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Family Typology for Adults With Type 2 Diabetes: Longitudinal Stability and Validity for Diabetes Management and Well-being.
Mayberry, Lindsay S; Zhao, Shilin; Roddy, McKenzie K; Spieker, Andrew J; Berg, Cynthia A; Nelson, Lyndsay A; Greevy, Robert A.
Affiliation
  • Mayberry LS; Department of Medicine, Vanderbilt University Medical Center, Nashville, TN.
  • Zhao S; Vanderbilt Center for Health Behavior and Health Education, Nashville, TN.
  • Roddy MK; Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN.
  • Spieker AJ; Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, TN.
  • Berg CA; Department of Medicine, Vanderbilt University Medical Center, Nashville, TN.
  • Nelson LA; Vanderbilt Center for Health Behavior and Health Education, Nashville, TN.
  • Greevy RA; Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN.
Diabetes Care ; 46(11): 2058-2066, 2023 11 01.
Article in En | MEDLINE | ID: mdl-37708437
ABSTRACT

OBJECTIVE:

We validated longitudinally a typology of diabetes-specific family functioning (named Collaborative and Helpful, Satisfied with Low Involvement, Want More Involvement, and Critically Involved) in adults with type 2 diabetes. RESEARCH DESIGN AND

METHODS:

We conducted k-means cluster analyses with nine dimensions to determine if the typology replicated in a diverse sample and if type assignment was robust to variations in sampling and included dimensions. In a subsample with repeated assessments over 9 months, we examined the stability and validity of the typology. We also applied a multinomial logistic regression approach to make the typology usable at the individual level, like a diagnostic tool.

RESULTS:

Participants (N = 717) were 51% male, more than one-third reported minority race or ethnicity, mean age was 57 years, and mean hemoglobin A1c (HbA1c) was 7.9% (63 mmol/mol; 8.7% [72 mmol/mol] for the longitudinal subsample). The typology was replicated with respect to the number of types and dimension patterns. Type assignment was robust to sampling variations (97% consistent across simulations). Type had an average 52% stability over time within participants; instability was not explained by measurement error. Over 9 months, type was independently associated with HbA1c, diabetes self-efficacy, diabetes medication adherence, diabetes distress, and depressive symptoms (all P < 0.05).

CONCLUSIONS:

The typology of diabetes-specific family functioning was replicated, and longitudinal analyses suggest type is more of a dynamic state than a stable trait. However, type varies with diabetes self-management and well-being over time as a consistent independent indicator of outcomes. The typology is ready to be applied to further precision medicine approaches to behavioral and psychosocial diabetes research and care.
Subject(s)

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Diabetes Mellitus, Type 2 Type of study: Risk_factors_studies Limits: Adult / Female / Humans / Male / Middle aged Language: En Journal: Diabetes Care Year: 2023 Document type: Article Affiliation country: Tunisia Publication country: EEUU / ESTADOS UNIDOS / ESTADOS UNIDOS DA AMERICA / EUA / UNITED STATES / UNITED STATES OF AMERICA / US / USA

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Diabetes Mellitus, Type 2 Type of study: Risk_factors_studies Limits: Adult / Female / Humans / Male / Middle aged Language: En Journal: Diabetes Care Year: 2023 Document type: Article Affiliation country: Tunisia Publication country: EEUU / ESTADOS UNIDOS / ESTADOS UNIDOS DA AMERICA / EUA / UNITED STATES / UNITED STATES OF AMERICA / US / USA