# Pharmacist Intervention for Safer Prescribing in Patients With Type 2 Diabetes at High Risk: A Randomized Clinical Trial

**Authors:** Lisa K. Gilliam, Melissa M. Parker, Minnie W. Chen, Andrew J. Karter, Richard W. Grant

PMC · DOI: 10.1001/jamanetworkopen.2025.59946 · JAMA Network Open · 2026-02-18

## TL;DR

A clinical trial found that pharmacist-led outreach using a hypoglycemia-prevention algorithm improved safer diabetes medication regimens for high-risk patients.

## Contribution

Demonstrates that protocol-driven pharmacist outreach reduces hypoglycemia risk in type 2 diabetes patients.

## Key findings

- Patients in the intervention arm were more likely to be prescribed safer diabetes regimens (28% vs 16%).
- The intervention group had fewer hypoglycemia-related emergency department or inpatient encounters.
- No worsening of HbA1c control was observed in the intervention group.

## Abstract

Does proactive outreach by a clinical pharmacist applying an evidence-based hypoglycemia-prevention algorithm result in safer diabetes regimens among patients with type 2 diabetes at high risk of hypoglycemia?

In this randomized clinical trial of 200 adults, patients in the intervention arm (proactive outreach by the pharmacist) were statistically significantly more likely to be prescribed a safer diabetes regimen compared with those in the usual care arm (28% vs 16%).

The findings of this study suggest that proactive, protocol-driven outreach by clinical pharmacists as part of collaborative team-based care leads to safer diabetes medication prescribing in patients with type 2 diabetes at high risk of hypoglycemia.

This randomized clinical trial assesses whether proactive outreach by a clinical pharmacist applying an evidence-based hypoglycemia-prevention algorithm results in safer prescribing of diabetes regimens among patients with type 2 diabetes at high risk of hypoglycemia.

Severe hypoglycemia is a life-threatening, iatrogenic complication of diabetes medications associated with increased risks of falls, cardiovascular events, cognitive decline, and mortality.

To determine whether proactive outreach by a clinical pharmacist applying an evidence-based hypoglycemia-prevention algorithm (Hypoglycemia on a Page) would result in safer prescribing of diabetes regimens among patients with type 2 diabetes (T2D) with hypoglycemia risk.

This randomized clinical trial was conducted between July 20, 2023, and January 22, 2024, with follow-up outcomes collected through January 2025. The study included adults with T2D at high risk of hypoglycemia based on a validated hypoglycemia risk tool. The trial was conducted within Kaiser Permanente Northern California, a large, integrated health care delivery system.

Patients were randomized 1:1 to either a protocol-driven outreach by a clinical pharmacist (intervention) arm or a usual care (control) arm.

The main outcome was the comparison of the proportion of patients who were prescribed safer (less hypoglycemia-prone) diabetes regimens, defined as discontinuation of sulfonylureas and/or rapid-acting or short-acting or mixed insulins, using an intention-to-treat analysis.

From an eligible population of 1204 patients, 200 were enrolled into the clinical trial. Among these, 191 patients were in the intention-to-treat cohort (mean [SD] age, 71.3 [11.5] years; 100 females [52.4%]). The 2 study arms were similar at baseline in terms of race and ethnicity, sex, mean (SD) hemoglobin A1c (HbA1c) level (intervention: 8.0 [1.3]; control: 8.3 [1.8]), and number (percentage) of patients receiving insulin (intervention: 82 [85.4%]; control:85 [89.5%]) and sulfonylurea (intervention: 25 [26.0%]; control: 21 [22.1%]). At 6 months, patients in the intervention arm were more likely to be prescribed a safer diabetes regimen than those in the control arm (27 [28.1%] vs 15 [15.8%]; risk difference [RD], 12.3% [95% CI, 0.6% to 24.0%]). Patients in the intervention arm also experienced significantly fewer hypoglycemia-related emergency department or inpatient encounters (0 vs 5 [5.3%]; RD, −5.3% [95% CI, −11.8% to −1.3%]). There was no worsening of HbA1c control in the intervention arm compared with the control arm (47 [61.8%] vs 49 [63.6%] with HbA1c <8%; RD, −1.8% [95% CI, −17.0% to 13.5%]).

In this randomized clinical trial, adding proactive, protocol-driven clinical pharmacist outreach into collaborative team-based care improved medication optimization and patient outcomes. This approach provides an evidence-based strategy for reducing the risk of developing severe hypoglycemia in individuals with T2D at high risk, enhancing patient safety, and potentially reducing overall health care cost.

ClinicalTrials.gov Identifier: NCT06746714

## Linked entities

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

## Full-text entities

- **Genes:** INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, GCG (glucagon) [NCBI Gene 2641] {aka GLP-1, GLP1, GLP2, GRPP}, GLP1R (glucagon like peptide 1 receptor) [NCBI Gene 2740] {aka GLP-1, GLP-1-R, GLP-1R}, SLC5A2 (solute carrier family 5 member 2) [NCBI Gene 6524] {aka SGLT2}
- **Diseases:** hyperglycemia (MESH:D006943), Diabetes (MESH:D003920), chronic kidney disease (MESH:D051436), hypoglycemic (MESH:C000721848), death (MESH:D003643), HOAP (MESH:D007003), end-stage kidney disease (MESH:D007676), psychosis (MESH:D011618), T2D (MESH:D003924), T1D (MESH:D003922), dementia (MESH:D003704), cognitive decline (MESH:D003072)
- **Chemicals:** insulins (MESH:D061385), Metformin (MESH:D008687), sulfonylurea (MESH:D013453), meglitinides (MESH:C030516), blood glucose (MESH:D001786), HOAP (-), thiazolidinediones (MESH:D045162), glucose (MESH:D005947)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## References

27 references — full list in the complete paper: https://tomesphere.com/paper/PMC12917679/full.md

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Source: https://tomesphere.com/paper/PMC12917679