Trial reportJAMA network open2019
Effectiveness of Targeted Insulin-Adherence Interventions for Glycemic Control Using Predictive Analytics Among Patients With Type 2 Diabetes: A Randomized Clinical Trial.
Trial report in JAMA network open, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. It is linked to trial NCT02846779 (Targeted Adherence Intervention to Reach Glycemic Control With Insulin Therapy for Patients With Diabetes), which is not on this map. Cited by 20 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Targeted Adherence Intervention to Reach Glycemic Control With Insulin Therapy for Patients With Diabetes (TARGIT-DM)
Who cites it
20 citing papers in PubMed, 1 synthesis or guideline pooled it, 25 citations in OpenAlex.
- Quality improvement strategies for diabetes care: Effects on outcomes for adults living with diabetes.The Cochrane database of systematic reviews · 2023Pooled it
- Prevalence and Impact of Having Multiple Barriers to Medication Adherence in Nonadherent Patients With Poorly Controlled Cardiometabolic Disease.The American journal of cardiology · 2020Trial
- Personalized Medicine Interventions for Glycemic Control in Adults With Type 2 Diabetes: A Systematic Review.Cureus · 2026Review
- Behavioral and Lifestyle Determinants of Poor Glycemic Control Among Adults with Type 2 Diabetes in Lesotho: Implications for Public Health in Low-Resource Settings.International journal of environmental research and public health · 2025Article
- Encouraging the prescribing of SGLT2i and GLP-1RA medications to reduce cardiovascular and renal risk in patients with type 2 diabetes: Rationale and design of a randomized controlled trial.American heart journal · 2025Article
- Pharmacist-Led Digital Health Interventions for Patients with Diabetes: A Systematic Review.Journal of multidisciplinary healthcare · 2025Review
- Smart Pen Exposes Missed Basal Insulin Injections and Reveals the Impact on Glycemic Control in Adults With Type 1 Diabetes.Journal of diabetes science and technology · 2024Article
- Feasibility, Acceptability and Appropriateness of MedViewer: A Novel Hair-Based Antiretroviral Real-Time Clinical Monitoring Tool Providing Adherence Feedback to Patients and Their Providers.AIDS and behavior · 2023Article
- Disagreement between pharmacy claims and direct interview to identify patients with non-adherence to chronic cardiometabolic medications.American heart journal · 2023Article
- The intervention strategies and service model for pharmacist-led diabetes management: a scoping review.BMC health services research · 2023Article
- The psychometric properties of the barriers to insulin treatment questionnaire in Chinese patients with type 2 diabetes mellitus using insulin.Frontiers in endocrinology · 2023Article
- Application, Benefits, and Limitations of Telepharmacy for Patients with Diabetes in the Outpatient Setting.Journal of multidisciplinary healthcare · 2023Review
- Article
- Treatment Adherence Interventions for Burn Patients: What Works and What Role Can Motivational Interviewing Play?European burn journal · 2022Review
- Adherence and persistence rates of major antidiabetic medications: a review.Diabetology & metabolic syndrome · 2022Review
- Article
- Preferences for mHealth Technology and Text Messaging Communication in Patients With Type 2 Diabetes: Qualitative Interview Study.Journal of medical Internet research · 2021Article
- Use of Data-Driven Methods to Predict Long-term Patterns of Health Care Spending for Medicare Patients.JAMA network open · 2020Article
- Association of Potentially Modifiable Diabetes Care Factors With Glycemic Control in Patients With Insulin-Treated Type 2 Diabetes.JAMA network open · 2020Article
- Error in Table 2.JAMA network open · 2019Article
Corrections and comments
- Erratum issued
Authors and funding
10 authors at 5 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Importance: Patient adherence to antidiabetic medications, especially insulin, remains poor, leading to adverse outcomes and increased costs. Most adherence interventions have only been modestly effective, partly because they are not targeted to patients who could benefit most. Objective: To evaluate whether delivering more intensive insulin-adherence interventions only to individuals with type 2 diabetes predicted to benefit most was more effective than delivering a lower-intensity intervention to a larger group of unselected individuals. Design, Setting, and Participants: This 3-arm pragmatic randomized clinical trial used data from Horizon, the largest health insurer in New Jersey, on 6000 participants 18 years or older with type 2 diabetes who were receiving basal insulin. Patients were excluded if they were insured by Medicaid or Medicare or had fewer than 3 months of continuous enrollment. The study was conducted from July 7, 2016, through October 5, 2017. Analyses were conducted from February 5 to September 24, 2018. Interventions: Eligible patients were randomized to 3 arms in a 1:1:1 ratio. Randomization was stratified based on baseline availability of 1 or more glycated hemoglobin A1c (HbA1c) test values. All arms were designed to cost the same, and each cohort received a tailored pharmacist telephone consultation varying based on (1) proportion receiving the intervention and (2) intensity, including follow-up frequency and cointerventions. Arm 1 offered a low-intensity intervention to all patients. Arm 2 offered a moderate-intensity intervention to 60% of patients based on their predicted risk of insulin nonadherence. Arm 3 offered a high-intensity intervention to 40% of patients based on glycemic control and predicted risk of insulin nonadherence. Main Outcomes and Measures: The primary outcome was insulin persistence. Secondary outcomes were changes in HbA1c level and health care utilization. Outcomes were evaluated in arms 2 and 3 vs arm 1 using claims data, intention-to-treat principles, and multiple imputation for missing values in the 12-month follow-up. Results: Among 6000 participants, mean (SD) age was 55.9 (11.0) years and 3344 (59.8%) were male. Compared with arm 1, insulin nonpersistence did not differ in arm 2 (relative risk, 0.88; 95% CI, 0.75-1.03) or arm 3 (relative risk, 0.91; 95% CI, 0.77-1.06). Glycemic control was similar in arm 2 and arm 1 (absolute HbA1c level difference, -0.15%; 95% CI, -0.34% to 0.05%) but was better in arm 3 (absolute HbA1c level difference, -0.25%; 95% CI, -0.43% to -0.06%). Total spending and office visits did not differ, but arm 2 (moderate intensity intervention) had more hospitalizations (odds ratio, 1.22; 95% CI, 1.06-1.41) and emergency department visits (odds ratio, 1.38; 95% CI, 1.24-1.53) than did arm 1 (low intensity intervention). Conclusions and Relevance: Compared with an untargeted low-intensity intervention, delivering a highly targeted high-intensity intervention did not improve insulin persistence but modestly improved mean glycemic control. A partially targeted moderate-intensity intervention did not change insulin persistence or HbA1c level but was associated with a small increase in hospitalizations. Trial Registration: ClinicalTrials.gov Identifier: NCT02846779.
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