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

<b>Background</b>: 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. <b>Objectives</b>: To assess treatment changes in hypoglycemia-associated medications over five years and explore patient characteristics associated with these changes. <b>Methods</b>: 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. <b>Results</b>: 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. <b>Conclusions</b>: 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.

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Journal
Journal of Personalized Medicine
Published
2026-03-04
DOI
https://doi.org/10.3390/jpm16030150
Primary Topic
Diabetes Management and Research
Type
article
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article

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

Stijn de Vos, Amal Asiri, Indriastuti Cahyaningsih, Jens Bos et al.
Journal of Personalized Medicine
Diabetes Management and Research
article

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

Stijn de Vos, Amal Asiri, Indriastuti Cahyaningsih, Jens Bos, Katja Taxis, Petra Denig, Sumaira Mubarik, Eelko Hak
article en

Abstract

<b>Background</b>: 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. <b>Objectives</b>: To assess treatment changes in hypoglycemia-associated medications over five years and explore patient characteristics associated with these changes. <b>Methods</b>: 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. <b>Results</b>: 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. <b>Conclusions</b>: 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.

Journal of Personalized MedicineVol. 16(3)
University Medical Center Groningen (NL), University of Groningen (NL), King Abdulaziz University (SA), Muhammadiyah University of Yogyakarta (ID)
Good health and well-being
Openalex Percentile: Top 35%
Diabetes Management and Research
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