Investigating the role of senescence biomarkers in colorectal cancer heterogeneity by bulk and single-cell RNA sequencing
Colorectal cancer (CRC) is one of most common tumors worldwide, causing a prominent global health burden. Cell senescence is a complex physiological state, characterized by proliferation arrest. Here, we investigated the role of cellular senescence in the heterogeneity of CRC. Based on senescence-associated genes, CRC samples were classified into different senescence patterns with different survival, cancer-related biological processes and immune cell infiltrations. A senescence-related model was then developed to calculate the senescence-related score to comprehensively explore the heterogeneity of each CRC sample such as stromal activities, immunoreactivities and drug sensitivity. Single-cell analysis revealed there were different immune cell infiltrations between low and high senescence-related model genes enrichment groups, which was confirmed by multiplex immunofluorescence staining. Pseudotime analysis indicated model genes play a pivotal role in the evolution of B cells. Besides, intercellular communication modeled by NicheNet showed tumor cells with higher enrichment of senescence-related model genes highly expressed CXCL2/3 and CCL3/4, which attracted immunosuppressive cell infiltration and promoted tumor metastasis. Finally, top 6 hub genes were identified from senescence-related model genes by PPI analysis. And RT-qPCR revealed the expression differences of hub genes between normal and CRC cell lines, indicating to some extent the clinical practicability of senescence-related model. To sum up, our study explores the impact of cellular senescence on the prognosis, TME and treatment of CRC based on senescence patterns. This provides a new perspective for CRC treatment.
Authors
- Ximo Xu
- Lu Zang (ORCID: https://orcid.org/0000-0002-0785-2033)
- Enkui Zhang
- Xian Zhang (ORCID: https://orcid.org/0000-0001-9674-7886)
- Shuchun Li (ORCID: https://orcid.org/0000-0002-3829-9234)
- Junjun Ma (ORCID: https://orcid.org/0000-0002-4857-7031)
- Xiao Yang (ORCID: https://orcid.org/0000-0002-0298-9831)
- Xiaodong Fan (ORCID: https://orcid.org/0009-0007-8231-4255)
- Chengsheng Ding
Institutions
- Shanghai Jiao Tong University (CN)
- Peking University (CN)
- Ruijin Hospital (CN)
- Peking University First Hospital (CN)
Publication Details
- Journal
- Scientific Reports
- Published
- 2024-08-29
- DOI
- https://doi.org/10.1038/s41598-024-70300-1
- Citations
- 3
- Primary Topic
- Single-cell and spatial transcriptomics
- Type
- article
- Field-Weighted Citation Impact
- 0.70
Funders
- National Natural Science Foundation of China
- Science and Technology Commission of Shanghai Municipality