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Three-variate longitudinal patterns of metabolic control, Body Mass Index, and insulin dose during puberty in a Type 1 diabetes cohort: a group-based multitrajectory analysis
- Publication Year :
- 2020
-
Abstract
- Objective To analyze the interrelationship of metabolic control, age- and sex-adjusted body mass index, and daily insulin dose and to identify heterogeneous multivariate developmental curves from childhood to young adulthood in a large cohort of children with type 1 diabetes (T1D) Study design Data were extracted from the diabetes follow-up registry DPV. Longitudinal data from 9239 participants with T1D age 8-18 years with diabetes duration ≥2 years and ≥5 years of follow-up were analyzed. We applied group-based multitrajectory modeling to identify latent groups of subjects following similar developmental curves across outcomes (hemoglobin A1c [HbA1c], age/sex-standardized body mass index [BMI-SDS], daily insulin dose per kg). Group number was based on Bayes information criterion and group size (≥5%). Results The group-based multitrajectory approach revealed 5 heterogeneous 3-variate trajectories during puberty. Individuals with stable good metabolic control, high-normal increasing BMI-SDS, and rising insulin dose patterns were classified as group 1 (33%). Group 2 (20%) comprised youths with intermediate-increasing HbA1c, low BMI-SDS, and steeply increasing insulin dose trajectories. Group 3 (11%) followed intermediate-rising HbA1c and high-normal increasing BMI-SDS developmental curves, while insulin dose increased steeply. In group 4 (14%), both high-increasing HbA1c and insulin dose trajectories were observed, while BMI-SDS was stable-normal. Group 5 (22%) included subjects with intermediate-rising HbA1c patterns, high-increasing BMI-SDS, and increasing insulin dose patterns. Conclusions This study identified 5 distinct 3-variate curves of HbA1c, BMI-SDS, and insulin dose during puberty among youths with T1D. This approach demonstrates a considerable heterogeneity highlighting the importance of personalized medical care.
- Subjects :
- Adult
Blood Glucose
Male
Time Factors
Adolescent
Physiology
Insulin dose
Body Mass Index
Young Adult
03 medical and health sciences
0302 clinical medicine
030225 pediatrics
Diabetes mellitus
medicine
Group Number
Humans
Hypoglycemic Agents
Insulin
Prospective Studies
Registries
030212 general & internal medicine
Young adult
Child
Glycated Hemoglobin
Type 1 diabetes
Dose-Response Relationship, Drug
business.industry
nutritional and metabolic diseases
Bayes Theorem
medicine.disease
Diabetes Mellitus, Type 1
Treatment Outcome
Metabolic control analysis
Pediatrics, Perinatology and Child Health
Cohort
Female
business
Body mass index
Follow-Up Studies
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....7b768723908e9f13b028dfce9aa630ac