Evidence map›Paper›PMID 37041021›Full record

ArticleBMJ global health2023

Patient preferences for anti-hyperglycaemic medication for type 2 diabetes mellitus in China: findings from a national survey.

Shimeng Liu, Jing Liu, Lei Si, Xiong Ke, Liu Liu, Yanfeng Ren, Shiyi Bao, Fuming Li, Yijiang Yu, Qi Pan and 2 more

Open access · goldAbstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
19citing papers in PubMed, 2 pooled it
4.6field-weighted citation impact, top 4% of its field
1 · What the graph read from 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.

2 · The registry

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

19 citing papers in PubMed, 2 syntheses or guidelines pooled it, 23 citations in OpenAlex.

  1. Pooled it
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  8. 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 · 2025
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  12. 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 · 2024
    Article
  13. Article
  14. 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 · 2024
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors at 6 institutions in 2 countries.

Shimeng LiuSchool of Public Health, Fudan University, Shanghai, China.ORCID 0009-0007-6878-6272
Jing LiuSchool of Management, Hainan Medical University, Haikou, Hainan, China.
Lei SiSchool of Health Sciences, Western Sydney University, Campbelltown, New South Wales, Australia.ORCID 0000-0002-3044-170X
Xiong KeSchool of Management, North Sichuan Medical College, Nanchong, Sichuan, China.
Liu LiuSchool of Public Health, Fudan University, Shanghai, China.
Yanfeng RenSchool of Public Health, Fudan University, Shanghai, China.
Shiyi BaoSchool of Public Health, Fudan University, Shanghai, China.
Fuming LiSchool of Public Health, Fudan University, Shanghai, China.
Yijiang YuDepartment of Endocrinology, Huai'an Hospital of Traditional Chinese Medicine, Huaian, Jiangsu, China.
Qi PanDepartment of Endocrinology, Beijing Hospital, Beijing, China.
Yan WeiSchool of Public Health, Fudan University, Shanghai, China yychen@shmu.edu.cn yanwei@fudan.edu.cn.
Yingyao ChenSchool of Public Health, Fudan University, Shanghai, China yychen@shmu.edu.cn yanwei@fudan.edu.cn.ORCID 0000-0002-3470-0748
Fudan University · CNBeijing Hospital · CNCamden and Campbelltown Hospitals · AUHainan Medical University · CNNorth Sichuan Medical University · CNXuzhou Medical College · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

Diabetes Mellitus, Type 2Choice BehaviorHumansHypoglycemic AgentsPatient PreferenceSurveys and QuestionnairesHypoglycemic AgentsDiabetesHealth economicsHealth policy

Identifiers

PMID37041021
PMCPMC10106002
OpenAlexW4364378204

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

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.