Evidence map›Paper›PMID 42882774›Full record

ArticleCancers2026

Tumour Mutation Burden Does Not Predict Immune Cell Frequency or Risk of Recurrence After Surgery in Hepatocellular Carcinoma.

Abigail Connor, Leon Chang, Emma J West, Karen J Scott, Fay Ismail, Yousef Alghamdi, Alyn Cratchley, Lucy Stead, Darren Newton, Adel Samson

Abstract read
In one paragraph

Article in Cancers, 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.

Abigail ConnorLeeds Institute of Medical Research at St. James's, University of Leeds, Leeds LS9 7TF, UK.ORCID 0000-0003-2354-0942
Leon ChangLeeds Institute of Rheumatic and Musculoskeletal Medicine, University of Leeds, Leeds LS7 4SA, UK.ORCID 0009-0003-5223-7616
Emma J WestLeeds Institute of Medical Research at St. James's, University of Leeds, Leeds LS9 7TF, UK.
Karen J ScottLeeds Institute of Medical Research at St. James's, University of Leeds, Leeds LS9 7TF, UK.ORCID 0000-0002-5790-9579
Fay IsmailLeeds Institute of Medical Research at St. James's, University of Leeds, Leeds LS9 7TF, UK.ORCID 0009-0003-2171-5523
Yousef AlghamdiLeeds Institute of Medical Research at St. James's, University of Leeds, Leeds LS9 7TF, UK.
Alyn CratchleyLeeds Teaching Hospitals NHS Trust, Leeds LS9 7TF, UK.ORCID 0000-0003-1620-7826
Lucy SteadLeeds Institute of Medical Research at St. James's, University of Leeds, Leeds LS9 7TF, UK.ORCID 0000-0002-9550-4150
Darren NewtonLeeds Institute of Medical Research at St. James's, University of Leeds, Leeds LS9 7TF, UK.ORCID 0000-0002-0214-1486
Adel SamsonLeeds Institute of Medical Research at St. James's, University of Leeds, Leeds LS9 7TF, UK.

Funding

Cancer Research UKMedical Research CouncilNIHR Leeds Biomedical Research Centre NIHR203331
6 · The paper itself

Abstract

INTRODUCTION/

objectivesUnderstanding the genetic and immune heterogeneity in hepatocellular carcinoma (HCC) is critical for accurate pathological characterisation and treatment planning, as therapies advance towards personalisation. Tumour mutational burden (TMB) has been proposed as a biomarker of response to immune checkpoint blockade but its relationship with immune infiltration in HCC remains unclear, particularly across different aetiologies and within multifocal disease.

methodsThis study characterises both the inter- and intra-patient heterogeneity in HCC, integrating whole-exome sequencing with detailed histopathologic and immune cell profiling, to identify implications for diagnosis and response to treatment. Samples of 54 tumours from 26 patients undergoing surgery at the Leeds Teaching Hospital NHS Trust were examined, including 10 patients with multifocal disease. The cohort includes the major UK aetiological groups. Whole-exome sequencing of tumours and matched background liver identified somatic variants. Histopathological and immunohistochemical evaluations were performed to assess tumour features and characterise the tumour immune microenvironment.

resultsMarked inter-individual heterogeneity was observed across aetiological groups with variation in tumour mutation burden, genes containing somatic mutations and immune infiltration. Multifocal tumours frequently demonstrated discordant genetic and immune profiles irrespective of clonal relatedness. NeoTMB was not associated with recurrence following surgery, whereas recurrent cases demonstrated significantly higher intratumoural FoxP3+ T-cell frequencies.

conclusionsThis study demonstrates substantial genetic and immune heterogeneity in HCC, including marked discordance between multifocal tumours within the same patient. Tumour mutation burden was not related to immune cell infiltration or risk of recurrence after surgery, whereas elevated intratumoural FoxP3+ regulatory T-cell frequencies were associated with recurrence. These findings suggest that the immunological composition of the tumour microenvironment may be more relevant to clinical outcome than mutational burden alone and highlight the importance of comprehensive tumour profiling to inform personalised therapeutic strategies.

Indexed as

genomic profilinghepatocellular carcinomaimmunotherapymultifocal cancertumour immunology

Identifiers

PMID42882774
PMCPMC13664604

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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.