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Updated: Jan 9, 2026

Discovery of Driver Genes in Colorectal HT29-derived Cancer Stem-Like Tumorspheres
Published on: July 22, 2020
A core stemness-associated module reveals PLK1, NUF2, KIF23, CDCA8, TOP2A, CENPF, AURKA, and ASPM as key genes in
Biao Yao1, Dan Yang1, Chengfeng Fu1
1Department of Oncology, Tongren Municipal People's Hospital, Tongren, 554300, Guizhou, China.
Background:
Rectal cancer (RC) presents significant clinical challenges due to a high risk of recurrence and therapy resistance, which are largely driven by cancer stem cells (CSCs). To address the critical need for RC-specific CSC biomarkers and targets, this study aimed to leverage single-cell transcriptomics and high-dimensional co-expression network analysis (hdWGCNA) to define a core stemness-associated signature and identify potential therapeutic vulnerabilities.
Materials And Methods:
We built a single-cell atlas (GSE199726) and applied hdWGCNA to the CSC-like compartment, then validated findings across TCGA-READ and GEO GSE90627 cohorts. Pathway/immune features were assessed by clusterProfiler, GSEA, CIBERSORT, and ESTIMATE. Drug candidates were nominated by Enrichr/DSigDB and molecular docking. Wet-lab assays included qRT-PCR (SW620/Caco-2 vs HIEC-6), PLK1 knockdown (si-PLK1#1/#2), wound healing, transwell, and CCK-8 at different time courses (0/24/48/72 h).
Results:
Our analysis identified a CSC-enriched subpopulation from the single-cell atlas of RC, from which hdWGCNA derived four co-expression modules. This yielded an eight-gene panel (PLK1, NUF2, KIF23, CDCA8, TOP2A, CENPF, AURKA, ASPM) that was consistently upregulated in tumors across TCGA and GEO cohorts, correlated with G2/M checkpoint and E2F/MYC pathways, and associated with an immune-altered microenvironment. Crucially, this yielded an eight-gene panel that demonstrated exceptional diagnostic accuracy (AUC > 0.8) and significant prognostic value. In vitro, all eight genes were elevated in cancer cells; si-PLK1 efficiently reduced PLK1 expression and curtailed migration, invasion, and proliferation across time.
Discussion:
By integrating single-cell atlasing with hdWGCNA, we identified an eight-gene rectal CSC signature that captures a G2/M-stemness program, which generalized across cohorts and was functionally substantiated through PLK1 knockdown in vitro. This tractable vulnerability, anchored by kinases PLK1/AURKA, provides a compact biomarker readout for risk stratification and preclinical therapeutic screening, warranting further in vivo and clinical validation.
Conclusions:
An eight-gene CSC signature captures a stemness-linked G2/M program that generalizes across cohorts, relates to the microenvironment, and is therapeutically tractable via kinase targeting, providing a compact readout for risk stratification and preclinical screening.
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