Featured Publications
Joint modeling of human cortical structure: Genetic correlation network and composite-trait genetic correlation
Shen J, Zhang Y, Zhu Z, Cheng Y, Cai B, Zhao Y, Zhao H. Joint modeling of human cortical structure: Genetic correlation network and composite-trait genetic correlation. NeuroImage 2024, 297: 120739. PMID: 39009250, PMCID: PMC11367654, DOI: 10.1016/j.neuroimage.2024.120739.Peer-Reviewed Original ResearchGenetic networksComplex traitsGenetic architecture of complex traitsArchitecture of complex traitsGenome-wide association analysisGenetic correlationsGenetic architectureGenetic variationAssociation analysisGenetic basisPhenotypic similarityGenetic effectsFunctional variationRight hemisphereBrain regionsUK BiobankCortical thicknessTraitsCortical measuresCorrelation networkSignificant pairsHeritabilitySimilarity matrixBrainBrain lobes
2023
Shared genetic architecture of blood eosinophil counts and asthma in UK Biobank
Li B, Wang Y, Wang Z, Li X, Kay S, Chupp G, Zhao H, Gomez J. Shared genetic architecture of blood eosinophil counts and asthma in UK Biobank. ERJ Open Research 2023, 9: 00291-2023. PMID: 37650091, PMCID: PMC10463033, DOI: 10.1183/23120541.00291-2023.Peer-Reviewed Original ResearchGenome-wide association studiesGenetic architectureGenetic correlation analysisUK BiobankGWAS resultsTranscription factorsInterleukin-4 SignalingBlood eosinophil countsAssociation studiesDoctor-diagnosed asthmaSignificant variantsEosinophil countEuropean ancestryTraitsPathwayGenetic linkType 2 immune responsesType 2 inflammationSignalingCritical associationImmune responseHeterogeneous diseaseTAGCSevere asthmaTherapeutic interventions
2022
Genome-Wide Investigation of Maximum Habitual Alcohol Intake in US Veterans in Relation to Alcohol Consumption Traits and Alcohol Use Disorder
Deak JD, Levey DF, Wendt FR, Zhou H, Galimberti M, Kranzler HR, Gaziano JM, Stein MB, Polimanti R, Gelernter J, Muralidhar S, Moser J, Deen J, Gaziano J, Beckham J, Chang K, Tsao P, Luoh S, Casas J, Churby L, Whitbourne S, Brewer J, Brophy M, Selva L, Shayan S, Cho K, Pyarajan S, DuVall S, Connor T, Argyres D, Aslan M, Stephens B, Concato J, Gelernter J, Gleason T, Huang G, Koenen K, Marx C, Radhakrishnan K, Schork N, Stein M, Zhao H, Kaufman J, Nunez Y, Pietrzak R, Beck D, Cissell S, Crutchfield P, Lance W, Cheung K, Li Y, Sun N, Chen Q, Rajeevan N, Sayward F, Gagnon D, Harrington K, Quaden R, O'Leary T, Ramoni R. Genome-Wide Investigation of Maximum Habitual Alcohol Intake in US Veterans in Relation to Alcohol Consumption Traits and Alcohol Use Disorder. JAMA Network Open 2022, 5: e2238880. PMID: 36301540, PMCID: PMC9614582, DOI: 10.1001/jamanetworkopen.2022.38880.Peer-Reviewed Original ResearchConceptsGenome-wide association studiesGenome-wide significant lociGenomic structural equation modelingSignificant lociAlcohol traitsAssociation studiesAfrican ancestry participantsGenome-wide investigationAncestry-specific genome-wide association studiesGenetic correlationsPsychiatric traitsLinkage disequilibrium score regressionGenetic associationStrong genetic correlationSingle nucleotide variantsGenetic architectureGenetic association studiesGenetic lociTop associationsNegative rgEuropean ancestry participantsNucleotide variantsFunctional variantsScore regressionTraits
2021
Dissecting the Shared Genetic Architecture of Suicide Attempt, Psychiatric Disorders, and Known Risk Factors
Mullins N, Kang J, Campos AI, Coleman JRI, Edwards AC, Galfalvy H, Levey DF, Lori A, Shabalin A, Starnawska A, Su MH, Watson HJ, Adams M, Awasthi S, Gandal M, Hafferty JD, Hishimoto A, Kim M, Okazaki S, Otsuka I, Ripke S, Ware EB, Bergen AW, Berrettini WH, Bohus M, Brandt H, Chang X, Chen WJ, Chen HC, Crawford S, Crow S, DiBlasi E, Duriez P, Fernández-Aranda F, Fichter MM, Gallinger S, Glatt SJ, Gorwood P, Guo Y, Hakonarson H, Halmi KA, Hwu HG, Jain S, Jamain S, Jiménez-Murcia S, Johnson C, Kaplan AS, Kaye WH, Keel PK, Kennedy JL, Klump KL, Li D, Liao SC, Lieb K, Lilenfeld L, Liu CM, Magistretti PJ, Marshall CR, Mitchell JE, Monson ET, Myers RM, Pinto D, Powers A, Ramoz N, Roepke S, Rozanov V, Scherer SW, Schmahl C, Sokolowski M, Strober M, Thornton LM, Treasure J, Tsuang MT, Witt SH, Woodside DB, Yilmaz Z, Zillich L, Adolfsson R, Agartz I, Air TM, Alda M, Alfredsson L, Andreassen OA, Anjorin A, Appadurai V, Artigas M, Van der Auwera S, Azevedo MH, Bass N, Bau CHD, Baune BT, Bellivier F, Berger K, Biernacka JM, Bigdeli TB, Binder EB, Boehnke M, Boks MP, Bosch R, Braff DL, Bryant R, Budde M, Byrne EM, Cahn W, Casas M, Castelao E, Cervilla JA, Chaumette B, Cichon S, Corvin A, Craddock N, Craig D, Degenhardt F, Djurovic S, Edenberg HJ, Fanous AH, Foo JC, Forstner AJ, Frye M, Fullerton JM, Gatt JM, Gejman PV, Giegling I, Grabe HJ, Green MJ, Grevet EH, Grigoroiu-Serbanescu M, Gutierrez B, Guzman-Parra J, Hamilton SP, Hamshere ML, Hartmann A, Hauser J, Heilmann-Heimbach S, Hoffmann P, Ising M, Jones I, Jones LA, Jonsson L, Kahn RS, Kelsoe JR, Kendler KS, Kloiber S, Koenen KC, Kogevinas M, Konte B, Krebs MO, Landén M, Lawrence J, Leboyer M, Lee PH, Levinson DF, Liao C, Lissowska J, Lucae S, Mayoral F, McElroy SL, McGrath P, McGuffin P, McQuillin A, Medland SE, Mehta D, Melle I, Milaneschi Y, Mitchell PB, Molina E, Morken G, Mortensen PB, Müller-Myhsok B, Nievergelt C, Nimgaonkar V, Nöthen MM, O’Donovan M, Ophoff RA, Owen MJ, Pato C, Pato MT, Penninx BWJH, Pimm J, Pistis G, Potash JB, Power RA, Preisig M, Quested D, Ramos-Quiroga JA, Reif A, Ribasés M, Richarte V, Rietschel M, Rivera M, Roberts A, Roberts G, Rouleau GA, Rovaris DL, Rujescu D, Sánchez-Mora C, Sanders AR, Schofield PR, Schulze TG, Scott LJ, Serretti A, Shi J, Shyn SI, Sirignano L, Sklar P, Smeland OB, Smoller JW, Sonuga-Barke EJS, Spalletta G, Strauss JS, ÅšwiÄ…tkowska B, Trzaskowski M, Turecki G, Vilar-Ribó L, Vincent JB, Völzke H, Walters JTR, Weickert C, Weickert TW, Weissman MM, Williams LM, Wray NR, Zai CC, Ashley-Koch AE, Beckham JC, Hauser ER, Hauser MA, Kimbrel NA, Lindquist JH, McMahon B, Oslin DW, Qin X, Agerbo E, Børglum A, Breen G, Erlangsen A, Esko T, Gelernter J, Hougaard D, Kessler R, Kranzler H, Li Y, Martin N, McIntosh A, Mors O, Nordentoft M, Olsen C, Porteous D, Ursano R, Wasserman D, Werge T, Whiteman D, Bulik C, Coon H, Demontis D, Docherty A, Kuo P, Lewis G, Mann J, RenterÃa M, Smith D, Stahl E, Stein D, Streit F, Willour V, Ruderfer D, Wray N, Ripke S, Mattheisen M, Trzaskowski M, Byrne E, Abdellaoui A, Adams M, Agerbo E, Air T, Andlauer T, Bacanu S, Bækvad-Hansen M, Beekman A, Bigdeli T, Binder E, Bryois J, Buttenschøn H, Bybjerg-Grauholm J, Cai N, Castelao E, Christensen J, Clarke T, Coleman J, Colodro-Conde L, Couvy-Duchesne B, Craddock N, Crawford G, Davies G, Degenhardt F, Derks E, Direk N, Dolan C, Dunn E, Eley T, Escott-Price V, Kiadeh F, Finucane H, Foo J, Forstner A, Frank J, Gaspar H, Gill M, Goes F, Gordon S, Weinsheimer S, Wellmann J, Willemsen G, Witt S, Wu Y, Xi H, Yang J, Zhang F, Arolt V, Baune B, Berger K, Boomsma D, Cichon S, Dannlowski U, de Geus E, Depaulo J, Domenici E, Domschke K, Esko T, Grabe H, Hamilton S, Grove J, Hall L, Hansen C, Hansen T, Herms S, Hickie I, Hoffmann P, Homuth G, Horn C, Hottenga J, Hougaard D, Howard D, Ising M, Jansen R, Jones I, Jones L, Jorgenson E, Knowles J, Kohane I, Kraft J, Kretzschmar W, Kutalik Z, Li Q, Lind P, MacIntyre D, MacKinnon D, Maier R, Maier W, Marchini J, Mbarek H, McGrath P, McGuffin P, Medland S, Mehta D, Middeldorp C, Mihailov E, Milaneschi Y, Milani L, Mondimore F, Montgomery G, Mostafavi S, Mullins N, Nauck M, Ng B, Nivard M, Nyholt D, O’Reilly P, Oskarsson H, Hayward C, Heath A, Kendler K, Kloiber S, Lewis C, Li D, Lucae S, Madden P, Magnusson P, Martin N, McIntosh A, Metspalu A, Mors O, Mortensen P, Müller-Myhsok B, Nordentoft M, Nöthen M, O’Donovan M, Paciga S, Pedersen N, Owen M, Painter J, Pedersen C, Pedersen M, Peterson R, Peyrot W, Pistis G, Posthuma D, Quiroz J, Qvist P, Rice J, Riley B, Rivera M, Mirza S, Schoevers R, Schulte E, Shen L, Shi J, Shyn S, Sigurdsson E, Sinnamon G, Smit J, Smith D, Stefansson H, Steinberg S, Streit F, Strohmaier J, Tansey K, Teismann H, Teumer A, Thompson W, Thomson P, Thorgeirsson T, Traylor M, Treutlein J, Trubetskoy V, Uitterlinden A, Umbricht D, Van der Auwera S, van Hemert A, Viktorin A, Visscher P, Wang Y, Webb B, Penninx B, Perlis R, Porteous D, Potash J, Preisig M, Rietschel M, Schaefer C, Schulze T, Smoller J, Stefansson K, Tiemeier H, Uher R, Völzke H, Weissman M, Werge T, Lewis C, Levinson D, Breen G, Børglum A, Sullivan P, Mullins N, Forstner A, O’Connell K, Coombes B, Coleman J, Qiao Z, Als T, Bigdeli T, Børte S, Bryois J, Charney A, Drange O, Gandal M, Hagenaars S, Ikeda M, Kamitaki N, Kim M, Krebs K, Panagiotaropoulou G, Schilder B, Sloofman L, Steinberg S, Trubetskoy V, Winsvold B, Won H, Abramova L, Adorjan K, Agerbo E, Al Eissa M, Albani D, Alliey-Rodriguez N, Anjorin A, Antilla V, Antoniou A, Awasthi S, Baek J, Bækvad-Hansen M, Bass N, Bauer M, Beins E, Bergen S, Birner A, Pedersen C, Bøen E, Boks M, Bosch R, Brum M, Brumpton B, Brunkhorst-Kanaan N, Budde M, Bybjerg-Grauholm J, Byerley W, Cairns M, Casas M, Cervantes P, Clarke T, Cruceanu C, Cuellar-Barboza A, Cunningham J, Curtis D, Czerski P, Dale A, Dalkner N, David F, Degenhardt F, Djurovic S, Dobbyn A, Douzenis A, ElvsÃ¥shagen T, Escott-Price V, Ferrier I, Fiorentino A, Foroud T, Forty L, Frank J, Frei O, Freimer N, Frisén L, Gade K, Garnham J, Gelernter J, Pedersen M, Gizer I, Gordon S, Gordon-Smith K, Greenwood T, Grove J, Guzman-Parra J, Ha K, Haraldsson M, Hautzinger M, Heilbronner U, Hellgren D, Herms S, Hoffmann P, Holmans P, Huckins L, Jamain S, Johnson J, Kalman J, Kamatani Y, Kennedy J, Kittel-Schneider S, Knowles J, Kogevinas M, Koromina M, Kranz T, Kranzler H, Kubo M, Kupka R, Kushner S, Lavebratt C, Lawrence J, Leber M, Lee H, Lee P, Levy S, Lewis C, Liao C, Lucae S, Lundberg M, MacIntyre D, Magnusson S, Maier W, Maihofer A, Malaspina D, Maratou E, Martinsson L, Mattheisen M, McGregor N, McGuffin P, McKay J, Medeiros H, Medland S, Millischer V, Montgomery G, Moran J, Morris D, Mühleisen T, O’Brien N, O’Donovan C, Loohuis L, Oruc L, Papiol S, Pardiñas A, Perry A, Pfennig A, Porichi E, Potash J, Quested D, Raj T, Rapaport M, DePaulo J, Regeer E, Rice J, Rivas F, Rivera M, Roth J, Roussos P, Ruderfer D, Sánchez-Mora C, Schulte E, Senner F, Sharp S, Shilling P, Sigurdsson E, Sirignano L, Slaney C, Smeland O, Smith D, Sobell J, Hansen C, Artigas M, Spijker A, Stein M, Strauss J, ÅšwiÄ…tkowska B, Terao C, Thorgeirsson T, Toma C, Tooney P, Tsermpini E, Vawter P, Vedder H, Walters J, Witt S, Xi S, Xu W, Yang J, Young A, Young H, Zandi P, Zhou H, Zillich L, Psychiatry H, Adolfsson R, Agartz I, Alda M, Alfredsson L, Babadjanova G, Backlund L, Baune B, Bellivier F, Bengesser S, Berrettini W, Blackwood D, Boehnke M, Børglum A, Breen G, Carr V, Catts S, Corvin A, Craddock N, Dannlowski U, Dikeos D, Esko T, Etain B, Ferentinos P, Frye M, Fullerton J, Gawlik M, Gershon E, Goes F, Green M, Grigoroiu-Serbanescu M, Hauser J, Henskens F, Hillert J, Hong K, Hougaard D, Hultman C, Hveem K, Iwata N, Jablensky A, Jones I, Jones L, Kahn R, Kelsoe J, Kirov G, Landén M, Leboyer M, Lewis C, Li Q, Lissowska J, Lochner C, Loughland C, Martin N, Mathews C, Mayoral F, McElroy S, McIntosh A, McMahon F, Melle I, Michie P, Milani L, Mitchell P, Morken G, Mors O, Mortensen P, Mowry B, Müller-Myhsok B, Myers R, Neale B, Nievergelt C, Nordentoft M, Nöthen M, O’Donovan M, Oedegaard K, Olsson T, Owen M, Paciga S, Pantelis C, Pato C, Pato M, Patrinos G, Perlis R, Posthuma D, Ramos-Quiroga J, Reif A, Reininghaus E, Ribasés M, Rietschel M, Ripke S, Rouleau G, Saito T, Schall U, Schalling M, Schofield P, Schulze T, Scott L, Scott R, Serretti A, Weickert C, Smoller J, Stefansson H, Stefansson K, Stordal E, Streit F, Sullivan P, Turecki G, Vaaler A, Vieta E, Vincent J, Waldman I, Weickert T, Werge T, Wray N, Zwart J, Biernacka J, Nurnberger J, Cichon S, Edenberg H, Stahl E, McQuillin A, Di Florio A, Ophoff R, Andreassen O, Adan R, Alfredsson L, Ando T, Andreassen O, Aschauer H, Baker J, Bencko V, Bergen A, Berrettini W, BirgegÃ¥rd A, Boden J, Boehm I, Boni C, Perica V, Brandt H, Breen G, Bryois J, Buehren K, Bulik C, Burghardt R, Carlberg L, Cassina M, Cichon S, Clementi M, Coleman J, Cone R, Courtet P, Crawford S, Crow S, Crowley J, Danner U, Davis O, de Zwaan M, Dedoussis G, Degortes D, DeSocio J, Dick D, Dikeos D, Dina C, Dmitrzak-Weglarz M, Martinez E, Duncan L, Egberts K, Marshall C, Martin N, Mattheisen M, Mattingsdal M, McDevitt S, McGuffin P, Medland S, Metspalu A, Meulenbelt I, Micali N, Mitchell J, Mitchell K, Monteleone P, Monteleone A, Montgomery G, Mortensen P, Munn-Chernoff M, Nacmias B, Navratilova M, Ntalla I, Olsen M, Ophoff R, O’Toole J, Padyukov L, Palotie A, Pantel J, Papezova H, Parker R, Pearson J, Pedersen N, Ehrlich S, EscaramÃs G, Esko T, Espeseth T, Estivill X, Farmer A, Favaro A, Fernández-Aranda F, Fichter M, Fischer K, Floyd J, Föcker M, Foretova L, Forstner A, Forzan M, Franklin C, Gallinger S, Gambaro G, Gaspar H, Giegling I, Giuranna J, Giusti-RodrÃquez P, Gonidakis F, Gordon S, Gorwood P, Mayora M, Grove J, Guillaume S, Guo Y, Hakonarson H, Halmi K, Hanscombe K, Hatzikotoulas K, Hauser E, Hebebrand J, Helder S, Henders A, Herms S, Herpertz-Dahlmann B, Herzog W, Hinney A, Horwood L, Hübel C, Petersen L, Pinto D, Purves K, Raevuori A, Ramoz N, Reichborn-Kjennerud T, Ricca V, Ripatti S, Ripke S, Ritschel F, Roberts M, Rujescu D, Rybakowski F, Santonastaso P, Scherag A, Scherer S, Schmidt U, Schork N, Schosser A, Seitz J, Slachtova L, Slagboom P, Landt M, Slopien A, Soranzo N, Sorbi S, Southam L, Steen V, Strober M, Huckins L, Hudson J, Imgart H, Inoko H, Janout V, Jiménez-Murcia S, Johnson C, Jordan J, Julià A, Kalsi G, Kaminská D, Kaplan A, Kaprio J, Karhunen L, Karwautz A, Kas M, Kaye W, Kennedy M, Kennedy M, Keski-Rahkonen A, Kiezebrink K, Kim Y, Kirk K, Klareskog L, Klump K, Knudsen G, Landén M, Larsen J, Le Hellard S, Leppä V, Li D, Lichtenstein P, Lilenfeld L, Lin B, Lissowska J, Lundervold A, Luykx J, Magistretti P, Maj M, Mannik K, Marsal S, Stuber G, Sullivan P, ÅšwiÄ…tkowska B, Szatkiewicz J, Tachmazidou I, Tenconi E, Thornton L, Tortorella A, Tozzi F, Treasure J, Tsitsika A, Tyszkiewicz-Nwafor M, Tziouvas K, van Elburg A, van Furth E, Wade T, Wagner G, Walton E, Watson H, Werge T, Whiteman D, Wichmann H, Widen E, Woodside D, Yao S, Yilmaz Z, Zeggini E, Zerwas S, Zipfel S, Witt S, Streit F, Jungkunz M, Frank J, Awasthi S, Treutlein J, Dietl L, Schwarze C, Dahmen N, Schott B, Nöthen M, Ripke S, Mobascher A, Rujescu D, Lieb K, Roepke S, Schmahl C, Bohus M, Rietschel M, Crivelli S, Dennis M, Harvey P, Carter B, Huffman J, Jacobson D, Madduri R, Olsen C, Pestian J, Gaziano J, Muralidhar S, Ramoni R, Beckham J, Chang K, O’Donnell C, Tsao P, Breeling J, Huang G, Romero J, Muralidhar S, Moser J, Whitbourne S, Brewer J, Aslan M, Connor T, Argyres D, Tsao P, Gaziano J, Stephens B, Brophy M, Humphries D, Selva L, Do N, Shayan S, Cho K, O’Donnell C, O’Donnell C, Pyarajan S, Tsao P, Cho K, Pyarajan S, Hauser E, Sun Y, Zhao H, Wilson P, McArdle R, Dellitalia L, Mattocks K, Harley J, Zablocki C, Whittle J, Jacono F, Beckham J, Gutierrez S, Gibson G, Hammer K, Kaminsky L, Villareal G, Kinlay S, Xu J, Hamner M, Mathew R, Bhushan S, Iruvanti P, Godschalk M, Ballas Z, Ivins D, Mastorides S, Moorman J, Gappy S, Klein J, Ratcliffe N, Florez H, Okusaga O, Murdoch M, Sriram P, Yeh S, Tandon N, Jhala D, Aguayo S, Cohen D, Sharma S, Liangpunsakul S, Oursler K, Whooley M, Ahuja S, Constans J, Meyer P, Greco J, Rauchman M, Servatius R, Gaddy M, Wallbom A, Morgan T, Stapley T, Sherman S, Ross G, Tsao P, Strollo P, Boyko E, Meyer L, Gupta S, Huq M, Fayad J, Hung A, Lichy J, Hurley R, Robey B, Striker R. Dissecting the Shared Genetic Architecture of Suicide Attempt, Psychiatric Disorders, and Known Risk Factors. Biological Psychiatry 2021, 91: 313-327. PMID: 34861974, PMCID: PMC8851871, DOI: 10.1016/j.biopsych.2021.05.029.Peer-Reviewed Original ResearchConceptsGenome-wide association studiesGenetic architecturePsychiatric disordersGenetic correlationsRisk factorsGenome-wide significanceDivergent genetic architecturesGWAS summary statisticsShared genetic architectureStrong genetic correlationIntergenic lociSuicide attemptsReproductive traitsKnown Risk FactorsRisk lociPoor general healthChromosome 7Association studiesRelated psychiatric disordersMillion Veteran ProgramSuicide attempt casesLow socioeconomic statusLociNonfatal suicide attemptsGenetic effects
2020
Statistical Methods in Genome-Wide Association Studies
Sun N, Zhao H. Statistical Methods in Genome-Wide Association Studies. Annual Review Of Biomedical Data Science 2020, 3: 1-24. DOI: 10.1146/annurev-biodatasci-030320-041026.Peer-Reviewed Original ResearchGenome-wide association studiesAssociation studiesTraits of interestGenetic architectureIdentification of variantsGWAS dataStatistical methodologyStatistical challengesGenetic risk prediction modelsGenetic markersStatistical methodsHuman diseasesPhenotype informationGenetic variantsTraitsGenotype informationScientific goalsRecent progressGenesVariantsTens of thousandsHundreds of thousandsPrediction modelPathwayThousands
2019
Harmonizing Genetic Ancestry and Self-identified Race/Ethnicity in Genome-wide Association Studies
Fang H, Hui Q, Lynch J, Honerlaw J, Assimes T, Huang J, Vujkovic M, Damrauer S, Pyarajan S, Gaziano J, DuVall S, O’Donnell C, Cho K, Chang K, Wilson P, Tsao P, Sun Y, Tang H, Gaziano J, Ramoni R, Breeling J, Chang K, Huang G, Muralidhar S, O’Donnell C, Tsao P, Muralidhar S, Moser J, Whitbourne S, Brewer J, Concato J, Warren S, Argyres D, Stephens B, Brophy M, Humphries D, Do N, Shayan S, Nguyen X, Pyarajan S, Cho K, Hauser E, Sun Y, Zhao H, Wilson P, McArdle R, Dellitalia L, Harley J, Whittle J, Beckham J, Wells J, Gutierrez S, Gibson G, Kaminsky L, Villareal G, Kinlay S, Xu J, Hamner M, Haddock K, Bhushan S, Iruvanti P, Godschalk M, Ballas Z, Buford M, Mastorides S, Klein J, Ratcliffe N, Florez H, Swann A, Murdoch M, Sriram P, Yeh S, Washburn R, Jhala D, Aguayo S, Cohen D, Sharma S, Callaghan J, Oursler K, Whooley M, Ahuja S, Gutierrez A, Schifman R, Greco J, Rauchman M, Servatius R, Oehlert M, Wallbom A, Fernando R, Morgan T, Stapley T, Sherman S, Anderson G, Sonel E, Boyko E, Meyer L, Gupta S, Fayad J, Hung A, Lichy J, Hurley R, Robey B, Striker R. Harmonizing Genetic Ancestry and Self-identified Race/Ethnicity in Genome-wide Association Studies. American Journal Of Human Genetics 2019, 105: 763-772. PMID: 31564439, PMCID: PMC6817526, DOI: 10.1016/j.ajhg.2019.08.012.Peer-Reviewed Original ResearchA statistical framework for cross-tissue transcriptome-wide association analysis
Hu Y, Li M, Lu Q, Weng H, Wang J, Zekavat SM, Yu Z, Li B, Gu J, Muchnik S, Shi Y, Kunkle BW, Mukherjee S, Natarajan P, Naj A, Kuzma A, Zhao Y, Crane PK, Lu H, Zhao H. A statistical framework for cross-tissue transcriptome-wide association analysis. Nature Genetics 2019, 51: 568-576. PMID: 30804563, PMCID: PMC6788740, DOI: 10.1038/s41588-019-0345-7.Peer-Reviewed Original ResearchConceptsTranscriptome-wide association analysisAssociation analysisGene-trait associationsGene expression dataGene expression levelsGenetic architectureComplex traitsMore genesGene expressionSingle tissueExpression dataAssociation resultsExpression levelsPowerful approachImputation modelHuman tissuesImputation accuracyGenotypesStatistical frameworkTissueGenesKey componentTraitsPowerful metricExpression
2017
A Powerful Approach to Estimating Annotation-Stratified Genetic Covariance via GWAS Summary Statistics
Lu Q, Li B, Ou D, Erlendsdottir M, Powles RL, Jiang T, Hu Y, Chang D, Jin C, Dai W, He Q, Liu Z, Mukherjee S, Crane PK, Zhao H. A Powerful Approach to Estimating Annotation-Stratified Genetic Covariance via GWAS Summary Statistics. American Journal Of Human Genetics 2017, 101: 939-964. PMID: 29220677, PMCID: PMC5812911, DOI: 10.1016/j.ajhg.2017.11.001.Peer-Reviewed Original ResearchConceptsGWAS summary statisticsGenome-wide association studiesComplex traitsSingle nucleotide polymorphismsGenetic covarianceGenetic architectureLarge-scale genome-wide association studiesStrong genetic covarianceDistinct genetic architecturesSignificant genetic covarianceLate-onset Alzheimer's diseaseHigh minor allele frequencyGenetic profileFunctional genomeAmyotrophic lateral sclerosisMajor neurodegenerative diseasesMinor allele frequencyGenetic basisAssociation studiesTraitsLarge-scale inferenceSummary statisticsBiological interpretabilityAllele frequenciesNeurodegenerative diseases
2014
GPA: A Statistical Approach to Prioritizing GWAS Results by Integrating Pleiotropy and Annotation
Chung D, Yang C, Li C, Gelernter J, Zhao H. GPA: A Statistical Approach to Prioritizing GWAS Results by Integrating Pleiotropy and Annotation. PLOS Genetics 2014, 10: e1004787. PMID: 25393678, PMCID: PMC4230845, DOI: 10.1371/journal.pgen.1004787.Peer-Reviewed Original ResearchConceptsGenome-wide association studiesFunctional annotationGWAS datasetsAnnotation informationStatistical approachMultiple GWAS datasetsGenome-wide markersPowerful statistical methodsSingle-phenotype analysisCentral nervous system genesRisk variantsNervous system genesGenotype-Tissue Expression (GTEx) databaseComplex diseasesGWAS data setsSignificant pleiotropic effectsCommon risk basisDifferent complex diseasesDNase-seq dataCell linesStatistical inferenceGenetic architectureGWAS hitsGWAS resultsNovel statistical approach
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