Comprehensive Analysis of scRNA-Seq and Bulk RNA-Seq Identified TIMP1 as a Prognostic Marker in Colorectal Cancer

Colorectal cancer (CRC), one of the most prevalent and lethal malignancies of digestive system, continues to impose a substantial burden on global health due to its high morbidity and mortality. Tumor microenvironment (TME) is a critical regulator for CRC progression and therapeutic response, but the in-depth understanding on the relationship of TME with CRC remains to be elucidated. In this study, we leveraged single-cell RNA sequencing (scRNA-seq) and bulk RNA-seq data to dissect the immune heterogeneity in CRC patients. The differential expression genes analysis, functional enrichment analysis, random forest analysis and the Least Absolute Shrinkage and Selection Operator method were used to construct a molecular immune prognostic model. The molecular model demonstrated robust performance in stratifying patients based on their immune microenvironment characteristics. The experimental results showed that TIMP1 was highly expressed in CRC. Knockdown of TIMP1 gene significantly inhibited RKO cell proliferation and invasion. By integrating scRNA-seq and bulk RNA-seq data, we developed a new prognostic model that effectively predicts clinical outcomes in patients with CRC and identifies TIMP1 as a promising prognostic biomarker for CRC.

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Publication Details

Journal
Immune Network
Published
2025-01-01
DOI
https://doi.org/10.4110/in.2025.25.e38
Primary Topic
Ferroptosis and cancer prognosis
Type
article
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article

Comprehensive Analysis of scRNA-Seq and Bulk RNA-Seq Identified TIMP1 as a Prognostic Marker in Colorectal Cancer

Quanlin Guan, Qian-wen Luo, Z. Yang, Yan Wang et al.
Immune Network
Ferroptosis and cancer prognosis
article

Comprehensive Analysis of scRNA-Seq and Bulk RNA-Seq Identified TIMP1 as a Prognostic Marker in Colorectal Cancer

Quanlin Guan, Qian-wen Luo, Z. Yang, Yan Wang, Wei Jia, Xiaohai Zhou, Yuan-Chao Shi
article en

Abstract

Colorectal cancer (CRC), one of the most prevalent and lethal malignancies of digestive system, continues to impose a substantial burden on global health due to its high morbidity and mortality. Tumor microenvironment (TME) is a critical regulator for CRC progression and therapeutic response, but the in-depth understanding on the relationship of TME with CRC remains to be elucidated. In this study, we leveraged single-cell RNA sequencing (scRNA-seq) and bulk RNA-seq data to dissect the immune heterogeneity in CRC patients. The differential expression genes analysis, functional enrichment analysis, random forest analysis and the Least Absolute Shrinkage and Selection Operator method were used to construct a molecular immune prognostic model. The molecular model demonstrated robust performance in stratifying patients based on their immune microenvironment characteristics. The experimental results showed that TIMP1 was highly expressed in CRC. Knockdown of TIMP1 gene significantly inhibited RKO cell proliferation and invasion. By integrating scRNA-seq and bulk RNA-seq data, we developed a new prognostic model that effectively predicts clinical outcomes in patients with CRC and identifies TIMP1 as a promising prognostic biomarker for CRC.

Immune NetworkVol. 25(5)
Army Medical University (CN), Southwest Hospital (CN), First Hospital of Lanzhou University (CN), Lanzhou University (CN)
Openalex Percentile: Top 55%
Ferroptosis and cancer prognosis
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Comprehensive Analysis of scRNA-Seq and Bulk RNA-Seq Identified TIMP1 as a Prognostic Marker in Colorectal Cancer — Quanlin Guan, Qian-wen Luo, et al. · Immune Network (2025) | TGRS Research Map | TGRS