Literature DB >> 36050550

Polygenic enrichment distinguishes disease associations of individual cells in single-cell RNA-seq data.

Martin Jinye Zhang1,2, Kangcheng Hou3,4,5, Kushal K Dey6,7, Saori Sakaue7,8,9,10,11, Karthik A Jagadeesh6,7, Kathryn Weinand7,8,9,10,11, Aris Taychameekiatchai12,13, Poorvi Rao12, Angela Oliveira Pisco14, James Zou14,15,16, Bruce Wang12, Michael Gandal17,18,19, Soumya Raychaudhuri7,8,9,10,11,20, Bogdan Pasaniuc21,22,23, Alkes L Price24,25,26.   

Abstract

Single-cell RNA sequencing (scRNA-seq) provides unique insights into the pathology and cellular origin of disease. We introduce single-cell disease relevance score (scDRS), an approach that links scRNA-seq with polygenic disease risk at single-cell resolution, independent of annotated cell types. scDRS identifies cells exhibiting excess expression across disease-associated genes implicated by genome-wide association studies (GWASs). We applied scDRS to 74 diseases/traits and 1.3 million single-cell gene-expression profiles across 31 tissues/organs. Cell-type-level results broadly recapitulated known cell-type-disease associations. Individual-cell-level results identified subpopulations of disease-associated cells not captured by existing cell-type labels, including T cell subpopulations associated with inflammatory bowel disease, partially characterized by their effector-like states; neuron subpopulations associated with schizophrenia, partially characterized by their spatial locations; and hepatocyte subpopulations associated with triglyceride levels, partially characterized by their higher ploidy levels. Genes whose expression was correlated with the scDRS score across cells (reflecting coexpression with GWAS disease-associated genes) were strongly enriched for gold-standard drug target and Mendelian disease genes.
© 2022. The Author(s), under exclusive licence to Springer Nature America, Inc.

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Year:  2022        PMID: 36050550     DOI: 10.1038/s41588-022-01167-z

Source DB:  PubMed          Journal:  Nat Genet        ISSN: 1061-4036            Impact factor:   41.307


  58 in total

1.  Estimating the causal tissues for complex traits and diseases.

Authors:  Halit Ongen; Andrew A Brown; Olivier Delaneau; Nikolaos I Panousis; Alexandra C Nica; Emmanouil T Dermitzakis
Journal:  Nat Genet       Date:  2017-10-23       Impact factor: 38.330

2.  Inferring Relevant Cell Types for Complex Traits by Using Single-Cell Gene Expression.

Authors:  Diego Calderon; Anand Bhaskar; David A Knowles; David Golan; Towfique Raj; Audrey Q Fu; Jonathan K Pritchard
Journal:  Am J Hum Genet       Date:  2017-10-26       Impact factor: 11.025

3.  Integrating autoimmune risk loci with gene-expression data identifies specific pathogenic immune cell subsets.

Authors:  Xinli Hu; Hyun Kim; Eli Stahl; Robert Plenge; Mark Daly; Soumya Raychaudhuri
Journal:  Am J Hum Genet       Date:  2011-09-29       Impact factor: 11.025

Review 4.  Mechanisms of tissue and cell-type specificity in heritable traits and diseases.

Authors:  Idan Hekselman; Esti Yeger-Lotem
Journal:  Nat Rev Genet       Date:  2020-01-08       Impact factor: 53.242

Review 5.  10 Years of GWAS Discovery: Biology, Function, and Translation.

Authors:  Peter M Visscher; Naomi R Wray; Qian Zhang; Pamela Sklar; Mark I McCarthy; Matthew A Brown; Jian Yang
Journal:  Am J Hum Genet       Date:  2017-07-06       Impact factor: 11.025

6.  Meta-analysis of 375,000 individuals identifies 38 susceptibility loci for migraine.

Authors:  Padhraig Gormley; Verneri Anttila; Bendik S Winsvold; Priit Palta; Tonu Esko; Tune H Pers; Kai-How Farh; Ester Cuenca-Leon; Mikko Muona; Nicholas A Furlotte; Tobias Kurth; Andres Ingason; George McMahon; Lannie Ligthart; Gisela M Terwindt; Mikko Kallela; Tobias M Freilinger; Caroline Ran; Scott G Gordon; Anine H Stam; Stacy Steinberg; Guntram Borck; Markku Koiranen; Lydia Quaye; Hieab H H Adams; Terho Lehtimäki; Antti-Pekka Sarin; Juho Wedenoja; David A Hinds; Julie E Buring; Markus Schürks; Paul M Ridker; Maria Gudlaug Hrafnsdottir; Hreinn Stefansson; Susan M Ring; Jouke-Jan Hottenga; Brenda W J H Penninx; Markus Färkkilä; Ville Artto; Mari Kaunisto; Salli Vepsäläinen; Rainer Malik; Andrew C Heath; Pamela A F Madden; Nicholas G Martin; Grant W Montgomery; Mitja I Kurki; Mart Kals; Reedik Mägi; Kalle Pärn; Eija Hämäläinen; Hailiang Huang; Andrea E Byrnes; Lude Franke; Jie Huang; Evie Stergiakouli; Phil H Lee; Cynthia Sandor; Caleb Webber; Zameel Cader; Bertram Muller-Myhsok; Stefan Schreiber; Thomas Meitinger; Johan G Eriksson; Veikko Salomaa; Kauko Heikkilä; Elizabeth Loehrer; Andre G Uitterlinden; Albert Hofman; Cornelia M van Duijn; Lynn Cherkas; Linda M Pedersen; Audun Stubhaug; Christopher S Nielsen; Minna Männikkö; Evelin Mihailov; Lili Milani; Hartmut Göbel; Ann-Louise Esserlind; Anne Francke Christensen; Thomas Folkmann Hansen; Thomas Werge; Jaakko Kaprio; Arpo J Aromaa; Olli Raitakari; M Arfan Ikram; Tim Spector; Marjo-Riitta Järvelin; Andres Metspalu; Christian Kubisch; David P Strachan; Michel D Ferrari; Andrea C Belin; Martin Dichgans; Maija Wessman; Arn M J M van den Maagdenberg; John-Anker Zwart; Dorret I Boomsma; George Davey Smith; Kari Stefansson; Nicholas Eriksson; Mark J Daly; Benjamin M Neale; Jes Olesen; Daniel I Chasman; Dale R Nyholt; Aarno Palotie
Journal:  Nat Genet       Date:  2016-06-20       Impact factor: 38.330

7.  Characterizing transcriptional heterogeneity through pathway and gene set overdispersion analysis.

Authors:  Jean Fan; Neeraj Salathia; Rui Liu; Gwendolyn E Kaeser; Yun C Yung; Joseph L Herman; Fiona Kaper; Jian-Bing Fan; Kun Zhang; Jerold Chun; Peter V Kharchenko
Journal:  Nat Methods       Date:  2016-01-18       Impact factor: 28.547

8.  Genetic identification of cell types underlying brain complex traits yields insights into the etiology of Parkinson's disease.

Authors:  Julien Bryois; Nathan G Skene; Thomas Folkmann Hansen; Lisette J A Kogelman; Hunna J Watson; Zijing Liu; Leo Brueggeman; Gerome Breen; Cynthia M Bulik; Ernest Arenas; Jens Hjerling-Leffler; Patrick F Sullivan
Journal:  Nat Genet       Date:  2020-04-27       Impact factor: 38.330

9.  The Human Cell Atlas.

Authors:  Aviv Regev; Sarah A Teichmann; Eric S Lander; Ido Amit; Christophe Benoist; Ewan Birney; Bernd Bodenmiller; Peter Campbell; Piero Carninci; Menna Clatworthy; Hans Clevers; Bart Deplancke; Ian Dunham; James Eberwine; Roland Eils; Wolfgang Enard; Andrew Farmer; Lars Fugger; Berthold Göttgens; Nir Hacohen; Muzlifah Haniffa; Martin Hemberg; Seung Kim; Paul Klenerman; Arnold Kriegstein; Ed Lein; Sten Linnarsson; Emma Lundberg; Joakim Lundeberg; Partha Majumder; John C Marioni; Miriam Merad; Musa Mhlanga; Martijn Nawijn; Mihai Netea; Garry Nolan; Dana Pe'er; Anthony Phillipakis; Chris P Ponting; Stephen Quake; Wolf Reik; Orit Rozenblatt-Rosen; Joshua Sanes; Rahul Satija; Ton N Schumacher; Alex Shalek; Ehud Shapiro; Padmanee Sharma; Jay W Shin; Oliver Stegle; Michael Stratton; Michael J T Stubbington; Fabian J Theis; Matthias Uhlen; Alexander van Oudenaarden; Allon Wagner; Fiona Watt; Jonathan Weissman; Barbara Wold; Ramnik Xavier; Nir Yosef
Journal:  Elife       Date:  2017-12-05       Impact factor: 8.140

10.  Heritability enrichment of specifically expressed genes identifies disease-relevant tissues and cell types.

Authors:  Hilary K Finucane; Yakir A Reshef; Verneri Anttila; Kamil Slowikowski; Alexander Gusev; Andrea Byrnes; Steven Gazal; Po-Ru Loh; Caleb Lareau; Noam Shoresh; Giulio Genovese; Arpiar Saunders; Evan Macosko; Samuela Pollack; John R B Perry; Jason D Buenrostro; Bradley E Bernstein; Soumya Raychaudhuri; Steven McCarroll; Benjamin M Neale; Alkes L Price
Journal:  Nat Genet       Date:  2018-04-09       Impact factor: 38.330

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