Evidence map›Paper›PMID 40753098›Full record

Observational studyScientific reports2025

Glycemic levels and cardiovascular events in type 2 diabetes: A cohort study of drugs with different hypoglycemic potentials.

Yi-Cheng Lin, Chih-Wei Chen, Ling-Ya Huang, Bi-Li Chen, Yu-Hsuan Joni Shao, Chun-Yao Huang

Abstract readObservational StudyMulticenter Study
In one paragraph

Observational study in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
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

3 citing papers in PubMed.

  1. Trial
  2. Observational
  3. Article
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

6 authors.

Yi-Cheng LinDepartment of Pharmacy, Taipei Medical University Hospital, Taipei, 11031, Taiwan.
Chih-Wei ChenDivision of Cardiology, Department of Internal Medicine, Taipei Medical University Hospital, Taipei, 11031, Taiwan.
Ling-Ya HuangHealth Data Analytics and Statistics Center, Office of Data Science, Taipei Medical University, New Taipei City, 235, Taiwan.
Bi-Li ChenDepartment of Pharmacy, Taipei Medical University Hospital, Taipei, 11031, Taiwan.
Yu-Hsuan Joni Shao *Health Data Analytics and Statistics Center, Office of Data Science, Taipei Medical University, New Taipei City, 235, Taiwan. jonishao@tmu.edu.tw.
Chun-Yao Huang *Division of Cardiology, Department of Internal Medicine, Taipei Medical University Hospital, Taipei, 11031, Taiwan. cyhuang@tmu.edu.tw.

Funding

Taipei Medical University Hospital 112TMUH-P-03Taipei Medical University Hospital 113TMU-TMUH-13
6 · The paper itself

Abstract

Research indicates a U-shaped association between mortality and glycated hemoglobin (HbA1c) levels in patients receiving sulfonylurea or insulin. However, the relationship between glucose levels and cardiovascular events in patients on novel agents with a lower hypoglycemic potential remains unknown. This study was aimed to examine the association between cardiovascular events and HbA1c in patients with type 2 diabetes receiving drugs with different hypoglycemic potentials. This is an observational cohort study using a multicenter electronic medical record database. This study included patients who received a diagnosis of type 2 diabetes between 2009 and 2020 and received non-insulin antidiabetic drugs. These drugs were divided into drugs with a high-hypoglycemic-risk (sulfonylurea and meglitinides) and drugs with a low-hypoglycemic-risk (incretin mimetics, sodium-glucose cotransporter-2 inhibitors, thiazolidinediones, and acarbose). The events of interest were mortality and major adverse cardiovascular events (MACEs). A total of 6,789 patients were included, with 3,191 patients in low-hypoglycemic-risk drugs cohort and 3,598 patients in high-hypoglycemic-risk drugs cohort. Both cohorts exhibited a U-shaped association between HbA1c levels and the risk of mortality and MACEs. Among patients receiving low-hypoglycemic-risk drugs, HbA1c levels of 6.7% and 6.8% were associated with the lowest risk of mortality and MACEs, respectively. Similarly, in patients receiving high-hypoglycemic-risk drugs, the lowest risk of mortality and MACEs was observed at HbA1c levels of 6.8% and 7.2%, respectively. Both low and high HbA1c levels were associated with an increased risk of mortality and cardiovascular events, whereas intermediate levels were linked to the lowest risk. These findings support a U-shaped association between glycemic control and adverse outcomes in patients with type 2 diabetes receiving non-insulin-based therapies.

Indexed as

Blood GlucoseCardiovascular DiseasesDiabetes Mellitus, Type 2Hypoglycemic AgentsAgedCohort StudiesFemaleGlycated HemoglobinHumansMaleMiddle AgedSodium-Glucose Transporter 2 InhibitorsSulfonylurea CompoundsBlood GlucoseGlycated Hemoglobinhemoglobin A1c protein, humanHypoglycemic AgentsSodium-Glucose Transporter 2 InhibitorsSulfonylurea CompoundsDiabetesHbA1cMajor adverse cardiovascular eventsMortality

Identifiers

PMID40753098
PMCPMC12318049

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Registered trials

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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.