Comparison of Type 2 Diabetes Pharmacotherapy Regimens (ON TARGET DM)
Comparison of Type 2 Diabetes Pharmacotherapy Regimens Using Targeted Learning
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
- Drug: SU
- Drug: DPP4
- Drug: SGLT2i
- Drug: GLP-1RA
- Drug: SGLT2i or GLP-1RA
- Drug: Linagliptin (DPP4)
- Drug: Exenatide (GLP-1RA)
- Drug: Liraglutide (GLP-1RA)
- Drug: Empagliflozin (SGLT2i)
- Drug: Glimepiride (SU)
- Drug: Glipizide (SU)
- Drug: Glimepiride (SU) or Glipizide (SU)
- Drug: SU or DPP4 (excluding saxagliptin and alogliptin)
- Drug: Exenatide (GLP-1RA) or Liraglutide (GLP-1RA)
Detailed Description
The study will conduct head-to-head comparisons of type 2 diabetes mellitus (T2DM) treatment strategies using observational data from real-world clinical settings to assess cardiovascular disease (CVD) outcomes and other patient-centered outcomes in T2DM patients with moderate baseline CVD risk who are treated with each of these four classes of glucose-lowering medications known as SGLT2, GLP-1RA, DPP4, and SU. To mitigate bias concerns related to confounding and informative loss to follow-up, analyses will be based on modern causal inference methods combined with machine learning that emulate intention-to-treat (ITT) and per-protocol (PP) analyses of pragmatic randomized trials with active comparators to provide the most robust and precise estimates of relative and absolute effects we would expect in usual care settings.
Specific Aims and Hypotheses:
Aim 1. Compare the effect off SGLT21, GLP-1RA, DPP4, and SU on each study outcome in adults with T2DM when each type of medication is (a) initiated as second-line therapy after metformin, and (b) initiated as first-, second-, or third-line therapy, or after any history of glucose-lowering therapy independent of prior metformin use.
Aim 2. Compare the effect on each study outcome of earlier versus later initiation of SGLT2i, GLP-1RA, DPP4, SU as first-, or second-, or third-line therapy, or after any history of glucose-lowering therapy triggered by various changes in A1C, or CVD risk, or other patient characteristics.
Aim 3. Assess in each of the prior analyses whether the treatment effects on study outcomes vary across categories of baseline CVD risk and CVD event history, renal function, congestive heart failure status, age, sex and race/ethnicity, or other patient characteristics.
Glucose-lowering medications will be compared at both the class and agent level. The key outcomes that will be considered are MACE 3-point, Myocardial Infarction, Stroke, Heart Failure, Hospitalization, Coronary or Carotid Artery Stent or Bypass Procedure, CVD Mortality, Overall Mortality. Additional patient-centered outcomes will be specified based on insights from stakeholder members of the research team.
Study Type
Study Type
Enrollment (Actual)
Enrollment
Contacts and Locations
Study Contact
Study Contact
- Name: Romain S. Neugebauer, PhD
- Phone Number: (510) 910-2008
- Email: Romain.S.Neugebauer@kp.org
Study Contact Backup
- Name: Rosa M. Hippler, MA
- Phone Number: (510) 910-2008
- Email: Rosa.M.Hippler@kp.org
Study Locations
-
-
California
-
Pasadena, California, United States, 91101
- Kaiser Permanente Southern California
-
Pleasanton, California, United States, 94588
- Romain S. Neugebauer
-
-
Hawaii
-
Honolulu, Hawaii, United States, 96817
- Kaiser Permanente Hawaii
-
-
Michigan
-
Detroit, Michigan, United States, 48202
- Henry Ford Health System
-
-
Minnesota
-
Bloomington, Minnesota, United States, 55425
- HealthPartners Institute
-
-
Pennsylvania
-
Danville, Pennsylvania, United States, 17821
- Geisinger
-
-
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
Accepts Healthy Volunteers
Sampling Method
Study Population
Description
- Dispensing of either of the set of drugs being compared
- No prior dispensing of nor contraindication for any of the drugs compared
- Evidence of Type 2 Diabetes Mellitus diagnosis
- Age 18 or older
- Not currently pregnant
- No evidence of dementia or short-term life expectancy from prior cancer diagnoses
- History of ≥2 years of continuous health plan membership
- ≥1 A1c test in the past 18 months
Study Plan
How is the study designed?
Design Details
- Observational Models: Cohort
- Time Perspectives: Retrospective
What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Incidence of 3-point Major Adverse Cardiovascular Events (MACE)
Time Frame: 2.5 years
|
3-point MACE is defined as a single outcome measure, which is a composite measure of nonfatal myocardial infarction, nonfatal stroke, or cardiovascular disease death.
|
2.5 years
|
Collaborators and Investigators
Sponsor
Sponsor
Collaborators
Collaborators
Investigators
Investigators
- Principal Investigator: Romain S. Neugebauer, PhD, Kaiser Permanente
- Principal Investigator: Patrick J O'Connor, MD, MA, MPH, HealthPartners Institute
Publications and helpful links
General Publications
- Thomas TW, Hooker SA, Schmittdiel JA. Principles for Stakeholder Engagement in Observational Health Research. JAMA Health Forum. 2024 Mar 1;5(3):e240114. doi: 10.1001/jamahealthforum.2024.0114.
- Rodriguez LA, Finertie H, Neugebauer RS, Gosiker B, Thomas TW, Karter AJ, Gilliam LK, Oshiro C, An J, Simonson G, Cassidy-Bushrow AE, Dombrowski S, Nolan M, O'Connor PJ, Schmittdiel JA. Race and ethnicity and pharmacy dispensing of SGLT2 inhibitors and GLP-1 receptor agonists in type 2 diabetes. Lancet Reg Health Am. 2024 May 7;34:100759. doi: 10.1016/j.lana.2024.100759. eCollection 2024 Jun.
- Thapa B, Schmittdiel JA, Arterburn D, Neugebauer R, Dyer W, O'Connor PJ, An J, Cassidy-Bushrow AE, Gilliam LK, Hooker SA, Nolan MB, Oshiro CES, Thomas T, Simonson G, Dombrowski SK, Rodriguez LA. Clinical and Demographic Characteristics Associated With Diabetes Remission in Six Integrated Health Care Systems: A Retrospective Cohort Study. Diabetes Care. 2025 Oct 1;48(10):1737-1743. doi: 10.2337/dc25-0530.
- Neugebauer R, An J, Dombrowski SK, Oshiro C, Cassidy-Bushrow A, Gilliam L, Simonson G, Karter AJ, Bergenstal R, Finertie H, Yassin MM, Knowlton G, Lin SR, Dyer W, Pimentel N, Izadian K, Schmittdiel J, Thomas TW, Hooker SA, Nolan MB, Wright E, Aurora L, Rodriguez LA, Kaur J, Adams AS, van der Laan MJ, O'Connor PJ. Glucose-Lowering Medication Classes and Cardiovascular Outcomes in Patients With Type 2 Diabetes. JAMA Netw Open. 2025 Oct 1;8(10):e2536100. doi: 10.1001/jamanetworkopen.2025.36100.
Study record dates
Study Major Dates
Study Start (Actual)
Study Start
Primary Completion (Actual)
Primary Completion
Study Completion (Actual)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Actual)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Additional Relevant MeSH Terms
- Endocrine System Diseases
- Metabolic Diseases
- Glucose Metabolism Disorders
- Diabetes Mellitus
- Nutritional and Metabolic Diseases
- Diabetes Mellitus, Type 2
- Cardiovascular Diseases
- Hormones
- Hormones, Hormone Substitutes, and Hormone Antagonists
- Peptides
- Amino Acids, Peptides, and Proteins
- Sulfur Compounds
- Organic Chemicals
- Heterocyclic Compounds
- Heterocyclic Compounds, 2-Ring
- Heterocyclic Compounds, Fused-Ring
- Biological Factors
- Purines
- Complex Mixtures
- Sulfones
- Quinazolines
- Toxins, Biological
- Gastrointestinal Hormones
- Sulfonylurea Compounds
- Glucagon-Like Peptides
- Proglucagon
- Glucagon-Like Peptide 1
- Venoms
- Liraglutide
- Linagliptin
- Exenatide
- Glipizide
- empagliflozin
- glimepiride
- alogliptin
Other Study ID Numbers
Other Study ID Numbers
- 739857
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
product manufactured in and exported from the U.S.
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