Evidence map›Paper›PMID 42199800›Full record

ArticleFrontiers in endocrinology2026

Age at type 2 diabetes onset, HOMA-derived indices and risks of diabetic retinopathy: a real-world cross-sectional study.

Yewen Lin, Qiuju Zhou, Minghua Fan, Zihui Liu, Lisha Ni

Abstract read
In one paragraph

Article 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
–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.

Yewen Lin *Department of ophthalmology, The First Affiliated Hospital of Lishui University, Lishui People's Hospital, Lishui, Zhejiang, China.
Qiuju Zhou *Department of ophthalmology, The First Affiliated Hospital of Lishui University, Lishui People's Hospital, Lishui, Zhejiang, China.
Minghua FanDepartment of ophthalmology, The First Affiliated Hospital of Lishui University, Lishui People's Hospital, Lishui, Zhejiang, China.
Zihui LiuDepartment of ophthalmology, The First Affiliated Hospital of Lishui University, Lishui People's Hospital, Lishui, Zhejiang, China.
Lisha NiDepartment of ophthalmology, The First Affiliated Hospital of Lishui University, Lishui People's Hospital, Lishui, Zhejiang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The roles of insulin resistance (IR) and β-cell dysfunction in diabetic retinopathy (DR) remain controversial, and whether age at type 2 diabetes mellitus (T2DM) onset modifies these associations is unclear. This study aimed to evaluate the associations of HOMA-IR and HOMA-β with DR risk, stratified by age at diagnosis. Methods: In this real-world cross-sectional study, we analyzed data from 6,996 patients with T2DM from Lishui People's Hospital, China. Participants were categorized by age at onset (<65 vs. ≥65 years) and HOMA indices (HOMA-β <66 vs. ≥66; HOMA-IR <5 vs. ≥5). Multivariable logistic regression was used to assess adjusted odds ratios (aORs) for DR. Results: A total of 1,360 DR cases were identified in 6996 participants. Low HOMA-β was significantly associated with higher DR odds, especially in the younger-onset group (aOR = 2.97, 95% CI: 2.24-3.99). High HOMA-IR was associated with increased DR odds in younger-onset participants (aOR = 3.14, 95% CI: 2.31-4.33). Notably, among participants with high HOMA-β or low HOMA-IR, age at T2DM onset did not significantly modify the association with DR. Subgroup analyses showed strong associations in those with renal dysfunction or not using lipid-lowering agents. Conclusion: Both β-cell dysfunction and insulin resistance were independently associated with increased odds of diabetic retinopathy in younger-onset type 2 diabetes. Age at onset significantly modified these associations, supporting age-stratified screening and tailored management strategies.

Indexed as

Diabetes Mellitus, Type 2Diabetic RetinopathyInsulin ResistanceAgedAge of OnsetChinaCross-Sectional StudiesFemaleHumansMaleMiddle AgedRisk Factorsdiabetic retinopathyHOMA-βinsulin resistancetype 2 diabetes mellitusβ-cell function

Identifiers

PMID42199800
PMCPMC13199103

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.