Evidence map›Paper›PMID 41673425›Full record

ArticleNPJ precision oncology2026

Innate lymphoid cell heterogeneity and etiology-specific reprogramming in hepatocellular carcinoma.

Yun Hua Lee, Samuel Chuah, Wei Qiang Leow, Sharifah N Hazirah, Martin Wasser, Alexander Chung, Brian K P Goh, Pierce K H Chow, Salvatore Albani, Joycelyn Lee and 7 more

Abstract read
In one paragraph

Article in NPJ precision oncology, 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

17 authors.

Yun Hua LeeTranslational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore.
Samuel ChuahTranslational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore.
Wei Qiang LeowDepartment of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore.
Sharifah N HazirahTranslational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore.
Martin WasserTranslational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore.
Alexander ChungDepartment of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Centre, Singapore, Singapore.
Brian K P GohDepartment of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Centre, Singapore, Singapore.
Pierce K H ChowDepartment of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Centre, Singapore, Singapore.
Salvatore AlbaniTranslational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore.
Joycelyn LeeDivision of Medical Oncology, National Cancer Centre Singapore, Singapore, Singapore.
Tony K H LimDepartment of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore.
Yock Young DanDivision of Gastroenterology & Hepatology, Department of Medicine, National University Hospital, Singapore, Singapore.
Seng Gee LeeDivision of Gastroenterology & Hepatology, Department of Medicine, National University Hospital, Singapore, Singapore.
David TaiDivision of Medical Oncology, National Cancer Centre Singapore, Singapore, Singapore.
Jinmiao ChenBinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Haiyan LiuImmunology Programme, Life Sciences Institute, Immunology Translational Research Program and Department of Microbiology and Immunology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
Valerie ChewTranslational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore. valerie.chew@duke-nus.edu.sg.

Funding

National Medical Research Council CIRG22jul-0025, NMRC/TCR/015-NCC/2016, NMRC/CSA-SI/0013/2017, NMRC/CSA-SI/0018/2017, NMRC/OFLCG/003/2018
6 · The paper itself

Abstract

Hepatocellular carcinoma (HCC), the third leading cause of cancer-related deaths worldwide, arises from diverse etiologies that shape the tumor immune landscape, including the composition and function of innate lymphoid cells (ILCs). In this study, we integrated scRNA-seq, bulk RNA-seq, and CyTOF to profile ILCs from tumor and adjacent non-tumor liver tissues of 50 HCC patients with different etiologies (hepatitis B viral, HBV and non-viral, NV). ScRNA-seq revealed heterogenous ILC and NK clusters in non-tumor and tumor tissues. Notably, ILC1 could be subdivided into proliferative (ILC1p) and cytotoxic (ILC1c) phenotypes. ILC2 displayed classic type-2 immune traits with phenotypic heterogeneity, while ILC3 expressed key transcription factors and IL18. ILC subsets diverged significantly by disease etiology. In NV-HCC, ILC2s exhibited a pro-fibrotic and tumor-promoting signature with elevated IL13, TGFB1, and AREG expression. ILC1s in NV-HCC showed activated and cytotoxic phenotypes, whereas in HBV-HCC, they showed signs of exhaustion with increased CD96 and TIGIT. ILC1 from NV-HCC also displayed enhanced IL-2/IL-15 signaling and interactions with CD8 + T cells via HLA-E, suggestive of potential antitumor crosstalk. While our single-cell cohort size was limited, necessitating validation in larger datasets, our study reveals etiology-associated differences in ILC phenotypes in HCC and provides insight into their potential roles in modulating immune responses within the tumor microenvironment.

Identifiers

PMID41673425
PMCPMC13002867

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Registered trials

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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.