Evidence map›Paper›PMID 42495525›Full record

ArticleiScience2026

Gene expression adaptation of metastases to their host tissue.

Luise Nagel, Marten Wenzel, Sascha Hoppe, Mohammad Karimpour, Patrick S Plum, Abdossamad Hamoudi, Israt Jahan, Sarah Schmitt, Marek Franitza, Roger Wahba and 5 more

Abstract read
In one paragraph

Article in iScience, 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

15 authors.

Luise NagelUniversity of Cologne, Faculty of Mathematics and Natural Sciences, Cologne Excellence Cluster for Aging and Aging-Associated Diseases (CECAD), Cologne, Germany.
Marten WenzelUniversity of Cologne, Faculty of Medicine and University Hospital Cologne, Institute of Pathology, Cologne, Germany.
Sascha HoppeUniversity of Cologne, Faculty of Medicine and University Hospital Cologne, Institute of Pathology, Cologne, Germany.
Mohammad KarimpourUniversity of Cologne, Faculty of Medicine and University Hospital Cologne, Institute of Pathology, Cologne, Germany.
Patrick S PlumUniversity of Cologne, Faculty of Medicine and University Hospital Cologne, Institute of Pathology, Cologne, Germany.
Abdossamad HamoudiUniversity of Cologne, Faculty of Medicine and University Hospital Cologne, Institute of Pathology, Cologne, Germany.
Israt JahanUniversity of Cologne, Faculty of Medicine and University Hospital Cologne, Institute of Pathology, Cologne, Germany.
Sarah SchmittUniversity of Cologne, Faculty of Medicine and University Hospital Cologne, Institute of Pathology, Cologne, Germany.
Marek FranitzaUniversity of Cologne, Cologne Center for Genomics, Cologne, Germany.
Roger WahbaUniversity of Cologne, Faculty of Medicine and University Hospital Cologne, Department of General, Visceral, Cancer and Transplantation Surgery, Cologne, Germany.
Marc BludauUniversity of Cologne, Faculty of Medicine and University Hospital Cologne, Department of General, Visceral, Cancer and Transplantation Surgery, Cologne, Germany.
Christiane J BrunsUniversity of Cologne, Faculty of Medicine and University Hospital Cologne, Department of General, Visceral, Cancer and Transplantation Surgery, Cologne, Germany.
Alexander QuaasUniversity of Cologne, Faculty of Medicine and University Hospital Cologne, Institute of Pathology, Cologne, Germany.
Andreas BeyerUniversity of Cologne, Faculty of Mathematics and Natural Sciences, Cologne Excellence Cluster for Aging and Aging-Associated Diseases (CECAD), Cologne, Germany.
Axel M HillmerUniversity of Cologne, Faculty of Medicine and University Hospital Cologne, Institute of Pathology, Cologne, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Adaptation of metastatic cells to their host tissue determines the pathogenicity of cancer. Yet, it remains elusive to what extent the host environment drives gene expression programs in metastatic cells. We present a new concept to identify adaptive mechanisms that enable metastases to establish themselves in a novel tissue context. We generated quadruple-paired single-cell RNA-sequencing data from malignant and benign tissues from untreated donors with colorectal adenocarcinoma and liver metastasis. Utilizing a computational approach, we deduce tissue-adaptive expression patterns by identifying genes that consistently adapt to the host tissue. Expression changes in metastases are reminiscent of benign liver epithelial cells, including basic cellular functions such as energy metabolism, as well as tissue-specific pathways such as the regulation of lipid metabolism by peroxisome proliferator-activated receptor alpha (PPAR-α). This approach identifies the molecular adaptation of cancers to the host environment, which potentially increases the pathogenicity of metastatic cells, proposing a new therapeutic strategy to target adaptive processes.

Indexed as

adaptationcolorectal cancerliver metastasissingle cell sequencing

Identifiers

PMID42495525
PMCPMC13392873

What OpenQuestion holds

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LicenceCC BY
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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.