ArticleBMJ global health2023
Patient preferences for anti-hyperglycaemic medication for type 2 diabetes mellitus in China: findings from a national survey.
Article in BMJ global health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 2 of them syntheses that pooled it.
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Who cites it
19 citing papers in PubMed, 2 syntheses or guidelines pooled it, 23 citations in OpenAlex.
- Understanding Patient Preferences for Medication Process Attributes: A Systematic Literature Review.The patient · 2026Pooled it
- The Evolving Landscape of Discrete Choice Experiments in Health Economics: A Systematic Review.PharmacoEconomics · 2025Pooled it
- Is There Any Difference in Preferences Between Patients and Physicians? Evidence From Anti-Hyperglycemic Medications Choices for Type 2 Diabetes.Journal of diabetes · 2026Article
- Is best-worst scaling suitable for patient preference elicitation? A nationwide representative comparison with discrete choice experiments among patients with type 2 diabetes in China.BMJ public health · 2026Article
- What Matters Most to Patients with NSCLC When Choosing Anticancer Treatments in China? A Best-Worst Scaling Study.Patient preference and adherence · 2026Article
- Cancer patient preferences for traditional Chinese medicine treatment: a discrete choice experiment study.BMC complementary medicine and therapies · 2025Article
- Young Adult Perspectives on Artificial Intelligence-Based Medication Counseling in China: Discrete Choice Experiment.Journal of medical Internet research · 2025Article
- Perspectives on Stringent Glycemic Control and Weight Loss Among Patients with Type 2 Diabetes in China: A Survey Study.Diabetes therapy : research, treatment and education of diabetes and related disorders · 2025Article
- Efficacy of sodium-glucose cotransporter-2 inhibitors and glucagon-like peptide-1 receptor agonists on proteinuria and weight in a diabetes cohort.World journal of diabetes · 2025Article
- Association between follow-up visit frequency, medication types prescribed, and glycaemic outcomes among diabetic patients in China's Basic Public Health Services programme: a retrospective cohort study.BMJ public health · 2025Article
- Cumulative atherosclerosis index of plasma exposure and new-onset diabetes in middle-aged and older adults: a prospective cohort analysis from the China Health and Retirement Longitudinal Study.Frontiers in nutrition · 2025Article
- Understanding the struggle: Unique challenges of adherence in male diabetic patients in Tshwane.South African family practice : official journal of the South African Academy of Family Practice/Primary Care · 2024Article
- Evaluating the Preferences and Willingness-to-Pay for Oral Antidiabetic Drugs Among Patients with Type 2 Diabetes Mellitus in China: A Discrete Choice Experiment.The patient · 2024Article
- Patient versus physician preferences for lipid-lowering drug therapy: A discrete choice experiment.Health expectations : an international journal of public participation in health care and health policy · 2024Article
- Comparing the Self-Reported Acceptability of Discrete Choice Experiment and Best-Worst Scaling: An Empirical Study in Patients with Type 2 Diabetes Mellitus.Patient preference and adherence · 2024Article
- Preferences of patients with multiple chronic diseases for medication in rural areas of an Eastern Province China: a discrete choice experiment.Frontiers in medicine · 2024Article
- Eliciting medication preferences of patients with type 2 diabetes under different insurance coverages in China.Frontiers in public health · 2024Article
- Evaluating Patient and Provider Preferences for a Once-Weekly Basal Insulin in Adults with Type 2 Diabetes.Patient preference and adherence · 2024Article
- Evaluating Preferences of Hospitalized Diabetes Patients for Hospital-Wide Glycemic Control Programme: A Discrete Choice Experiment.Journal of diabetes research · 2024Article
Corrections and comments
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Authors and funding
12 authors at 6 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveThis study aimed to investigate the preferences regarding risks, benefits and other treatment attributes of patients with type 2 diabetes mellitus (T2DM) in China when selecting a second-line anti-hyperglycaemic medicine.
methodsA discrete choice experiment with hypothetical anti-hyperglycaemic medication profiles was performed using a face-to-face survey administered to patients with T2DM. The medication profile was described using seven attributes: treatment efficacy, hypoglycaemia risk, cardiovascular benefits, gastrointestinal (GI) adverse events, weight change, mode of administration and out-of-pocket cost. Participants chose between medication profiles by comparing attributes. Data were analysed using a mixed logit model with marginal willingness to pay (mWTP) and maximum acceptable risk (MAR) calculated. The preference heterogeneity within the sample was explored using a latent class model (LCM).
resultsA total of 3327 respondents from five major geographical regions completed the survey. Treatment efficacy, hypoglycaemia risk, cardiovascular benefits and GI adverse events were major concerns among the seven attributes measured. Weight change and mode of administration were of lesser concern. Regarding mWTP, respondents would pay ¥236.1 (US$36.6) for an anti-hyperglycaemic medication with an efficacy of 2.5% points reduction in HbA1c, while they were willing to accept a weight gain of 3 kg only if they received a compensation of ¥56.7 (US$8.8). Respondents were willing to accept a relatively large increase in hypoglycaemia risk (MAR=15.9%) to improve treatment efficacy from intermediate (1.0% points) to high (1.5% points). LCM identified the following four unobserved subgroups: trypanophobia, cardiovascular-benefits-focused, safety-focused and efficacy-focused and cost-sensitive.
conclusionPatients with T2DM prioritised free out-of-pocket costs, highest efficacy, no hypoglycaemia risk and cardiovascular benefits over weight change and mode of administration. There exists great preference heterogeneity among patients, which should be taken into account in healthcare decision-making processes.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.