Do Baseline Resilience Profiles Moderate the Effects of a Resilience-Enhancing Intervention for Adolescents With Type I Diabetes?
Objective: Resilience processes include modifiable individual and family-based skills and behaviors and are associated with better health and emotional outcomes for youth with Type I diabetes (T1D). There is likely heterogeneity among adolescents with T1D based on differing profiles of resilience pr...
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Veröffentlicht in: | Health psychology 2021-05, Vol.40 (5), p.337-346 |
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description | Objective: Resilience processes include modifiable individual and family-based skills and behaviors and are associated with better health and emotional outcomes for youth with Type I diabetes (T1D). There is likely heterogeneity among adolescents with T1D based on differing profiles of resilience processes. At-risk adolescents with lower levels of modifiable skills and assets may benefit more from psychosocial skill-building interventions, compared to adolescents who already have strong resilience processes. This article identified whether there are subgroups of adolescents with T1D based on resilience process profiles and assessed differences in glycemic control, diabetes management behaviors, and distress at baseline. It also evaluated subgroups as moderators of the efficacy of a psychosocial skill-building program. Method: Two hundred sixty-four adolescents with T1D (14 to 18 years) were randomly assigned to a resilience-promoting program (N = 133) or diabetes education control (N = 131). Data were collected at seven time points over 3 years and analyzed with latent profile analysis and latent growth curve modeling. Results: There were two subgroups with high- versus low-resilience processes. The low-resilience subgroup exhibited more distress, higher HbA1c, less glucose monitoring, and fewer diabetes management behaviors at baseline. Differences persisted over 3 years. Subgroup membership did not moderate the efficacy of a resilience-promoting program compared to control. The resilience program resulted in lower distress regardless of subgroup. Conclusions: There is heterogeneity in resilience process profiles, which are associated with clinically meaningful differences in distress, diabetes management, and glycemic control. Findings can be used to identify at-risk teenagers and inform a targeted approach to care. |
doi_str_mv | 10.1037/hea0001076 |
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There is likely heterogeneity among adolescents with T1D based on differing profiles of resilience processes. At-risk adolescents with lower levels of modifiable skills and assets may benefit more from psychosocial skill-building interventions, compared to adolescents who already have strong resilience processes. This article identified whether there are subgroups of adolescents with T1D based on resilience process profiles and assessed differences in glycemic control, diabetes management behaviors, and distress at baseline. It also evaluated subgroups as moderators of the efficacy of a psychosocial skill-building program. Method: Two hundred sixty-four adolescents with T1D (14 to 18 years) were randomly assigned to a resilience-promoting program (N = 133) or diabetes education control (N = 131). Data were collected at seven time points over 3 years and analyzed with latent profile analysis and latent growth curve modeling. Results: There were two subgroups with high- versus low-resilience processes. The low-resilience subgroup exhibited more distress, higher HbA1c, less glucose monitoring, and fewer diabetes management behaviors at baseline. Differences persisted over 3 years. Subgroup membership did not moderate the efficacy of a resilience-promoting program compared to control. The resilience program resulted in lower distress regardless of subgroup. Conclusions: There is heterogeneity in resilience process profiles, which are associated with clinically meaningful differences in distress, diabetes management, and glycemic control. Findings can be used to identify at-risk teenagers and inform a targeted approach to care.</description><identifier>ISSN: 0278-6133</identifier><identifier>EISSN: 1930-7810</identifier><identifier>DOI: 10.1037/hea0001076</identifier><identifier>PMID: 34152787</identifier><language>eng</language><publisher>United States: American Psychological Association</publisher><subject>Adolescent ; Adolescent Characteristics ; Adolescents ; At risk populations ; Behavior ; Clinical outcomes ; Diabetes ; Diabetes Mellitus, Type 1 - psychology ; Disease Management ; Efficacy ; Families & family life ; Female ; Glucose ; Glycemic control ; Health Promotion - methods ; Health status ; Human ; Humans ; Intervention ; Latent growth curve models ; Latent Profile Analysis ; Male ; Moderators ; Program Evaluation ; Psychological distress ; Psychosocial factors ; Psychosocial intervention ; Resilience ; Resilience, Psychological ; Skills ; Teenagers ; Type 1 Diabetes</subject><ispartof>Health psychology, 2021-05, Vol.40 (5), p.337-346</ispartof><rights>2021 American Psychological Association</rights><rights>2021, American Psychological Association</rights><rights>Copyright American Psychological Association May 2021</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-a3306-43af7a7752c195a2bf11571f1f522384ea993df59060c3f6fd1fe0941346a87e3</citedby><orcidid>0000-0003-2369-540X ; 0000-0002-9751-6542 ; 0000-0002-2216-1927 ; 0000-0002-4396-6337 ; 0000-0001-5730-7749</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27923,27924,30998</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/34152787$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Freedland, Kenneth E</contributor><creatorcontrib>Shapiro, Jenna B.</creatorcontrib><creatorcontrib>Bryant, Fred B.</creatorcontrib><creatorcontrib>Holmbeck, Grayson N.</creatorcontrib><creatorcontrib>Hood, Korey K.</creatorcontrib><creatorcontrib>Weissberg-Benchell, Jill</creatorcontrib><title>Do Baseline Resilience Profiles Moderate the Effects of a Resilience-Enhancing Intervention for Adolescents With Type I Diabetes?</title><title>Health psychology</title><addtitle>Health Psychol</addtitle><description>Objective: Resilience processes include modifiable individual and family-based skills and behaviors and are associated with better health and emotional outcomes for youth with Type I diabetes (T1D). There is likely heterogeneity among adolescents with T1D based on differing profiles of resilience processes. At-risk adolescents with lower levels of modifiable skills and assets may benefit more from psychosocial skill-building interventions, compared to adolescents who already have strong resilience processes. This article identified whether there are subgroups of adolescents with T1D based on resilience process profiles and assessed differences in glycemic control, diabetes management behaviors, and distress at baseline. It also evaluated subgroups as moderators of the efficacy of a psychosocial skill-building program. Method: Two hundred sixty-four adolescents with T1D (14 to 18 years) were randomly assigned to a resilience-promoting program (N = 133) or diabetes education control (N = 131). Data were collected at seven time points over 3 years and analyzed with latent profile analysis and latent growth curve modeling. Results: There were two subgroups with high- versus low-resilience processes. The low-resilience subgroup exhibited more distress, higher HbA1c, less glucose monitoring, and fewer diabetes management behaviors at baseline. Differences persisted over 3 years. Subgroup membership did not moderate the efficacy of a resilience-promoting program compared to control. The resilience program resulted in lower distress regardless of subgroup. Conclusions: There is heterogeneity in resilience process profiles, which are associated with clinically meaningful differences in distress, diabetes management, and glycemic control. Findings can be used to identify at-risk teenagers and inform a targeted approach to care.</description><subject>Adolescent</subject><subject>Adolescent Characteristics</subject><subject>Adolescents</subject><subject>At risk populations</subject><subject>Behavior</subject><subject>Clinical outcomes</subject><subject>Diabetes</subject><subject>Diabetes Mellitus, Type 1 - psychology</subject><subject>Disease Management</subject><subject>Efficacy</subject><subject>Families & family life</subject><subject>Female</subject><subject>Glucose</subject><subject>Glycemic control</subject><subject>Health Promotion - methods</subject><subject>Health status</subject><subject>Human</subject><subject>Humans</subject><subject>Intervention</subject><subject>Latent growth curve models</subject><subject>Latent Profile Analysis</subject><subject>Male</subject><subject>Moderators</subject><subject>Program Evaluation</subject><subject>Psychological distress</subject><subject>Psychosocial factors</subject><subject>Psychosocial intervention</subject><subject>Resilience</subject><subject>Resilience, Psychological</subject><subject>Skills</subject><subject>Teenagers</subject><subject>Type 1 Diabetes</subject><issn>0278-6133</issn><issn>1930-7810</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>7QJ</sourceid><recordid>eNqF0U9rFDEYBvAgil2rFz-ABLyIMppM_s2cpLZbu1BRpOIxZDNv3JTZZEwywh795ma7VYsXT4E3Px5e3gehp5S8poSpNxswhBBKlLyHFrRnpFEdJffRgrSqayRl7Ag9yvm6orYX4iE6YpyK-qcW6OdZxO9MhtEHwJ8h-9FDsIA_pej8CBl_iAMkUwCXDeClc2BLxtFhc0c3y7AxwfrwDa9CgfQDQvExYBcTPhlijbF1kvFXXzb4ajcBXuEzb9ZQIL99jB44M2Z4cvseoy_ny6vTi-by4_vV6cllYxgjsuHMOGWUEq2lvTDt2lEqFHXUibZlHQfT92xwoieSWOakG6gD0nPKuDSdAnaMXhxypxS_z5CL3vq61ziaAHHOuhWcU9lxQSt9_g-9jnMKdbsb1cq-6_h_FBNESsGqenlQNsWcEzg9Jb81aacp0fv69N_6Kn52GzmvtzD8ob_7quDVAZjJ6CnvrEnF2_2B55TqjfdhmhMtNGOK_QI9D6LG</recordid><startdate>202105</startdate><enddate>202105</enddate><creator>Shapiro, Jenna B.</creator><creator>Bryant, Fred B.</creator><creator>Holmbeck, Grayson N.</creator><creator>Hood, Korey K.</creator><creator>Weissberg-Benchell, Jill</creator><general>American Psychological Association</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>7RZ</scope><scope>PSYQQ</scope><scope>7QJ</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0003-2369-540X</orcidid><orcidid>https://orcid.org/0000-0002-9751-6542</orcidid><orcidid>https://orcid.org/0000-0002-2216-1927</orcidid><orcidid>https://orcid.org/0000-0002-4396-6337</orcidid><orcidid>https://orcid.org/0000-0001-5730-7749</orcidid></search><sort><creationdate>202105</creationdate><title>Do Baseline Resilience Profiles Moderate the Effects of a Resilience-Enhancing Intervention for Adolescents With Type I Diabetes?</title><author>Shapiro, Jenna B. ; Bryant, Fred B. ; Holmbeck, Grayson N. ; Hood, Korey K. ; Weissberg-Benchell, Jill</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a3306-43af7a7752c195a2bf11571f1f522384ea993df59060c3f6fd1fe0941346a87e3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Adolescent</topic><topic>Adolescent Characteristics</topic><topic>Adolescents</topic><topic>At risk populations</topic><topic>Behavior</topic><topic>Clinical outcomes</topic><topic>Diabetes</topic><topic>Diabetes Mellitus, Type 1 - psychology</topic><topic>Disease Management</topic><topic>Efficacy</topic><topic>Families & family life</topic><topic>Female</topic><topic>Glucose</topic><topic>Glycemic control</topic><topic>Health Promotion - methods</topic><topic>Health status</topic><topic>Human</topic><topic>Humans</topic><topic>Intervention</topic><topic>Latent growth curve models</topic><topic>Latent Profile Analysis</topic><topic>Male</topic><topic>Moderators</topic><topic>Program Evaluation</topic><topic>Psychological distress</topic><topic>Psychosocial factors</topic><topic>Psychosocial intervention</topic><topic>Resilience</topic><topic>Resilience, Psychological</topic><topic>Skills</topic><topic>Teenagers</topic><topic>Type 1 Diabetes</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Shapiro, Jenna B.</creatorcontrib><creatorcontrib>Bryant, Fred B.</creatorcontrib><creatorcontrib>Holmbeck, Grayson N.</creatorcontrib><creatorcontrib>Hood, Korey K.</creatorcontrib><creatorcontrib>Weissberg-Benchell, Jill</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>APA PsycArticles®</collection><collection>ProQuest One Psychology</collection><collection>Applied Social Sciences Index & Abstracts (ASSIA)</collection><collection>MEDLINE - Academic</collection><jtitle>Health psychology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Shapiro, Jenna B.</au><au>Bryant, Fred B.</au><au>Holmbeck, Grayson N.</au><au>Hood, Korey K.</au><au>Weissberg-Benchell, Jill</au><au>Freedland, Kenneth E</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Do Baseline Resilience Profiles Moderate the Effects of a Resilience-Enhancing Intervention for Adolescents With Type I Diabetes?</atitle><jtitle>Health psychology</jtitle><addtitle>Health Psychol</addtitle><date>2021-05</date><risdate>2021</risdate><volume>40</volume><issue>5</issue><spage>337</spage><epage>346</epage><pages>337-346</pages><issn>0278-6133</issn><eissn>1930-7810</eissn><abstract>Objective: Resilience processes include modifiable individual and family-based skills and behaviors and are associated with better health and emotional outcomes for youth with Type I diabetes (T1D). There is likely heterogeneity among adolescents with T1D based on differing profiles of resilience processes. At-risk adolescents with lower levels of modifiable skills and assets may benefit more from psychosocial skill-building interventions, compared to adolescents who already have strong resilience processes. This article identified whether there are subgroups of adolescents with T1D based on resilience process profiles and assessed differences in glycemic control, diabetes management behaviors, and distress at baseline. It also evaluated subgroups as moderators of the efficacy of a psychosocial skill-building program. Method: Two hundred sixty-four adolescents with T1D (14 to 18 years) were randomly assigned to a resilience-promoting program (N = 133) or diabetes education control (N = 131). Data were collected at seven time points over 3 years and analyzed with latent profile analysis and latent growth curve modeling. Results: There were two subgroups with high- versus low-resilience processes. The low-resilience subgroup exhibited more distress, higher HbA1c, less glucose monitoring, and fewer diabetes management behaviors at baseline. Differences persisted over 3 years. Subgroup membership did not moderate the efficacy of a resilience-promoting program compared to control. The resilience program resulted in lower distress regardless of subgroup. Conclusions: There is heterogeneity in resilience process profiles, which are associated with clinically meaningful differences in distress, diabetes management, and glycemic control. 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subjects | Adolescent Adolescent Characteristics Adolescents At risk populations Behavior Clinical outcomes Diabetes Diabetes Mellitus, Type 1 - psychology Disease Management Efficacy Families & family life Female Glucose Glycemic control Health Promotion - methods Health status Human Humans Intervention Latent growth curve models Latent Profile Analysis Male Moderators Program Evaluation Psychological distress Psychosocial factors Psychosocial intervention Resilience Resilience, Psychological Skills Teenagers Type 1 Diabetes |
title | Do Baseline Resilience Profiles Moderate the Effects of a Resilience-Enhancing Intervention for Adolescents With Type I Diabetes? |
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