{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,6]],"date-time":"2026-10-06T15:23:20Z","timestamp":1791300200809,"version":"4.1.0"},"reference-count":43,"publisher":"Wiley","issue":"2","license":[{"start":{"date-parts":[[2014,1,9]],"date-time":"2014-01-09T00:00:00Z","timestamp":1389225600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc\/3.0\/"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Immunology"],"published-print":{"date-parts":[[2014,2]]},"abstract":"<jats:title>Summary<\/jats:title>\n                  <jats:p>\n                    Over the last decade, significant technological breakthroughs have revolutionized human genomic research in the form of genome\u2010wide association studies (\n                    <jats:styled-content style=\"fixed-case\">GWAS<\/jats:styled-content>\n                    s).\n                    <jats:styled-content style=\"fixed-case\">GWAS<\/jats:styled-content>\n                    s have identified thousands of statistically significant genetic variants associated with hundreds of human conditions including many with immunological aetiologies (e.g. multiple sclerosis, ankylosing spondylitis and rheumatoid arthritis). Unfortunately, most\n                    <jats:styled-content style=\"fixed-case\">GWAS<\/jats:styled-content>\n                    s fail to identify clinically significant associations. Identifying biologically significant variants by\n                    <jats:styled-content style=\"fixed-case\">GWAS<\/jats:styled-content>\n                    also presents a challenge. The\n                    <jats:styled-content style=\"fixed-case\">GWAS<\/jats:styled-content>\n                    is a phenotype\u2010to\u2010genotype approach. As a complementary\/alternative approach to the\n                    <jats:styled-content style=\"fixed-case\">GWAS<\/jats:styled-content>\n                    , investigators have begun to exploit extensive electronic medical record systems to conduct a genotype\u2010to\u2010phenotype approach when studying human disease\u00a0\u2013\u00a0specifically, the phenome\u2010wide association study (\n                    <jats:styled-content style=\"fixed-case\">P<\/jats:styled-content>\n                    he\n                    <jats:styled-content style=\"fixed-case\">WAS<\/jats:styled-content>\n                    ). Although the Phe\n                    <jats:styled-content style=\"fixed-case\">WAS<\/jats:styled-content>\n                    approach is in its infancy, this method has already demonstrated its capacity to rediscover important genetic associations related to immunological diseases\/conditions. Furthermore,\n                    <jats:styled-content style=\"fixed-case\">P<\/jats:styled-content>\n                    he\n                    <jats:styled-content style=\"fixed-case\">WAS<\/jats:styled-content>\n                    has the advantage of identifying genetic variants with pleiotropic properties. This is particularly relevant for\n                    <jats:italic>\n                      <jats:styled-content style=\"fixed-case\">HLA<\/jats:styled-content>\n                    <\/jats:italic>\n                    variants. For example,\n                    <jats:styled-content style=\"fixed-case\">P<\/jats:styled-content>\n                    he\n                    <jats:styled-content style=\"fixed-case\">WAS<\/jats:styled-content>\n                    results have demonstrated that the\n                    <jats:italic>\n                      <jats:styled-content style=\"fixed-case\">HLA<\/jats:styled-content>\n                      \u2010\n                      <jats:styled-content style=\"fixed-case\">DRB<\/jats:styled-content>\n                      1\n                    <\/jats:italic>\n                    variant associated with multiple sclerosis may also be associated with erythematous conditions including rosacea. Likewise,\n                    <jats:styled-content style=\"fixed-case\">P<\/jats:styled-content>\n                    he\n                    <jats:styled-content style=\"fixed-case\">WAS<\/jats:styled-content>\n                    has demonstrated that the\n                    <jats:italic>\n                      <jats:styled-content style=\"fixed-case\">HLA<\/jats:styled-content>\n                      \u2010\n                      <jats:styled-content style=\"fixed-case\">B<\/jats:styled-content>\n                    <\/jats:italic>\n                    genotype is not only associated with spondylopathies, uveitis, and variability in platelet count, but may also play an important role in other conditions, such as mastoiditis. This review will discuss and compare general\n                    <jats:styled-content style=\"fixed-case\">P<\/jats:styled-content>\n                    he\n                    <jats:styled-content style=\"fixed-case\">WAS<\/jats:styled-content>\n                    methodologies, describe both the challenges and advantages of the\n                    <jats:styled-content style=\"fixed-case\">P<\/jats:styled-content>\n                    he\n                    <jats:styled-content style=\"fixed-case\">WAS<\/jats:styled-content>\n                    , and provide insight into the potential directions in which\n                    <jats:styled-content style=\"fixed-case\">P<\/jats:styled-content>\n                    he\n                    <jats:styled-content style=\"fixed-case\">WAS<\/jats:styled-content>\n                    may lead.\n                  <\/jats:p>","DOI":"10.1111\/imm.12195","type":"journal-article","created":{"date-parts":[[2013,10,22]],"date-time":"2013-10-22T03:01:01Z","timestamp":1382410861000},"page":"157-165","update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":145,"title":["The challenges, advantages and future of phenome\u2010wide association studies"],"prefix":"10.1111","volume":"141","author":[{"given":"Scott J.","family":"Hebbring","sequence":"first","affiliation":[{"name":"Center for Human Genetics Marshfield Clinic Research Foundation Marshfield WI USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2014,1,9]]},"reference":[{"key":"e_1_2_9_2_1","doi-asserted-by":"publisher","DOI":"10.1038\/35057062"},{"key":"e_1_2_9_3_1","doi-asserted-by":"publisher","DOI":"10.1126\/science.1058040"},{"key":"e_1_2_9_4_1","doi-asserted-by":"publisher","DOI":"10.1038\/nature04226"},{"key":"e_1_2_9_5_1","doi-asserted-by":"publisher","DOI":"10.1038\/nature06258"},{"key":"e_1_2_9_6_1","unstructured":"HindorffLA MacArthurJ MoralesJ JunkinsHA HallPN KlemmAK ManolioTA.A Catalog of Published Genome\u2010Wide Association Studies. 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