Evidence map›Paper›PMID 40654614›Full record

ArticlebioRxiv : the preprint server for biology2025

High-Resolution Spatial Proteomics Characterises Colorectal Cancer Consensus Molecular Subtypes.

Batuhan Kisakol, Anna Sturrock, Sanghee Cho, Mohammadreza Azimi, Andreas U Lindner, Manuela Salvucci, Elizabeth McDonough, Joanna Fay, Tony O'Grady, Niamh McCawley and 7 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. 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

17 authors.

Batuhan KisakolDepartment of Physiology and Medical Physics & RCSI Centre for Systems Medicine, RCSI University of Medicine and Health Sciences, 123 St Stephen's Green, Dublin 2, Ireland.ORCID 0000-0002-8732-5216
Anna SturrockDepartment of Physiology and Medical Physics & RCSI Centre for Systems Medicine, RCSI University of Medicine and Health Sciences, 123 St Stephen's Green, Dublin 2, Ireland.ORCID 0000-0001-9997-1955
Sanghee ChoGE HealthCare Technology & Innovation Center (Formerly GE Research Center), 1 Research Circle, Niskayuna, NY, 12309, U.S.A.
Mohammadreza AzimiDepartment of Physiology and Medical Physics & RCSI Centre for Systems Medicine, RCSI University of Medicine and Health Sciences, 123 St Stephen's Green, Dublin 2, Ireland.ORCID 0000-0002-9036-2122
Andreas U LindnerDepartment of Physiology and Medical Physics & RCSI Centre for Systems Medicine, RCSI University of Medicine and Health Sciences, 123 St Stephen's Green, Dublin 2, Ireland.ORCID 0000-0003-1590-3547
Manuela SalvucciDepartment of Physiology and Medical Physics & RCSI Centre for Systems Medicine, RCSI University of Medicine and Health Sciences, 123 St Stephen's Green, Dublin 2, Ireland.
Elizabeth McDonoughGE HealthCare Technology & Innovation Center (Formerly GE Research Center), 1 Research Circle, Niskayuna, NY, 12309, U.S.A.ORCID 0000-0001-7524-8260
Joanna FayDepartment of Pathology, Beaumont Hospital, Dublin 9, Ireland.ORCID 0000-0001-6294-2886
Tony O'GradyDepartment of Pathology, Beaumont Hospital, Dublin 9, Ireland.
Niamh McCawleyDepartment of Colorectal Surgery, Beaumont Hospital, Dublin 9, Ireland.
John P BurkeDepartment of Colorectal Surgery, Beaumont Hospital, Dublin 9, Ireland.
Deborah A McNamaraDepartment of Colorectal Surgery, Beaumont Hospital, Dublin 9, Ireland.ORCID 0000-0003-3975-0485
John GrafGE HealthCare Technology & Innovation Center (Formerly GE Research Center), 1 Research Circle, Niskayuna, NY, 12309, U.S.A.ORCID 0000-0002-0396-9867
Simon McDadeQueens University, School of Medicine, Dentistry and Biomedical Sciences. Patrick G Johnston Centre for Cancer Research, 97 Lisburn Road, Belfast BT9 7AE, United Kingdom of Great Britain and Northern Ireland.ORCID 0000-0002-3024-4773
Daniel B LongleyQueens University, School of Medicine, Dentistry and Biomedical Sciences. Patrick G Johnston Centre for Cancer Research, 97 Lisburn Road, Belfast BT9 7AE, United Kingdom of Great Britain and Northern Ireland.ORCID 0000-0003-2495-2033
Fiona GintyGE HealthCare Technology & Innovation Center (Formerly GE Research Center), 1 Research Circle, Niskayuna, NY, 12309, U.S.A.ORCID 0000-0001-6638-683X
Jochen H M PrehnDepartment of Physiology and Medical Physics & RCSI Centre for Systems Medicine, RCSI University of Medicine and Health Sciences, 123 St Stephen's Green, Dublin 2, Ireland.ORCID 0000-0003-3479-7794

Funding

Systems Modeling of Tumor Heterogeneity and Therapy Response in Colorectal CancerR01CA208179 · NCI · GENERAL ELECTRIC GLOBAL RESEARCH CTR · PI GINTY, FIONA · 2017 to 2021
$3.5M
NCI NIH HHS R01 CA208179
6 · The paper itself

Abstract

Background: Identification of the consensus molecular subtypes (CMS) opened significant potential for understanding the tumor biology and intertumoral heterogeneity of colorectal cancer (CRC). However, molecular subtyping in CRC traditionally relies on bulk transcriptomics, therefore, lacks spatial and single-cell level aspect. Methods: We constructed tissue microarrays using tumor cores from 222 CRC patients. Arrays were stained and imaged using 54 cell identity and cancer hallmark markers, delivering spatially resolved protein profiles of >2 million cells. RNA sequencing data and CMS classification were also available for these patients. After segmentation of cancer, stromal and immune cells, we investigated intratumoral heterogeneity within CMS subtypes using spatially resolved single-cell protein profiling (>2 million cells). We compared cell types, their spatial organization and their expression of cancer hallmark-related proteins in CMS 1-4 subtypes. Results: We revealed tissue atlases illustrating the cell types/states, spatial heterogeneity, cellular neighborhoods, cellular network, and single-cell protein profiles of CMS tumors. CMS1 tumors had more CD3 Conclusion: We present a spatial protein atlas of CRC at single-cell resolution and demonstrate novel aspects of CMS tumour structures.

Identifiers

PMID40654614
PMCPMC12247837

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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.