Evidence map›Paper›PMID 42794962›Full record

ArticleCancers2026

Limits of Predicting Colorectal Cancer PDX Engraftment: A Specimen-Grouped Machine Learning Analysis of 1007 Establishment Attempts.

Menglan Liu, Mathias Krohn, Sandra Schwarz, Maria Witte, Friedrich Prall, Michael Linnebacher

Abstract read
PubMed Full text at PMC Publisher
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.

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

6 authors.

Menglan LiuMolecular Oncology and Immunotherapy, Clinic of General Surgery, University Medical Center Rostock, Schillingallee 35, 18057 Rostock, Germany.
Mathias KrohnMolecular Oncology and Immunotherapy, Clinic of General Surgery, University Medical Center Rostock, Schillingallee 35, 18057 Rostock, Germany.
Sandra SchwarzMolecular Oncology and Immunotherapy, Clinic of General Surgery, University Medical Center Rostock, Schillingallee 35, 18057 Rostock, Germany.
Maria WitteMolecular Oncology and Immunotherapy, Clinic of General Surgery, University Medical Center Rostock, Schillingallee 35, 18057 Rostock, Germany.ORCID 0000-0001-6746-7260
Friedrich PrallInstitute of Pathology, University Medical Center Rostock, 18057 Rostock, Germany.
Michael LinnebacherMolecular Oncology and Immunotherapy, Clinic of General Surgery, University Medical Center Rostock, Schillingallee 35, 18057 Rostock, Germany.ORCID 0000-0001-8054-1402

Funding

Ministerium für Klimaschutz, Landwirtschaft, ländliche Räume und Umwelt des Landes Mecklenburg-Vorpommern TBI-V-1-241-VBW-084
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

colorectal cancerengraftment successgrouped cross-validationmachine learningpatient-derived xenograftpredictive modeling

Identifiers

PMID42794962
PMCPMC13605744

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.