{"id":"https://openalex.org/W2020892789","doi":"https://doi.org/10.1186/1471-2105-12-384","title":"Multilocus association mapping using generalized ridge logistic regression","display_name":"Multilocus association mapping using generalized ridge logistic regression","publication_year":2011,"publication_date":"2011-09-29","ids":{"openalex":"https://openalex.org/W2020892789","doi":"https://doi.org/10.1186/1471-2105-12-384","mag":"2020892789","pmid":"https://pubmed.ncbi.nlm.nih.gov/21958005"},"language":"en","primary_location":{"id":"doi:10.1186/1471-2105-12-384","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-12-384","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-12-384","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-12-384","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100462375","display_name":"Zhe Liu","orcid":"https://orcid.org/0000-0002-8214-8345"},"institutions":[{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhe Liu","raw_affiliation_strings":["Department of Statistics, University of Chicago, IL 60637, USA","Department of Statistics University of Chicago Chicago USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Statistics, University of Chicago, IL 60637, USA","institution_ids":["https://openalex.org/I40347166"]},{"raw_affiliation_string":"Department of Statistics University of Chicago Chicago USA","institution_ids":["https://openalex.org/I40347166"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101690406","display_name":"Yuanyuan Shen","orcid":"https://orcid.org/0000-0002-8592-7723"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuanyuan Shen","raw_affiliation_strings":["Department of Biostatistics, Harvard School of Public Health, 655 Huntington Avenue, Boston, MA, 02115, USA","Department of Biostatistics, Harvard School of Public Health, #N#Boston, #N#USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics, Harvard School of Public Health, 655 Huntington Avenue, Boston, MA, 02115, USA","institution_ids":["https://openalex.org/I136199984"]},{"raw_affiliation_string":"Department of Biostatistics, Harvard School of Public Health, #N#Boston, #N#USA","institution_ids":["https://openalex.org/I136199984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042072885","display_name":"J\u00fcrg Ott","orcid":"https://orcid.org/0000-0002-6188-1388"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210131870","display_name":"Institute of Psychology, Chinese Academy of Sciences","ror":"https://ror.org/03j7v5j15","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210131870"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jurg Ott","raw_affiliation_strings":["Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, 4A Datun Road, Beijing, 100101, China","Key Laboratory of Mental Health Institute of Psychology, Chinese Academy of Sciences Beijing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, 4A Datun Road, Beijing, 100101, China","institution_ids":["https://openalex.org/I4210131870"]},{"raw_affiliation_string":"Key Laboratory of Mental Health Institute of Psychology, Chinese Academy of Sciences Beijing China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210131870"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5042072885"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210131870"],"apc_list":{"value":2790,"currency":"USD","value_usd":2790},"apc_paid":{"value":2790,"currency":"USD","value_usd":2790},"fwci":0.5556,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.69812978,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"12","issue":"1","first_page":"384","last_page":"384"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10261","display_name":"Genetic Associations and Epidemiology","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10261","display_name":"Genetic Associations and Epidemiology","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference","score":0.000699999975040555,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10594","display_name":"Genetic and phenotypic traits in livestock","score":0.0005000000237487257,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/linkage-disequilibrium","display_name":"Linkage disequilibrium","score":0.7094639539718628},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48240888118743896},{"id":"https://openalex.org/keywords/genetic-association","display_name":"Genetic association","score":0.47832155227661133},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.46713709831237793},{"id":"https://openalex.org/keywords/association-mapping","display_name":"Association mapping","score":0.44133931398391724},{"id":"https://openalex.org/keywords/single-nucleotide-polymorphism","display_name":"Single-nucleotide polymorphism","score":0.4396503269672394},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3965117335319519},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.38672298192977905},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.35150930285453796},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.35043835639953613},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.29003599286079407},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.21117398142814636},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17839661240577698},{"id":"https://openalex.org/keywords/genotype","display_name":"Genotype","score":0.07758218050003052}],"concepts":[{"id":"https://openalex.org/C35605836","wikidata":"https://www.wikidata.org/wiki/Q2064311","display_name":"Linkage disequilibrium","level":5,"score":0.7094639539718628},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48240888118743896},{"id":"https://openalex.org/C186413461","wikidata":"https://www.wikidata.org/wiki/Q744727","display_name":"Genetic association","level":5,"score":0.47832155227661133},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.46713709831237793},{"id":"https://openalex.org/C134443026","wikidata":"https://www.wikidata.org/wiki/Q4809584","display_name":"Association mapping","level":5,"score":0.44133931398391724},{"id":"https://openalex.org/C153209595","wikidata":"https://www.wikidata.org/wiki/Q501128","display_name":"Single-nucleotide polymorphism","level":4,"score":0.4396503269672394},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3965117335319519},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.38672298192977905},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.35150930285453796},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.35043835639953613},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.29003599286079407},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.21117398142814636},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17839661240577698},{"id":"https://openalex.org/C135763542","wikidata":"https://www.wikidata.org/wiki/Q106016","display_name":"Genotype","level":3,"score":0.07758218050003052},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D002874","descriptor_name":"Chromosome Mapping","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002874","descriptor_name":"Chromosome Mapping","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002874","descriptor_name":"Chromosome Mapping","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004194","descriptor_name":"Disease","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D004194","descriptor_name":"Disease","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D004194","descriptor_name":"Disease","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015810","descriptor_name":"Linkage Disequilibrium","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015810","descriptor_name":"Linkage Disequilibrium","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015810","descriptor_name":"Linkage Disequilibrium","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020022","descriptor_name":"Genetic Predisposition to Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020022","descriptor_name":"Genetic Predisposition to Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020022","descriptor_name":"Genetic Predisposition to Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/1471-2105-12-384","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-12-384","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-12-384","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:21958005","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/21958005","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC bioinformatics","raw_type":null},{"id":"pmh:oai:doaj.org/article:25055839ae5549b9b51a4276d3ce4698","is_oa":false,"landing_page_url":"https://doaj.org/article/25055839ae5549b9b51a4276d3ce4698","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 12, Iss 1, p 384 (2011)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:3224109","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/3224109","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/1471-2105-12-384","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-12-384","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-12-384","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8201104560","display_name":"IBD\u6a21\u578b\u5728\u5173\u8054\u5206\u6790\u4e2d\u7684\u6574\u5408\u4f7f\u7528","funder_award_id":"30700442","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G826892824","display_name":"\u5168\u57fa\u56e0\u7ec4\u8303\u56f4\u6316\u6398\u75be\u75c5\u76f8\u5173\u57fa\u56e0\u7684\u4ea4\u4e92\u6a21\u5f0f","funder_award_id":"30730057","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2020892789.pdf","grobid_xml":"https://content.openalex.org/works/W2020892789.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W1533179050","https://openalex.org/W1972028609","https://openalex.org/W1976296849","https://openalex.org/W2014315605","https://openalex.org/W2018250621","https://openalex.org/W2024999855","https://openalex.org/W2027688494","https://openalex.org/W2028561604","https://openalex.org/W2041467022","https://openalex.org/W2045418416","https://openalex.org/W2048111934","https://openalex.org/W2073116379","https://openalex.org/W2092217613","https://openalex.org/W2095741373","https://openalex.org/W2097360283","https://openalex.org/W2098665884","https://openalex.org/W2098979053","https://openalex.org/W2106393550","https://openalex.org/W2113784410","https://openalex.org/W2117418380","https://openalex.org/W2119862467","https://openalex.org/W2122189635","https://openalex.org/W2122825543","https://openalex.org/W2135046866","https://openalex.org/W2142635246","https://openalex.org/W2143568518","https://openalex.org/W2160429819","https://openalex.org/W2161630867","https://openalex.org/W2161633633","https://openalex.org/W2582743722","https://openalex.org/W3149745985","https://openalex.org/W4236654676","https://openalex.org/W4294541781","https://openalex.org/W4301730562"],"related_works":["https://openalex.org/W30400323","https://openalex.org/W1480804049","https://openalex.org/W4212923765","https://openalex.org/W2200278762","https://openalex.org/W1969997927","https://openalex.org/W2131251647","https://openalex.org/W1998165549","https://openalex.org/W2065722364","https://openalex.org/W1523912222","https://openalex.org/W1979080424"],"abstract_inverted_index":{"BACKGROUND:":[0],"In":[1,46,99],"genome-wide":[2,180],"association":[3,182],"studies,":[4],"it":[5],"is":[6,139],"widely":[7],"accepted":[8],"that":[9,71,110],"multilocus":[10],"methods":[11,114],"are":[12,33],"more":[13],"powerful":[14],"than":[15],"testing":[16],"single-nucleotide":[17],"polymorphisms":[18],"(SNPs)":[19],"one":[20],"at":[21],"a":[22,58,65,83],"time.":[23],"Among":[24],"statistical":[25],"approaches":[26],"considering":[27],"many":[28],"predictors":[29],"simultaneously,":[30],"scan":[31,54,171],"statistics":[32,172],"an":[34],"effective":[35],"tool":[36],"for":[37,63,93,159],"detecting":[38],"susceptibility":[39],"genomic":[40,155],"regions":[41,156],"and":[42,157,174],"mapping":[43],"disease":[44,74],"genes.":[45],"this":[47],"study,":[48],"inspired":[49],"by":[50],"the":[51,104,122,128,170],"idea":[52],"of":[53,68,106,111,169],"statistics,":[55],"we":[56,81,102],"propose":[57],"novel":[59],"sliding":[60,79],"window-based":[61],"method":[62,108,126,138,147],"identifying":[64],"parsimonious":[66],"subset":[67],"contiguous":[69],"SNPs":[70],"best":[72],"predict":[73],"status.":[75],"RESULTS:":[76],"Within":[77],"each":[78,97],"window,":[80],"apply":[82],"forward":[84],"model":[85,94],"selection":[86],"procedure":[87],"using":[88],"generalized":[89],"ridge":[90],"logistic":[91],"regression":[92],"fitness":[95],"in":[96,115,141,153,179],"step.":[98],"power":[100,119],"simulations,":[101],"compare":[103],"performance":[105],"our":[107,125,137],"with":[109],"five":[112],"other":[113],"current":[116],"use.":[117],"Averaging":[118],"over":[120],"all":[121],"conditions":[123],"considered,":[124],"dominates":[127],"others.":[129],"We":[130],"also":[131],"present":[132],"two":[133],"published":[134],"datasets":[135],"where":[136],"useful":[140],"causal":[142],"SNP":[143],"identification.":[144],"CONCLUSIONS:":[145],"Our":[146],"can":[148,165],"automatically":[149],"combine":[150],"genetic":[151],"information":[152],"local":[154],"allow":[158],"linkage":[160],"disequilibrium":[161],"between":[162],"SNPs.":[163],"It":[164],"overcome":[166],"some":[167],"defects":[168],"approach":[173],"will":[175],"be":[176],"very":[177],"promising":[178],"case-control":[181],"studies.":[183]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":2},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
