Type 2 Diabetes (T2D)Healthcare Delivery & EducationDigital Health ToolsBehavioral Intervention
RESEARCH SUMMARY

Digital pharmacist-physician care improves HbA1c in type 2 diabetes

Moderate confidence
some concerns bias
Last updated May 29, 2026

Key takeaway:

A 12-month cluster trial in 574 adults with type 2 diabetes found that digital pharmacist-physician care improved HbA1c, cardiovascular risk, waist measures, and satisfaction compared with usual physician care.

Study at a glance

What was studied

Digital physician-pharmacist collaborative care for type 2 diabetes management

Study type

Randomized Controlled Trials (RCTs)

duration

Medium-Term (3–12 mo)

Intervention

Digital physician-pharmacist collaborative care

Outcomes

HbA1c, 10-year ASCVD risk, Fasting glucose, Postprandial glucose, Waist circumference, Waist-to-hip ratio, Systolic blood pressure, Diastolic blood pressure, Triglycerides, Total cholesterol, Treatment satisfaction, Total diabetes-related cost

Funding

Non-industry sponsored

Main effects

↓ HbA1c improved more with digital physician-pharmacist care than usual care (−2.57% vs −1.96%)

↓ 10-year ASCVD risk decreased compared with usual care (adjusted β −1.206)

↑ Treatment satisfaction was higher in the intervention group after 12 months

Evidence Summary

InterventionOutcomeMeasured ChangeStudy Effect
Behavioral & Lifestyle
Digital physician-pharmacist collaborative care
(Behavioral & Lifestyle)
Metabolic Health
10-year ASCVD risk
(Metabolic Health)
Decrease
Strong
Behavioral & Lifestyle
Digital physician-pharmacist collaborative care
(Behavioral & Lifestyle)
Metabolic Health
Diastolic blood pressure
(Metabolic Health)
Decrease
Mixed
Behavioral & Lifestyle
Digital physician-pharmacist collaborative care
(Behavioral & Lifestyle)
Glycemic Control
Fasting glucose
(Glycemic Control)
Decrease
Limited
Behavioral & Lifestyle
Digital physician-pharmacist collaborative care
(Behavioral & Lifestyle)
Glycemic Control
HbA1c
(Glycemic Control)
Decrease
Strong
Behavioral & Lifestyle
Digital physician-pharmacist collaborative care
(Behavioral & Lifestyle)
Glycemic Control
Postprandial glucose
(Glycemic Control)
Decrease
Mixed
Behavioral & Lifestyle
Digital physician-pharmacist collaborative care
(Behavioral & Lifestyle)
Metabolic Health
Systolic blood pressure
(Metabolic Health)
Decrease
Mixed
Behavioral & Lifestyle
Digital physician-pharmacist collaborative care
(Behavioral & Lifestyle)
Metabolic Health
Total cholesterol
(Metabolic Health)
Decrease
Mixed
Behavioral & Lifestyle
Digital physician-pharmacist collaborative care
(Behavioral & Lifestyle)
Patient-Reported
Total diabetes-related cost
(Patient-Reported)
Decrease
Mixed
Behavioral & Lifestyle
Digital physician-pharmacist collaborative care
(Behavioral & Lifestyle)
Patient-Reported
Treatment satisfaction
(Patient-Reported)
Increase
Strong
Behavioral & Lifestyle
Digital physician-pharmacist collaborative care
(Behavioral & Lifestyle)
Metabolic Health
Triglycerides
(Metabolic Health)
Decrease
Mixed
Behavioral & Lifestyle
Digital physician-pharmacist collaborative care
(Behavioral & Lifestyle)
Weight & Anthropometrics
Waist circumference
(Weight & Anthropometrics)
Decrease
Strong
Behavioral & Lifestyle
Digital physician-pharmacist collaborative care
(Behavioral & Lifestyle)
Weight & Anthropometrics
Waist-to-hip ratio
(Weight & Anthropometrics)
Decrease
Mixed

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evidence suggest

Evidence Suggest

  • A structured pharmacist-physician model can improve HbA1c in primary care adults with type 2 diabetes
  • Remote education and in-person pharmacist visits may support broader cardiometabolic improvements
  • The model may reduce total diabetes-related costs, mainly through lower hospitalization costs
who this applies

Who this applies to

Adults with type 2 diabetes and HbA1c above 7.5%

keep in mind

Keep in Mind

This was a cluster trial, so results depend partly on clinic-level implementation

between the lines

Between the Lines

  • Participants and clinicians could not be blinded to the intervention
  • Only six primary care centers were randomized, which limits cluster-level precision
  • COVID-19 may have affected care-seeking behavior during the trial
  • Some secondary outcomes may have been underpowered

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Journal Reference

Xiao J, Wang Q, Tan S, et al. Effect of a Digital-Driven Physician-Pharmacist Collaborative Model for Diabetes in Primary Health Care: Cluster Randomized Trial. J Med Internet Res. 2026;28:e77470. doi:10.2196/77470

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