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The factor structure of the Patient Health Questionnaire-9 in stroke: A comparison with a non-stroke population
It is unclear if certain post-stroke somatic symptoms load onto items of the Patient Health Questionnaire-9 (PHQ-9), a self-report depression questionnaire. We investigated these concerns in a stroke sample using factor analysis, benchmarked against a non-stroke comparison group. The secondary datas...
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Published in: | Journal of psychosomatic research 2025-01, Vol.188, p.111983, Article 111983 |
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container_title | Journal of psychosomatic research |
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creator | Blake, J.J. Munyombwe, T. Fischer, F. Quinn, T.J. Van der Feltz-Cornelis, C.M. De Man-van Ginkel, J.M. Santos, I.S. Jeon, Hong Jin Köhler, S. Schram, M.T. Wang, J.L. Levin-Aspenson, H.F. Whooley, M.A. Hobfoll, S.E. Patten, S.B. Simning, A. Gracey, F. Broomfield, N.M. |
description | It is unclear if certain post-stroke somatic symptoms load onto items of the Patient Health Questionnaire-9 (PHQ-9), a self-report depression questionnaire. We investigated these concerns in a stroke sample using factor analysis, benchmarked against a non-stroke comparison group.
The secondary dataset constituted 787 stroke and 12,016 non-stroke participants. A subsample of 1574 comparison participants was selected via propensity score matching. Dimensionality was assessed by comparing fit statistics of one-factor, two-factor, and bi-factor models. Between-group differences in factor structure were explored using measurement invariance.
A two-factor model, consisting of somatic and cognitive-affective factors, showed better fit than the unidimensional model (CFI = 0.984 versus CFI = 0.974, p |
doi_str_mv | 10.1016/j.jpsychores.2024.111983 |
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The secondary dataset constituted 787 stroke and 12,016 non-stroke participants. A subsample of 1574 comparison participants was selected via propensity score matching. Dimensionality was assessed by comparing fit statistics of one-factor, two-factor, and bi-factor models. Between-group differences in factor structure were explored using measurement invariance.
A two-factor model, consisting of somatic and cognitive-affective factors, showed better fit than the unidimensional model (CFI = 0.984 versus CFI = 0.974, p < .001), but the high correlation between the factors indicated unidimensionality (r = 0.866). Configural invariance between stroke and non-stroke was supported (CFI = 0.983, RMSEA = 0.080), as were invariant thresholds (p = .092) and loadings (p = .103). Strong invariance was violated (p < .001, ΔCFI = −0.003), stemming from differences in the tiredness and appetite intercepts. These differences resulted in a moderate overestimation of depression in stroke when using a summed score approach, relative to the comparison sample (Cohen's d = 0.434).
The findings suggest that the PHQ-9 measures a single factor in stroke. Because stroke patients may report higher tiredness on item 4, caution is advisable when classifying patients as depressed if they are near the cut-off and have significant post-stroke fatigue. Caution is also advised when comparing total scores between stroke and other populations.
•The PHQ-9 is unidimensional in stroke.•PHQ-9 scores are modestly inflated in stroke compared to the general population.•Interpret scores near the cut-off cautiously in those with severe fatigue.•Comparability of total scores between stroke and non-stroke should not be assumed.</description><identifier>ISSN: 0022-3999</identifier><identifier>ISSN: 1879-1360</identifier><identifier>EISSN: 1879-1360</identifier><identifier>DOI: 10.1016/j.jpsychores.2024.111983</identifier><identifier>PMID: 39602869</identifier><language>eng</language><publisher>England: Elsevier Inc</publisher><subject>Adult ; Aged ; Confirmatory factor analysis ; Depression ; Depression - diagnosis ; Depression - psychology ; Dimensionality ; Factor Analysis, Statistical ; Female ; Humans ; Male ; Middle Aged ; Patient Health Questionnaire ; PHQ-9 ; Psychometrics ; Self Report ; Stroke ; Stroke - complications ; Stroke - psychology ; Surveys and Questionnaires</subject><ispartof>Journal of psychosomatic research, 2025-01, Vol.188, p.111983, Article 111983</ispartof><rights>2024 The Authors</rights><rights>Copyright © 2024 The Authors. Published by Elsevier Inc. All rights reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c299t-ea42a869f755a9ca4c7a00173e768759ab7c827ff5fc61b234f2fc31b659f95d3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/39602869$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Blake, J.J.</creatorcontrib><creatorcontrib>Munyombwe, T.</creatorcontrib><creatorcontrib>Fischer, F.</creatorcontrib><creatorcontrib>Quinn, T.J.</creatorcontrib><creatorcontrib>Van der Feltz-Cornelis, C.M.</creatorcontrib><creatorcontrib>De Man-van Ginkel, J.M.</creatorcontrib><creatorcontrib>Santos, I.S.</creatorcontrib><creatorcontrib>Jeon, Hong Jin</creatorcontrib><creatorcontrib>Köhler, S.</creatorcontrib><creatorcontrib>Schram, M.T.</creatorcontrib><creatorcontrib>Wang, J.L.</creatorcontrib><creatorcontrib>Levin-Aspenson, H.F.</creatorcontrib><creatorcontrib>Whooley, M.A.</creatorcontrib><creatorcontrib>Hobfoll, S.E.</creatorcontrib><creatorcontrib>Patten, S.B.</creatorcontrib><creatorcontrib>Simning, A.</creatorcontrib><creatorcontrib>Gracey, F.</creatorcontrib><creatorcontrib>Broomfield, N.M.</creatorcontrib><title>The factor structure of the Patient Health Questionnaire-9 in stroke: A comparison with a non-stroke population</title><title>Journal of psychosomatic research</title><addtitle>J Psychosom Res</addtitle><description>It is unclear if certain post-stroke somatic symptoms load onto items of the Patient Health Questionnaire-9 (PHQ-9), a self-report depression questionnaire. We investigated these concerns in a stroke sample using factor analysis, benchmarked against a non-stroke comparison group.
The secondary dataset constituted 787 stroke and 12,016 non-stroke participants. A subsample of 1574 comparison participants was selected via propensity score matching. Dimensionality was assessed by comparing fit statistics of one-factor, two-factor, and bi-factor models. Between-group differences in factor structure were explored using measurement invariance.
A two-factor model, consisting of somatic and cognitive-affective factors, showed better fit than the unidimensional model (CFI = 0.984 versus CFI = 0.974, p < .001), but the high correlation between the factors indicated unidimensionality (r = 0.866). Configural invariance between stroke and non-stroke was supported (CFI = 0.983, RMSEA = 0.080), as were invariant thresholds (p = .092) and loadings (p = .103). Strong invariance was violated (p < .001, ΔCFI = −0.003), stemming from differences in the tiredness and appetite intercepts. These differences resulted in a moderate overestimation of depression in stroke when using a summed score approach, relative to the comparison sample (Cohen's d = 0.434).
The findings suggest that the PHQ-9 measures a single factor in stroke. Because stroke patients may report higher tiredness on item 4, caution is advisable when classifying patients as depressed if they are near the cut-off and have significant post-stroke fatigue. Caution is also advised when comparing total scores between stroke and other populations.
•The PHQ-9 is unidimensional in stroke.•PHQ-9 scores are modestly inflated in stroke compared to the general population.•Interpret scores near the cut-off cautiously in those with severe fatigue.•Comparability of total scores between stroke and non-stroke should not be assumed.</description><subject>Adult</subject><subject>Aged</subject><subject>Confirmatory factor analysis</subject><subject>Depression</subject><subject>Depression - diagnosis</subject><subject>Depression - psychology</subject><subject>Dimensionality</subject><subject>Factor Analysis, Statistical</subject><subject>Female</subject><subject>Humans</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Patient Health Questionnaire</subject><subject>PHQ-9</subject><subject>Psychometrics</subject><subject>Self Report</subject><subject>Stroke</subject><subject>Stroke - complications</subject><subject>Stroke - psychology</subject><subject>Surveys and Questionnaires</subject><issn>0022-3999</issn><issn>1879-1360</issn><issn>1879-1360</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2025</creationdate><recordtype>article</recordtype><recordid>eNqFkEtP4zAURi3EaFqY-QvISzYpftRxzA4QLwlpZiRmbbnuteqSxsF2QPx7HKXAkpWl6_Pdx0EIU7KghNZn28W2T292EyKkBSNsuaCUqoYfoDltpKoor8khmhPCWMWVUjN0lNKWEFIrJn6iGVc1YU2t5ig8bgA7Y3OIOOU42DxEwMHhXOp_TfbQZXwHps0b_G-AlH3oOuMjVAr7boyEJzjHF9iGXW-iT6HDr77ABnehq6Z_3Id-aM2Y_YV-ONMm-L1_j9H_m-vHq7vq4c_t_dXFQ2WZUrkCs2SmLOikEEZZs7TSEEIlB1k3UiizkrZh0jnhbE1XjC8dc5bTVS2UU2LNj9Hp1LeP4XncW-98stC2poMwJM0p55ILIZqCNhNqY0gpgtN99DsT3zQletStt_pLtx5160l3iZ7spwyrHaw_gx9-C3A5AVBuffEQdbJFqYV1UWizXgf__ZR3RWyX5Q</recordid><startdate>202501</startdate><enddate>202501</enddate><creator>Blake, J.J.</creator><creator>Munyombwe, T.</creator><creator>Fischer, F.</creator><creator>Quinn, T.J.</creator><creator>Van der Feltz-Cornelis, C.M.</creator><creator>De Man-van Ginkel, J.M.</creator><creator>Santos, I.S.</creator><creator>Jeon, Hong Jin</creator><creator>Köhler, S.</creator><creator>Schram, M.T.</creator><creator>Wang, J.L.</creator><creator>Levin-Aspenson, H.F.</creator><creator>Whooley, M.A.</creator><creator>Hobfoll, S.E.</creator><creator>Patten, S.B.</creator><creator>Simning, A.</creator><creator>Gracey, F.</creator><creator>Broomfield, N.M.</creator><general>Elsevier Inc</general><scope>6I.</scope><scope>AAFTH</scope><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>202501</creationdate><title>The factor structure of the Patient Health Questionnaire-9 in stroke: A comparison with a non-stroke population</title><author>Blake, J.J. ; Munyombwe, T. ; Fischer, F. ; Quinn, T.J. ; Van der Feltz-Cornelis, C.M. ; De Man-van Ginkel, J.M. ; Santos, I.S. ; Jeon, Hong Jin ; Köhler, S. ; Schram, M.T. ; Wang, J.L. ; Levin-Aspenson, H.F. ; Whooley, M.A. ; Hobfoll, S.E. ; Patten, S.B. ; Simning, A. ; Gracey, F. ; Broomfield, N.M.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c299t-ea42a869f755a9ca4c7a00173e768759ab7c827ff5fc61b234f2fc31b659f95d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2025</creationdate><topic>Adult</topic><topic>Aged</topic><topic>Confirmatory factor analysis</topic><topic>Depression</topic><topic>Depression - diagnosis</topic><topic>Depression - psychology</topic><topic>Dimensionality</topic><topic>Factor Analysis, Statistical</topic><topic>Female</topic><topic>Humans</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Patient Health Questionnaire</topic><topic>PHQ-9</topic><topic>Psychometrics</topic><topic>Self Report</topic><topic>Stroke</topic><topic>Stroke - complications</topic><topic>Stroke - psychology</topic><topic>Surveys and Questionnaires</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Blake, J.J.</creatorcontrib><creatorcontrib>Munyombwe, T.</creatorcontrib><creatorcontrib>Fischer, F.</creatorcontrib><creatorcontrib>Quinn, T.J.</creatorcontrib><creatorcontrib>Van der Feltz-Cornelis, C.M.</creatorcontrib><creatorcontrib>De Man-van Ginkel, J.M.</creatorcontrib><creatorcontrib>Santos, I.S.</creatorcontrib><creatorcontrib>Jeon, Hong Jin</creatorcontrib><creatorcontrib>Köhler, S.</creatorcontrib><creatorcontrib>Schram, M.T.</creatorcontrib><creatorcontrib>Wang, J.L.</creatorcontrib><creatorcontrib>Levin-Aspenson, H.F.</creatorcontrib><creatorcontrib>Whooley, M.A.</creatorcontrib><creatorcontrib>Hobfoll, S.E.</creatorcontrib><creatorcontrib>Patten, S.B.</creatorcontrib><creatorcontrib>Simning, A.</creatorcontrib><creatorcontrib>Gracey, F.</creatorcontrib><creatorcontrib>Broomfield, N.M.</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><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 psychosomatic research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Blake, J.J.</au><au>Munyombwe, T.</au><au>Fischer, F.</au><au>Quinn, T.J.</au><au>Van der Feltz-Cornelis, C.M.</au><au>De Man-van Ginkel, J.M.</au><au>Santos, I.S.</au><au>Jeon, Hong Jin</au><au>Köhler, S.</au><au>Schram, M.T.</au><au>Wang, J.L.</au><au>Levin-Aspenson, H.F.</au><au>Whooley, M.A.</au><au>Hobfoll, S.E.</au><au>Patten, S.B.</au><au>Simning, A.</au><au>Gracey, F.</au><au>Broomfield, N.M.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>The factor structure of the Patient Health Questionnaire-9 in stroke: A comparison with a non-stroke population</atitle><jtitle>Journal of psychosomatic research</jtitle><addtitle>J Psychosom Res</addtitle><date>2025-01</date><risdate>2025</risdate><volume>188</volume><spage>111983</spage><pages>111983-</pages><artnum>111983</artnum><issn>0022-3999</issn><issn>1879-1360</issn><eissn>1879-1360</eissn><abstract>It is unclear if certain post-stroke somatic symptoms load onto items of the Patient Health Questionnaire-9 (PHQ-9), a self-report depression questionnaire. We investigated these concerns in a stroke sample using factor analysis, benchmarked against a non-stroke comparison group.
The secondary dataset constituted 787 stroke and 12,016 non-stroke participants. A subsample of 1574 comparison participants was selected via propensity score matching. Dimensionality was assessed by comparing fit statistics of one-factor, two-factor, and bi-factor models. Between-group differences in factor structure were explored using measurement invariance.
A two-factor model, consisting of somatic and cognitive-affective factors, showed better fit than the unidimensional model (CFI = 0.984 versus CFI = 0.974, p < .001), but the high correlation between the factors indicated unidimensionality (r = 0.866). Configural invariance between stroke and non-stroke was supported (CFI = 0.983, RMSEA = 0.080), as were invariant thresholds (p = .092) and loadings (p = .103). Strong invariance was violated (p < .001, ΔCFI = −0.003), stemming from differences in the tiredness and appetite intercepts. These differences resulted in a moderate overestimation of depression in stroke when using a summed score approach, relative to the comparison sample (Cohen's d = 0.434).
The findings suggest that the PHQ-9 measures a single factor in stroke. Because stroke patients may report higher tiredness on item 4, caution is advisable when classifying patients as depressed if they are near the cut-off and have significant post-stroke fatigue. Caution is also advised when comparing total scores between stroke and other populations.
•The PHQ-9 is unidimensional in stroke.•PHQ-9 scores are modestly inflated in stroke compared to the general population.•Interpret scores near the cut-off cautiously in those with severe fatigue.•Comparability of total scores between stroke and non-stroke should not be assumed.</abstract><cop>England</cop><pub>Elsevier Inc</pub><pmid>39602869</pmid><doi>10.1016/j.jpsychores.2024.111983</doi><oa>free_for_read</oa></addata></record> |
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subjects | Adult Aged Confirmatory factor analysis Depression Depression - diagnosis Depression - psychology Dimensionality Factor Analysis, Statistical Female Humans Male Middle Aged Patient Health Questionnaire PHQ-9 Psychometrics Self Report Stroke Stroke - complications Stroke - psychology Surveys and Questionnaires |
title | The factor structure of the Patient Health Questionnaire-9 in stroke: A comparison with a non-stroke population |
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