Evidence map›Paper›PMID 42737833›Full record

ArticleInternational journal of molecular sciences2026

Deciphering the Genetic Underpinnings of Liver Cirrhosis-Heart Failure Comorbidity Through Multi-Omics: CRIM1 as a Key Endothelial Mediator.

Ruiqi Zhao, Jiesheng Guo, Mengyao Han, Shiqi Tang, Hui Hu, Mengqing Ma, Jialing Sun, Xiaozhou Zhou

Abstract read
In one paragraph

Article in International journal of molecular sciences, 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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0cells of the map it votes in
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

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

8 authors.

Ruiqi ZhaoThe Fourth Clinical Medical College, Guangzhou University of Chinese Medicine, Shenzhen 518033, China.
Jiesheng GuoThe Fourth Clinical Medical College, Guangzhou University of Chinese Medicine, Shenzhen 518033, China.
Mengyao HanThe Second Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou 510006, China.
Shiqi TangThe Fourth Clinical Medical College, Guangzhou University of Chinese Medicine, Shenzhen 518033, China.
Hui HuThe Fourth Clinical Medical College, Guangzhou University of Chinese Medicine, Shenzhen 518033, China.
Mengqing MaFaculty of Chinese Medicine, Macau University of Science and Technology, Taipa, Macao 999078, China.
Jialing SunThe Fourth Clinical Medical College, Guangzhou University of Chinese Medicine, Shenzhen 518033, China.
Xiaozhou ZhouThe Fourth Clinical Medical College, Guangzhou University of Chinese Medicine, Shenzhen 518033, China.ORCID 0000-0002-4758-0060

Funding

Shenzhen Science and Technology Program JCYJ20250604150048016 and JCYJ20240813152313019The Natural Science Foundation of China 82374531
6 · The paper itself

Abstract

The co-occurrence of liver cirrhosis (LC) and heart failure (HF) poses considerable clinical challenges, yet the cellular and molecular determinants of this comorbidity remain poorly characterized. To address this, we developed an integrative multi-omics pipeline encompassing GWAS meta-analysis, gsMap-based spatial transcriptomic projection, GeneEnrich functional annotation, single-cell atlas construction, seismicGWAS and ECLIPSER cell-type scoring, eCAVIAR and fastenloc colocalization, hdWGCNA network inference, scTenifoldKnk in silico gene perturbation, and GCTA-COJO fine-mapping. Quality-controlled meta-analysis yielded 12,347,758 and 9,256,862 variant-level associations for LC and HF, respectively. Spatial projection confirmed preferential enrichment of disease signals within embryonic hepatic and cardiac compartments. Pathway analyses disclosed that LC-linked loci were concentrated in lipid metabolic programs, whereas HF-linked loci implicated mitochondrial bioenergetics and lysosomal degradation. At the cellular level, endothelial cells emerged as the dominant HF-associated population. Convergent evidence from five orthogonal algorithms pinpointed CRIM1 as the sole robustly supported shared gene, selectively enriched in HF endothelial cells; virtual perturbation further identified LCP1 and PTPRC as downstream regulatory nodes. Fine-mapping of the chromosome 2 locus harboring rs12476437 revealed multiple statistically independent signals in the vicinity of CRIM1. Collectively, these findings computationally prioritize the endothelial-CRIM1 axis as a previously unappreciated candidate mechanistic bridge between LC and HF requiring experimental validation.

Indexed as

Heart FailureLiver CirrhosisEndothelial CellsGenetic Predisposition to DiseaseGenome-Wide Association StudyHumansMultiomicsPolymorphism, Single NucleotidecomorbidityCRIM1endothelial cellsGWASheart failureliver cirrhosismulti-omicssingle-cell transcriptomics

Identifiers

PMID42737833
PMCPMC13565823

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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.