OBJECTIVE In this study, we aimed to explore interactions between individual items that assess diabetes distress, depressive symptoms, and anxiety symptoms in a cohort of adults with type 2 diabetes using network analysis. RESEARCH DESIGN AND METHODS Participants (N = 1,796) were from the Montreal Evaluation of Diabetes Treatment (EDIT) study from Quebec, Canada. A network of diabetes distress was estimated using the 17 items of the Diabetes Distress Scale (DDS- 17). A second network was estimated using the DDS-17 items, the nine items of the Patient Health Questionnaire (PHQ-9), and the seven items of the Generalized Anxiety Disorder Assessment (GAD-7). Network analysis was used to identify central items, clusters of items, and items that may act as bridges between diabetes distress, depressive symptoms, and anxiety symptoms. RESULTS Regimen-related and physician-related problems were among the most central (highly connected) and influential (most positive connections) in the diabetes distress network. The depressive symptom of failure was found to be a potential bridge between depression and diabetes distress, being highly connected to diabetes distress items. The anxiety symptoms of worrying too much, uncontrollable worry, and trouble relaxing were identified as bridges linking both anxiety and depressive items and anxiety and diabetes distress items, respectively. CONCLUSIONS Regimen-related and physician-related diabetes-specific problems may be important in contributing to the development and maintenance of diabetes distress. Feelings of failure and worry are potentially strong candidates for explaining comorbidity. These individual diabetes-specific problems and mental health symptoms could hold promise for targeted interventions for people with type 2 diabetes.
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Univ Adelaide, Adelaide Med Sch, Adelaide, SA, AustraliaUniv Adelaide, Adelaide Med Sch, Adelaide, SA, Australia
Huynh, L. Q.
Ng, S.
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Univ Adelaide, Adelaide Med Sch, Adelaide, SA, AustraliaUniv Adelaide, Adelaide Med Sch, Adelaide, SA, Australia
Ng, S.
Xie, D.
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Univ Adelaide, Adelaide Med Sch, Adelaide, SA, AustraliaUniv Adelaide, Adelaide Med Sch, Adelaide, SA, Australia
Xie, D.
Hargreaves, M.
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Royal Adelaide Hosp, Endocrine & Metab Unit, Adelaide, SA, AustraliaUniv Adelaide, Adelaide Med Sch, Adelaide, SA, Australia
Hargreaves, M.
Murthy, T. Arunachala
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Univ Adelaide, Adelaide Med Sch, Adelaide, SA, AustraliaUniv Adelaide, Adelaide Med Sch, Adelaide, SA, Australia
Murthy, T. Arunachala
Wu, T.
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Univ Adelaide, Adelaide Med Sch, Adelaide, SA, AustraliaUniv Adelaide, Adelaide Med Sch, Adelaide, SA, Australia
Wu, T.
Rayner, C. K.
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Univ Adelaide, Adelaide Med Sch, Adelaide, SA, Australia
Royal Adelaide Hosp, Dept Gastroenterol & Hepatol, Adelaide, SA, AustraliaUniv Adelaide, Adelaide Med Sch, Adelaide, SA, Australia
Rayner, C. K.
Jones, K. L.
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Univ Adelaide, Adelaide Med Sch, Adelaide, SA, AustraliaUniv Adelaide, Adelaide Med Sch, Adelaide, SA, Australia
Jones, K. L.
Horowitz, M.
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Univ Adelaide, Adelaide Med Sch, Adelaide, SA, Australia
Royal Adelaide Hosp, Endocrine & Metab Unit, Adelaide, SA, AustraliaUniv Adelaide, Adelaide Med Sch, Adelaide, SA, Australia
Horowitz, M.
Marathe, C. S.
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Univ Adelaide, Adelaide Med Sch, Adelaide, SA, Australia
Royal Adelaide Hosp, Endocrine & Metab Unit, Adelaide, SA, AustraliaUniv Adelaide, Adelaide Med Sch, Adelaide, SA, Australia
机构:
Weill Cornell Med Coll, Doha, Qatar
Hamad Med Corp, Doha, Qatar
Hamad Med Corp, Dept Med Stat & Epidemiol, Doha, QatarWeill Cornell Med Coll, Doha, Qatar
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Univ Penn, Childrens Hosp Philadelphia, Sch Med, Div Endocrinol, Philadelphia, PA 19104 USABaylor Coll Med, Dept Pediat, Psychol Sect, Houston, TX 77030 USA
Katz, Lorraine E. Levitt
Yasuda, Patrice M.
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Childrens Hosp Los Angeles, Ctr Endocrinol Diabet & Metab, Los Angeles, CA 90027 USABaylor Coll Med, Dept Pediat, Psychol Sect, Houston, TX 77030 USA
Yasuda, Patrice M.
Lavietes, Sylvia J.
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Yale Univ, Dept Pediat Diabet, New Haven, CT USABaylor Coll Med, Dept Pediat, Psychol Sect, Houston, TX 77030 USA
Lavietes, Sylvia J.
Trief, Paula M.
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SUNY Upstate Med Univ, Dept Psychiat, Syracuse, NY USA
SUNY Upstate Med Univ, Dept Med, Syracuse, NY USABaylor Coll Med, Dept Pediat, Psychol Sect, Houston, TX 77030 USA
Trief, Paula M.
Tollefsen, Sherida E.
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St Louis Univ, Hlth Sci Ctr, Dept Pediat, St Louis, MO 63103 USABaylor Coll Med, Dept Pediat, Psychol Sect, Houston, TX 77030 USA
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Univ Utrecht, Med Ctr, Julius Ctr Hlth Sci & Primary Care, NL-3508 TC Utrecht, NetherlandsUniv Utrecht, Med Ctr, Julius Ctr Hlth Sci & Primary Care, NL-3508 TC Utrecht, Netherlands
Knol, Mirjam J.
Heerdink, Eibert R.
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机构:Univ Utrecht, Med Ctr, Julius Ctr Hlth Sci & Primary Care, NL-3508 TC Utrecht, Netherlands
Heerdink, Eibert R.
Egberts, Antoine C. G.
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机构:Univ Utrecht, Med Ctr, Julius Ctr Hlth Sci & Primary Care, NL-3508 TC Utrecht, Netherlands
Egberts, Antoine C. G.
Geerlings, Miriam I.
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机构:Univ Utrecht, Med Ctr, Julius Ctr Hlth Sci & Primary Care, NL-3508 TC Utrecht, Netherlands
Geerlings, Miriam I.
Gorter, Kees J.
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机构:Univ Utrecht, Med Ctr, Julius Ctr Hlth Sci & Primary Care, NL-3508 TC Utrecht, Netherlands
Gorter, Kees J.
Numans, Mattus E.
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机构:Univ Utrecht, Med Ctr, Julius Ctr Hlth Sci & Primary Care, NL-3508 TC Utrecht, Netherlands
Numans, Mattus E.
Grobbee, Diederick E.
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h-index: 0
机构:Univ Utrecht, Med Ctr, Julius Ctr Hlth Sci & Primary Care, NL-3508 TC Utrecht, Netherlands
Grobbee, Diederick E.
Klungel, Olaf H.
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机构:Univ Utrecht, Med Ctr, Julius Ctr Hlth Sci & Primary Care, NL-3508 TC Utrecht, Netherlands
Klungel, Olaf H.
Burger, Huibert
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机构:Univ Utrecht, Med Ctr, Julius Ctr Hlth Sci & Primary Care, NL-3508 TC Utrecht, Netherlands
机构:
Vrije Univ Amsterdam, Med Ctr, Dept Med Psychol, Diabet Psychol Res Grp,EMGO Inst Hlth & Care Res, NL-1081 BT Amsterdam, NetherlandsVrije Univ Amsterdam, Med Ctr, Dept Med Psychol, Diabet Psychol Res Grp,EMGO Inst Hlth & Care Res, NL-1081 BT Amsterdam, Netherlands
van Bastelaar, K. M. P.
Pouwer, F.
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Tilburg Univ, Dept Med Psychol & Neuropsychol, CoRPS Ctr Res Psychol Somat Dis, NL-5000 LE Tilburg, NetherlandsVrije Univ Amsterdam, Med Ctr, Dept Med Psychol, Diabet Psychol Res Grp,EMGO Inst Hlth & Care Res, NL-1081 BT Amsterdam, Netherlands
Pouwer, F.
Geelhoed-Duijvestijn, P. H. L. M.
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Haaglanden Med Ctr, Dept Internal Med, The Hague, NetherlandsVrije Univ Amsterdam, Med Ctr, Dept Med Psychol, Diabet Psychol Res Grp,EMGO Inst Hlth & Care Res, NL-1081 BT Amsterdam, Netherlands
Geelhoed-Duijvestijn, P. H. L. M.
Tack, C. J.
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Radboud Univ Nijmegen, Med Ctr, Dept Internal Med, NL-6525 ED Nijmegen, NetherlandsVrije Univ Amsterdam, Med Ctr, Dept Med Psychol, Diabet Psychol Res Grp,EMGO Inst Hlth & Care Res, NL-1081 BT Amsterdam, Netherlands
Tack, C. J.
Bazelmans, E.
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Radboud Univ Nijmegen, Med Ctr, Dept Med Psychol, NL-6525 ED Nijmegen, NetherlandsVrije Univ Amsterdam, Med Ctr, Dept Med Psychol, Diabet Psychol Res Grp,EMGO Inst Hlth & Care Res, NL-1081 BT Amsterdam, Netherlands
Bazelmans, E.
Beekman, A. T.
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Vrije Univ Amsterdam, Med Ctr, Dept Psychiat, NL-1081 BT Amsterdam, NetherlandsVrije Univ Amsterdam, Med Ctr, Dept Med Psychol, Diabet Psychol Res Grp,EMGO Inst Hlth & Care Res, NL-1081 BT Amsterdam, Netherlands
Beekman, A. T.
Heine, R. J.
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Vrije Univ Amsterdam, Med Ctr, Dept Endocrinol, NL-1081 BT Amsterdam, Netherlands
Eli Lilly & Co, Indianapolis, IN 46285 USAVrije Univ Amsterdam, Med Ctr, Dept Med Psychol, Diabet Psychol Res Grp,EMGO Inst Hlth & Care Res, NL-1081 BT Amsterdam, Netherlands
Heine, R. J.
Snoek, F. J.
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机构:Vrije Univ Amsterdam, Med Ctr, Dept Med Psychol, Diabet Psychol Res Grp,EMGO Inst Hlth & Care Res, NL-1081 BT Amsterdam, Netherlands