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Protein-altering variants associated with body mass index implicate pathways that control energy intake and expenditure in obesity

Authors
Valérie Turcot,Yingchang Lu
Heather Highland,Claudia Schurmann,Anne Justice,Rebecca Fine,Jonathan Bradfield,Tõnu Esko,Ayush Giri,Mariaelisa Graff,Xiuqing Guo,Audrey Hendricks,Tugce Karaderi,Adelheid Lempradl,Adam Locke,Anubha Mahajan,Eirini Marouli,Suthesh Sivapalaratnam,Kristin Young,Tamuno Alfred,Mary Feitosa,Nicholas Masca,Alisa Manning,Carolina Medina-Gómez,Poorva Mudgal,Maggie Ng,Alex Reiner,Sailaja Vedantam,Sara Willems,Thomas Winkler,Gonçalo Abecasis,Katja Aben,Dewan Alam,Sameer Alharthi,Matthew Allison,Philippe Amouyel,Folkert Asselbergs,Paul Auer,Beverley Balkau,Lia Bang,Inês Barroso,Lisa Bastarache,Marianne Benn,Sven Bergmann,Lawrence Bielak,Matthias Blüher,Michael Boehnke,Heiner Boeing,Eric Boerwinkle,Carsten Böger,Jette Bork‐Jensen,Michiel Bots,Erwin Böttinger,Donald Bowden,Ivan Brandslund,Gerome Breen,Murray Brilliant,Linda Broer,Marco Brumat,Amber Burt,Adam Butterworth,Peter Campbell,Stefania Cappellani,David Carey,Eulalia Catamo,Mark Caulfield,John Chambers,Daniel Chasman,Yii‐Der Chen,Rajiv Chowdhury,Cramer Christensen,Audrey Chu,Massimiliano Cocca,Francis Collins,James Cook,Janie Corley,Jordi Galbany,Amanda Cox,David Crosslin,Gabriel Cuéllar-Partida,Angela D’Eustacchio,John Danesh,Gail Davies,Paul Bakker,Mark Groot,Renée Mutsert,Ian Deary,George Dedoussis,Ellen Demerath,Martin Heijer,Anneke Hollander,Hester Ruijter,Joe Dennis,Joshua Denny,Emanuele Angelantonio,Fotios Drenos,Mengmeng Du,Marie‐Pierre Dubé,Alison Dunning,Douglas Easton,Todd Edwards,David Ellinghaus,Patrick Ellinor,Paul Elliott,Εvangelos Εvangelou,Aliki‐Eleni Farmaki,I. Farooqi,Jessica Faul,Sascha Fauser,Shuang Feng,Ele Ferrannini,Jean Ferrières,José Florez,Ian Ford,Myriam Fornage,Oscar Franco,André Franke,Paul Franks,Nele Friedrich,Ruth Frikke‐Schmidt,Tessel Galesloot,Wei Gan,Ilaria Gandin,Paolo Gasparini,Jane Gibson,Vilmantas Giedraitis,Anette Gjesing,Penny Gordon‐Larsen,Mathias Gorski,Hans Grabe,Struan Grant,Niels Grarup,Helen Griffiths,Megan Grove,Vilmundur Guðnason,Stefan Gustafsson,Jeff Haessler,Hákon Hákonarson,Anke Hammerschlag,Torben Hansen,Kathleen Harris,Tamara Harris,Andrew Hattersley,Christian Have,Caroline Hayward,Liang He,Nancy Heard‐Costa,Andrew Heath,Iris Heid,Øyvind Helgeland,Jussi Hernesniemi,Alex Hewitt,Oddgeir Holmen,G. Hovingh,Joanna Howson,Yao Hu,Paul Huang,Jennifer Huffman,M. Ikram,Erik Ingelsson,Anne Jackson,Jan‐Håkan Jansson,Gail Jarvik,Gorm Jensen,Yucheng Jia,Stefan Johansson,Marit Jørgensen,Torben Jørgensen,J. Jukema,Bratati Kahali,René Kahn,Mika Kähönen,Pia Kamstrup,Stavroula Kanoni,Jaakko Kaprio,Maria Karaleftheri,Sharon Kardia,Fredrik Karpe,Sekar Kathiresan,Frank Kee,Lambertus Kiemeney,Eric Kim,Hidetoshi Kitajima,Pirjo Komulainen,Jaspal Kooner,Charles Kooperberg,Tellervo Korhonen,Péter Kovács,Helena Kuivaniemi,Zoltán Kutalik,Kari Kuulasmaa,Johanna Kuusisto,Markku Laakso,Timo Lakka,David Lamparter,Ethan Lange,Leslie Lange,Claudia Langenberg,Eric Larson,Sang Lee,Terho Lehtimäki,Cora Lewis,Huaixing Li,Jin Li,Ruifang Li‐Gao,Honghuang Lin,Keng‐Hung Lin,Li‐An Lin,Lin Xu,Lars Lind,Jaana Lindström,Allan Linneberg,Yongmei Liu,Dajiang Liu,Ken Lo,Artitaya Lophatananon,Andrew Lotery,Anu Loukola,Jian'an Luan,Steven Lubitz,Leo‐Pekka Lyytikäinen,Satu Männistö,Gaëlle Marenne,Angela Mazul,Mark McCarthy,Roberta McKean‐Cowdin,Sarah Medland,Karina Meidtner,Lili Milani,Vanisha Mistry,Paul Mitchell,Karen Mohlke,Leena Moilanen,Marie Moitry,Grant Montgomery,Dennis Mook‐Kanamori,Carmel Moore,Trevor Mori,Andrew Morris,Martina Müller‐Nurasyid,Patricia Munroe,Mike Nalls,Narisu Narisu,Christopher Nelson,Matt Neville,Sune Nielsen,Kjell Nikus,Pål Njølstad,Børge Nordestgaard,Dale Nyholt,Jeffrey O’Connel,Michelle O’Donoghue,Loes Loohuis,Roel Ophoff,Katharine Owen,Chris Packard,Sandosh Padmanabhan,Nicholette Palmer,Gerard Pasterkamp,Aniruddh Patel,Alison Pattie,Oluf Pedersen,Peggy Peissig,Gina Peloso,Craig Pennell,Markus Perola,James Perry,John Perry,Tune Pers,Thomas Person,Annette Peters,Patricia Peyser,Ailith Pirie,Ozren Polašek,Tinca Polderman,Hannu Puolijoki,Olli Raitakari,Asif Rasheed,Rainer Rauramaa,Dermot Reilly,Frida Renström,Myriam Rheinberger,Paul Ridker,John Rioux,Manuel Rivas,David Roberts,Neil Robertson,Antonietta Robino,Olov Rolandsson,Igor Rudan,Katherine Ruth,Danish Saleheen,Veikko Salomaa,Nilesh Samani,Yadav Sapkota,Naveed Sattar,Robert Schoen,Pamela Schreiner,Matthias Schulze,Robert Scott,Marcelo Segura-Lepe,Svati Shah,Wayne Sheu,Xueling Sim,Andrew Slater,Kerrin Small,Albert Smith,Lorraine Southam,Timothy Spector,Elizabeth Speliotes,John Starr,Kāri Stefánsson,Valgerður Steinthórsdóttir,Kathleen Stirrups,Konstantin Strauch,Heather Stringham,Michael Stümvoll,Liang Sun,Praveen Surendran,Amy Swift,Hayato Tada,Katherine Tansey,Jean‐Claude Tardif,Kent Taylor,Alexander Teumer,Deborah Thompson,Guðmar Þorleifsson,Unnur Þorsteinsdóttir,Betina Thuesen,Anke Tönjes,Gerard Tromp,Stella Trompet,Emmanouil Tsafantakis,Jaakko Tuomilehto,Anne Tybjærg‐Hansen,Jonathan Tyrer,Rudolf Uher,André Uitterlinden,Matti Uusitupa,Sander Laan,Cornelia Duijn,Nienke Leeuwen,Jessica Setten,Mauno Vanhala,Anette Varbo,Tibor Varga,Rohit Varma,Digna Edwards,Sita Vermeulen,Giovanni Veronesi,Henrik Vestergaard,Véronique Vitart,Thomas Vogt,Uwe Völker,Dragana Vuckovic,Lynne Wagenknecht,Mark Walker,Lars Wallentin,Feijie Wang,Carol Wang,Shuai Wang,Yiqin Wang,Erin Ware,Nicholas Wareham,Helen Warren,Dawn Waterworth,Jennifer Wessel,Harvey White,Cristen Willer,James Wilson,Daniel Witte,Andrew Wood,Zhenhua Wu,Hanieh Yaghootkar,Jie Yao,Pang Yao,Laura Yerges-Armstrong,Robin Young,Eleftheria Zeggini,Xiaowei Zhan,Weihua Zhang,Wei Zhao,Wei Zhou,Krina Zondervan,Jerome Rotter,J. Pospisilik,Fernando Rivadeneira,Ingrid Borecki,Panos Deloukas,Timothy Frayling,Guillaume Lettre,Kari North,Cecilia Lindgren,Joel Hirschhorn,Ruth Loos
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,Alexander Reiner
Published
Dec 19, 2017
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Abstract

Genome-wide association studies (GWAS) have identified >250 loci for body mass index (BMI), implicating pathways related to neuronal biology. Most GWAS loci represent clusters of common, noncoding variants from which pinpointing causal genes remains challenging. Here we combined data from 718,734 individuals to discover rare and low-frequency (minor allele frequency (MAF) < 5%) coding variants associated with BMI. We identified 14 coding variants in 13 genes, of which 8 variants were in genes (ZBTB7B, ACHE, RAPGEF3, RAB21, ZFHX3, ENTPD6, ZFR2 and ZNF169) newly implicated in human obesity, 2 variants were in genes (MC4R and KSR2) previously observed to be mutated in extreme obesity and 2 variants were in GIPR. The effect sizes of rare variants are ~10 times larger than those of common variants, with the largest effect observed in carriers of an MC4R mutation introducing a stop codon (p.Tyr35Ter, MAF = 0.01%), who weighed ~7 kg more than non-carriers. Pathway analyses based on the variants associated with BMI confirm enrichment of neuronal genes and provide new evidence for adipocyte and energy expenditure biology, widening the potential of genetically supported therapeutic targets in obesity. Exome-wide analysis identifies rare and low-frequency coding variants associated with body mass index. Gene-based meta-analysis and functional studies implicate 13 genes, eight of which are novel, and neuronal pathways as factors in human obesity.

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