Evidence map›Paper›PMID 40864806›Full record

ArticleCurrent issues in molecular biology2025

Integrating Primary and Metastatic scRNA-Seq and Bulk Data to Develop an Immune-Based Prognosis Signature for Colorectal Cancer.

Kaiyuan Xing, Liangshuang Li, Yingnan Ma, Jiang Zhu

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Article in Current issues in molecular 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.

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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

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Kaiyuan XingSchool of Medical Informatics, Daqing Campus, Harbin Medical University, Daqing 163319, China.
Liangshuang LiSchool of Medical Informatics, Daqing Campus, Harbin Medical University, Daqing 163319, China.
Yingnan MaSchool of Medical Informatics, Daqing Campus, Harbin Medical University, Daqing 163319, China.
Jiang ZhuSchool of Medical Informatics, Daqing Campus, Harbin Medical University, Daqing 163319, China.

Funding

Construction Project of Scientific Research and Innovation Team of Harbin Medical Universi-ty-Daqing HD-CXTD-202002Fundamental Research Funds for the Provincial Universities of Harbin Medical University-Daqing JFQN202303Key Discipline Construction Project of Harbin Medical University-Daqing HD-ZDXK-202004National Natural Science Foundation of China 62301194University Nursing Program for Young Scholars with Creative Talents in Heilongjiang Province UNPYSCT-2020164
6 · The paper itself

Abstract

Colorectal cancer (CRC) is a highly aggressive cancer, with its treatment and prognosis particularly challenging due to metastasis. The immune response is involved in the whole process of CRC development, and immunotherapy has increasingly become a part of CRC patients' treatment. However, comprehensive research on the immune microenvironment driving CRC metastasis remains limited. Given this limitation, we proposed a bioinformatics method to construct a metastasis-based immune prognostic model (MIPM) by integrating CRC single-cell RNA sequencing (scRNA-seq) and bulk data. Our study identified several MIPM genes significantly associated with CRC metastasis and progression. MIPM reliably predicted overall survival (OS) and tumor recurrence in CRC across eleven bulk validation datasets. Notably, MIPM could independently predict outcomes beyond traditional clinical factors such as age, sex, and stage. It showed high predictive accuracy in CRC patients treated with chemotherapy. Drug sensitivity and multifaceted immune analyses further underscored the importance of MIPM in therapeutic and immunotherapy response modulation. In conclusion, our findings have profound implications for the illustration of MIPM, which could serve as a new plausible prognostic marker for CRC patients and provide new insights for treatment strategies. The further evaluation and investigation of MIPM will enhance the prognosis and precision therapy of CRC patients.

Indexed as

biomarkerscolorectal cancerimmunemetastasisprognosisscRNA–seq

Identifiers

PMID40864806
PMCPMC12384769

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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.