Evidence map›Paper›PMID 42780180›Full record

ArticleFrontiers in endocrinology2026

Liver-eye axis in metabolic syndrome: integrated evidence from mendelian randomization, single-cell sequencing, and clinical sample validation.

Tian-Hao Yuan, Yi-Fan Fang, Guo-Heng Zhang, Hao-Rui Zhang, Zi-Yi Zhou, Zhen-Sheng Yue, Bei Li, Lin Wang, Yu-Sheng Wang, Guo-Rui Dou

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.

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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

10 authors.

Tian-Hao Yuan *Department of Ophthalmology, Eye Institute of Chinese People's Liberation Army (PLA), Xijing Hospital, Fourth Military Medical University, Xi'an, Shaanxi, China.
Yi-Fan Fang *Department of Ophthalmology, Eye Institute of Chinese People's Liberation Army (PLA), Xijing Hospital, Fourth Military Medical University, Xi'an, Shaanxi, China.
Guo-Heng Zhang *Department of Ophthalmology, Eye Institute of Chinese People's Liberation Army (PLA), Xijing Hospital, Fourth Military Medical University, Xi'an, Shaanxi, China.
Hao-Rui ZhangDepartment of Ophthalmology, Eye Institute of Chinese People's Liberation Army (PLA), Xijing Hospital, Fourth Military Medical University, Xi'an, Shaanxi, China.
Zi-Yi ZhouDepartment of Ophthalmology, Eye Institute of Chinese People's Liberation Army (PLA), Xijing Hospital, Fourth Military Medical University, Xi'an, Shaanxi, China.
Zhen-Sheng YueDepartment of Hepatobiliary Surgery, Xi-Jing Hospital, Fourth Military Medical University, Xi'an, Shaanxi, China.
Bei LiState Key Laboratory of Oral and Maxillofacial Reconstruction and Regeneration, National Clinical Research Center for Oral Disease, Shaanxi International Joint Research Center for Oral Diseases, Center for Tissue Engineering, School of Stomatology, Fourth Military Medical University, Xi'an, Shaanxi, China.
Lin WangDepartment of Hepatobiliary Surgery, Xi-Jing Hospital, Fourth Military Medical University, Xi'an, Shaanxi, China.
Yu-Sheng WangDepartment of Ophthalmology, Eye Institute of Chinese People's Liberation Army (PLA), Xijing Hospital, Fourth Military Medical University, Xi'an, Shaanxi, China.
Guo-Rui DouDepartment of Ophthalmology, Eye Institute of Chinese People's Liberation Army (PLA), Xijing Hospital, Fourth Military Medical University, Xi'an, Shaanxi, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Non-alcoholic fatty liver disease (NAFLD) and diabetic retinopathy (DR) are common clinical complications of metabolic syndrome in different organ systems. However, the relationship between NAFLD and DR remains controversial, and more high-level evidence is needed to clarify the causal link between them. We aimed to investigate the causal relationship between NAFLD and DR across its progression stages, and to identify circulating proteins may mediate this association. Materials and methods: Based on genetic tools, a multi-stage network MR framework was constructed, integrating NAFLD/DR genome-wide association study data and three blood proteome-wide datasets. Causal effects of NAFLD on DR were assessed using inverse-variance weighted regression and multimodal models. Proteome-wide MR identified DR-associated proteins. Bidirectional two-sample MR and mediation models quantified regulatory weights in NAFLD-protein-DR pathways. In addition, the transcriptional expression levels of the identified mediator proteins in the liver were verified through single-cell transcriptome sequencing. The levels of the mediator protein in the serum samples of clinical patients were detected by ELISA. The levels of mediator proteins in the aqueous humor and vitreous humor samples of clinical patients were detected by Luminex liquid-phase protein chip. Results: NAFLD increased DR risk (OR = 1.04, 95% CI: 1.01-1.08) and specifically promoted non-proliferative DR (NPDR) progression (OR = 1.26, 95% CI: 1.05-1.52). Four proteins were identified as candidate mediators of NAFLD-DR association, among them, LTB (lymphotoxin-β, a TNF superfamily member involved in immune regulation and inflammatory responses) showed the strongest effect. In the liver of NAFLD model mice, the expression of the LTB gene was mainly elevated in T cells and B cells. The levels of LTB protein in the aqueous humor, vitreous humor and serum of NAFLD patients with DR were all higher than those of NAFLD patients without DR. Conclusions: NAFLD is causally associated with an increased risk of DR development, particularly during early NPDR stages. LTB may mediate the biological process by which NAFLD promotes DR. T cells and B cells in the liver of patients with NAFLD produce higher levels of LTB protein. In NAFLD patients with DR, LTB protein levels were elevated in serum, aqueous humor, and vitreous humor compared to NAFLD patients without DR, suggesting that LTB may play a role in the link between these two conditions.

Indexed as

Diabetic RetinopathyLiverMetabolic SyndromeNon-alcoholic Fatty Liver DiseaseAnimalsFemaleGenome-Wide Association StudyHumansMaleMendelian Randomization Analysisblood proteomicsdiabetic retinopathyliver-eye axislymphotoxin βnon-alcoholic fatty liver diseaseorgan interaction

Identifiers

PMID42780180
PMCPMC13597407

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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.