Evidence map›Paper›PMID 41976372›Full record

ArticleCancers2026

Morphology-Aware Prognostic Model for Five-Year Survival Prediction in Colorectal Cancer from H&E Whole-Slide Images: A Study Using Multi-Center Clinical Trial Cohort.

Usama Sajjad, Abdul Rehman Akbar, Ziyu Su, Alejandro Leyva, Deborah Knight, Wendy L Frankel, Metin N Gurcan, Wei Chen, Muhammad Khalid Khan Niazi

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. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
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

9 authors.

Usama SajjadDepartment of Pathology, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA.
Abdul Rehman AkbarDepartment of Pathology, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA.
Ziyu SuDepartment of Pathology, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA.
Alejandro LeyvaDepartment of Pathology, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA.
Deborah KnightDepartment of Pathology, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA.
Wendy L FrankelDepartment of Pathology, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA.
Metin N GurcanCenter for Artificial Intelligence Research, School of Medicine, Wake Forest University, Winston-Salem, NC 27101, USA.ORCID 0000-0002-2421-8229
Wei ChenDepartment of Pathology, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA.ORCID 0000-0002-9028-622X
Muhammad Khalid Khan NiaziDepartment of Pathology, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA.

Funding

An ensemble deep learning model for tumor bud detection and risk stratification in colorectal carcinoma.R01CA276301 · NCI · OHIO STATE UNIVERSITY · PI Wei Chen, Muhammad Khalid Khan Niazi · 2023 to 2026
$2.0M
NCI NIH HHS R01 CA276301Pelotonia IRP CC13702
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

colorectal cancerdeep learningfoundation modelsmulti-center survival prediction

Identifiers

PMID41976372
PMCPMC13072141

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.