Evidence map›Paper›PMID 42812518›Full record

ArticleJournal of lipid and atherosclerosis2026

Frequency of Low HDL Cholesterol and the Dose-Dependent Risk of Type 2 Diabetes: A Longitudinal Cohort Study.

Min-Kyung Lee, Jung Heo, Jae-Hyuk Lee, Bongsung Kim, Kyungdo Han

Abstract read
In one paragraph

Article in Journal of lipid and atherosclerosis, 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
–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

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

5 authors.

Min-Kyung LeeDivision of Endocrinology and Metabolism, Department of Internal Medicine, Myongji Hospital, Hanyang University College of Medicine, Goyang, Korea.ORCID https://orcid.org/0000-0002-6511-9833
Jung HeoDivision of Endocrinology and Metabolism, Department of Internal Medicine, Myongji Hospital, Hanyang University College of Medicine, Goyang, Korea.ORCID https://orcid.org/0000-0002-4034-8429
Jae-Hyuk LeeDivision of Endocrinology and Metabolism, Department of Internal Medicine, Myongji Hospital, Hanyang University College of Medicine, Goyang, Korea.
Bongsung KimDepartment of AI-Bio, Graduate School of AI, Soongsil University, Seoul, Korea.ORCID https://orcid.org/0000-0002-1022-3553
Kyungdo HanDepartment of AI-Bio, Graduate School of AI, Soongsil University, Seoul, Korea.ORCID https://orcid.org/0000-0002-6096-1263

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: Although low high-density lipoprotein cholesterol (HDL-C) is an established risk factor for type 2 diabetes (T2D), most studies have relied on single-point measurements. We investigated whether persistent low HDL-C levels were associated with an increased risk of incident T2D in young adults. Methods: We included 1,840,251 individuals from the Korean National Health Insurance Service database (2009-2012) who underwent 4 consecutive annual health examinations. Participants were categorized into 5 groups according to the frequency of low HDL-C exposure (0-4 times; <40 mg/dL in men and <50 mg/dL in women). The risk of incident T2D was assessed using multivariable Cox proportional hazards models over a mean follow-up of 6.5 years. Results: The risk of T2D increased significantly with increasing frequency of low HDL-C exposure ( Conclusion: A clear dose-response relationship was observed, indicating that cumulative exposure to low HDL-C levels was strongly associated with an increased risk of T2D. This association remained robust regardless of metabolic status, although it was more pronounced in younger adults, women, and non-obese individuals.

Indexed as

Cholesterol, HDLCohort studyDiabetes mellitus, type 2DyslipidemiaRisk factors

Identifiers

PMID42812518
PMCPMC13620178

What OpenQuestion holds

Textmetadata
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.