Guangsheng Pei1, Yulin Dai1, Zhongming Zhao1,2,3, Peilin Jia1. 1. School of Biomedical Informatics, Center for Precision Health, The University of Texas Health Science Center at Houston, Houston, TX, USA. 2. Human Genetics Center, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA. 3. Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA.
Abstract
MOTIVATION: Diseases and traits are under dynamic tissue-specific regulation. However, heterogeneous tissues are often collected in biomedical studies, which reduce the power in the identification of disease-associated variants and gene expression profiles. RESULTS: We present deTS, an R package, to conduct tissue-specific enrichment analysis with two built-in reference panels. Statistical methods are developed and implemented for detecting tissue-specific genes and for enrichment test of different forms of query data. Our applications using multi-trait genome-wide association studies data and cancer expression data showed that deTS could effectively identify the most relevant tissues for each query trait or sample, providing insights for future studies. AVAILABILITY AND IMPLEMENTATION: https://github.com/bsml320/deTS and CRAN https://cran.r-project.org/web/packages/deTS/. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
MOTIVATION: Diseases and traits are under dynamic tissue-specific regulation. However, heterogeneous tissues are often collected in biomedical studies, which reduce the power in the identification of disease-associated variants and gene expression profiles. RESULTS: We present deTS, an R package, to conduct tissue-specific enrichment analysis with two built-in reference panels. Statistical methods are developed and implemented for detecting tissue-specific genes and for enrichment test of different forms of query data. Our applications using multi-trait genome-wide association studies data and cancer expression data showed that deTS could effectively identify the most relevant tissues for each query trait or sample, providing insights for future studies. AVAILABILITY AND IMPLEMENTATION: https://github.com/bsml320/deTS and CRAN https://cran.r-project.org/web/packages/deTS/. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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Francis S Collins; Dana C Crawford; L Adrienne Cupples; John Danesh; Ulf de Faire; Hester M den Ruijter; Raimund Erbel; Jeanette Erdmann; Johan G Eriksson; Martin Farrall; Ele Ferrannini; Jean Ferrières; Ian Ford; Nita G Forouhi; Terrence Forrester; Ron T Gansevoort; Pablo V Gejman; Christian Gieger; Alain Golay; Omri Gottesman; Vilmundur Gudnason; Ulf Gyllensten; David W Haas; Alistair S Hall; Tamara B Harris; Andrew T Hattersley; Andrew C Heath; Christian Hengstenberg; Andrew A Hicks; Lucia A Hindorff; Aroon D Hingorani; Albert Hofman; G Kees Hovingh; Steve E Humphries; Steven C Hunt; Elina Hypponen; Kevin B Jacobs; Marjo-Riitta Jarvelin; Pekka Jousilahti; Antti M Jula; Jaakko Kaprio; John J P Kastelein; Manfred Kayser; Frank Kee; Sirkka M Keinanen-Kiukaanniemi; Lambertus A Kiemeney; Jaspal S Kooner; Charles Kooperberg; Seppo Koskinen; Peter Kovacs; Aldi T Kraja; Meena Kumari; Johanna Kuusisto; Timo A Lakka; Claudia Langenberg; Loic Le Marchand; Terho Lehtimäki; Sara Lupoli; Pamela A F Madden; Satu Männistö; Paolo Manunta; André Marette; Tara C Matise; Barbara McKnight; Thomas Meitinger; Frans L Moll; Grant W Montgomery; Andrew D Morris; Andrew P Morris; Jeffrey C Murray; Mari Nelis; Claes Ohlsson; Albertine J Oldehinkel; Ken K Ong; Willem H Ouwehand; Gerard Pasterkamp; Annette Peters; Peter P Pramstaller; Jackie F Price; Lu Qi; Olli T Raitakari; Tuomo Rankinen; D C Rao; Treva K Rice; Marylyn Ritchie; Igor Rudan; Veikko Salomaa; Nilesh J Samani; Jouko Saramies; Mark A Sarzynski; Peter E H Schwarz; Sylvain Sebert; Peter Sever; Alan R Shuldiner; Juha Sinisalo; Valgerdur Steinthorsdottir; Ronald P Stolk; Jean-Claude Tardif; Anke Tönjes; Angelo Tremblay; Elena Tremoli; Jarmo Virtamo; Marie-Claude Vohl; Philippe Amouyel; Folkert W Asselbergs; Themistocles L Assimes; Murielle Bochud; Bernhard O Boehm; Eric Boerwinkle; Erwin P Bottinger; Claude Bouchard; Stéphane Cauchi; John C Chambers; Stephen J Chanock; Richard S Cooper; Paul I W de Bakker; George Dedoussis; Luigi Ferrucci; Paul W Franks; Philippe Froguel; Leif C Groop; Christopher A Haiman; Anders Hamsten; M Geoffrey Hayes; Jennie Hui; David J Hunter; Kristian Hveem; J Wouter Jukema; Robert C Kaplan; Mika Kivimaki; Diana Kuh; Markku Laakso; Yongmei Liu; Nicholas G Martin; Winfried März; Mads Melbye; Susanne Moebus; Patricia B Munroe; Inger Njølstad; Ben A Oostra; Colin N A Palmer; Nancy L Pedersen; Markus Perola; Louis Pérusse; Ulrike Peters; Joseph E Powell; Chris Power; Thomas Quertermous; Rainer Rauramaa; Eva Reinmaa; Paul M Ridker; Fernando Rivadeneira; Jerome I Rotter; Timo E Saaristo; Danish Saleheen; David Schlessinger; P Eline Slagboom; Harold Snieder; Tim D Spector; Konstantin Strauch; Michael Stumvoll; Jaakko Tuomilehto; Matti Uusitupa; Pim van der Harst; Henry Völzke; Mark Walker; Nicholas J Wareham; Hugh Watkins; H-Erich Wichmann; James F Wilson; Pieter Zanen; Panos Deloukas; Iris M Heid; Cecilia M Lindgren; Karen L Mohlke; Elizabeth K Speliotes; Unnur Thorsteinsdottir; Inês Barroso; Caroline S Fox; Kari E North; David P Strachan; Jacques S Beckmann; Sonja I Berndt; Michael Boehnke; Ingrid B Borecki; Mark I McCarthy; Andres Metspalu; Kari Stefansson; André G Uitterlinden; Cornelia M van Duijn; Lude Franke; Cristen J Willer; Alkes L Price; Guillaume Lettre; Ruth J F Loos; Michael N Weedon; Erik Ingelsson; Jeffrey R O'Connell; Goncalo R Abecasis; Daniel I Chasman; Michael E Goddard; Peter M Visscher; Joel N Hirschhorn; Timothy M Frayling Journal: Nat Genet Date: 2014-10-05 Impact factor: 38.330
Authors: Andrew P Morris; Benjamin F Voight; Tanya M Teslovich; Teresa Ferreira; Ayellet V Segrè; Valgerdur Steinthorsdottir; Rona J Strawbridge; Hassan Khan; Harald Grallert; Anubha Mahajan; Inga Prokopenko; Hyun Min Kang; Christian Dina; Tonu Esko; Ross M Fraser; Stavroula Kanoni; Ashish Kumar; Vasiliki Lagou; Claudia Langenberg; Jian'an Luan; Cecilia M Lindgren; Martina Müller-Nurasyid; Sonali Pechlivanis; N William Rayner; Laura J Scott; Steven Wiltshire; Loic Yengo; Leena Kinnunen; Elizabeth J Rossin; Soumya Raychaudhuri; Andrew D Johnson; Antigone S Dimas; Ruth J F Loos; Sailaja Vedantam; Han Chen; Jose C Florez; Caroline Fox; Ching-Ti Liu; Denis Rybin; David J Couper; Wen Hong L Kao; Man Li; Marilyn C Cornelis; Peter Kraft; Qi Sun; Rob M van Dam; Heather M Stringham; Peter S Chines; Krista Fischer; Pierre Fontanillas; Oddgeir L Holmen; Sarah E Hunt; Anne U Jackson; Augustine Kong; Robert Lawrence; Julia Meyer; John R B Perry; Carl G P Platou; Simon Potter; Emil Rehnberg; Neil Robertson; Suthesh Sivapalaratnam; Alena Stančáková; Kathleen Stirrups; Gudmar Thorleifsson; Emmi Tikkanen; Andrew R Wood; Peter Almgren; Mustafa Atalay; Rafn Benediktsson; Lori L Bonnycastle; Noël Burtt; Jason Carey; Guillaume Charpentier; Andrew T Crenshaw; Alex S F Doney; Mozhgan Dorkhan; Sarah Edkins; Valur Emilsson; Elodie Eury; Tom Forsen; Karl Gertow; Bruna Gigante; George B Grant; Christopher J Groves; Candace Guiducci; Christian Herder; Astradur B Hreidarsson; Jennie Hui; Alan James; Anna Jonsson; Wolfgang Rathmann; Norman Klopp; Jasmina Kravic; Kaarel Krjutškov; Cordelia Langford; Karin Leander; Eero Lindholm; Stéphane Lobbens; Satu Männistö; Ghazala Mirza; Thomas W Mühleisen; Bill Musk; Melissa Parkin; Loukianos Rallidis; Jouko Saramies; Bengt Sennblad; Sonia Shah; Gunnar Sigurðsson; Angela Silveira; Gerald Steinbach; Barbara Thorand; Joseph Trakalo; Fabrizio Veglia; Roman Wennauer; Wendy Winckler; Delilah Zabaneh; Harry Campbell; Cornelia van Duijn; Andre G Uitterlinden; Albert Hofman; Eric Sijbrands; Goncalo R Abecasis; Katharine R Owen; Eleftheria Zeggini; Mieke D Trip; Nita G Forouhi; Ann-Christine Syvänen; Johan G Eriksson; Leena Peltonen; Markus M Nöthen; Beverley Balkau; Colin N A Palmer; Valeriya Lyssenko; Tiinamaija Tuomi; Bo Isomaa; David J Hunter; Lu Qi; Alan R Shuldiner; Michael Roden; Ines Barroso; Tom Wilsgaard; John Beilby; Kees Hovingh; Jackie F Price; James F Wilson; Rainer Rauramaa; Timo A Lakka; Lars Lind; George Dedoussis; Inger Njølstad; Nancy L Pedersen; Kay-Tee Khaw; Nicholas J Wareham; Sirkka M Keinanen-Kiukaanniemi; Timo E Saaristo; Eeva Korpi-Hyövälti; Juha Saltevo; Markku Laakso; Johanna Kuusisto; Andres Metspalu; Francis S Collins; Karen L Mohlke; Richard N Bergman; Jaakko Tuomilehto; Bernhard O Boehm; Christian Gieger; Kristian Hveem; Stephane Cauchi; Philippe Froguel; Damiano Baldassarre; Elena Tremoli; Steve E Humphries; Danish Saleheen; John Danesh; Erik Ingelsson; Samuli Ripatti; Veikko Salomaa; Raimund Erbel; Karl-Heinz Jöckel; Susanne Moebus; Annette Peters; Thomas Illig; Ulf de Faire; Anders Hamsten; Andrew D Morris; Peter J Donnelly; Timothy M Frayling; Andrew T Hattersley; Eric Boerwinkle; Olle Melander; Sekar Kathiresan; Peter M Nilsson; Panos Deloukas; Unnur Thorsteinsdottir; Leif C Groop; Kari Stefansson; Frank Hu; James S Pankow; Josée Dupuis; James B Meigs; David Altshuler; Michael Boehnke; Mark I McCarthy Journal: Nat Genet Date: 2012-08-12 Impact factor: 38.330
Authors: Elena V Feofanova; Han Chen; Yulin Dai; Peilin Jia; Megan L Grove; Alanna C Morrison; Qibin Qi; Martha Daviglus; Jianwen Cai; Kari E North; Cathy C Laurie; Robert C Kaplan; Eric Boerwinkle; Bing Yu Journal: Am J Hum Genet Date: 2020-10-07 Impact factor: 11.025