Predicting Sexually Transmitted Infections Among HIV+ Adolescents and Young Adults: A Novel Risk Score to Augment Syndromic Management in Eswatini
BACKGROUND:Despite poor predictive power, syndromic screening is standard of care for diagnosing sexually transmitted infections (STIs) in low-resource, high HIV-burden settings. Predictive models may augment syndromic screening when diagnostic testing is not universally available for screening high...
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Veröffentlicht in: | Journal of acquired immune deficiency syndromes (1999) 2020-12, Vol.85 (5), p.543-552 |
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creator | Thivalapill, Neil Jasumback, Caitlyn L. Perry, Sarah H. Dlamini, Lindokuhle Matsenjwa, Martha Masangane, Zandile T. Mavimbela, Mpumelelo Mthethwa, Nobuhle Kirchner, H. Lester Mphaya, Joyce Lukhele, Bhekumusa Mandalakas, Anna Kay, Alexander W. |
description | BACKGROUND:Despite poor predictive power, syndromic screening is standard of care for diagnosing sexually transmitted infections (STIs) in low-resource, high HIV-burden settings. Predictive models may augment syndromic screening when diagnostic testing is not universally available for screening high-risk patient populations such as adolescents and young adults living with HIV.
SETTING:Four hundred fifteen adolescents and young adults living with HIV, age 15–24 years, participated from 3 clinical sites in Eswatini, provided urine, sexual and medical history, and completed physical examination.
METHODS:STI cases were defined by a positive Xpert result for Chlamydia trachomatis, Neisseria gonorrhea, or Trichomonas vaginalis. Features predictive of an STI were selected through Least Absolute Shrinkage and Selection Operator (LASSO) with 5-fold cross validation. Various model strategies were compared with parametric area under the Receiver Operator Curve (AUC) estimation and inferences were made with bootstrapped standard errors.
RESULTS:Syndromic screening poorly predicted STIs [AUC 0.640 95% Confidence Interval (95% CI)0.577 to 0.703]. A model considering 5 predictors (age group, sex, any sexual activity, not always using condoms (either self or partner), a partner who was 25 years or older, and horizontal or unknown mode of HIV acquisition) predicted STIs better than syndromic screening [AUC0.829 (95% CI0.774 to 0.885)] and was improved when the risk score was supplemented with leukocyte esterase (LE) testing [AUC0.883 (95% CI0.806 to 0.961)].
CONCLUSIONS:This simple predictive model, with or without leukocyte esterase testing, could improve STI diagnosis in HIV-positive adolescents and young adults in high burden settings through complementary use with syndromic screening and to guide patient selection for molecular STI diagnostic tests. |
doi_str_mv | 10.1097/QAI.0000000000002512 |
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SETTING:Four hundred fifteen adolescents and young adults living with HIV, age 15–24 years, participated from 3 clinical sites in Eswatini, provided urine, sexual and medical history, and completed physical examination.
METHODS:STI cases were defined by a positive Xpert result for Chlamydia trachomatis, Neisseria gonorrhea, or Trichomonas vaginalis. Features predictive of an STI were selected through Least Absolute Shrinkage and Selection Operator (LASSO) with 5-fold cross validation. Various model strategies were compared with parametric area under the Receiver Operator Curve (AUC) estimation and inferences were made with bootstrapped standard errors.
RESULTS:Syndromic screening poorly predicted STIs [AUC 0.640 95% Confidence Interval (95% CI)0.577 to 0.703]. A model considering 5 predictors (age group, sex, any sexual activity, not always using condoms (either self or partner), a partner who was 25 years or older, and horizontal or unknown mode of HIV acquisition) predicted STIs better than syndromic screening [AUC0.829 (95% CI0.774 to 0.885)] and was improved when the risk score was supplemented with leukocyte esterase (LE) testing [AUC0.883 (95% CI0.806 to 0.961)].
CONCLUSIONS:This simple predictive model, with or without leukocyte esterase testing, could improve STI diagnosis in HIV-positive adolescents and young adults in high burden settings through complementary use with syndromic screening and to guide patient selection for molecular STI diagnostic tests.</description><identifier>ISSN: 1525-4135</identifier><identifier>EISSN: 1944-7884</identifier><identifier>DOI: 10.1097/QAI.0000000000002512</identifier><identifier>PMID: 32947446</identifier><language>eng</language><publisher>United States: JAIDS Journal of Acquired Immune Deficiency Syndromes</publisher><subject>Adolescent ; Adolescents ; Adults ; AIDS/HIV ; Chlamydia Infections - complications ; Chlamydia Infections - diagnosis ; Chlamydia Infections - epidemiology ; Condoms ; Confidence intervals ; Diagnostic systems ; Esterase ; Eswatini - epidemiology ; Female ; Gonorrhea ; Gonorrhea - complications ; Gonorrhea - diagnosis ; Gonorrhea - epidemiology ; HIV ; HIV Seropositivity - complications ; HIV Seropositivity - epidemiology ; Human immunodeficiency virus ; Humans ; Infections ; Leukocytes ; Male ; Mass Screening - methods ; Patients ; Prediction models ; Risk ; Risk Assessment - methods ; Risk Factors ; Risk groups ; Risk management ; Sexual Behavior - statistics & numerical data ; Sexually transmitted diseases ; Sexually Transmitted Diseases - complications ; Sexually Transmitted Diseases - diagnosis ; Sexually Transmitted Diseases - epidemiology ; STD ; Teenagers ; Trichomonas Vaginitis - complications ; Trichomonas Vaginitis - diagnosis ; Trichomonas Vaginitis - epidemiology ; Young Adult ; Young adults</subject><ispartof>Journal of acquired immune deficiency syndromes (1999), 2020-12, Vol.85 (5), p.543-552</ispartof><rights>JAIDS Journal of Acquired Immune Deficiency Syndromes</rights><rights>Copyright © 2020 Wolters Kluwer Health, Inc. All rights reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c2932-10ad90593910a25688abdc2fef7e309de54626d719f55a52143deec314693c883</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf><![CDATA[$$Uhttp://ovidsp.ovid.com/ovidweb.cgi?T=JS&CSC=Y&NEWS=N&PAGE=fulltext&PDF=y&D=ovft&AN=00126334-202012150-00004$$EPDF$$P50$$Gwolterskluwer$$H]]></linktopdf><linktohtml>$$Uhttp://ovidsp.ovid.com/ovidweb.cgi?T=JS&NEWS=n&CSC=Y&PAGE=fulltext&D=ovft&AN=00126334-202012150-00004$$EHTML$$P50$$Gwolterskluwer$$H</linktohtml><link.rule.ids>314,780,784,4609,27924,27925,64666,65461</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/32947446$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Thivalapill, Neil</creatorcontrib><creatorcontrib>Jasumback, Caitlyn L.</creatorcontrib><creatorcontrib>Perry, Sarah H.</creatorcontrib><creatorcontrib>Dlamini, Lindokuhle</creatorcontrib><creatorcontrib>Matsenjwa, Martha</creatorcontrib><creatorcontrib>Masangane, Zandile T.</creatorcontrib><creatorcontrib>Mavimbela, Mpumelelo</creatorcontrib><creatorcontrib>Mthethwa, Nobuhle</creatorcontrib><creatorcontrib>Kirchner, H. Lester</creatorcontrib><creatorcontrib>Mphaya, Joyce</creatorcontrib><creatorcontrib>Lukhele, Bhekumusa</creatorcontrib><creatorcontrib>Mandalakas, Anna</creatorcontrib><creatorcontrib>Kay, Alexander W.</creatorcontrib><title>Predicting Sexually Transmitted Infections Among HIV+ Adolescents and Young Adults: A Novel Risk Score to Augment Syndromic Management in Eswatini</title><title>Journal of acquired immune deficiency syndromes (1999)</title><addtitle>J Acquir Immune Defic Syndr</addtitle><description>BACKGROUND:Despite poor predictive power, syndromic screening is standard of care for diagnosing sexually transmitted infections (STIs) in low-resource, high HIV-burden settings. Predictive models may augment syndromic screening when diagnostic testing is not universally available for screening high-risk patient populations such as adolescents and young adults living with HIV.
SETTING:Four hundred fifteen adolescents and young adults living with HIV, age 15–24 years, participated from 3 clinical sites in Eswatini, provided urine, sexual and medical history, and completed physical examination.
METHODS:STI cases were defined by a positive Xpert result for Chlamydia trachomatis, Neisseria gonorrhea, or Trichomonas vaginalis. Features predictive of an STI were selected through Least Absolute Shrinkage and Selection Operator (LASSO) with 5-fold cross validation. Various model strategies were compared with parametric area under the Receiver Operator Curve (AUC) estimation and inferences were made with bootstrapped standard errors.
RESULTS:Syndromic screening poorly predicted STIs [AUC 0.640 95% Confidence Interval (95% CI)0.577 to 0.703]. A model considering 5 predictors (age group, sex, any sexual activity, not always using condoms (either self or partner), a partner who was 25 years or older, and horizontal or unknown mode of HIV acquisition) predicted STIs better than syndromic screening [AUC0.829 (95% CI0.774 to 0.885)] and was improved when the risk score was supplemented with leukocyte esterase (LE) testing [AUC0.883 (95% CI0.806 to 0.961)].
CONCLUSIONS:This simple predictive model, with or without leukocyte esterase testing, could improve STI diagnosis in HIV-positive adolescents and young adults in high burden settings through complementary use with syndromic screening and to guide patient selection for molecular STI diagnostic tests.</description><subject>Adolescent</subject><subject>Adolescents</subject><subject>Adults</subject><subject>AIDS/HIV</subject><subject>Chlamydia Infections - complications</subject><subject>Chlamydia Infections - diagnosis</subject><subject>Chlamydia Infections - epidemiology</subject><subject>Condoms</subject><subject>Confidence intervals</subject><subject>Diagnostic systems</subject><subject>Esterase</subject><subject>Eswatini - epidemiology</subject><subject>Female</subject><subject>Gonorrhea</subject><subject>Gonorrhea - complications</subject><subject>Gonorrhea - diagnosis</subject><subject>Gonorrhea - epidemiology</subject><subject>HIV</subject><subject>HIV Seropositivity - complications</subject><subject>HIV Seropositivity - epidemiology</subject><subject>Human immunodeficiency virus</subject><subject>Humans</subject><subject>Infections</subject><subject>Leukocytes</subject><subject>Male</subject><subject>Mass Screening - methods</subject><subject>Patients</subject><subject>Prediction models</subject><subject>Risk</subject><subject>Risk Assessment - methods</subject><subject>Risk Factors</subject><subject>Risk groups</subject><subject>Risk management</subject><subject>Sexual Behavior - statistics & numerical data</subject><subject>Sexually transmitted diseases</subject><subject>Sexually Transmitted Diseases - complications</subject><subject>Sexually Transmitted Diseases - diagnosis</subject><subject>Sexually Transmitted Diseases - epidemiology</subject><subject>STD</subject><subject>Teenagers</subject><subject>Trichomonas Vaginitis - complications</subject><subject>Trichomonas Vaginitis - diagnosis</subject><subject>Trichomonas Vaginitis - epidemiology</subject><subject>Young Adult</subject><subject>Young adults</subject><issn>1525-4135</issn><issn>1944-7884</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqFkt1u1DAQhSMEoqXwBghZ4gYJpfhnnMTcRVWhK5XfLUhcRW482bp17GInLPsaPDFetiDUC_CNRzPfORrruCgeM3rIqKpffGgXh_SvwyXjd4p9pgDKumngbq4llyUwIfeKByldUsoqAHW_2BNcQQ1Q7Rc_3kc0tp-sX5Elfp-1cxtyFrVPo50mNGThB8zj4BNpx5Cpk8Xn56Q1wWHq0U-JaG_IlzDnUWtmN6WXpCVvwzd05KNNV2TZh4hkCqSdV2MWkOXGmxhG25M32usV_mpaT47TWuc97MPi3qBdwkc390Hx6dXx2dFJefru9eKoPS17rgQvGdVGUamEyhWXVdPoc9PzAYcaBVUGJVS8MjVTg5RacgbCIPaCQaVE3zTioHi2872O4euMaepGm5_knPYY5tRxABCN4LBFn95CL8Mcfd6u45LWUAlOWaZgR_UxpBRx6K6jHXXcdIx228y6nFl3O7Mse3JjPp-PaP6IfoeUgWYHrIObMKYrN68xdheo3XTxP2_4hzR_CF4JASWneX_OJC23ShA_ASLFseY</recordid><startdate>20201215</startdate><enddate>20201215</enddate><creator>Thivalapill, Neil</creator><creator>Jasumback, Caitlyn L.</creator><creator>Perry, Sarah H.</creator><creator>Dlamini, Lindokuhle</creator><creator>Matsenjwa, Martha</creator><creator>Masangane, Zandile T.</creator><creator>Mavimbela, Mpumelelo</creator><creator>Mthethwa, Nobuhle</creator><creator>Kirchner, H. Lester</creator><creator>Mphaya, Joyce</creator><creator>Lukhele, Bhekumusa</creator><creator>Mandalakas, Anna</creator><creator>Kay, Alexander W.</creator><general>JAIDS Journal of Acquired Immune Deficiency Syndromes</general><general>Copyright Wolters Kluwer Health, Inc. All rights reserved</general><general>Lippincott Williams & Wilkins Ovid Technologies</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>7T2</scope><scope>7T5</scope><scope>7TK</scope><scope>7U7</scope><scope>7U9</scope><scope>C1K</scope><scope>H94</scope><scope>K9.</scope><scope>7X8</scope></search><sort><creationdate>20201215</creationdate><title>Predicting Sexually Transmitted Infections Among HIV+ Adolescents and Young Adults: A Novel Risk Score to Augment Syndromic Management in Eswatini</title><author>Thivalapill, Neil ; Jasumback, Caitlyn L. ; Perry, Sarah H. ; Dlamini, Lindokuhle ; Matsenjwa, Martha ; Masangane, Zandile T. ; Mavimbela, Mpumelelo ; Mthethwa, Nobuhle ; Kirchner, H. Lester ; Mphaya, Joyce ; Lukhele, Bhekumusa ; Mandalakas, Anna ; Kay, Alexander W.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c2932-10ad90593910a25688abdc2fef7e309de54626d719f55a52143deec314693c883</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Adolescent</topic><topic>Adolescents</topic><topic>Adults</topic><topic>AIDS/HIV</topic><topic>Chlamydia Infections - complications</topic><topic>Chlamydia Infections - diagnosis</topic><topic>Chlamydia Infections - epidemiology</topic><topic>Condoms</topic><topic>Confidence intervals</topic><topic>Diagnostic systems</topic><topic>Esterase</topic><topic>Eswatini - epidemiology</topic><topic>Female</topic><topic>Gonorrhea</topic><topic>Gonorrhea - complications</topic><topic>Gonorrhea - diagnosis</topic><topic>Gonorrhea - epidemiology</topic><topic>HIV</topic><topic>HIV Seropositivity - complications</topic><topic>HIV Seropositivity - epidemiology</topic><topic>Human immunodeficiency virus</topic><topic>Humans</topic><topic>Infections</topic><topic>Leukocytes</topic><topic>Male</topic><topic>Mass Screening - methods</topic><topic>Patients</topic><topic>Prediction models</topic><topic>Risk</topic><topic>Risk Assessment - methods</topic><topic>Risk Factors</topic><topic>Risk groups</topic><topic>Risk management</topic><topic>Sexual Behavior - statistics & numerical data</topic><topic>Sexually transmitted diseases</topic><topic>Sexually Transmitted Diseases - complications</topic><topic>Sexually Transmitted Diseases - diagnosis</topic><topic>Sexually Transmitted Diseases - epidemiology</topic><topic>STD</topic><topic>Teenagers</topic><topic>Trichomonas Vaginitis - complications</topic><topic>Trichomonas Vaginitis - diagnosis</topic><topic>Trichomonas Vaginitis - epidemiology</topic><topic>Young Adult</topic><topic>Young adults</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Thivalapill, Neil</creatorcontrib><creatorcontrib>Jasumback, Caitlyn L.</creatorcontrib><creatorcontrib>Perry, Sarah H.</creatorcontrib><creatorcontrib>Dlamini, Lindokuhle</creatorcontrib><creatorcontrib>Matsenjwa, Martha</creatorcontrib><creatorcontrib>Masangane, Zandile T.</creatorcontrib><creatorcontrib>Mavimbela, Mpumelelo</creatorcontrib><creatorcontrib>Mthethwa, Nobuhle</creatorcontrib><creatorcontrib>Kirchner, H. Lester</creatorcontrib><creatorcontrib>Mphaya, Joyce</creatorcontrib><creatorcontrib>Lukhele, Bhekumusa</creatorcontrib><creatorcontrib>Mandalakas, Anna</creatorcontrib><creatorcontrib>Kay, Alexander W.</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Health and Safety Science Abstracts (Full archive)</collection><collection>Immunology Abstracts</collection><collection>Neurosciences Abstracts</collection><collection>Toxicology Abstracts</collection><collection>Virology and AIDS Abstracts</collection><collection>Environmental Sciences and Pollution Management</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>MEDLINE - Academic</collection><jtitle>Journal of acquired immune deficiency syndromes (1999)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Thivalapill, Neil</au><au>Jasumback, Caitlyn L.</au><au>Perry, Sarah H.</au><au>Dlamini, Lindokuhle</au><au>Matsenjwa, Martha</au><au>Masangane, Zandile T.</au><au>Mavimbela, Mpumelelo</au><au>Mthethwa, Nobuhle</au><au>Kirchner, H. Lester</au><au>Mphaya, Joyce</au><au>Lukhele, Bhekumusa</au><au>Mandalakas, Anna</au><au>Kay, Alexander W.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Predicting Sexually Transmitted Infections Among HIV+ Adolescents and Young Adults: A Novel Risk Score to Augment Syndromic Management in Eswatini</atitle><jtitle>Journal of acquired immune deficiency syndromes (1999)</jtitle><addtitle>J Acquir Immune Defic Syndr</addtitle><date>2020-12-15</date><risdate>2020</risdate><volume>85</volume><issue>5</issue><spage>543</spage><epage>552</epage><pages>543-552</pages><issn>1525-4135</issn><eissn>1944-7884</eissn><abstract>BACKGROUND:Despite poor predictive power, syndromic screening is standard of care for diagnosing sexually transmitted infections (STIs) in low-resource, high HIV-burden settings. Predictive models may augment syndromic screening when diagnostic testing is not universally available for screening high-risk patient populations such as adolescents and young adults living with HIV.
SETTING:Four hundred fifteen adolescents and young adults living with HIV, age 15–24 years, participated from 3 clinical sites in Eswatini, provided urine, sexual and medical history, and completed physical examination.
METHODS:STI cases were defined by a positive Xpert result for Chlamydia trachomatis, Neisseria gonorrhea, or Trichomonas vaginalis. Features predictive of an STI were selected through Least Absolute Shrinkage and Selection Operator (LASSO) with 5-fold cross validation. Various model strategies were compared with parametric area under the Receiver Operator Curve (AUC) estimation and inferences were made with bootstrapped standard errors.
RESULTS:Syndromic screening poorly predicted STIs [AUC 0.640 95% Confidence Interval (95% CI)0.577 to 0.703]. A model considering 5 predictors (age group, sex, any sexual activity, not always using condoms (either self or partner), a partner who was 25 years or older, and horizontal or unknown mode of HIV acquisition) predicted STIs better than syndromic screening [AUC0.829 (95% CI0.774 to 0.885)] and was improved when the risk score was supplemented with leukocyte esterase (LE) testing [AUC0.883 (95% CI0.806 to 0.961)].
CONCLUSIONS:This simple predictive model, with or without leukocyte esterase testing, could improve STI diagnosis in HIV-positive adolescents and young adults in high burden settings through complementary use with syndromic screening and to guide patient selection for molecular STI diagnostic tests.</abstract><cop>United States</cop><pub>JAIDS Journal of Acquired Immune Deficiency Syndromes</pub><pmid>32947446</pmid><doi>10.1097/QAI.0000000000002512</doi><tpages>10</tpages></addata></record> |
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subjects | Adolescent Adolescents Adults AIDS/HIV Chlamydia Infections - complications Chlamydia Infections - diagnosis Chlamydia Infections - epidemiology Condoms Confidence intervals Diagnostic systems Esterase Eswatini - epidemiology Female Gonorrhea Gonorrhea - complications Gonorrhea - diagnosis Gonorrhea - epidemiology HIV HIV Seropositivity - complications HIV Seropositivity - epidemiology Human immunodeficiency virus Humans Infections Leukocytes Male Mass Screening - methods Patients Prediction models Risk Risk Assessment - methods Risk Factors Risk groups Risk management Sexual Behavior - statistics & numerical data Sexually transmitted diseases Sexually Transmitted Diseases - complications Sexually Transmitted Diseases - diagnosis Sexually Transmitted Diseases - epidemiology STD Teenagers Trichomonas Vaginitis - complications Trichomonas Vaginitis - diagnosis Trichomonas Vaginitis - epidemiology Young Adult Young adults |
title | Predicting Sexually Transmitted Infections Among HIV+ Adolescents and Young Adults: A Novel Risk Score to Augment Syndromic Management in Eswatini |
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