Best Practice Advisories to Reduce Inequities in Technology Use for People With Type 1 Diabetes

April 15, 2025 updated by: Osagie Ebekozien, T1D Exchange, United States

Implementing Best Practice Advisories to Reduce Inequities in Technology Use for People With Type 1 Diabetes

The overall goal of the study is to create a standardized, stakeholder-informed system within EMRs, that will enable an equitable and regular prescription and documentation of advanced diabetes technologies. This will reduce racial disparities and generate an understanding of the reasons behind prescription decisions.

The study will highlight the development and implementation an EMR-based Best Practice Advisory (BPA).

The study will answer whether the EMR-based BPA can effectively reduce disparities. Additionally, it will explore why providers may not prescribe advanced diabetes technologies.

Patients will also be surveyed to understand their perspectives on developing the EMR-based BPA.

Study Overview

Detailed Description

For the proposed study we intend to implement an automatically delivered center decision support system provided at the time and location of the decision making along with actionable recommendations and computer based actionable recommendations. The provider will be required to opt out if not prescribing ADT and to provide a reason for not prescribing in order to advance on the EMR screen (Kawamoto et al, 2015).

Project Objectives Aim 1: To develop and implement an EMR-based BPA using stakeholder feedback to standardize the approach for prescribing and documentation of advanced diabetes technologies (ADT) (CGM, insulin pump, AID) among adult and pediatric PwT1D.

Aim 2: To determine the effectiveness of an EMR-based BPA in reducing racial inequities in ADT.

Primary Objective: To compare the proportion of non-white (non-Hispanic Black and Hispanic) PwT1D with progression in ADT use (CGM, insulin pump, AID) at 6 centers in the T1DX-QI (3 pediatric and 3 adult centers) where the BPA intervention is implemented with matched control non-white PwT1D at T1DX-QI centers not receiving the intervention over a 12-month period, adjusting for baseline level of ADT use and other confounders.

Secondary Objective: To assess the difference in ADT use between White and non-white (non-Hispanic Black and Hispanic) PwT1D receiving care at the intervention centers compared with the racial difference in ADT use in matched control PwT1D.

Aim 3: To explore the reasons identified for providers decision to not prescribe ADT and whether they were patient or provider led, and the association between the reason provided and the patient's race/ethnicity.

Methodology Overview Focus group discussions and structured interviews will be conducted among adult and pediatric endocrine providers based on the Agency for Healthcare Research and Quality (AHRQ) "Five Rights" (Flores et al, 2019) which engenders effective clinical decision support. Also other guiding frameworks such as the T1d Exchange Health Equity Framework (Ebekozien et al, 2019) will guide this process. The BPA as well as the approach to be followed for the documenting discussions between the provider and patients will be refined by the results of the qualitative study.

Using a non-randomized matched-pair intervention design, we will compare ADT use following a BPA intervention among non-Hispanic Black and Hispanic PwT1D receiving care at 6 T1DX-QI centers with matched control non-Hispanic Black and Hispanic PwT1D receiving care at a non-intervention center over a 12-month period.

Six T1DX-QI centers that are data mapped to the T1DX-QI database by study initiation will be selected for the intervention centers. There will be four additional centers as possible back-up if one or more of the 6 anticipated centers are not able to participate. Matched "control" PwT1D will also be selected from centers with mapped data.

Primary Outcome Definition: Primary outcome: Progression in ADT use (as documented in EMR) during the 12-month study period. The primary outcome would be defined as positive for an individual if any of the following occurs:

  • No CGM à Any CGM
  • MDI à Insulin pump
  • No AID à AID

Based on this definition, a PwT1D in any of the following technology transition states would be considered as meeting the primary endpoint:

  • MDI/smartpen + no CGM begins using CGM
  • MDI/smartpen + CGM begins using insulin pump
  • Insulin pump + no CGM begins using CGM
  • Insulin pump + CGM (without AID) begins using AID

Data Analysis for Aim2 Primary: Progression in ADT use in the intervention group compared with matched-pair controls adjusting for number of encounters, correlation of matched pairs, and random center effects.

Secondary: Analysis will mimic the primary analysis for adjustment of confounders.

  • Progression in AID use in the intervention group compared with matched pair controls
  • Progression in CGM use in the intervention group compared with matched pair controls
  • Progression in Insulin Pump use in the intervention group compared with matched pair controls
  • Change in the proportional difference in CGM use between white and non-white individuals (non-Hispanic black and/or Hispanic) in the intervention group compared with matched pair controls.
  • Change in the proportional difference in insulin Pump use between white and non-white individuals (non-Hispanic black and/or Hispanic) in the intervention group compared with matched pair controls
  • Change in HbA1c (lab result closest to end date of period) from baseline in the intervention group compared with matched pair controls Exploratory: Analysis will mimic the primary analysis for adjustment of confounders.
  • Change in proportion of sustained ADT Use in in the intervention group compared with matched pair controls. Sustained use defined as at least two consecutive EMR records with ADT use documented during the post period.

We will explore if the reasons technologies are not recommended/accepted differ by race and other factors. This aim is exploratory, and the extent of the analysis will ultimately depend on information collected as part of the BPA developed during Aim 1. If patient race is associated with differences in rates of technology prescribing/use, these findings will inform further interventions to address the contributing causes.

Study Type

Interventional

Enrollment (Estimated)

1178

Phase

  • Not Applicable

Contacts and Locations

This section provides the contact details for those conducting the study, and information on where this study is being conducted.

Study Contact

Study Contact Backup

Study Locations

    • Massachusetts
      • Boston, Massachusetts, United States, 02110
        • Recruiting
        • T1D Exchange
        • Contact:
        • Contact:
        • Contact:
          • Osagie Ebekozien, MD, MPH
        • Contact:
          • Nestoras Mathioudakis, MD, MHS
        • Contact:
          • Risa Wolf, MD
      • Boston, Massachusetts, United States, 02111

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

Eligibility Criteria

Ages Eligible for Study

  • Child
  • Adult
  • Older Adult

Accepts Healthy Volunteers

Yes

Description

Age ≥ 2 years with an EMR diagnosis of T1D for at least 6 months at baseline and receiving care at one of six intervention centers or a matched control at another T1DX-QI center.

Inclusion Criteria:

  • non-Hispanic Black and Hispanic individuals

Exclusion Criteria:

  • PwT1D with evidence of use of AID at baseline

Study Plan

This section provides details of the study plan, including how the study is designed and what the study is measuring.

How is the study designed?

Design Details

  • Primary Purpose: Health Services Research
  • Allocation: Non-Randomized
  • Interventional Model: Parallel Assignment
  • Masking: None (Open Label)

Arms and Interventions

Participant Group / Arm
Intervention / Treatment
Experimental: ADT use following Best Practice Advisory among non- Hispanic Black and Hispanic Patients with T1D
ADT use following a BPA intervention among non-Hispanic Black and Hispanic PwT1D receiving care at 6 T1DX-QI centers will be assessed. The EMR-based BPA will be designed to recommend ADT prescription to patients not already using some type of ADT using a rule-based algorithm. ADT will include CGM, insulin pumps, and AID systems. We will work with each of the 6 centers to implement the BPA as part of the Epic EMR. The function will generate a BPA if patient is not utilizing a CGM or pump/AID. If the patient is not on a CGM, pump or AID system (if already using CGM and pump), the BPA will suggest discussing and/or prescribing CGM (or pump/AID) to the provider. The provider will answer in the affirmative or say, "not discussed" or "patient declined." If the provider chooses to opt out of prescribing, they will be forced to provide a reason for not prescribing to advance the screen. Providers in each intervention center will be trained on the BPA process prior to implementation.
Advanced Diabetes Technologies including AIDs, insulin pumps and CGMs will be prescribed to patients after an EMR-based BPA implementation at six centers.
Placebo Comparator: ADT use among non- Hispanic Black and Hispanic Patients with T1D
The arm will comprise of a matched control non-Hispanic Black and Hispanic PwT1D receiving care at a center over a 12-month period. Participants will be matched on the basis of Age categories, biological sex, Insurance status, Area deprivation index, Baseline Technology use, Duration of T1D bins, and Baseline HbA1c.
Advanced Diabetes Technologies including AIDs, insulin pumps and CGMs will be prescribed to patients after an EMR-based system without BPA at the implementation at six centers.

What is the study measuring?

Primary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Progression of Advanced Diabetes Technology use
Time Frame: 12 months

Defined as positive for an individual if: • MDI/smartpen + no CGM begins using CGM

  • MDI/smartpen + CGM begins using insulin pump
  • Insulin pump + no CGM begins using CGM
  • Insulin pump + CGM (without AID) begins using AID
12 months

Collaborators and Investigators

This is where you will find people and organizations involved with this study.

Investigators

  • Principal Investigator: Osagie Ebekozien, T1DExchange
  • Study Director: Nestoras Mathioudakis, Johns Hopkins University
  • Study Director: Risa Wolf, Johns Hopkins Pediatrics

Publications and helpful links

The person responsible for entering information about the study voluntarily provides these publications. These may be about anything related to the study.

Study record dates

These dates track the progress of study record and summary results submissions to ClinicalTrials.gov. Study records and reported results are reviewed by the National Library of Medicine (NLM) to make sure they meet specific quality control standards before being posted on the public website.

Study Major Dates

Study Start (Actual)

August 13, 2024

Primary Completion (Estimated)

July 30, 2027

Study Completion (Estimated)

July 30, 2027

Study Registration Dates

First Submitted

September 9, 2024

First Submitted That Met QC Criteria

April 15, 2025

First Posted (Actual)

April 17, 2025

Study Record Updates

Last Update Posted (Actual)

April 17, 2025

Last Update Submitted That Met QC Criteria

April 15, 2025

Last Verified

June 1, 2024

More Information

Terms related to this study

Plan for Individual participant data (IPD)

Plan to Share Individual Participant Data (IPD)?

NO

IPD Plan Description

There will be no Individual Participant data collection.

Drug and device information, study documents

Studies a U.S. FDA-regulated drug product

No

Studies a U.S. FDA-regulated device product

No

product manufactured in and exported from the U.S.

No

This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.

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