Disease heterogeneity of adult diabetes based on routine clinical parameters at diagnosis: Results from the German/Austrian DPV registry.

Grimsmann, Julia M; Tittel, Sascha R; Bramlage, Peter; Mayer, Benjamin; Fritsche, Andreas; Seufert, Jochen; Laimer, Markus; Zimny, Stefan; Meyhoefer, Sebastian M; Hummel, Michael; Holl, Reinhard W (2022). Disease heterogeneity of adult diabetes based on routine clinical parameters at diagnosis: Results from the German/Austrian DPV registry. Diabetes, obesity & metabolism, 24(11), pp. 2253-2262. Wiley 10.1111/dom.14812

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AIMS

To cluster adults with diabetes using parameters from real-world clinical care at manifestation.

MATERIALS AND METHODS

We applied hierarchical clustering using Ward's method to 56,869 adults documented in the Prospective Diabetes Follow-up Registry (DPV). Clustering variables included age, sex, BMI, HbA1c, diabetic ketoacidosis (DKA), components of the metabolic syndrome (hypertension/dyslipidemia/hyperuricemia), and beta-cell antibody status. Time until use of oral antidiabetic drugs (OAD), use of insulin, chronic kidney disease (CKD), cardiovascular disease (CVD), retinopathy, or neuropathy were assessed using Kaplan Meier analysis and Cox regression models.

RESULTS

We identified eight clusters: Four clusters comprised early diabetes onset (median age between 40 and 50 years), but differed with regard to BMI, HbA1c, DKA and antibody positivity. Two clusters included adults with diabetes onset in their early 60s who met target HbA1c, but differed in BMI and sex distribution. Two clusters were characterized by late diabetes onset (median age 69 and 77 years) and relatively low BMI, but differences in HbA1c. Earlier insulin use was observed in adults with high HbA1c, and earlier OAD use was observed in those with high BMI. Time until CKD or CVD was shorter in those with late onset, whereas retinopathy occurred earlier in adults with late onset and high HbA1c, and in adults with early onset, but high HbA1c and high percentage of antibody positivity.

CONCLUSIONS

Adult diabetes is heterogeneous beyond classical type 1/type 2 diabetes, based on easily available parameters in clinical practice using an automated clustering algorithm which allows both continuous and binary variables. This article is protected by copyright. All rights reserved.

Item Type:

Journal Article (Original Article)

Division/Institute:

04 Faculty of Medicine > Department of Gynaecology, Paediatrics and Endocrinology (DFKE) > Clinic of Endocrinology, Diabetology and Clinical Nutrition

UniBE Contributor:

Laimer, Markus

Subjects:

600 Technology > 610 Medicine & health

ISSN:

1463-1326

Publisher:

Wiley

Language:

English

Submitter:

Pubmed Import

Date Deposited:

07 Jul 2022 09:22

Last Modified:

08 Jul 2023 00:25

Publisher DOI:

10.1111/dom.14812

PubMed ID:

35791641

Uncontrolled Keywords:

Cluster analysis DPV Prospective Diabetes Follow-up adults diabetes complications diabetes mellitus diabetes registry diabetes subgroups hierarchical clustering real-world data

BORIS DOI:

10.48350/171154

URI:

https://boris.unibe.ch/id/eprint/171154

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