# A Five-Year Study on Treatment Changes in Hypoglycemia-Associated Medications: Towards Personalized Diabetes Management

**Authors:** Amal Asiri, Indriastuti Cahyaningsih, Stijn de Vos, Jens H. J. Bos, Catharina C. M. Schuiling-Veninga, Eelko Hak, Sumaira Mubarik, Petra Denig, Katja Taxis

PMC · DOI: 10.3390/jpm16030150 · Journal of Personalized Medicine · 2026-03-04

## TL;DR

A five-year study found that most diabetes patients kept the same medications, but some gradually reduced hypoglycemia drugs, influenced by risk factors like age and gender.

## Contribution

The study provides longitudinal insights into medication changes and identifies patient characteristics linked to treatment adjustments over time.

## Key findings

- Most patients did not change hypoglycemia medications over five years.
- De-intensification increased while intensification decreased over time.
- Higher hypoglycemia risk, age, and being female were linked to treatment changes.

## Abstract

Background: Understanding patient-specific patterns of medication intensification and de-intensification is essential for personalizing diabetes management and minimizing hypoglycemia risk in patients with type 2 diabetes. Objectives: To assess treatment changes in hypoglycemia-associated medications over five years and explore patient characteristics associated with these changes. Methods: We conducted a longitudinal cohort study using the IADB.nl database containing prescription data from Dutch community pharmacies. Individuals aged ≥35 years with at least two dispensations of glucose-lowering medications were identified. We estimated transition probabilities of changes in hypoglycemia-associated medications (sulfonylureas and/or insulin) using a Markov model for each year of follow-up. Associations with age, sex, and estimated hypoglycemia risk were explored with regression analysis. Results: Overall, 25,057 patients were included. Medication remained unchanged for the majority of the patients in the follow-up period. De-intensification increased from 4.7% (Year 1) to 6.5% (Year 5), while intensification decreased from 7.7% to 6.9% over the same period. Markov models showed that patients predominantly remained in a no change state over 5 years (transition probabilities: 0.92–0.94). High estimated hypoglycemia risk, age and being female were associated with intensification and/or de-intensification. Conclusions: While treatment regimens remained unchanged for most patients, de-intensification of hypoglycemia-associated medications increased modestly over five years. Factors like hypoglycemia risk, age and sex influenced changes. These findings support the need for personalized, risk-stratified approaches to diabetes medication management.

## Linked entities

- **Diseases:** type 2 diabetes (MONDO:0005148), hypoglycemia (MONDO:0004946)

## Full-text entities

- **Genes:** DPP4 (dipeptidyl peptidase 4) [NCBI Gene 1803] {aka ADABP, ADCP2, CD26, DPPIV, TP103}, SLC5A2 (solute carrier family 5 member 2) [NCBI Gene 6524] {aka SGLT2}, GLP1R (glucagon like peptide 1 receptor) [NCBI Gene 2740] {aka GLP-1, GLP-1-R, GLP-1R}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, GCG (glucagon) [NCBI Gene 2641] {aka GLP-1, GLP1, GLP2, GRPP}
- **Diseases:** hypoglycemic (MESH:C000721848), T2D (MESH:D003924), death (MESH:D003643), injury to (MESH:D014947), Diabetes (MESH:D003920), gestational diabetes (MESH:D016640), Hypoglycemia (MESH:D007003), type 1 diabetes (MESH:D003922), critically ill (MESH:D016638)
- **Chemicals:** Sulfonylurea (MESH:D013453), thiazolidinediones (MESH:D045162), SU (-), insulins (MESH:D061385), insulin (MESH:D007328), Glucose (MESH:D005947), metformin (MESH:D008687)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Mutations:** A10A, N06A

## Full text

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## Figures

3 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13028196/full.md

## References

33 references — full list in the complete paper: https://tomesphere.com/paper/PMC13028196/full.md

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Source: https://tomesphere.com/paper/PMC13028196