Evidence map›Paper›PMID 42794454›Full record

ReviewInternational journal of molecular sciences2026

Artificial Intelligence-Based Prediction of Molecular Alterations in Colorectal Cancer Using Routine H&E Whole-Slide Images.

Marius Florentin Popa, Paul Șiancu, Călin-Ilie Mohor, Lilioara-Alexandra Oprinca-Muja, George-Călin Oprinca, Cosmin-Ioan Mohor, Ciprian Tănăsescu, Denisa Tănăsescu, Alina Cristian, Vicențiu-Vasile Vereș and 1 more

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Review in International journal of molecular sciences, 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

11 authors.

Marius Florentin PopaFaculty of Medicine, Ovidius University of Constanța, 900527 Constanța, Romania.ORCID 0009-0002-7114-5226
Paul ȘiancuFaculty of Medicine, Lucian Blaga University of Sibiu, 550169 Sibiu, Romania.ORCID 0009-0002-9557-5378
Călin-Ilie MohorFaculty of Medicine, Lucian Blaga University of Sibiu, 550169 Sibiu, Romania.
Lilioara-Alexandra Oprinca-MujaFaculty of Medicine, Lucian Blaga University of Sibiu, 550169 Sibiu, Romania.
George-Călin OprincaFaculty of Medicine, Lucian Blaga University of Sibiu, 550169 Sibiu, Romania.ORCID 0000-0002-2965-3713
Cosmin-Ioan MohorFaculty of Medicine, Lucian Blaga University of Sibiu, 550169 Sibiu, Romania.
Ciprian TănăsescuFaculty of Medicine, Lucian Blaga University of Sibiu, 550169 Sibiu, Romania.
Denisa TănăsescuFaculty of Medicine, Lucian Blaga University of Sibiu, 550169 Sibiu, Romania.
Alina CristianFaculty of Medicine, Lucian Blaga University of Sibiu, 550169 Sibiu, Romania.ORCID 0000-0002-4162-4026
Vicențiu-Vasile VereșFaculty of Medicine, Lucian Blaga University of Sibiu, 550169 Sibiu, Romania.
Alina BereanuFaculty of Medicine, Lucian Blaga University of Sibiu, 550169 Sibiu, Romania.ORCID 0009-0000-7739-1685

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

From a molecular perspective, colorectal cancer is a heterogeneous disease in which microsatellite instability (MSI) phenotypes, mismatch repair (MMR) status, chromosomal instability, or mutations in

Indexed as

Artificial IntelligenceColorectal NeoplasmsBiomarkers, TumorHumansMicrosatellite InstabilityMutationProto-Oncogene Proteins B-rafProto-Oncogene Proteins p21(ras)Biomarkers, TumorProto-Oncogene Proteins B-rafProto-Oncogene Proteins p21(ras)artificial intelligenceBRAFcolorectal cancerdigital pathologyhematoxylin and eosinKRASMMR statusMSI phenotype

Identifiers

PMID42794454
PMCPMC13606828

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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.