{"id":4101,"date":"2021-10-21T09:31:12","date_gmt":"2021-10-21T08:31:12","guid":{"rendered":"https:\/\/blogs.kcl.ac.uk\/editlab\/?p=4101"},"modified":"2021-10-21T09:31:12","modified_gmt":"2021-10-21T08:31:12","slug":"self-reported-medication-use-as-an-alternative-phenotyping-method-for-anxiety-and-depression-in-the-uk-biobank","status":"publish","type":"post","link":"https:\/\/blogs.kcl.ac.uk\/editlab\/2021\/10\/21\/self-reported-medication-use-as-an-alternative-phenotyping-method-for-anxiety-and-depression-in-the-uk-biobank\/","title":{"rendered":"Self- reported medication use as an alternative phenotyping method for anxiety and depression in the UK Biobank"},"content":{"rendered":"<h2 style=\"text-align: right\"><b>Megan Skelton will outline findings from <a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/full\/10.1002\/ajmg.b.32878\">our recent paper<\/a> &#8220;Self- reported medication use as an alternative phenotyping method for anxiety and depression in the UK Biobank&#8221;.<\/b><\/h2>\n<p>&nbsp;<\/p>\n<div id=\"attachment_2637\" style=\"width: 199px\" class=\"wp-caption alignright\"><a href=\"http:\/\/blogs.kcl.ac.uk\/editlab\/files\/2018\/06\/Meg-Skelton.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-2637\" class=\"size-full wp-image-2637\" src=\"http:\/\/blogs.kcl.ac.uk\/editlab\/files\/2018\/06\/Meg-Skelton.png\" alt=\"\" width=\"189\" height=\"262\" \/><\/a><p id=\"caption-attachment-2637\" class=\"wp-caption-text\">Megan Skelton, EDIT Lab PhD Student<\/p><\/div>\n<hr \/>\n<p><!--more--><\/p>\n<p><span style=\"font-weight: 400\">Research to date has consistently demonstrated that complex traits, such as <\/span><a href=\"https:\/\/blogs.kcl.ac.uk\/editlab\/2018\/03\/29\/a-for-anxiety\/\"><span style=\"font-weight: 400\">anxiety<\/span><\/a><span style=\"font-weight: 400\"> and <\/span><a href=\"https:\/\/blogs.kcl.ac.uk\/editlab\/2018\/04\/20\/d-for-depression\/\"><span style=\"font-weight: 400\">depression<\/span><\/a><span style=\"font-weight: 400\">, are under the influence of a large number of differences in genetic code (DNA). These differences, or \u2018variants\u2019, each have a very small independent association with the trait and act in combination, along with environmental factors, to increase an individual\u2019s likelihood of developing it. Anxiety and depression often co-occur in the same individual, and genetic studies indicate that they are largely under the influence of the same genetic variants. This suggests that we can study them in combination to identify variants that are relevant for both disorders.\u00a0<\/span><span style=\"font-weight: 400\">As you might expect, small effects are difficult to detect and so researchers need to ensure they have a large amount of statistical \u2018power\u2019 in their analysis. One of the best ways to achieve this power is through large sample sizes. However, it is rare to have large datasets with people who have provided their genetic and mental health information, and consented for it to be analysed for research purposes.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">We were interested in alternate methods of identifying people with possible anxiety or depression, so that we can make use of existing large datasets without more detailed mental health information. This is a \u2018minimal\u2019 or \u2018broad\u2019 phenotyping method, an indication of the target trait that we hope, with a large enough sample, will approximate the trait closely enough to identify relevant genetic variants. This approach is not without <\/span><a href=\"https:\/\/www.nature.com\/articles\/s41588-020-0594-5\"><span style=\"font-weight: 400\">criticism<\/span><\/a><span style=\"font-weight: 400\">, but in a world of increasing access to electronic health records and big data, which may not always have specifically asked about anxiety or depression, it may be a pragmatic way of furthering our understanding of the genetics of these disorders.\u00a0<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-2668 aligncenter\" src=\"http:\/\/blogs.kcl.ac.uk\/editlab\/files\/2018\/06\/gene-300x225.jpg\" alt=\"\" width=\"326\" height=\"245\" srcset=\"https:\/\/blogs.kcl.ac.uk\/editlab\/files\/2018\/06\/gene-300x225.jpg 300w, https:\/\/blogs.kcl.ac.uk\/editlab\/files\/2018\/06\/gene.jpg 754w\" sizes=\"auto, (max-width: 326px) 100vw, 326px\" \/><\/p>\n<p><span style=\"font-weight: 400\">In our <a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/full\/10.1002\/ajmg.b.32878\">study<\/a>, we used information from participants in the <\/span><a href=\"https:\/\/blogs.kcl.ac.uk\/editlab\/2018\/04\/06\/b-for-biobank\/\"><span style=\"font-weight: 400\">UK Biobank <\/span><\/a><span style=\"font-weight: 400\">who had self-reported their current medication use. There were 22,218 participants who reported taking an antidepressant or anxiolytic, and 168,959 controls who reported taking non-psychotropic medications. We called this trait \u2018Medication Status\u2019 and performed genome-wide association study with it. We then used the results to explore genetic overlap between this trait and three existing phenotypes of anxiety and depression. These existing phenotypes were from a <\/span><a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/31748690\/\"><span style=\"font-weight: 400\">UK Biobank study of the genetics of anxiety<\/span><\/a><span style=\"font-weight: 400\">, a <\/span><a href=\"https:\/\/www.nature.com\/articles\/s41588-018-0090-3\"><span style=\"font-weight: 400\">meta-analysis of depression studies<\/span><\/a><span style=\"font-weight: 400\"> and a combined anxiety-depression phenotype we created from symptom-based questionnaires in the UK Biobank. We excluded participants who had responded to the UK Biobank mental health questionnaire to keep our sample independent of the comparison samples. To further assess how useful the medication phenotype was, we also analysed a subset of Medication Status who additionally did not meet criteria for any other <\/span><span style=\"font-weight: 400\">mental health indicator, and called this \u2018Medication Only\u2019.\u00a0<\/span><\/p>\n<p><a href=\"http:\/\/blogs.kcl.ac.uk\/editlab\/files\/2021\/10\/iStock-1172741523-scaled.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-4105 aligncenter\" src=\"http:\/\/blogs.kcl.ac.uk\/editlab\/files\/2021\/10\/iStock-1172741523-300x172.jpg\" alt=\"\" width=\"371\" height=\"213\" srcset=\"https:\/\/blogs.kcl.ac.uk\/editlab\/files\/2021\/10\/iStock-1172741523-300x172.jpg 300w, https:\/\/blogs.kcl.ac.uk\/editlab\/files\/2021\/10\/iStock-1172741523-1024x588.jpg 1024w, https:\/\/blogs.kcl.ac.uk\/editlab\/files\/2021\/10\/iStock-1172741523-768x441.jpg 768w, https:\/\/blogs.kcl.ac.uk\/editlab\/files\/2021\/10\/iStock-1172741523-1536x882.jpg 1536w, https:\/\/blogs.kcl.ac.uk\/editlab\/files\/2021\/10\/iStock-1172741523-2048x1176.jpg 2048w\" sizes=\"auto, (max-width: 371px) 100vw, 371px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400\">We found significant genetic correlations between Medication Status and the comparison phenotypes, showing that the Medication Status trait was identifying many of the same genetic variants as more in-depth information about anxiety and depression. Also supporting this, <\/span><a href=\"https:\/\/blogs.kcl.ac.uk\/editlab\/2018\/07\/31\/p-is-for-polygenic-risk-scores\/\"><span style=\"font-weight: 400\">polygenic scores<\/span><\/a><span style=\"font-weight: 400\"> created from the existing phenotypes of anxiety and depression significantly explained a small proportion of the variance in Medication Status. However, the Medication Only subset only demonstrated a correlation with the depression phenotype, and the polygenic scores explained smaller amounts of the variance. The results indicated that self-reported medication can offer an alternate or supplementary anxiety or depression phenotype for genetic studies, but only where diagnostic information is sparse or unavailable. Our sensitivity analyses suggested that these findings were not due to participants taking antidepressants or anxiolytics for physical health conditions often treated using these.\u00a0<\/span><\/p>\n<p><b>Read more about the genetics of depression from our previous blog posts:\u00a0<\/b><\/p>\n<p><a href=\"https:\/\/blogs.kcl.ac.uk\/editlab\/2019\/04\/29\/genetic-discovery-in-depression\/\"><span style=\"font-weight: 400\">Genetic discovery in depression<\/span><\/a><\/p>\n<p><a href=\"https:\/\/blogs.kcl.ac.uk\/editlab\/2018\/06\/13\/2608\/\"><span style=\"font-weight: 400\">The largest genome- wide association study of depression was published last month. What did they find and what happens next?<\/span><\/a><\/p>\n<p><b>Read the full paper:<\/b><\/p>\n<p><span style=\"font-weight: 400\">Skelton, M., Rayner, C., Purves, K. L., Coleman, J. R. I., Gaspar, H. A., Glanville, K. P., Hunjan, A. K., H\u00fcbel, C., Breen, G., &amp; Eley, T. C. (2021). Self-reported medication use as an alternate phenotyping method for anxiety and depression in the UK Biobank. American Journal of Medical Genetics Part B: Neuropsychiatric Genetics, 1\u2013 10. <\/span><a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/full\/10.1002\/ajmg.b.32878\"><span style=\"font-weight: 400\">https:\/\/doi.org\/10.1002\/ajmg.b.32878<\/span><\/a><\/p>\n<p><b>Acknowledgements<\/b><\/p>\n<p><span style=\"font-weight: 400\">We would like to thank all individuals involved in UK Biobank, including the researchers, supporting organisations and of course all the participants who have made a vital contribution to improving health by sharing their experiences<\/span><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Megan Skelton will outline findings from our recent paper &#8220;Self- reported medication use as an alternative phenotyping method for anxiety and depression in the UK Biobank&#8221;. &nbsp;<\/p>\n","protected":false},"author":167,"featured_media":4104,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[16,6,38,315,78],"class_list":["post-4101","post","type-post","status-publish","format-standard","has-post-thumbnail","category-research-matters","tag-anxiety","tag-depression","tag-genetics","tag-medication","tag-research"],"_links":{"self":[{"href":"https:\/\/blogs.kcl.ac.uk\/editlab\/wp-json\/wp\/v2\/posts\/4101","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogs.kcl.ac.uk\/editlab\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.kcl.ac.uk\/editlab\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.kcl.ac.uk\/editlab\/wp-json\/wp\/v2\/users\/167"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.kcl.ac.uk\/editlab\/wp-json\/wp\/v2\/comments?post=4101"}],"version-history":[{"count":18,"href":"https:\/\/blogs.kcl.ac.uk\/editlab\/wp-json\/wp\/v2\/posts\/4101\/revisions"}],"predecessor-version":[{"id":4111,"href":"https:\/\/blogs.kcl.ac.uk\/editlab\/wp-json\/wp\/v2\/posts\/4101\/revisions\/4111"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blogs.kcl.ac.uk\/editlab\/wp-json\/wp\/v2\/media\/4104"}],"wp:attachment":[{"href":"https:\/\/blogs.kcl.ac.uk\/editlab\/wp-json\/wp\/v2\/media?parent=4101"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.kcl.ac.uk\/editlab\/wp-json\/wp\/v2\/categories?post=4101"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.kcl.ac.uk\/editlab\/wp-json\/wp\/v2\/tags?post=4101"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}