Literature DB >> 30874782

Effectiveness of Targeted Insulin-Adherence Interventions for Glycemic Control Using Predictive Analytics Among Patients With Type 2 Diabetes: A Randomized Clinical Trial.

Julie C Lauffenburger1,2, Jennifer Lewey3, Saira Jan4,5, Sagar Makanji6, Christina A Ferro6, Alexis A Krumme1,2,7, Jessica Lee1,2,8, Roya Ghazinouri1,2, Nancy Haff1,2, Niteesh K Choudhry1,2.   

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.

Entities:  

Mesh:

Substances:

Year:  2019        PMID: 30874782      PMCID: PMC6484630          DOI: 10.1001/jamanetworkopen.2019.0657

Source DB:  PubMed          Journal:  JAMA Netw Open        ISSN: 2574-3805


  33 in total

Review 1.  Improving Adherence to Therapy and Clinical Outcomes While Containing Costs: Opportunities From the Greater Use of Generic Medications: Best Practice Advice From the Clinical Guidelines Committee of the American College of Physicians.

Authors:  Niteesh K Choudhry; Thomas D Denberg; Amir Qaseem
Journal:  Ann Intern Med       Date:  2015-11-24       Impact factor: 25.391

2.  Metrics for covariate balance in cohort studies of causal effects.

Authors:  Jessica M Franklin; Jeremy A Rassen; Diana Ackermann; Dorothee B Bartels; Sebastian Schneeweiss
Journal:  Stat Med       Date:  2013-12-09       Impact factor: 2.373

Review 3.  Modes of delivery for interventions to improve cardiovascular medication adherence.

Authors:  Sarah L Cutrona; Niteesh K Choudhry; Michael A Fischer; Amber Servi; Joshua N Liberman; Troyen A Brennan; William H Shrank
Journal:  Am J Manag Care       Date:  2010       Impact factor: 2.229

4.  Validating ICD coding algorithms for diabetes mellitus from administrative data.

Authors:  Guanmin Chen; Nadia Khan; Robin Walker; Hude Quan
Journal:  Diabetes Res Clin Pract       Date:  2010-04-02       Impact factor: 5.602

5.  Untangling the relationship between medication adherence and post-myocardial infarction outcomes: medication adherence and clinical outcomes.

Authors:  Niteesh K Choudhry; Robert J Glynn; Jerry Avorn; Joy L Lee; Troyen A Brennan; Lonny Reisman; Michele Toscano; Raisa Levin; Olga S Matlin; Elliott M Antman; William H Shrank
Journal:  Am Heart J       Date:  2013-10-17       Impact factor: 4.749

Review 6.  Randomized, Controlled Trials in Health Insurance Systems.

Authors:  Niteesh K Choudhry
Journal:  N Engl J Med       Date:  2017-09-07       Impact factor: 91.245

Review 7.  Medication compliance and persistence: terminology and definitions.

Authors:  Joyce A Cramer; Anuja Roy; Anita Burrell; Carol J Fairchild; Mahesh J Fuldeore; Daniel A Ollendorf; Peter K Wong
Journal:  Value Health       Date:  2008 Jan-Feb       Impact factor: 5.725

8.  Development and implementation of a telephone medication therapy management program for Medicare beneficiaries.

Authors:  Leticia R Moczygemba; Jamie C Barner; Evelyn R Gabrillo; Paul J Godley
Journal:  Am J Health Syst Pharm       Date:  2008-09-01       Impact factor: 2.637

9.  Targeted Adherence Intervention to Reach Glycemic Control with Insulin Therapy for patients with Diabetes (TARGIT-Diabetes): rationale and design of a pragmatic randomised clinical trial.

Authors:  Jennifer Lewey; Wenhui Wei; Julie C Lauffenburger; Sagar Makanji; Alan Chant; Jeff DiGeronimo; Gina Nanchanatt; Saira Jan; Niteesh K Choudhry
Journal:  BMJ Open       Date:  2017-10-30       Impact factor: 2.692

10.  Balance diagnostics for comparing the distribution of baseline covariates between treatment groups in propensity-score matched samples.

Authors:  Peter C Austin
Journal:  Stat Med       Date:  2009-11-10       Impact factor: 2.373

View more
  4 in total

1.  Prevalence and Impact of Having Multiple Barriers to Medication Adherence in Nonadherent Patients With Poorly Controlled Cardiometabolic Disease.

Authors:  Julie C Lauffenburger; Thomas Isaac; Romit Bhattacharya; Thomas D Sequist; Chandrasekar Gopalakrishnan; Niteesh K Choudhry
Journal:  Am J Cardiol       Date:  2019-11-07       Impact factor: 2.778

2.  REinforcement learning to improve non-adherence for diabetes treatments by Optimising Response and Customising Engagement (REINFORCE): study protocol of a pragmatic randomised trial.

Authors:  Julie C Lauffenburger; Elad Yom-Tov; Punam A Keller; Marie E McDonnell; Lily G Bessette; Constance P Fontanet; Ellen S Sears; Erin Kim; Kaitlin Hanken; J Joseph Buckley; Renee A Barlev; Nancy Haff; Niteesh K Choudhry
Journal:  BMJ Open       Date:  2021-12-03       Impact factor: 2.692

3.  Association of Potentially Modifiable Diabetes Care Factors With Glycemic Control in Patients With Insulin-Treated Type 2 Diabetes.

Authors:  Julie C Lauffenburger; Jennifer Lewey; Saira Jan; Jessica Lee; Roya Ghazinouri; Niteesh K Choudhry
Journal:  JAMA Netw Open       Date:  2020-01-03

4.  Use of Data-Driven Methods to Predict Long-term Patterns of Health Care Spending for Medicare Patients.

Authors:  Julie C Lauffenburger; Mufaddal Mahesri; Niteesh K Choudhry
Journal:  JAMA Netw Open       Date:  2020-10-01
  4 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.