Evidence map›Paper›PMID 42474788›Full record

ArticleFunctional & integrative genomics2026

A reproducible endothelial-state contrast with limited bulk prognostic robustness in hepatocellular carcinoma.

Si-Yuan Tan, Lan-Hui Qin, Wenqing Liang, Rui Song, Pei-Yin Chen, Weihui Xu, Guanzhen Zeng, Yu Zhang, Liling Long

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In one paragraph

Article in Functional & integrative genomics, 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

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Si-Yuan Tan *Department of Radiology, First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021, Guangxi, China.
Lan-Hui Qin *Department of Radiology, First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021, Guangxi, China.
Wenqing LiangDepartment of Radiology, First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021, Guangxi, China.
Rui SongDepartment of Radiology, First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021, Guangxi, China.
Pei-Yin ChenDepartment of Radiology, First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021, Guangxi, China.
Weihui XuDepartment of Radiology, First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021, Guangxi, China.
Guanzhen ZengDepartment of Radiology, First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021, Guangxi, China.
Yu ZhangDepartment of Radiology, First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021, Guangxi, China. octopussss1988@163.com.
Liling LongDepartment of Radiology, First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021, Guangxi, China. cjr.longliling@vip.163.com.

Funding

Science and Technology Support Program of Guangxi No. 2026GXNSFBA00640120
6 · The paper itself

Abstract

Endothelial-cell (EC) states may influence the hepatocellular carcinoma (HCC) microenvironment, but EC-derived bulk-tissue scores can also capture tumour purity and cellular admixture. We re-derived and stress-tested a previously proposed vascular immune accessibility score. GSE149614 was analysed with sample-aware doublet detection, ambient-RNA correction, pan-cell-type specificity testing, and patient-level pseudobulk contrasts. A deterministic algorithm selected two 15-gene modules. Independent single-cell validation used GSE151530, with all score genes excluded from unsupervised tumour endothelial-cell (TEC) clustering. Bulk sensitivity analyses used TCGA-LIHC, GSE14520, and ICGC LIRI-JP; TCGA models incorporated ABSOLUTE purity. Spatial analyses used two unique GSE245908 sections. Only 9/25 original immune-adhesive genes and 6/25 barrier genes passed EC-specificity thresholds. GSE151530 included 50,023 HCC cells from 25 patients and 32 specimens, including 2,299 quality-controlled TECs. At the patient level, both modules were EC enriched (median TEC-minus-non-TEC differences 1.438 and 3.222; paired Wilcoxon P = 2.21 × 10^-5 and 1.94 × 10^-5). The modules mapped onto 12 independently derived TEC clusters. The revised score correlated modestly with TCGA ABSOLUTE purity (rho=-0.137; P = 0.010). Clinical Cox models were non-significant in TCGA-LIHC, GSE14520, and ICGC LIRI-JP, and cohort directions were inconsistent. Spatial results replicated in only one of two sections. The revised score was not evaluable in the 24-sample NanoString immunotherapy cohort because only 3/30 genes were present. The reproducible result is an LSEC-like-to-angiogenic EC transcriptomic contrast. The data do not support direct immune-accessibility, directionally consistent prognostic, or immunotherapy-selection claims.

Indexed as

Carcinoma, HepatocellularEndothelial CellsLiver NeoplasmsGene Expression Regulation, NeoplasticHumansPrognosisTumor MicroenvironmentEndothelial cellHepatocellular carcinomaPrognosisSingle-cell RNA sequencingTissue compositionTumour purity

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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.