Evidence map›Paper›PMID 42381502›Full record

ArticleGenetics research2026

Comprehensive Analysis of Macrophage Dynamics, CCBE1, and Their Implications in Colorectal Cancer Microenvironment: Insights Into Tumor Progression and Therapeutic Opportunities.

XiaoFei Fan, ChunYan Zhang, RongRong Gu, Xin Xu

Abstract read
In one paragraph

Article in Genetics research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

4 authors.

XiaoFei FanDepartment of Pharmacy, Affiliated Hospital of Nantong University, Nantong, 226001, Jiangsu, China, ahnmc.com.ORCID 0009-0003-3241-1277
ChunYan ZhangDepartment of Pharmacy, Affiliated Hospital of Nantong University, Nantong, 226001, Jiangsu, China, ahnmc.com.
RongRong GuDepartment of Pharmacy, Affiliated Hospital of Nantong University, Nantong, 226001, Jiangsu, China, ahnmc.com.
Xin XuDepartment of Pharmacy, Affiliated Hospital of Nantong University, Nantong, 226001, Jiangsu, China, ahnmc.com.ORCID 0009-0006-6144-5152

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe significance of M2 macrophages in cancer is well established, yet their specific role and the regulatory molecules involved in colorectal cancer remain unclear.

methodsUsing publicly available single-cell RNA-seq data from four colorectal cancer datasets (EMTAB8107, GSE139555, GSE146771, and GSE166555), we evaluated macrophage proportions and their functional enrichment. Immune cell infiltration was quantified by CIBERSORT, quanTIseq, and xCell on TCGA-COAD bulk transcriptomes, with immune correlations adjusted for tumor purity. GSEA was performed with MSigDB v7.4 gene sets (Hallmark, GO, KEGG). Prognostic models were built using Kaplan-Meier and multivariate Cox regression. In vitro, CCBE1 was silenced in SW480 and HCT116 cells; proliferation was measured by CCK-8, colony formation, and EdU assays, and migration/invasion were measured by transwell assays. M2 polarization was assessed by flow cytometry.

resultsMacrophages represented a substantial fraction (20%-35% across datasets) of the tumor microenvironment and were associated with upregulated coagulation and KRAS signaling. Consensus M2 macrophage infiltration was linked to 91 upregulated genes, among which CCBE1 emerged as an independent prognostic risk factor (multivariate Cox: HR = 1.305 [95% CI: 1.039-1.639], p < 0.05). CCBE1 was overexpressed in colorectal cancer cell lines compared to NCM460. Silencing CCBE1 significantly suppressed cell proliferation, migration, and invasion. Moreover, the conditioned medium from CCBE1-knockdown cancer cells decreased the proportion of CD206+ M2 macrophages and upregulated M1 markers while downregulating M2 markers, indicating that CCBE1 promotes M2 polarization.

conclusionsCCBE1 is an oncogenic driver in colorectal cancer that independently predicts poor survival and functionally enhances tumor cell proliferation, invasion, and M2 macrophage polarization. Targeting CCBE1 may represent a potential therapeutic strategy for colorectal cancer.

Indexed as

Calcium-Binding ProteinsColorectal NeoplasmsMacrophagesTumor MicroenvironmentTumor Suppressor ProteinsCell Line, TumorCell MovementCell ProliferationDisease ProgressionGene Expression Regulation, NeoplasticHumansPrognosisCalcium-Binding ProteinsTumor Suppressor ProteinsCCBE1colorectal cancerimmunemacrophage

Identifiers

PMID42381502
PMCPMC13319896

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LicenceCC BY
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Registered trials

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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.