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Family typology for adults with type 2 diabetes: Longitudinal stability and validity for diabetes management and wellbeing
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<p>Objective: We validated longitudinally a typology of diabetes-specific family functioning (Collaborative and Helpful, Satisfied with Low Involvement, Want More Involvement, Critically Involved) in adults with type 2 diabetes. </p><p>Research Design and Methods: We conducted k-means cluster analysis with nine dimensions to determine if the typology replicated in a diverse sample and type assignment was robust to variations in sampling and included dimensions. In a subsample with repeated assessments over 9 months, we examined 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.</p><p>Results: Participants (N=717) were 51% male, over one-third reported minoritized race or ethnicity, mean age was 57 and mean HbA1c was 7.9% (63 mmol/mol) [8.7% (72 mmol/mol) for longitudinal subsample]. The typology 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-values<0.05). </p><p>Conclusions: The typology of diabetes-specific family functioning replicated, and longitudinal analyses suggest type is more a dynamic state than stable trait. However, type varies with diabetes self-management and wellbeing 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. </p>
American Diabetes Association
Title: Family typology for adults with type 2 diabetes: Longitudinal stability and validity for diabetes management and wellbeing
Description:
<p>Objective: We validated longitudinally a typology of diabetes-specific family functioning (Collaborative and Helpful, Satisfied with Low Involvement, Want More Involvement, Critically Involved) in adults with type 2 diabetes.
</p><p>Research Design and Methods: We conducted k-means cluster analysis with nine dimensions to determine if the typology replicated in a diverse sample and type assignment was robust to variations in sampling and included dimensions.
In a subsample with repeated assessments over 9 months, we examined 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.
</p><p>Results: Participants (N=717) were 51% male, over one-third reported minoritized race or ethnicity, mean age was 57 and mean HbA1c was 7.
9% (63 mmol/mol) [8.
7% (72 mmol/mol) for longitudinal subsample].
The typology 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-values<0.
05).
</p><p>Conclusions: The typology of diabetes-specific family functioning replicated, and longitudinal analyses suggest type is more a dynamic state than stable trait.
However, type varies with diabetes self-management and wellbeing 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.
</p>.
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