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Integrative functional genomic analysis of human brain development and neuropsychiatric risks

Authors
Mingfeng Li,Gabriel Santpere
Yuka Kawasawa,Oleg Evgrafov,Forrest Gulden,Sirisha Pochareddy,Susan Sunkin,Zhen Li,Yurae Shin,Ying Zhu,André Sousa,Donna Werling,Robert Kitchen,Hyo Kang,Mihovil Pletikos,Jinmyung Choi,Sydney Muchnik,Xuming Xu,Daifeng Wang,Belén Lorente-Galdós,Shuang Liu,Paola Giusti‐Rodríguez,Hyejung Won,Christiaan Leeuw,Antonio Pardiñas,Ming Hu,Fulai Jin,Yun Li,Michael Owen,Michael O’Donovan,James Walters,Daniëlle Posthuma,Mark Reimers,Pat Levitt,Daniel Weinberger,Thomas Hyde,Joel Kleinman,Daniel Geschwind,Michael Hawrylycz,Matthew State,Stephan Sanders,Patrick Sullivan,Mark Gerstein,Ed Lein,James Knowles,Nenad Šestan,A. Willsey,Aaron Oldre,Aaron Szafer,Adrian Camarena,Adriana Cherskov,Alexander Charney,Alexej Abyzov,Alexey Kozlenkov,Alexias Safi,Allan Jones,Allison Ashley‐Koch,Amanda Ebbert,Amanda Price,Amanda Sekijima,Amira Kefi,Amy Bernard,Anahita Amiri,Andrea Sboner,Andrew Clark,Andrew Jaffe,Andrew Tebbenkamp,Andy Sodt,Angie Guillozet‐Bongaarts,Angus Nairn,Anita Carey,Anita Hüttner,Ann Chervenak,Anna Szekely,Annie Shieh,Arif Harmanci,Barbara Lipska,Becky Carlyle,Ben Gregor,Bibi Kassim,Brooke Sheppard,Candace Bichsel,Chang-Gyu Hahn,Chae-Young Lee,Chao Chen,Chihchau Kuan,Chinh Dang,Chris Lau,Christine Cuhaciyan,Christoper Armoskus,Christopher Mason,Chunyu Liu,Cliff Slaughterbeck,Crissa Bennet,Dalila Pinto,Damon Polioudakis,Daniel Franjic,Daniel Miller,Darren Bertagnolli,David Lewis,David Feng,David Sandman,Declan Clarke,Derric Williams,Diane Valle,Dominic Fitzgerald,Elaine Shen,Elie Flatow,Elizabeth Zharovsky,Emily Burke,Eric Olson,Erich Fulfs,Eugenio Mattei,Evi Hadjimichael,Ewa Deelman,Fábio Navarro,Feinan Wu,Felix Lee,Feng Cheng,Fernando Goes,Flora Vaccarino,Fuchen Liu,Gabriel Hoffman,Gamze Gürsoy,Garrett Gee,Gaurang Mehta,Gianfilippo Coppola,Gina Giase,Goran Sedmak,Graham Johnson,Gregory Wray,Gregory Crawford,Guangyu Gu,Harm Bakel,Heather Witt,Hee-Jae Yoon,Henry Pratt,Hongyu Zhao,Ian Glass,Jack Huey,James Arnold,James Noonan,Jaroslav Bendl,Jayson Jochim,Jeff Goldy,Jennifer Herstein,Jennifer Wiseman,Jeremy Miller,Jessica Mariani,Jessica Stoll,J. Moore,Jin Szatkiewicz,Jing Leng,Jing Zhang,Jody Parente,Joel Rozowsky,John Fullard,John Hohmann,John Morris,John Phillips,Jonathan Warrell,Joo Shin,Joon‐Yong An,Judson Belmont,Julie Nyhus,Julie Pendergraft,Julien Bryois,Kathryn Roll,Kay Grennan,Kaylynn Aiona,Kevin White,Kimberly Aldinger,Kimberly Smith,Kiran Girdhar,Kristina Brouner,Lara Mangravite,Leanne Brown,Leonardo Collado‐Torres,Lijun Cheng,Lindsey Gourley,Lingyun Song,Luis Torre-Ubieta,Lukas Habegger,Lydia Ng,Mads Hauberg,Marco Onorati,Maree Webster,Marija Kundaković,Mario Škarica,Matthew Johnson,Maxine Chen,Melanie Garrett,Melanie Sarreal,Melissa Reding,Mengting Gu,Mette Peters,Michael Fisher,Michael Gandal,Michael Purcaro,Michael Smith,Miguel Brown,Mikihito Shibata,Mimi Brown,Min Xu,Mo Yang,Mohana Ray,Nadiya Shapovalova,Nancy Francoeur,Nathan Sjoquist,Naveed Mastan,Navjot Kaur,Neelroop Parikshak,Nerick Mosqueda,Nhan-Kiet Ngo,Nick Dee,Nikolay Ivanov,Olivia Devillers,Panos Roussos,Patrick Parker,Paul Manser,Paul Wohnoutka,Peggy Farnham,Peter Zandi,Prashant Emani,Rachel Dalley,Rajiv Mayani,Ran Tao,Reaghan Gittin,Richard Straub,Richard Lifton,Rivka Jacobov,Robert Howard,Royce Park,Rujia Dai,Sandra Abramowicz,Schahram Akbarian,Shannon Schreiner,Shaojie Ma,Sheana Parry,Howard Hochster,Sherman Weissman,Shiella Caldejon,Shrikant Mane,Song‐Lin Ding,Soraya Scuderi,Stella Dracheva,Stephanie Butler,Steven Lisgo,Suhn Rhie,Susan Lindsay,Suvro Datta,Tade Souaiaia,Tanmoy Roychowdhury,Teresa Gómez,Theresa Naluai-Cecchini,Thomas Beach,Thomas Goodman,Tianliuyun Gao,Tim Dolbeare,Tim Fliss,Timothy Reddy,Ting Chen,Tonya Brunetti,Tracy Lemon,Tsega Desta,Tyler Borrman,Vahram Haroutunian,Valeria Spitsyna,Vivek Swarup,Xu Shi,Yan Jiang,Yan Xia,Yang-Ho Chen,Yi Jiang,Yongjun Wang,Younbyoung Chae,Yucheng Yang,Yunjung Kim,Zack Riley,Željka Krsnik,Zemin Deng,Zhiping Weng,Zhixiang Lin
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,Zhuo Li
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Dec 14, 2018
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Abstract

INTRODUCTION The brain is responsible for cognition, behavior, and much of what makes us uniquely human. The development of the brain is a highly complex process, and this process is reliant on precise regulation of molecular and cellular events grounded in the spatiotemporal regulation of the transcriptome. Disruption of this regulation can lead to neuropsychiatric disorders. RATIONALE The regulatory, epigenomic, and transcriptomic features of the human brain have not been comprehensively compiled across time, regions, or cell types. Understanding the etiology of neuropsychiatric disorders requires knowledge not just of endpoint differences between healthy and diseased brains but also of the developmental and cellular contexts in which these differences arise. Moreover, an emerging body of research indicates that many aspects of the development and physiology of the human brain are not well recapitulated in model organisms, and therefore it is necessary that neuropsychiatric disorders be understood in the broader context of the developing and adult human brain. RESULTS Here we describe the generation and analysis of a variety of genomic data modalities at the tissue and single-cell levels, including transcriptome, DNA methylation, and histone modifications across multiple brain regions ranging in age from embryonic development through adulthood. We observed a widespread transcriptomic transition beginning during late fetal development and consisting of sharply decreased regional differences. This reduction coincided with increases in the transcriptional signatures of mature neurons and the expression of genes associated with dendrite development, synapse development, and neuronal activity, all of which were temporally synchronous across neocortical areas, as well as myelination and oligodendrocytes, which were asynchronous. Moreover, genes including MEF2C , SATB2 , and TCF4 , with genetic associations to multiple brain-related traits and disorders, converged in a small number of modules exhibiting spatial or spatiotemporal specificity. CONCLUSION We generated and applied our dataset to document transcriptomic and epigenetic changes across human development and then related those changes to major neuropsychiatric disorders. These data allowed us to identify genes, cell types, gene coexpression modules, and spatiotemporal loci where disease risk might converge, demonstrating the utility of the dataset and providing new insights into human development and disease. Spatiotemporal dynamics of human brain development and neuropsychiatric risks. Human brain development begins during embryonic development and continues through adulthood (top). Integrating data modalities (bottom left) revealed age- and cell type–specific properties and global patterns of transcriptional dynamics, including a late fetal transition (bottom middle). We related the variation in gene expression (brown, high; purple, low) to regulatory elements in the fetal and adult brains, cell type–specific signatures, and genetic loci associated with neuropsychiatric disorders (bottom right; gray circles indicate enrichment for corresponding features among module genes). Relationships depicted in this panel do not correspond to specific observations. CBC, cerebellar cortex; STR, striatum; HIP, hippocampus; MD, mediodorsal nucleus of thalamus; AMY, amygdala.

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