logistic regression. Genetic analyses used Mendelian randomization (MR) and data from 394 waist-to-hip ratio and 773 BMI-associated loci. Models assessed the role of known mediators (diabetes mellitus and BP) by adjusting for measured values (conventional analyses) or genetic associations of the selected loci (multivariable MR). RESULTS: Evidence of CKD was found in 18,034 (6.4%) participants. Each 0.06 higher measured waist-to-hip ratio and each 5-kg/m2 increase in BMI were associated with 69% (odds ratio, 1.69; 95% CI, 1.64 to 1.74) and 58% (1.58; 1.55 to 1.62) higher odds of CKD, respectively. In analogous MR analyses, each 0.06-genetically-predicted higher waist-to-hip ratio was associated with a 29% (1.29; 1.20 to 1.38) increased odds of CKD, and each 5-kg/m2 genetically-predicted higher BMI was associated with a 49% (1.49; 1.39 to 1.59) increased odds. After adjusting for diabetes and measured BP, chi-squared values for associations for waist-to-hip ratio and BMI fell by 56%. In contrast, mediator adjustment using multivariable MR found 83% and 69% reductions in chi-squared values for genetically-predicted waist-to-hip ratio and BMI models, respectively. CONCLUSIONS: Genetic analyses suggest that conventional associations between central and general adiposity with CKD are largely causal. However, conventional approaches underestimate mediating roles of diabetes, BP, and their correlates. Genetic approaches suggest these mediators explain most of adiposity-CKD-associated risk.
BACKGROUND: The size of any causal contribution of central and general adiposity to CKD risk and the underlying mechanism of mediation are unknown. METHODS: Data from 281,228 UK Biobank participants were used to estimate the relevance of waist-to-hip ratio and body mass index (BMI) to CKD prevalence. Conventional approaches used logistic regression. Genetic analyses used Mendelian randomization (MR) and data from 394 waist-to-hip ratio and 773 BMI-associated loci. Models assessed the role of known mediators (diabetes mellitus and BP) by adjusting for measured values (conventional analyses) or genetic associations of the selected loci (multivariable MR). RESULTS: Evidence of CKD was found in 18,034 (6.4%) participants. Each 0.06 higher measured waist-to-hip ratio and each 5-kg/m2 increase in BMI were associated with 69% (odds ratio, 1.69; 95% CI, 1.64 to 1.74) and 58% (1.58; 1.55 to 1.62) higher odds of CKD, respectively. In analogous MR analyses, each 0.06-genetically-predicted higher waist-to-hip ratio was associated with a 29% (1.29; 1.20 to 1.38) increased odds of CKD, and each 5-kg/m2 genetically-predicted higher BMI was associated with a 49% (1.49; 1.39 to 1.59) increased odds. After adjusting for diabetes and measured BP, chi-squared values for associations for waist-to-hip ratio and BMI fell by 56%. In contrast, mediator adjustment using multivariable MR found 83% and 69% reductions in chi-squared values for genetically-predicted waist-to-hip ratio and BMI models, respectively. CONCLUSIONS: Genetic analyses suggest that conventional associations between central and general adiposity with CKD are largely causal. However, conventional approaches underestimate mediating roles of diabetes, BP, and their correlates. Genetic approaches suggest these mediators explain most of adiposity-CKD-associated risk.
Authors: Yi-An Ko; Huiguang Yi; Chengxiang Qiu; Shizheng Huang; Jihwan Park; Nora Ledo; Anna Köttgen; Hongzhe Li; Daniel J Rader; Michael A Pack; Christopher D Brown; Katalin Susztak Journal: Am J Hum Genet Date: 2017-06-01 Impact factor: 11.025
Authors: Robert Clarke; Jonathan R Emberson; Elizabeth Breeze; Juan P Casas; Sarah Parish; Aroon D Hingorani; Astrid Fletcher; Rory Collins; Liam Smeeth Journal: Eur Heart J Date: 2008-02-25 Impact factor: 29.983
Authors: Cathie Sudlow; John Gallacher; Naomi Allen; Valerie Beral; Paul Burton; John Danesh; Paul Downey; Paul Elliott; Jane Green; Martin Landray; Bette Liu; Paul Matthews; Giok Ong; Jill Pell; Alan Silman; Alan Young; Tim Sprosen; Tim Peakman; Rory Collins Journal: PLoS Med Date: 2015-03-31 Impact factor: 11.069
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
Authors: Marion M Mafham; Natalie Staplin; Jonathan Emberson; Richard Haynes; William Herrington; Christina Reith; Christoph Wanner; Robert Walker; Alan Cass; Adeera Levin; Bengt Fellström; Lixin Jiang; Hallvard Holdaas; Bertram Kasiske; David C Wheeler; Martin J Landray; Colin Baigent Journal: Nephrol Dial Transplant Date: 2018-02-01 Impact factor: 5.992
Authors: Clare Bycroft; Colin Freeman; Desislava Petkova; Gavin Band; Lloyd T Elliott; Kevin Sharp; Allan Motyer; Damjan Vukcevic; Olivier Delaneau; Jared O'Connell; Adrian Cortes; Samantha Welsh; Alan Young; Mark Effingham; Gil McVean; Stephen Leslie; Naomi Allen; Peter Donnelly; Jonathan Marchini Journal: Nature Date: 2018-10-10 Impact factor: 49.962
Authors: Josef Fritz; Wolfgang Brozek; Hans Concin; Gabriele Nagel; Julia Kerschbaum; Karl Lhotta; Hanno Ulmer; Emanuel Zitt Journal: J Am Soc Nephrol Date: 2022-05-02 Impact factor: 14.978
Authors: Helen L MacLaughlin; Mindy Pike; Nicholas M Selby; Edward Siew; Vernon M Chinchilli; Andrew Guide; Thomas G Stewart; Jonathan Himmelfarb; Alan S Go; Chirag R Parikh; Nasrollah Ghahramani; James Kaufman; T Alp Ikizler; Cassianne Robinson-Cohen Journal: BMC Nephrol Date: 2021-05-28 Impact factor: 2.585