Evidence map›Paper›PMID 42109716›Full record

Observational studyFrontiers in endocrinology2026

Long-term glycemic outcomes of a diabetes management platform in a traditional Chinese medicine hospital: a real-world retrospective observational study.

Xiuming Li, Hua Wei, Wenhui Xiao, Ying Fan, Haoyue Huang, Dongyin Zou, Yuan Zhang, Yiting Wang, Lan Cheng, Tao Zou and 2 more

Abstract readObservational Study
In one paragraph

Observational study in Frontiers in endocrinology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Xiuming Li *The Second Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China.
Hua WeiThe Second Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China.
Wenhui XiaoState Key Laboratory of Mechanism and Quality of Chinese Medicine, Institute of ChineseMedical Sciences, University of Macau,Macao, Macao SAR, China.
Ying FanThe Second Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China.
Haoyue HuangThe Second Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China.
Dongyin ZouThe Second Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China.
Yuan ZhangThe Second Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China.
Yiting WangThe Second Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China.
Lan ChengThe Second Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China.
Tao ZouThe Second Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China.
Guanyang Zou *School of Public Health and Management, Guangzhou University of Chinese Medicine, Guangzhou, China.
Guanjie FanThe Second Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Sustained glycemic control in type 2 diabetes mellitus (T2DM) remains difficult in routine care. Long-term real-world evidence on diabetes management platforms in Traditional Chinese Medicine (TCM) hospitals is limited. Methods: We conducted a real-world retrospective observational study at Guangdong Provincial Hospital of Traditional Chinese Medicine. Adults with T2DM enrolled in a hospital-based chronic disease management platform between January 2017 and December 2018 were followed for up to 36 months. Primary outcomes were longitudinal changes in glycated hemoglobin (HbA1c) and HbA1c target attainment (<7.0%). Secondary outcomes included fasting blood glucose (FBG), postprandial blood glucose (PBG), body mass index (BMI), and self-reported lifestyle and self-management behaviors. Linear mixed-effects models and generalized estimating equations were used for longitudinal analyses. Results: A total of 546 patients were included. HbA1c decreased significantly over 36 months, and the proportion achieving HbA1c <7.0% increased from 30% at baseline to 49% at 12 months and remained around 45% at 24 and 36 months. Patients with baseline HbA1c >9.0% showed the greatest absolute reductions, whereas those with baseline HbA1c <7.0% generally maintained near-target levels. Clinically meaningful HbA1c reductions were common among participants with paired measurements, and sustained HbA1c target attainment was also observed across follow-up visits. In contrast, longitudinal changes in FBG were not significant, while reductions in PBG and BMI were modest. Improvements in lifestyle and self-management behaviors were limited. Conclusions: In this TCM hospital setting, platform-based chronic disease management was associated with sustained improvement in HbA1c over 3 years. Greater benefit was observed in patients with poor baseline glycemic control, although improvements in behavioral indicators and other metabolic measures were limited.

Indexed as

Blood GlucoseDiabetes Mellitus, Type 2Glycemic ControlMedicine, Chinese TraditionalAgedFemaleGlycated HemoglobinHumansLongitudinal StudiesMaleMiddle AgedRetrospective StudiesBlood GlucoseGlycated Hemoglobinhemoglobin A1c protein, humanChinachronic disease managementhospital-based carelongitudinal studyreal-world evidencetype 2 diabetes mellitus

Identifiers

PMID42109716
PMCPMC13149176

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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.