{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T19:07:21Z","timestamp":1773342441383,"version":"3.50.1"},"reference-count":52,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"2","license":[{"start":{"date-parts":[[2019,3,1]],"date-time":"2019-03-01T00:00:00Z","timestamp":1551398400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2019,3,1]],"date-time":"2019-03-01T00:00:00Z","timestamp":1551398400000},"content-version":"am","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2019,3,1]],"date-time":"2019-03-01T00:00:00Z","timestamp":1551398400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2019,3,1]],"date-time":"2019-03-01T00:00:00Z","timestamp":1551398400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100000002","name":"National Institutes of Health","doi-asserted-by":"publisher","award":["1R01GM103309"],"award-info":[{"award-number":["1R01GM103309"]}],"id":[{"id":"10.13039\/100000002","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["DGE-1523115"],"award-info":[{"award-number":["DGE-1523115"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["IIS-1502273"],"award-info":[{"award-number":["IIS-1502273"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["DGE-1523154"],"award-info":[{"award-number":["DGE-1523154"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["IIS-1502172"],"award-info":[{"award-number":["IIS-1502172"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE\/ACM Trans. Comput. Biol. and Bioinf."],"published-print":{"date-parts":[[2019,3,1]]},"DOI":"10.1109\/tcbb.2017.2779498","type":"journal-article","created":{"date-parts":[[2017,12,4]],"date-time":"2017-12-04T19:18:50Z","timestamp":1512415130000},"page":"475-489","source":"Crossref","is-referenced-by-count":16,"title":["Bayesian Network Construction and Genotype-Phenotype Inference Using GWAS Statistics"],"prefix":"10.1109","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8972-8799","authenticated-orcid":false,"given":"Lu","family":"Zhang","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0159-3058","authenticated-orcid":false,"given":"Qiuping","family":"Pan","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2457-5162","authenticated-orcid":false,"given":"Yue","family":"Wang","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2823-3063","authenticated-orcid":false,"given":"Xintao","family":"Wu","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4662-3177","authenticated-orcid":false,"given":"Xinghua","family":"Shi","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1016\/j.ajhg.2015.09.010"},{"key":"ref38","doi-asserted-by":"crossref","first-page":"61","DOI":"10.1111\/nyas.13211","article-title":"An overview of human genetic privacy","volume":"1387","author":"shi","year":"2016","journal-title":"Ann New York Academy Sci"},{"key":"ref33","author":"nielsen","year":"2009","journal-title":"Bayesian Networks and Decision Graphs"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/0004-3702(92)90065-6"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1145\/2767007"},{"key":"ref30","volume":"382","author":"mclachlan","year":"2007","journal-title":"The EM Algorithm and Extensions"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1038\/ng.436"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/SPW.2015.21"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocw167"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511803161"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijar.2008.05.001"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1037\/1082-989X.1.2.130"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1093\/ije\/dyr149"},{"key":"ref2","first-page":"1517","article-title":"Local propagation in conditional gaussian bayesian networks","volume":"6","author":"cowell","year":"2005","journal-title":"J Mach Learn Res"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1145\/1835804.1835869"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1145\/2487575.2487687"},{"key":"ref22","doi-asserted-by":"crossref","first-page":"5802","DOI":"10.1073\/pnas.1218772110","article-title":"Private traits and attributes are predictable from digital records of human behavior","volume":"110","author":"kosinski","year":"2013","journal-title":"Proc Nat Academy Sci"},{"key":"ref21","first-page":"190","article-title":"A computational model for causal and diagnostic reasoning in inference systems","author":"kim","year":"1983","journal-title":"Proc 8th Int J Conf Artif Intell"},{"key":"ref24","first-page":"32","article-title":"On sampling, anonymization, and differential privacy or, k-anonymization meets differential privacy","author":"li","year":"2012","journal-title":"Proc 7th ACM Symp Inf Comput Commun Security"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1023\/A:1008935617754"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2004.1267047"},{"key":"ref25","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1126\/science.1095019","article-title":"Genomic research and human subject privacy","volume":"305","author":"lin","year":"2004","journal-title":"Sci"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/BIBM.2017.8217779"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/BIBM.2016.7822576"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-23822-2_33"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1186\/1752-0509-6-S3-S14"},{"key":"ref11","author":"heckerman","year":"1998","journal-title":"A tutorial on learning with Bayesian networks"},{"key":"ref40","article-title":"An integrated map of genetic variation from 1,092 human genomes","volume":"491","year":"2012","journal-title":"Nature"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/B978-1-55860-332-5.50041-9"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/3468.541341"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pgen.1000167"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/3035538"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1515\/popets-2015-0020"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1038\/ng.455"},{"key":"ref18","volume":"210","author":"jensen","year":"1996","journal-title":"An Introduction to Bayesian Networks"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-12-89"},{"key":"ref4","author":"wf edwards","year":"2000","journal-title":"Foundations of Mathematical Genetics"},{"key":"ref3","first-page":"265","article-title":"Calibrating noise to sensitivity in private data analysis","author":"dwork","year":"2006","journal-title":"Proc Conf Theory of Cryptography"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/ICDMW.2011.140"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1038\/nrg3723"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0089204"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1023\/A:1007465528199"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/BIBM.2017.8217661"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1126\/science.1229566"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/BIBM.2013.6732527"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1145\/1653662.1653726"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1186\/s12859-016-1084-8"},{"key":"ref47","doi-asserted-by":"crossref","first-page":"1001d","DOI":"10.1093\/nar\/gkt1229","article-title":"The NHGRI GWAS catalog, a curated resource of SNP-trait associations","volume":"42","author":"welter","year":"2014","journal-title":"Nucleic Acids Res"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1002\/0471142905.hg0119s68"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1145\/2810103.2813610"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1002\/int.20141"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pgen.1000628"}],"container-title":["IEEE\/ACM Transactions on Computational Biology and Bioinformatics"],"original-title":[],"link":[{"URL":"https:\/\/ieeexplore.ieee.org\/ielaam\/8857\/8680721\/8126853-aam.pdf","content-type":"application\/pdf","content-version":"am","intended-application":"syndication"},{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8857\/8680721\/08126853.pdf?arnumber=8126853","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,13]],"date-time":"2022-07-13T20:53:02Z","timestamp":1657745582000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8126853\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,3,1]]},"references-count":52,"journal-issue":{"issue":"2"},"URL":"https:\/\/doi.org\/10.1109\/tcbb.2017.2779498","relation":{},"ISSN":["1545-5963","1557-9964","2374-0043"],"issn-type":[{"value":"1545-5963","type":"print"},{"value":"1557-9964","type":"electronic"},{"value":"2374-0043","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,3,1]]}}}