Transportability From Randomized Trials to Clinical Care: On Initial HIV Treatment With Efavirenz and Suicidal Thoughts or Behaviors
In an analysis of randomized trials, use of efavirenz for treatment of human immunodeficiency virus (HIV) infection was associated with increased suicidal thoughts/behaviors. However, analyses of observational data have found no evidence of increased risk. To assess whether population differences mi...
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creator | Mollan, Katie R Pence, Brian W Xu, Steven Edwards, Jessie K Mathews, W Christopher O'Cleirigh, Conall Crane, Heidi M Eaton, Ellen F Collier, Ann C Weideman, Ann Marie K Westreich, Daniel Cole, Stephen R Tierney, Camlin Bengtson, Angela M |
description | In an analysis of randomized trials, use of efavirenz for treatment of human immunodeficiency virus (HIV) infection was associated with increased suicidal thoughts/behaviors. However, analyses of observational data have found no evidence of increased risk. To assess whether population differences might explain this divergence, we transported the effect of efavirenz use from these trials to a specific target population. Using inverse odds weights and multiple imputation, we transported the effect of efavirenz on suicidal thoughts/behaviors in these randomized trials (participants were enrolled in 2001-2007) to a trials-eligible cohort of US adults initiating antiretroviral therapy while receiving HIV clinical care at medical centers between 1999 and 2015. Overall, 8,291 cohort participants and 3,949 trial participants were eligible. Prescription of antidepressants (19% vs. 13%) and injection drug history (16% vs. 10%) were more frequent in the cohort than in the trial participants. Compared with the effect in trials, the estimated hazard ratio for efavirenz on suicidal thoughts/behaviors was attenuated in our target population (trials: hazard ratio (HR) = 2.3 (95% confidence interval (CI): 1.2, 4.4); transported: HR = 1.8 (95% CI: 0.9, 4.4)), whereas the incidence rate difference was similar (trials: HR = 5.1 (95% CI: 1.6, 8.7); transported: HR = 5.4 (95% CI: -0.4, 11.4)). In our target population, there was greater than 20% attenuation of the hazard ratio estimate as compared with the trials-only estimate. Transporting results from trials to a target population is informative for addressing external validity. |
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However, analyses of observational data have found no evidence of increased risk. To assess whether population differences might explain this divergence, we transported the effect of efavirenz use from these trials to a specific target population. Using inverse odds weights and multiple imputation, we transported the effect of efavirenz on suicidal thoughts/behaviors in these randomized trials (participants were enrolled in 2001-2007) to a trials-eligible cohort of US adults initiating antiretroviral therapy while receiving HIV clinical care at medical centers between 1999 and 2015. Overall, 8,291 cohort participants and 3,949 trial participants were eligible. Prescription of antidepressants (19% vs. 13%) and injection drug history (16% vs. 10%) were more frequent in the cohort than in the trial participants. Compared with the effect in trials, the estimated hazard ratio for efavirenz on suicidal thoughts/behaviors was attenuated in our target population (trials: hazard ratio (HR) = 2.3 (95% confidence interval (CI): 1.2, 4.4); transported: HR = 1.8 (95% CI: 0.9, 4.4)), whereas the incidence rate difference was similar (trials: HR = 5.1 (95% CI: 1.6, 8.7); transported: HR = 5.4 (95% CI: -0.4, 11.4)). In our target population, there was greater than 20% attenuation of the hazard ratio estimate as compared with the trials-only estimate. Transporting results from trials to a target population is informative for addressing external validity.</description><identifier>ISSN: 0002-9262</identifier><identifier>ISSN: 1476-6256</identifier><identifier>EISSN: 1476-6256</identifier><identifier>DOI: 10.1093/aje/kwab136</identifier><identifier>PMID: 33972995</identifier><language>eng</language><publisher>United States: Oxford University Press</publisher><subject>Adult ; Alkynes - adverse effects ; Anti-HIV Agents - adverse effects ; Antidepressive Agents - therapeutic use ; Benzoxazines - adverse effects ; Cyclopropanes - adverse effects ; Depression - chemically induced ; Depression - drug therapy ; Depression - epidemiology ; Drug Prescriptions - statistics & numerical data ; Female ; HIV ; HIV Infections - drug therapy ; Humans ; Incidence ; Male ; Observational Studies as Topic ; Original Contribution ; Proportional Hazards Models ; Randomized Controlled Trials as Topic ; Suicidal Ideation ; Translational Research, Biomedical - methods ; United States - epidemiology</subject><ispartof>American journal of epidemiology, 2021-10, Vol.190 (10), p.2075-2084</ispartof><rights>The Author(s) 2021. Published by Oxford University Press on behalf of the Johns Hopkins Bloomberg School of Public Health. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.</rights><rights>The Author(s) 2021. Published by Oxford University Press on behalf of the Johns Hopkins Bloomberg School of Public Health. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com. 2021</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c381t-55da34949ba01cf6c4677dcb26a3e6dec47fdd3a73f7d5405e531f846475a38e3</citedby><cites>FETCH-LOGICAL-c381t-55da34949ba01cf6c4677dcb26a3e6dec47fdd3a73f7d5405e531f846475a38e3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/33972995$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Mollan, Katie R</creatorcontrib><creatorcontrib>Pence, Brian W</creatorcontrib><creatorcontrib>Xu, Steven</creatorcontrib><creatorcontrib>Edwards, Jessie K</creatorcontrib><creatorcontrib>Mathews, W Christopher</creatorcontrib><creatorcontrib>O'Cleirigh, Conall</creatorcontrib><creatorcontrib>Crane, Heidi M</creatorcontrib><creatorcontrib>Eaton, Ellen F</creatorcontrib><creatorcontrib>Collier, Ann C</creatorcontrib><creatorcontrib>Weideman, Ann Marie K</creatorcontrib><creatorcontrib>Westreich, Daniel</creatorcontrib><creatorcontrib>Cole, Stephen R</creatorcontrib><creatorcontrib>Tierney, Camlin</creatorcontrib><creatorcontrib>Bengtson, Angela M</creatorcontrib><creatorcontrib>CFAR Network of Integrated Clinical Systems and the AIDS Clinical Trials Group</creatorcontrib><creatorcontrib>for the CFAR Network of Integrated Clinical Systems and the AIDS Clinical Trials Group</creatorcontrib><title>Transportability From Randomized Trials to Clinical Care: On Initial HIV Treatment With Efavirenz and Suicidal Thoughts or Behaviors</title><title>American journal of epidemiology</title><addtitle>Am J Epidemiol</addtitle><description>In an analysis of randomized trials, use of efavirenz for treatment of human immunodeficiency virus (HIV) infection was associated with increased suicidal thoughts/behaviors. However, analyses of observational data have found no evidence of increased risk. To assess whether population differences might explain this divergence, we transported the effect of efavirenz use from these trials to a specific target population. Using inverse odds weights and multiple imputation, we transported the effect of efavirenz on suicidal thoughts/behaviors in these randomized trials (participants were enrolled in 2001-2007) to a trials-eligible cohort of US adults initiating antiretroviral therapy while receiving HIV clinical care at medical centers between 1999 and 2015. Overall, 8,291 cohort participants and 3,949 trial participants were eligible. Prescription of antidepressants (19% vs. 13%) and injection drug history (16% vs. 10%) were more frequent in the cohort than in the trial participants. Compared with the effect in trials, the estimated hazard ratio for efavirenz on suicidal thoughts/behaviors was attenuated in our target population (trials: hazard ratio (HR) = 2.3 (95% confidence interval (CI): 1.2, 4.4); transported: HR = 1.8 (95% CI: 0.9, 4.4)), whereas the incidence rate difference was similar (trials: HR = 5.1 (95% CI: 1.6, 8.7); transported: HR = 5.4 (95% CI: -0.4, 11.4)). In our target population, there was greater than 20% attenuation of the hazard ratio estimate as compared with the trials-only estimate. Transporting results from trials to a target population is informative for addressing external validity.</description><subject>Adult</subject><subject>Alkynes - adverse effects</subject><subject>Anti-HIV Agents - adverse effects</subject><subject>Antidepressive Agents - therapeutic use</subject><subject>Benzoxazines - adverse effects</subject><subject>Cyclopropanes - adverse effects</subject><subject>Depression - chemically induced</subject><subject>Depression - drug therapy</subject><subject>Depression - epidemiology</subject><subject>Drug Prescriptions - statistics & numerical data</subject><subject>Female</subject><subject>HIV</subject><subject>HIV Infections - drug therapy</subject><subject>Humans</subject><subject>Incidence</subject><subject>Male</subject><subject>Observational Studies as Topic</subject><subject>Original Contribution</subject><subject>Proportional Hazards Models</subject><subject>Randomized Controlled Trials as Topic</subject><subject>Suicidal Ideation</subject><subject>Translational Research, Biomedical - methods</subject><subject>United States - epidemiology</subject><issn>0002-9262</issn><issn>1476-6256</issn><issn>1476-6256</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpVkc1v1DAUxC0EotvCiTvyEQmF2nFsxxyQYNWPlSpVggWO1ovtNC5JvLWdovbMH45RlwpO7zA_zYzeIPSKkneUKHYM1-74x0_oKBNP0Io2UlSi5uIpWhFC6krVoj5AhyldE0Kp4uQ5OmBMyVopvkK_thHmtAsxQ-dHn-_waQwT_gyzDZO_dxZvo4cx4RzwevSzNzDiNUT3Hl_OeDP7XFR8vvlWOAd5cnPG330e8EkPtz66-R4XK_xl8cbbQm6HsFwNOeEQ8Sc3FCbE9AI960uGe7m_R-jr6cl2fV5dXJ5t1h8vKsNamivOLbBGNaoDQk0vTCOktKarBTAnrDON7K1lIFkvLW8Id5zRvm1EIzmw1rEj9OHBd7d0k7OmlI0w6l30E8Q7HcDr_5XZD_oq3OqWS8GkKgZv9gYx3CwuZT35ZNw4wuzCknTNy-M5axUt6NsH1MSQUnT9Ywwl-s9uuuym97sV-vW_zR7Zv0Ox3yIamAs</recordid><startdate>20211001</startdate><enddate>20211001</enddate><creator>Mollan, Katie R</creator><creator>Pence, Brian W</creator><creator>Xu, Steven</creator><creator>Edwards, Jessie K</creator><creator>Mathews, W Christopher</creator><creator>O'Cleirigh, Conall</creator><creator>Crane, Heidi M</creator><creator>Eaton, Ellen F</creator><creator>Collier, Ann C</creator><creator>Weideman, Ann Marie K</creator><creator>Westreich, Daniel</creator><creator>Cole, Stephen R</creator><creator>Tierney, Camlin</creator><creator>Bengtson, Angela M</creator><general>Oxford University Press</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20211001</creationdate><title>Transportability From Randomized Trials to Clinical Care: On Initial HIV Treatment With Efavirenz and Suicidal Thoughts or Behaviors</title><author>Mollan, Katie R ; Pence, Brian W ; Xu, Steven ; Edwards, Jessie K ; Mathews, W Christopher ; O'Cleirigh, Conall ; Crane, Heidi M ; Eaton, Ellen F ; Collier, Ann C ; Weideman, Ann Marie K ; Westreich, Daniel ; Cole, Stephen R ; Tierney, Camlin ; Bengtson, Angela M</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c381t-55da34949ba01cf6c4677dcb26a3e6dec47fdd3a73f7d5405e531f846475a38e3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Adult</topic><topic>Alkynes - adverse effects</topic><topic>Anti-HIV Agents - adverse effects</topic><topic>Antidepressive Agents - therapeutic use</topic><topic>Benzoxazines - adverse effects</topic><topic>Cyclopropanes - adverse effects</topic><topic>Depression - chemically induced</topic><topic>Depression - drug therapy</topic><topic>Depression - epidemiology</topic><topic>Drug Prescriptions - statistics & numerical data</topic><topic>Female</topic><topic>HIV</topic><topic>HIV Infections - drug therapy</topic><topic>Humans</topic><topic>Incidence</topic><topic>Male</topic><topic>Observational Studies as Topic</topic><topic>Original Contribution</topic><topic>Proportional Hazards Models</topic><topic>Randomized Controlled Trials as Topic</topic><topic>Suicidal Ideation</topic><topic>Translational Research, Biomedical - methods</topic><topic>United States - epidemiology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Mollan, Katie R</creatorcontrib><creatorcontrib>Pence, Brian W</creatorcontrib><creatorcontrib>Xu, Steven</creatorcontrib><creatorcontrib>Edwards, Jessie K</creatorcontrib><creatorcontrib>Mathews, W Christopher</creatorcontrib><creatorcontrib>O'Cleirigh, Conall</creatorcontrib><creatorcontrib>Crane, Heidi M</creatorcontrib><creatorcontrib>Eaton, Ellen F</creatorcontrib><creatorcontrib>Collier, Ann C</creatorcontrib><creatorcontrib>Weideman, Ann Marie K</creatorcontrib><creatorcontrib>Westreich, Daniel</creatorcontrib><creatorcontrib>Cole, Stephen R</creatorcontrib><creatorcontrib>Tierney, Camlin</creatorcontrib><creatorcontrib>Bengtson, Angela M</creatorcontrib><creatorcontrib>CFAR Network of Integrated Clinical Systems and the AIDS Clinical Trials Group</creatorcontrib><creatorcontrib>for the CFAR Network of Integrated Clinical Systems and the AIDS Clinical Trials Group</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>American journal of epidemiology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Mollan, Katie R</au><au>Pence, Brian W</au><au>Xu, Steven</au><au>Edwards, Jessie K</au><au>Mathews, W Christopher</au><au>O'Cleirigh, Conall</au><au>Crane, Heidi M</au><au>Eaton, Ellen F</au><au>Collier, Ann C</au><au>Weideman, Ann Marie K</au><au>Westreich, Daniel</au><au>Cole, Stephen R</au><au>Tierney, Camlin</au><au>Bengtson, Angela M</au><aucorp>CFAR Network of Integrated Clinical Systems and the AIDS Clinical Trials Group</aucorp><aucorp>for the CFAR Network of Integrated Clinical Systems and the AIDS Clinical Trials Group</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Transportability From Randomized Trials to Clinical Care: On Initial HIV Treatment With Efavirenz and Suicidal Thoughts or Behaviors</atitle><jtitle>American journal of epidemiology</jtitle><addtitle>Am J Epidemiol</addtitle><date>2021-10-01</date><risdate>2021</risdate><volume>190</volume><issue>10</issue><spage>2075</spage><epage>2084</epage><pages>2075-2084</pages><issn>0002-9262</issn><issn>1476-6256</issn><eissn>1476-6256</eissn><abstract>In an analysis of randomized trials, use of efavirenz for treatment of human immunodeficiency virus (HIV) infection was associated with increased suicidal thoughts/behaviors. However, analyses of observational data have found no evidence of increased risk. To assess whether population differences might explain this divergence, we transported the effect of efavirenz use from these trials to a specific target population. Using inverse odds weights and multiple imputation, we transported the effect of efavirenz on suicidal thoughts/behaviors in these randomized trials (participants were enrolled in 2001-2007) to a trials-eligible cohort of US adults initiating antiretroviral therapy while receiving HIV clinical care at medical centers between 1999 and 2015. Overall, 8,291 cohort participants and 3,949 trial participants were eligible. Prescription of antidepressants (19% vs. 13%) and injection drug history (16% vs. 10%) were more frequent in the cohort than in the trial participants. Compared with the effect in trials, the estimated hazard ratio for efavirenz on suicidal thoughts/behaviors was attenuated in our target population (trials: hazard ratio (HR) = 2.3 (95% confidence interval (CI): 1.2, 4.4); transported: HR = 1.8 (95% CI: 0.9, 4.4)), whereas the incidence rate difference was similar (trials: HR = 5.1 (95% CI: 1.6, 8.7); transported: HR = 5.4 (95% CI: -0.4, 11.4)). In our target population, there was greater than 20% attenuation of the hazard ratio estimate as compared with the trials-only estimate. Transporting results from trials to a target population is informative for addressing external validity.</abstract><cop>United States</cop><pub>Oxford University Press</pub><pmid>33972995</pmid><doi>10.1093/aje/kwab136</doi><tpages>10</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Adult Alkynes - adverse effects Anti-HIV Agents - adverse effects Antidepressive Agents - therapeutic use Benzoxazines - adverse effects Cyclopropanes - adverse effects Depression - chemically induced Depression - drug therapy Depression - epidemiology Drug Prescriptions - statistics & numerical data Female HIV HIV Infections - drug therapy Humans Incidence Male Observational Studies as Topic Original Contribution Proportional Hazards Models Randomized Controlled Trials as Topic Suicidal Ideation Translational Research, Biomedical - methods United States - epidemiology |
title | Transportability From Randomized Trials to Clinical Care: On Initial HIV Treatment With Efavirenz and Suicidal Thoughts or Behaviors |
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