Evidence map›Paper›PMID 42077967›Full record

ArticleFrontiers in public health2026

Mental health burden associated with specific ocular conditions among Medicare Advantage beneficiaries with type 2 diabetes: examining the impact of glaucoma, cataracts, retinopathy, and dry eye on unhealthy mental health days.

Michael D Twa, Tonghui Xu, Patrick Dang, Lucy Kehinde-Darnell, Jessica Dobbins, Winston Liaw, Omolola E Adepoju

Abstract read
In one paragraph

Article in Frontiers in public health, 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

7 authors.

Michael D TwaCollege of Optometry, University of Houston, Houston, TX, United States.
Tonghui XuCollege of Medicine, University of Houston, Houston, TX, United States.
Patrick DangCollege of Optometry, University of Houston, Houston, TX, United States.
Lucy Kehinde-DarnellCollege of Optometry, University of Houston, Houston, TX, United States.
Jessica DobbinsHumana Inc., Louisville, KY, United States.
Winston LiawCollege of Medicine, University of Houston, Houston, TX, United States.
Omolola E AdepojuCollege of Medicine, University of Houston, Houston, TX, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: To examine differences in mental health burden across ocular conditions among Medicare Advantage patients with type 2 diabetes in the United States. Methods: Pooled national claims data were obtained from 992 individuals with type 2 diabetes and ocular conditions who completed the CDC Health-Related Quality of Life questionnaire between 2016 and 2020. Covariates included demographic characteristics and health conditions. A generalized linear regression model (GLM) was used to examine the association between ocular conditions and unhealthy mental health days. Stratified analyses were conducted for patients with and without dry eye disease (DED). Average marginal effects (AMEs) and adjusted predicted means were additionally calculated to aid interpretation. Results: Among these patients, 42% reported at least 1 day of poor mental health, and 28% had DED. The GLM indicated that patients with glaucoma only experienced 2.69 times more unhealthy mental health days (95% CI: 1.85-3.90). Within the DED subgroup, patients with glaucoma only experienced 7.80 times more unhealthy mental health days (95% CI: 4.61-13.88). No other ocular condition was significantly associated with unhealthy mental health days. Conclusion: Mental health burdens are associated with ocular conditions among Medicare Advantage patients with type 2 diabetes, underscoring the need for targeted interventions to address social risk factors in this population.

Indexed as

CataractCost of IllnessDiabetes Mellitus, Type 2Dry Eye SyndromesEye DiseasesGlaucomaMedicare Part CMental DisordersMental HealthAgedAged, 80 and overFemaleHumansMaleMiddle AgedQuality of LifeMedicare Advantage beneficiariesmental healthocular conditionssocial detereminantstype 2 dabetes mellitus

Identifiers

PMID42077967
PMCPMC13128593

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.