Identifying disease-critical cell types and cellular processes by integrating single-cell RNA-sequencing and human genetics
TLDR
In this paper , a framework for integrating single-cell RNA-sequencing, epigenomic SNP-to-gene maps and genome-wide association study summary statistics to infer the underlying cell types and processes by which genetic variants influence disease.Abstract:
Genome-wide association studies provide a powerful means of identifying loci and genes contributing to disease, but in many cases, the related cell types/states through which genes confer disease risk remain unknown. Deciphering such relationships is important for identifying pathogenic processes and developing therapeutics. In the present study, we introduce sc-linker, a framework for integrating single-cell RNA-sequencing, epigenomic SNP-to-gene maps and genome-wide association study summary statistics to infer the underlying cell types and processes by which genetic variants influence disease. The inferred disease enrichments recapitulated known biology and highlighted notable cell-disease relationships, including γ-aminobutyric acid-ergic neurons in major depressive disorder, a disease-dependent M-cell program in ulcerative colitis and a disease-specific complement cascade process in multiple sclerosis. In autoimmune disease, both healthy and disease-dependent immune cell-type programs were associated, whereas only disease-dependent epithelial cell programs were prominent, suggesting a role in disease response rather than initiation. Our framework provides a powerful approach for identifying the cell types and cellular processes by which genetic variants influence disease. read more
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Impact of the Human Cell Atlas on medicine
TL;DR: In this article , the authors lay out a vision for the potential of cell atlases to impact the future of medicine, and describe how advances over the past decade have begun to realize this potential in common complex diseases, infectious diseases (including COVID-19), rare diseases and cancer.
Journal ArticleDOI
Polygenic architecture of rare coding variation across 394,783 exomes
Daniel J. Weiner,Ajay Nadig,K. Jagadeesh,Kushal K. Dey,Benjamin M. Neale,Elise B. Robinson,Konrad J. Karczewski,Luke J. O’Connor +7 more
TL;DR: In this paper , the authors quantify the heritability explained by the gene-wise burden of rare coding variants across 22 common traits and diseases in 394,783 UK Biobank exomes.
Journal ArticleDOI
Repression and 3D-restructuring resolves regulatory conflicts in evolutionarily rearranged genomes
Alessa R. Ringel,Quentin Szabo,Andrea M. Chiariello,Konrad Chudzik,Robert Schöpflin,Patricia Rothe,Alexandra L. Mattei,Tobias Zehnder,Dermot Harnett,Verena Laupert,Simona Bianco,Sara Hetzel,Juliane Glaser,M. Phan,M Schindler,Daniel M. Ibrahim,Christina Paliou,Andrea Esposito,Cesar Augusto Prada-Medina,Stefan A. Haas,Peter Giere,Martin Vingron,Lars Wittler,Alexander Meissner,Mario Nicodemi,Giacomo Cavalli,Frédéric Bantignies,Stefan Mundlos,Michael I. Robson +28 more
TL;DR: In this paper , the authors investigated how a placental mammal-specific gene, Zfp42, emerged in an ancient vertebrate topologically associated domain (TAD) without adopting or disrupting the conserved expression of its gene, Fat1.
Journal ArticleDOI
SNP-to-gene linking strategies reveal contributions of enhancer-related and candidate master-regulator genes to autoimmune disease
Kushal K. Dey,Steven Gazal,Bryce van de Geijn,Samuel S. Kim,Joseph Nasser,Jesse M. Engreitz,Alkes L. Price +6 more
TL;DR: In this paper , the authors assess contributions to autoimmune disease of genes whose regulation is driven by enhancer regions (enhancer-related) and genes that regulate other genes in trans (candidate master-regulator) using several SNP-to-gene (S2G) strategies and apply heritability analyses to draw three conclusions about 11 autoimmune/blood-related diseases/traits.
Posted ContentDOI
Large scale genome-wide association analyses identify novel genetic loci and mechanisms in hypertrophic cardiomyopathy
Rafik Tadros,Sean L Zheng,Christopher Grace,Paloma Jordà,Catherine Francis,Sean J. Jurgens,K Thomson,Andrew R. Harper,Elizabeth Ormondroyd,Dominique M West,Xiao Xu,Pantazis I. Theotokis,Rachel Buchan,Kathryn A. McGurk,Francesco Mazzarotto,Beatrice Boschi,Elisabetta Pelo,Michael Lee,Michela Noseda,Amanda Varnava,Alexa M.C. Vermeer,Roddy Walsh,Ahmad S. Amin,Marjon van Slegtenhorst,Nicole M. Roslin,Lisa J. Strug,Erika Salvi,Chiara Lanzani,Antonio de Marvao,Jason D. Roberts,Maxime Tremblay-Gravel,Geneviève Giraldeau,Julia Cadrin-Tourigny,Philippe L. L’Allier,Patrick Garceau,Mario Talajic,Yigal M. Pinto,Harry Rakowski,Antonis Pantazis,John Baksi,Brian P Halliday,Sanjay K Prasad,Paul J.R. Barton,Declan P. O'Regan,S. Cook,W. De Boer,Imke Christiaans,Michelle Michels,Christopher J. Cramer,Carolyn Y. Ho,Stefan Neubauer,Paul M. Matthews,Arthur A.M. Wilde,Jean-Claude Tardif,Iacopo Olivotto,Arnon Adler,Anuj Goel,James S. Ware,Connie R. Bezzina,Hugh Watkins +59 more
TL;DR: In this article , the authors report results from the largest HCM genome-wide association study (GWAS) and multi-trait analysis (MTAG) including 5,900 HCM cases, 68,359 controls, and 36,083 UK Biobank (UKB) participants with cardiac magnetic resonance (CMR) imaging.
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Degenhardt,Sascha Meiers,Benjamin Raeder,Francesco Paolo Casale,Oliver Stegle,Eric-Wubbo Lameijer,Ira M. Hall,Vineet Bafna,Jacob J. Michaelson,Eugene J. Gardner,Ryan E. Mills,Gargi Dayama,Ken Chen,Xian Fan,Zechen Chong,Tenghui Chen,Mark Chaisson,John Huddleston,Maika Malig,Bradley J. Nelson,Nicholas F. Parrish,Ben Blackburne,Sarah J. Lindsay,Zemin Ning,Yujun Zhang,Hugo Y. K. Lam,Cristina Sisu,Danny Challis,Uday S. Evani,James T. Lu,Uma Nagaswamy,Jin Yu,Wangshen Li,Lukas Habegger,Haiyuan Yu,Fiona Cunningham,Ian Dunham,Kasper Lage,Kasper Lage,Jakob Berg Jespersen,Jakob Berg Jespersen,Jakob Berg Jespersen,Heiko Horn,Heiko Horn,Donghoon Kim,Rob DeSalle,Apurva Narechania,Melissa A. Wilson Sayres,Fernando L. Mendez,G. David Poznik,Peter A. Underhill,David Mittelman,Ruby Banerjee,Maria Cerezo,Thomas W. Fitzgerald,Sandra Louzada,Andrea Massaia,Fengtang Yang,Divya Kalra,Walker Hale,Xu Dan,Kathleen C. Barnes,Christine Beiswanger,Hongyu Cai,Hongzhi Cao,Hongzhi Cao,Brenna M. Henn,Danielle Jones,Jane Kaye,Alastair Kent,Angeliki Kerasidou,Rasika A. Mathias,Pilar N. Ossorio,Michael Parker,Charles N. Rotimi,Charmaine D.M. Royal,Karla Sandoval,Yeyang Su,Zhongming Tian,Sarah A. Tishkoff,Marc Via,Yuhong Wang,Huanming Yang,Ling Yang,Jiayong Zhu,Walter F. Bodmer,Gabriel Bedoya,Zhiming Cai,Yang Gao,Jiayou Chu,Leena Peltonen,Andrés C. García-Montero,Alberto Orfao,Julie Dutil,Juan Carlos Martínez-Cruzado,R. Mathias,Anselm Hennis,Harold Watson,Colin A. McKenzie,Firdausi Qadri,Regina C. LaRocque,Xiaoyan Deng,Danny Asogun,Onikepe A. Folarin,Christian T. Happi,Omonwunmi Omoniwa,Matt Stremlau,Matt Stremlau,Ridhi Tariyal,Ridhi Tariyal,M Jallow,M Jallow,Fatoumatta Sisay Joof,Fatoumatta Sisay Joof,Tumani Corrah,Tumani Corrah,Kirk A. Rockett,Kirk A. Rockett,Dominic P. Kwiatkowski,Dominic P. Kwiatkowski,Jaspal S. Kooner,Tran Tinh Hien,Sarah J. Dunstan,Sarah J. Dunstan,Nguyen ThuyHang,Richard Fonnie,Robert F. Garry,Lansana Kanneh,Lina M. Moses,John S. Schieffelin,Donald S. Grant,Carla Gallo,Giovanni Poletti,Danish Saleheen,Asif Rasheed,Lisa D. Brooks,Adam Felsenfeld,Jean E. McEwen,Yekaterina Vaydylevich,Audrey Duncanson,Michael Dunn,Jeffery A. Schloss +517 more
TL;DR: The 1000 Genomes Project set out to provide a comprehensive description of common human genetic variation by applying whole-genome sequencing to a diverse set of individuals from multiple populations, and has reconstructed the genomes of 2,504 individuals from 26 populations using a combination of low-coverage whole-generation sequencing, deep exome sequencing, and dense microarray genotyping.
Journal ArticleDOI
Learning the parts of objects by non-negative matrix factorization
TL;DR: An algorithm for non-negative matrix factorization is demonstrated that is able to learn parts of faces and semantic features of text and is in contrast to other methods that learn holistic, not parts-based, representations.
Journal ArticleDOI
Biological insights from 108 schizophrenia-associated genetic loci
Stephan Ripke,Stephan Ripke,Benjamin M. Neale,Benjamin M. Neale,Aiden Corvin,James T.R. Walters,Kai-How Farh,Peter Holmans,Phil Lee,Phil Lee,Brendan Bulik-Sullivan,Brendan Bulik-Sullivan,David A. Collier,David A. Collier,Hailiang Huang,Hailiang Huang,Tune H. Pers,Tune H. Pers,Tune H. Pers,Ingrid Agartz,Ingrid Agartz,Esben Agerbo,Esben Agerbo,Margot Albus,Madeline Alexander,Farooq Amin,Silviu Alin Bacanu,Martin Begemann,Richard A. Belliveau,Judit Bene,Sarah E. Bergen,Sarah E. Bergen,Elizabeth Bevilacqua,Tim B. Bigdeli,Donald W. Black,Richard Bruggeman,Nancy G. Buccola,Randy L. Buckner,William Byerley,Wiepke Cahn,Guiqing Cai,Dominique Campion,Rita M. Cantor,Vaughan J. Carr,Noa Carrera,Stanley V. Catts,Kimberly Chambert,Raymond C.K. Chan,Ronald Y.L. Chen,Eric Y.H. Chen,Wei Cheng,Eric F.C. Cheung,Siow Ann Chong,C. Robert Cloninger,David Cohen,Nadine Cohen,Paul Cormican,Nicholas John Craddock,James J. Crowley,David Curtis,David Curtis,Michael Davidson,Kenneth L. Davis,Franziska Degenhardt,Jurgen Del Favero,Ditte Demontis,Ditte Demontis,Dimitris Dikeos,Timothy G. Dinan,Srdjan Djurovic,Gary Donohoe,Gary Donohoe,Elodie Drapeau,Jubao Duan,Frank Dudbridge,Naser Durmishi,Peter Eichhammer,Johan G. Eriksson,Johan G. Eriksson,Valentina Escott-Price,Laurent Essioux,Ayman H. Fanous,Martilias S. Farrell,Josef Frank,Lude Franke,Robert Freedman,Nelson B. Freimer,Marion Friedl,Joseph I. Friedman,Menachem Fromer,Menachem Fromer,Menachem Fromer,Giulio Genovese,Lyudmila Georgieva,Ina Giegling,Ina Giegling,Paola Giusti-Rodríguez,Stephanie Godard,Jacqueline I. Goldstein,Jacqueline I. Goldstein,Vera Golimbet,Srihari Gopal,Jacob Gratten,Lieuwe de Haan,Christian Hammer,Marian L. Hamshere,Mark Hansen,Thomas Hansen,Vahram Haroutunian,Vahram Haroutunian,Annette M. Hartmann,Frans Henskens,Stefan Herms,Stefan Herms,Joel N. Hirschhorn,Joel N. Hirschhorn,Per Hoffmann,Per Hoffmann,A. Hofman,Mads V. Hollegaard,David M. Hougaard,Masashi Ikeda,Inge Joa,Antonio Julià,René S. Kahn,Luba Kalaydjieva,Sena Karachanak-Yankova,Juha Karjalainen,David J. Kavanagh,Matthew C. Keller,James L. Kennedy,Andrey Khrunin,Yunjung Kim,Janis Klovins,James A. Knowles,Bettina Konte,Vaidutis Kučinskas,Zita Ausrele Kucinskiene,Hana Kuzelova-Ptackova,Anna K. Kähler,Claudine Laurent,Jimmy Lee Chee Keong,S. Hong Lee,Sophie E. Legge,Bernard Lerer,Miaoxin Li,Tao Li,Kung-Yee Liang,Jeffrey A. Lieberman,Svetlana A. Limborska,Carmel M. Loughland,Jan Lubinski,Jouko Lönnqvist,Milan Macek,Patrik K. E. Magnusson,Brion S. Maher,Wolfgang Maier,J. Mallet,Sara Marsal,Manuel Mattheisen,Manuel Mattheisen,Manuel Mattheisen,Morten Mattingsdal,Robert W. McCarley,Colm McDonald,Andrew M. McIntosh,Sandra Meier,Carin J. Meijer,Béla Melegh,Ingrid Melle,Raquelle I. Mesholam-Gately,Andres Metspalu,Patricia T. Michie,Lili Milani,Vihra Milanova,Younes Mokrab,Derek W. Morris,Derek W. Morris,Ole Mors,Ole Mors,Kieran C. Murphy,Robin M. Murray,Inez Myin-Germeys,Bertram Mueller-Myhsok,Mari Nelis,Igor Nenadic,Deborah A. Nertney,Gerald Nestadt,Kristin K. Nicodemus,Liene Nikitina-Zake,Laura Nisenbaum,Annelie Nordin,Eadbhard O'Callaghan,Colm O'Dushlaine,F. Anthony O'Neill,Sang-Yun Oh,Ann Olincy,Line Olsen,Jim van Os,Jim van Os,Christos Pantelis,George N. Papadimitriou,Sergi Papiol,Elena Parkhomenko,Michele T. Pato,Tiina Paunio,Tiina Paunio,Milica Pejovic-Milovancevic,Diana O. Perkins,Olli Pietiläinen,Olli Pietiläinen,Jonathan Pimm,Andrew Pocklington,John Powell,Alkes L. Price,Alkes L. Price,Ann E. Pulver,Shaun Purcell,Digby Quested,Henrik B. Rasmussen,Abraham Reichenberg,Mark Reimers,Alexander Richards,Joshua L. Roffman,Panos Roussos,Douglas M. Ruderfer,Douglas M. Ruderfer,Veikko Salomaa,Alan R. Sanders,Ulrich Schall,Christian R. Schubert,Thomas G. Schulze,Thomas G. Schulze,Sibylle G. Schwab,Edward M. Scolnick,Rodney J. Scott,Larry J. Seidman,Jianxin Shi,Engilbert Sigurdsson,Teimuraz Silagadze,Jeremy M. Silverman,Jeremy M. Silverman,Kang Sim,Petr Slominsky,Jordan W. Smoller,Jordan W. Smoller,Hon-Cheong So,Chris C. A. Spencer,Eli A. Stahl,Eli A. Stahl,Hreinn Stefansson,Stacy Steinberg,Elisabeth Stögmann,Richard E. Straub,Eric Strengman,Jana Strohmaier,T. Scott Stroup,Mythily Subramaniam,Jaana Suvisaari,Dragan M. Svrakic,Jin P. Szatkiewicz,Erik Söderman,Srinivas Thirumalai,Draga Toncheva,Sarah Tosato,Juha Veijola,John L. Waddington,Dermot Walsh,Dai Wang,Qiang Wang,Bradley T. Webb,Mark Weiser,Dieter B. Wildenauer,Nigel Williams,Stephanie Williams,Stephanie H. Witt,Aaron R. Wolen,Emily H. M. Wong,Brandon Wormley,Hualin Simon Xi,Clement C. Zai,Xuebin Zheng,Fritz Zimprich,Naomi R. Wray,Kari Stefansson,Peter M. Visscher,Rolf Adolfsson,Ole A. Andreassen,Douglas Blackwood,Elvira Bramon,Joseph D. Buxbaum,Anders D. Børglum,Anders D. Børglum,Sven Cichon,Sven Cichon,Ariel Darvasi,Enrico Domenici,Hannelore Ehrenreich,Tõnu Esko,Tõnu Esko,Tõnu Esko,Pablo V. Gejman,Michael Gill,Hugh Gurling,Christina M. Hultman,Nakao Iwata,Assen Jablensky,Erik G. Jönsson,Erik G. Jönsson,Kenneth S. Kendler,George Kirov,Jo Knight,Todd Lencz,Todd Lencz,Douglas F. Levinson,Qingqin S. Li,Jianjun Liu,Jianjun Liu,Anil K. Malhotra,Anil K. Malhotra,Steven A. McCarroll,Steven A. McCarroll,Andrew McQuillin,Jennifer L. Moran,Preben Bo Mortensen,Preben Bo Mortensen,Bryan J. Mowry,Markus M. Noethen,Roel A. Ophoff,Roel A. Ophoff,Michael John Owen,Aarno Palotie,Aarno Palotie,Aarno Palotie,Carlos N. Pato,Tracey L. Petryshen,Tracey L. Petryshen,Danielle Posthuma,Danielle Posthuma,Marcella Rietschel,Brien P. Riley,Dan Rujescu,Dan Rujescu,Pak C. Sham,Pamela Sklar,David St Clair,Daniel R. Weinberger,Jens R. Wendland,Thomas Werge,Thomas Werge,Mark J. Daly,Mark J. Daly,Patrick F. Sullivan,Patrick F. Sullivan,Michael Conlon O'Donovan +354 more
TL;DR: Associations at DRD2 and several genes involved in glutamatergic neurotransmission highlight molecules of known and potential therapeutic relevance to schizophrenia, and are consistent with leading pathophysiological hypotheses.
Journal ArticleDOI
Enrichr: a comprehensive gene set enrichment analysis web server 2016 update
Maxim V. Kuleshov,Matthew R. Jones,Andrew D. Rouillard,Nicolas F. Fernandez,Qiaonan Duan,Zichen Wang,Simon Koplev,Sherry L. Jenkins,Kathleen M. Jagodnik,Alexander Lachmann,Michael G. McDermott,Caroline D. Monteiro,Gregory W. Gundersen,Avi Ma'ayan +13 more
TL;DR: A significant update to one of the tools in this domain called Enrichr, a comprehensive resource for curated gene sets and a search engine that accumulates biological knowledge for further biological discoveries is presented.
Journal ArticleDOI
Integrative analysis of 111 reference human epigenomes
Anshul Kundaje,Wouter Meuleman,Wouter Meuleman,Jason Ernst,Misha Bilenky,Angela Yen,Angela Yen,Alireza Heravi-Moussavi,Pouya Kheradpour,Pouya Kheradpour,Zhizhuo Zhang,Zhizhuo Zhang,Jianrong Wang,Jianrong Wang,Michael J. Ziller,Viren Amin,John W. Whitaker,Matthew D. Schultz,Lucas D. Ward,Lucas D. Ward,Abhishek Sarkar,Abhishek Sarkar,Gerald Quon,Gerald Quon,Richard Sandstrom,Matthew L. Eaton,Matthew L. Eaton,Yi-Chieh Wu,Yi-Chieh Wu,Andreas R. Pfenning,Andreas R. Pfenning,Xinchen Wang,Xinchen Wang,Melina Claussnitzer,Melina Claussnitzer,Yaping Liu,Yaping Liu,Cristian Coarfa,R. Alan Harris,Noam Shoresh,Charles B. Epstein,Elizabeta Gjoneska,Elizabeta Gjoneska,Danny Leung,Wei Xie,R. David Hawkins,Ryan Lister,Chibo Hong,Philippe Gascard,Andrew J. Mungall,Richard A. Moore,Eric Chuah,Angela Tam,Theresa K. Canfield,R. Scott Hansen,Rajinder Kaul,Peter J. Sabo,Mukul S. Bansal,Mukul S. Bansal,Mukul S. Bansal,Annaick Carles,Jesse R. Dixon,Kai How Farh,Soheil Feizi,Soheil Feizi,Rosa Karlic,Ah Ram Kim,Ah Ram Kim,Ashwinikumar Kulkarni,Daofeng Li,Rebecca F. Lowdon,Ginell Elliott,Tim R. Mercer,Shane Neph,Vitor Onuchic,Paz Polak,Paz Polak,Nisha Rajagopal,Pradipta R. Ray,Richard C Sallari,Richard C Sallari,Kyle Siebenthall,Nicholas A Sinnott-Armstrong,Nicholas A Sinnott-Armstrong,Michael Stevens,Robert E. Thurman,Jie Wu,Bo Zhang,Xin Zhou,Arthur E. Beaudet,Laurie A. Boyer,Philip L. De Jager,Philip L. De Jager,Peggy J. Farnham,Susan J. Fisher,David Haussler,Steven J.M. Jones,Steven J.M. Jones,Wei Li,Marco A. Marra,Michael T. McManus,Shamil R. Sunyaev,Shamil R. Sunyaev,James A. Thomson,Thea D. Tlsty,Li-Huei Tsai,Li-Huei Tsai,Wei Wang,Robert A. Waterland,Michael Q. Zhang,Lisa Helbling Chadwick,Bradley E. Bernstein,Bradley E. Bernstein,Bradley E. Bernstein,Joseph F. Costello,Joseph R. Ecker,Martin Hirst,Alexander Meissner,Aleksandar Milosavljevic,Bing Ren,John A. Stamatoyannopoulos,Ting Wang,Manolis Kellis,Manolis Kellis +123 more
TL;DR: It is shown that disease- and trait-associated genetic variants are enriched in tissue-specific epigenomic marks, revealing biologically relevant cell types for diverse human traits, and providing a resource for interpreting the molecular basis of human disease.
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