A multivariate model exploring the predictive value of demographic, adolescent, and family factors on glycemic control in adolescents with type 1 diabetes

Pediatr Diabetes. 2016 Nov;17(7):500-508. doi: 10.1111/pedi.12331. Epub 2015 Oct 21.

Abstract

Objective: The current study examined how a comprehensive set of variables from multiple domains, including at the adolescent and family level, were predictive of glycemic control in adolescents with type 1 diabetes (T1D).

Methods: Participants included 100 adolescents with T1D ages 10-16 yrs and their parents. Participants were enrolled in a longitudinal study about youth decision-making involvement in chronic illness management of which the baseline data were available for analysis. Bivariate associations with glycemic control (HbA1C) were tested. Hierarchical linear regression was implemented to inform the predictive model.

Results: In bivariate analyses, race, family structure, household income, insulin regimen, adolescent-reported adherence to diabetes self-management, cognitive development, adolescent responsibility for T1D management, and parent behavior during the illness management discussion were associated with HbA1c. In the multivariate model, the only significant predictors of HbA1c were race and insulin regimen, accounting for 17% of the variance. Caucasians had better glycemic control than other racial groups. Participants using pre-mixed insulin therapy and basal-bolus insulin had worse glycemic control than those on insulin pumps.

Conclusions: This study shows that despite associations of adolescent and family-level variables with glycemic control at the bivariate level, only race and insulin regimen are predictive of glycemic control in hierarchical multivariate analyses. This model offers an alternative way to examine the relationship of demographic and psychosocial factors on glycemic control in adolescents with T1D.

Keywords: adolescent; diabetes mellitus; psychology; type 1.

Publication types

  • Research Support, Non-U.S. Gov't
  • Research Support, N.I.H., Extramural

MeSH terms

  • Adolescent
  • Blood Glucose / analysis
  • Blood Glucose / metabolism*
  • Child
  • Demography
  • Diabetes Mellitus, Type 1 / blood
  • Diabetes Mellitus, Type 1 / diagnosis*
  • Diabetes Mellitus, Type 1 / epidemiology*
  • Diabetes Mellitus, Type 1 / therapy*
  • Family
  • Female
  • Humans
  • Male
  • Medication Adherence / statistics & numerical data
  • Multivariate Analysis
  • Predictive Value of Tests
  • Prognosis
  • Risk Factors
  • Self Care / standards*
  • Self Care / statistics & numerical data
  • Social Environment*
  • Treatment Outcome

Substances

  • Blood Glucose