Glycemic response trajectories on metformin monotherapy in real-world diabetes care
Raghavan, S.; Liu, W. G.; Ho, M. R.; Warsavage, T.; Ghosh, D.; Caplan, L.; Reusch, J. E.
Show abstract
Objectives: Diabetes affects over 500 million people globally and glycemia is inadequately managed. Metformin is the most frequently prescribed initial treatment for type 2 diabetes globally, yet glycemic response trajectories to metformin in routine real-world care and predictors of treatment response have not been well described. We aimed to identify glycemic response trajectories in adults prescribed metformin monotherapy as initial type 2 diabetes treatment and predictors of poor glycemic response to metformin. Design: Observational cohort study using latent class mixed models to identify hemoglobin A1c (HbA1c) trajectory classes, followed by random forests machine learning to predict trajectory class membership. Setting: US Veterans Affairs Healthcare System Participants: Adults treated with metformin alone for >30 days after diabetes diagnosis with a minimum of two HbA1c measurements from 90 days prior to two years after the first metformin prescription (N=140,413). Exposures: Demographic, laboratory, vital sign, and comorbidity data were included as predictors of metformin response trajectory Main Outcomes and Measures: We included all HbA1c measurements (487,604 total) for two years after metformin initiation to define metformin glycemic response trajectories. Results: We identified three HbA1c trajectories: stably low (89.7% of sample, mean HbA1c decrease from 7.2% to 6.6%), brisk response (7.1% of sample, mean HbA1c decrease from 11.4% to 7.0%), and non-response (3.1% of sample, mean HbA1c increase from 8.9% to 10.8%). Of those in the stably low and brisk response classes at 2 years, 91% maintained HbA1c at approximately 7% on metformin alone for 5 years after drug initiation. Prediction models could accurately predict brisk response (91% accuracy) but not metformin non-response (59% accuracy). Conclusions: Most individuals treated initially with metformin monotherapy have a beneficial and durable glycemic response. Predicting individuals who will not respond to metformin may be challenging but is evident within six months with recommended glycemic surveillance. The findings support current guidelines for HbA1c surveillance when initiating diabetes treatment.
Matching journals
The top 5 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Role of Weight Loss Induced Prediabetes Remission in the Prevention of Type 2 Diabetes – Time to Improve Diabetes Prevention 93%
- Replication and cross-validation of T2D subtypes based on clinical variables: an IMI-RHAPSODY study 92%
- Precision medicine in Type 2 Diabetes: Targeting SGLT2-inhibitor Treatment For Kidney Protection 92%
Similar papers in this journal
- Treatment outcomes with oral anti-hyperglycaemic therapies in people with diabetes secondary to a pancreatic condition (type 3c diabetes): A population-based cohort study 94%
- A Microbiome-targeting Fiber-enriched Nutritional Formula is Well Tolerated and Improves Quality of Life and Hemoglobin A1c in Type 2 Diabetes: A Double-Blind, Randomized, Placebo-Controlled Trial 93%
- Covid-19 fatality prediction in people with diabetes and prediabetes using a simple score at hospital admission 93%
Similar papers in this journal
- Accounting for age-related increases in HbA1c more accurately quantifies risk of Type 1 Diabetes progression in islet autoantibody-positive adults 93%
- Diabetes-related excess mortality in Mexico: a comparative analysis of national death registries between 2017-2019 and 2020 93%
- The impact of ancestry on performance of type 1 diabetes genetic risk scores: high discrimination performance is maintained in African ancestry populations, but population specific thresholds may improve risk prediction 92%
Similar papers in this journal
Similar papers in this journal
- Comprehensive validation of fasting- and oral glucose tolerance test-based indices of insulin secretion against gold-standard measures 93%
- Insulin pricing and other major diabetes-related concerns in the USA: A study of 46,407 Tweets between 2017 and 2019 92%
- Severe COVID-19 and Diabetes: A Retrospective Cohort Study from Three London Teaching Hospitals 91%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.