Predictive models for first-onset and persistence of depression and anxiety among university students
Depression and anxiety are both prevalent among university students. They frequently co-occur and share risk factors. Yet few studies have focused on identifying students at highest risk of first-onset and persistence of either of these conditions. Multicenter cohort study among Spanish first-year u...
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Veröffentlicht in: | Journal of affective disorders 2022-07, Vol.308, p.432-441 |
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creator | Ballester, Laura Alayo, Itxaso Vilagut, Gemma Mortier, Philippe Almenara, José Cebrià, Ana Isabel Echeburúa, Enrique Gabilondo, Andrea Gili, Margalida Lagares, Carolina Piqueras, José Antonio Roca, Miquel Soto-Sanz, Victoria Blasco, Maria Jesús Castellví, Pere Miranda-Mendizabal, Andrea Bruffaerts, Ronny Auerbach, Randy P. Nock, Matthew K. Kessler, Ronald C. Alonso, Jordi |
description | Depression and anxiety are both prevalent among university students. They frequently co-occur and share risk factors. Yet few studies have focused on identifying students at highest risk of first-onset and persistence of either of these conditions.
Multicenter cohort study among Spanish first-year university students. At baseline, students were assessed for lifetime and 12-month Major Depressive Episode and/or Generalized Anxiety Disorder (MDE-GAD), other mental disorders, childhood-adolescent adversities, stressful life events, social support, socio-demographics, and psychological factors using web-based surveys; 12-month MDE-GAD was again assessed at 12-month follow-up.
A total of 1253 students participated in both surveys (59.2% of baseline respondents; mean age = 18.7 (SD = 1.3); 56.0% female). First-onset of MDE-GAD at follow-up was 13.3%. Also 46.7% of those with baseline MDE-GAD showed persistence at follow-up. Childhood/Adolescence emotional abuse or neglect (OR= 4.33), prior bipolar spectrum disorder (OR= 4.34), prior suicidal ideation (OR=4.85) and prior lifetime symptoms of MDE (ORs=2.33-3.63) and GAD (ORs=2.15-3.75) were strongest predictors of first-onset MDE-GAD. Prior suicidal ideation (OR=3.17) and prior lifetime GAD symptoms (ORs=2.38-4.02) were strongest predictors of MDE-GAD persistence. Multivariable predictions from baseline showed AUCs of 0.76 for first-onset and 0.81 for persistence. 74.9% of first-onset MDE-GAD cases occurred among 30% students with highest predicted risk at baseline.
Self-report data were used; external validation of the multivariable prediction models is needed.
MDE-GAD among university students is frequent, suggesting the need to implement web-based screening at university entrance that identify those students with highest risk.
•13.3% students had first-onset of MDE and/or GAD at 12-month follow-up.•Among students with baseline MDE and/or GAD, 46.7% persisted at 12-month follow-up.•Strongest predictors were lifetime symptoms of MDE-GAD and prior suicidal ideation.•Multivariable models provided AUCs 0.76–0.81 to predict first-onset and persistence.•74.9% onset MDE-GAD cases occur in 30% students at highest predicted baseline risk. |
doi_str_mv | 10.1016/j.jad.2021.10.135 |
format | Article |
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Multicenter cohort study among Spanish first-year university students. At baseline, students were assessed for lifetime and 12-month Major Depressive Episode and/or Generalized Anxiety Disorder (MDE-GAD), other mental disorders, childhood-adolescent adversities, stressful life events, social support, socio-demographics, and psychological factors using web-based surveys; 12-month MDE-GAD was again assessed at 12-month follow-up.
A total of 1253 students participated in both surveys (59.2% of baseline respondents; mean age = 18.7 (SD = 1.3); 56.0% female). First-onset of MDE-GAD at follow-up was 13.3%. Also 46.7% of those with baseline MDE-GAD showed persistence at follow-up. Childhood/Adolescence emotional abuse or neglect (OR= 4.33), prior bipolar spectrum disorder (OR= 4.34), prior suicidal ideation (OR=4.85) and prior lifetime symptoms of MDE (ORs=2.33-3.63) and GAD (ORs=2.15-3.75) were strongest predictors of first-onset MDE-GAD. Prior suicidal ideation (OR=3.17) and prior lifetime GAD symptoms (ORs=2.38-4.02) were strongest predictors of MDE-GAD persistence. Multivariable predictions from baseline showed AUCs of 0.76 for first-onset and 0.81 for persistence. 74.9% of first-onset MDE-GAD cases occurred among 30% students with highest predicted risk at baseline.
Self-report data were used; external validation of the multivariable prediction models is needed.
MDE-GAD among university students is frequent, suggesting the need to implement web-based screening at university entrance that identify those students with highest risk.
•13.3% students had first-onset of MDE and/or GAD at 12-month follow-up.•Among students with baseline MDE and/or GAD, 46.7% persisted at 12-month follow-up.•Strongest predictors were lifetime symptoms of MDE-GAD and prior suicidal ideation.•Multivariable models provided AUCs 0.76–0.81 to predict first-onset and persistence.•74.9% onset MDE-GAD cases occur in 30% students at highest predicted baseline risk.</description><identifier>ISSN: 0165-0327</identifier><identifier>EISSN: 1573-2517</identifier><identifier>DOI: 10.1016/j.jad.2021.10.135</identifier><identifier>PMID: 35398107</identifier><language>eng</language><publisher>Netherlands: Elsevier B.V</publisher><subject>Adolescent ; Anxiety ; Anxiety - epidemiology ; Anxiety Disorders - psychology ; Child ; Cohort Studies ; Depression ; Depression - epidemiology ; Depressive Disorder, Major - diagnosis ; Depressive Disorder, Major - epidemiology ; Epidemiology ; Female ; High risk ; Humans ; Male ; Prediction ; Students - psychology ; Universities</subject><ispartof>Journal of affective disorders, 2022-07, Vol.308, p.432-441</ispartof><rights>2022 Elsevier B.V.</rights><rights>Copyright © 2022 Elsevier B.V. All rights reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c353t-995926228a9794d932cdc8b2d4a5d457f1ed4c85cfd684d59b4cf771ee8042373</citedby><cites>FETCH-LOGICAL-c353t-995926228a9794d932cdc8b2d4a5d457f1ed4c85cfd684d59b4cf771ee8042373</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0165032722003202$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65306</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/35398107$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Ballester, Laura</creatorcontrib><creatorcontrib>Alayo, Itxaso</creatorcontrib><creatorcontrib>Vilagut, Gemma</creatorcontrib><creatorcontrib>Mortier, Philippe</creatorcontrib><creatorcontrib>Almenara, José</creatorcontrib><creatorcontrib>Cebrià, Ana Isabel</creatorcontrib><creatorcontrib>Echeburúa, Enrique</creatorcontrib><creatorcontrib>Gabilondo, Andrea</creatorcontrib><creatorcontrib>Gili, Margalida</creatorcontrib><creatorcontrib>Lagares, Carolina</creatorcontrib><creatorcontrib>Piqueras, José Antonio</creatorcontrib><creatorcontrib>Roca, Miquel</creatorcontrib><creatorcontrib>Soto-Sanz, Victoria</creatorcontrib><creatorcontrib>Blasco, Maria Jesús</creatorcontrib><creatorcontrib>Castellví, Pere</creatorcontrib><creatorcontrib>Miranda-Mendizabal, Andrea</creatorcontrib><creatorcontrib>Bruffaerts, Ronny</creatorcontrib><creatorcontrib>Auerbach, Randy P.</creatorcontrib><creatorcontrib>Nock, Matthew K.</creatorcontrib><creatorcontrib>Kessler, Ronald C.</creatorcontrib><creatorcontrib>Alonso, Jordi</creatorcontrib><creatorcontrib>on behalf of the UNIVERSAL study group</creatorcontrib><creatorcontrib>UNIVERSAL study group</creatorcontrib><title>Predictive models for first-onset and persistence of depression and anxiety among university students</title><title>Journal of affective disorders</title><addtitle>J Affect Disord</addtitle><description>Depression and anxiety are both prevalent among university students. They frequently co-occur and share risk factors. Yet few studies have focused on identifying students at highest risk of first-onset and persistence of either of these conditions.
Multicenter cohort study among Spanish first-year university students. At baseline, students were assessed for lifetime and 12-month Major Depressive Episode and/or Generalized Anxiety Disorder (MDE-GAD), other mental disorders, childhood-adolescent adversities, stressful life events, social support, socio-demographics, and psychological factors using web-based surveys; 12-month MDE-GAD was again assessed at 12-month follow-up.
A total of 1253 students participated in both surveys (59.2% of baseline respondents; mean age = 18.7 (SD = 1.3); 56.0% female). First-onset of MDE-GAD at follow-up was 13.3%. Also 46.7% of those with baseline MDE-GAD showed persistence at follow-up. Childhood/Adolescence emotional abuse or neglect (OR= 4.33), prior bipolar spectrum disorder (OR= 4.34), prior suicidal ideation (OR=4.85) and prior lifetime symptoms of MDE (ORs=2.33-3.63) and GAD (ORs=2.15-3.75) were strongest predictors of first-onset MDE-GAD. Prior suicidal ideation (OR=3.17) and prior lifetime GAD symptoms (ORs=2.38-4.02) were strongest predictors of MDE-GAD persistence. Multivariable predictions from baseline showed AUCs of 0.76 for first-onset and 0.81 for persistence. 74.9% of first-onset MDE-GAD cases occurred among 30% students with highest predicted risk at baseline.
Self-report data were used; external validation of the multivariable prediction models is needed.
MDE-GAD among university students is frequent, suggesting the need to implement web-based screening at university entrance that identify those students with highest risk.
•13.3% students had first-onset of MDE and/or GAD at 12-month follow-up.•Among students with baseline MDE and/or GAD, 46.7% persisted at 12-month follow-up.•Strongest predictors were lifetime symptoms of MDE-GAD and prior suicidal ideation.•Multivariable models provided AUCs 0.76–0.81 to predict first-onset and persistence.•74.9% onset MDE-GAD cases occur in 30% students at highest predicted baseline risk.</description><subject>Adolescent</subject><subject>Anxiety</subject><subject>Anxiety - epidemiology</subject><subject>Anxiety Disorders - psychology</subject><subject>Child</subject><subject>Cohort Studies</subject><subject>Depression</subject><subject>Depression - epidemiology</subject><subject>Depressive Disorder, Major - diagnosis</subject><subject>Depressive Disorder, Major - epidemiology</subject><subject>Epidemiology</subject><subject>Female</subject><subject>High risk</subject><subject>Humans</subject><subject>Male</subject><subject>Prediction</subject><subject>Students - psychology</subject><subject>Universities</subject><issn>0165-0327</issn><issn>1573-2517</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kE1rGzEQhkVpaVy3PyCXoGMu60paabUipxDSDwi0h_YsZGm2yHglR6MNyb-vHKc59jTwzjMvw0PIOWcbzvjwebfZubARTPDNMerVG7LiSvedUFy_JavGqI71Qp-RD4g7xthgNHtPznrVm5EzvSLws0CIvsYHoHMOsEc65UKnWLB2OSFU6lKgBygYsULyQPNEAxwKIMacnrcuPUaoT9TNOf2hS2plDW8B1iVAqviRvJvcHuHTy1yT319uf9186-5-fP1-c33X-fZR7YxRRgxCjM5oI4PphQ9-3IognQpS6YlDkH5UfgrDKIMyW-knrTnAyKTodb8ml6feQ8n3C2C1c0QP-71LkBe0YpBGKC350FB-Qn3JiAUmeyhxduXJcmaPdu3ONrv2aPc5ah-uycVL_bKdIbxe_NPZgKsT0DzCQ4Ri0cejtBAL-GpDjv-p_wu94Iv5</recordid><startdate>20220701</startdate><enddate>20220701</enddate><creator>Ballester, Laura</creator><creator>Alayo, Itxaso</creator><creator>Vilagut, Gemma</creator><creator>Mortier, Philippe</creator><creator>Almenara, José</creator><creator>Cebrià, Ana Isabel</creator><creator>Echeburúa, Enrique</creator><creator>Gabilondo, Andrea</creator><creator>Gili, Margalida</creator><creator>Lagares, Carolina</creator><creator>Piqueras, José Antonio</creator><creator>Roca, Miquel</creator><creator>Soto-Sanz, Victoria</creator><creator>Blasco, Maria Jesús</creator><creator>Castellví, Pere</creator><creator>Miranda-Mendizabal, Andrea</creator><creator>Bruffaerts, Ronny</creator><creator>Auerbach, Randy P.</creator><creator>Nock, Matthew K.</creator><creator>Kessler, Ronald C.</creator><creator>Alonso, Jordi</creator><general>Elsevier B.V</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></search><sort><creationdate>20220701</creationdate><title>Predictive models for first-onset and persistence of depression and anxiety among university students</title><author>Ballester, Laura ; Alayo, Itxaso ; Vilagut, Gemma ; Mortier, Philippe ; Almenara, José ; Cebrià, Ana Isabel ; Echeburúa, Enrique ; Gabilondo, Andrea ; Gili, Margalida ; Lagares, Carolina ; Piqueras, José Antonio ; Roca, Miquel ; Soto-Sanz, Victoria ; Blasco, Maria Jesús ; Castellví, Pere ; Miranda-Mendizabal, Andrea ; Bruffaerts, Ronny ; Auerbach, Randy P. ; Nock, Matthew K. ; Kessler, Ronald C. ; Alonso, Jordi</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c353t-995926228a9794d932cdc8b2d4a5d457f1ed4c85cfd684d59b4cf771ee8042373</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Adolescent</topic><topic>Anxiety</topic><topic>Anxiety - epidemiology</topic><topic>Anxiety Disorders - psychology</topic><topic>Child</topic><topic>Cohort Studies</topic><topic>Depression</topic><topic>Depression - epidemiology</topic><topic>Depressive Disorder, Major - diagnosis</topic><topic>Depressive Disorder, Major - epidemiology</topic><topic>Epidemiology</topic><topic>Female</topic><topic>High risk</topic><topic>Humans</topic><topic>Male</topic><topic>Prediction</topic><topic>Students - psychology</topic><topic>Universities</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ballester, Laura</creatorcontrib><creatorcontrib>Alayo, Itxaso</creatorcontrib><creatorcontrib>Vilagut, Gemma</creatorcontrib><creatorcontrib>Mortier, Philippe</creatorcontrib><creatorcontrib>Almenara, José</creatorcontrib><creatorcontrib>Cebrià, Ana Isabel</creatorcontrib><creatorcontrib>Echeburúa, Enrique</creatorcontrib><creatorcontrib>Gabilondo, Andrea</creatorcontrib><creatorcontrib>Gili, Margalida</creatorcontrib><creatorcontrib>Lagares, Carolina</creatorcontrib><creatorcontrib>Piqueras, José Antonio</creatorcontrib><creatorcontrib>Roca, Miquel</creatorcontrib><creatorcontrib>Soto-Sanz, Victoria</creatorcontrib><creatorcontrib>Blasco, Maria Jesús</creatorcontrib><creatorcontrib>Castellví, Pere</creatorcontrib><creatorcontrib>Miranda-Mendizabal, Andrea</creatorcontrib><creatorcontrib>Bruffaerts, Ronny</creatorcontrib><creatorcontrib>Auerbach, Randy P.</creatorcontrib><creatorcontrib>Nock, Matthew K.</creatorcontrib><creatorcontrib>Kessler, Ronald C.</creatorcontrib><creatorcontrib>Alonso, Jordi</creatorcontrib><creatorcontrib>on behalf of the UNIVERSAL study group</creatorcontrib><creatorcontrib>UNIVERSAL study 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><jtitle>Journal of affective disorders</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ballester, Laura</au><au>Alayo, Itxaso</au><au>Vilagut, Gemma</au><au>Mortier, Philippe</au><au>Almenara, José</au><au>Cebrià, Ana Isabel</au><au>Echeburúa, Enrique</au><au>Gabilondo, Andrea</au><au>Gili, Margalida</au><au>Lagares, Carolina</au><au>Piqueras, José Antonio</au><au>Roca, Miquel</au><au>Soto-Sanz, Victoria</au><au>Blasco, Maria Jesús</au><au>Castellví, Pere</au><au>Miranda-Mendizabal, Andrea</au><au>Bruffaerts, Ronny</au><au>Auerbach, Randy P.</au><au>Nock, Matthew K.</au><au>Kessler, Ronald C.</au><au>Alonso, Jordi</au><aucorp>on behalf of the UNIVERSAL study group</aucorp><aucorp>UNIVERSAL study group</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Predictive models for first-onset and persistence of depression and anxiety among university students</atitle><jtitle>Journal of affective disorders</jtitle><addtitle>J Affect Disord</addtitle><date>2022-07-01</date><risdate>2022</risdate><volume>308</volume><spage>432</spage><epage>441</epage><pages>432-441</pages><issn>0165-0327</issn><eissn>1573-2517</eissn><abstract>Depression and anxiety are both prevalent among university students. They frequently co-occur and share risk factors. Yet few studies have focused on identifying students at highest risk of first-onset and persistence of either of these conditions.
Multicenter cohort study among Spanish first-year university students. At baseline, students were assessed for lifetime and 12-month Major Depressive Episode and/or Generalized Anxiety Disorder (MDE-GAD), other mental disorders, childhood-adolescent adversities, stressful life events, social support, socio-demographics, and psychological factors using web-based surveys; 12-month MDE-GAD was again assessed at 12-month follow-up.
A total of 1253 students participated in both surveys (59.2% of baseline respondents; mean age = 18.7 (SD = 1.3); 56.0% female). First-onset of MDE-GAD at follow-up was 13.3%. Also 46.7% of those with baseline MDE-GAD showed persistence at follow-up. Childhood/Adolescence emotional abuse or neglect (OR= 4.33), prior bipolar spectrum disorder (OR= 4.34), prior suicidal ideation (OR=4.85) and prior lifetime symptoms of MDE (ORs=2.33-3.63) and GAD (ORs=2.15-3.75) were strongest predictors of first-onset MDE-GAD. Prior suicidal ideation (OR=3.17) and prior lifetime GAD symptoms (ORs=2.38-4.02) were strongest predictors of MDE-GAD persistence. Multivariable predictions from baseline showed AUCs of 0.76 for first-onset and 0.81 for persistence. 74.9% of first-onset MDE-GAD cases occurred among 30% students with highest predicted risk at baseline.
Self-report data were used; external validation of the multivariable prediction models is needed.
MDE-GAD among university students is frequent, suggesting the need to implement web-based screening at university entrance that identify those students with highest risk.
•13.3% students had first-onset of MDE and/or GAD at 12-month follow-up.•Among students with baseline MDE and/or GAD, 46.7% persisted at 12-month follow-up.•Strongest predictors were lifetime symptoms of MDE-GAD and prior suicidal ideation.•Multivariable models provided AUCs 0.76–0.81 to predict first-onset and persistence.•74.9% onset MDE-GAD cases occur in 30% students at highest predicted baseline risk.</abstract><cop>Netherlands</cop><pub>Elsevier B.V</pub><pmid>35398107</pmid><doi>10.1016/j.jad.2021.10.135</doi><tpages>10</tpages></addata></record> |
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subjects | Adolescent Anxiety Anxiety - epidemiology Anxiety Disorders - psychology Child Cohort Studies Depression Depression - epidemiology Depressive Disorder, Major - diagnosis Depressive Disorder, Major - epidemiology Epidemiology Female High risk Humans Male Prediction Students - psychology Universities |
title | Predictive models for first-onset and persistence of depression and anxiety among university students |
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