Integrating bulk and single-cell data to predict the prognosis and identify the immune landscape in HNSCC

被引:3
作者
Yang, Chunlong [1 ,3 ]
Cheng, Xiaoning [2 ]
Gao, Shenglan [1 ]
Pan, Qingjun [1 ,3 ]
机构
[1] Guangdong Med Univ, Affiliated Hosp, Clin Res Ctr, Zhanjiang, Peoples R China
[2] Guangdong Med Univ, Zhanjiang Cent Hosp, Zhanjiang, Peoples R China
[3] Guangdong Med Univ, Affiliated Hosp, Clin Res Ctr, Zhanjiang 524001, Peoples R China
关键词
endothelial cell; HNSCC; risk model; Scissor; single-cell data; CANCER; FERROPTOSIS; TNFRSF12A; RESPONSES;
D O I
10.1111/jcmm.18009
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
The complex interplay between tumour cells and the tumour microenvironment (TME) underscores the necessity for gaining comprehensive insights into disease progression. This study centres on elucidating the elusive the elusive role of endothelial cells within the TME of head and neck squamous cell carcinoma (HNSCC). Despite their crucial involvement in angiogenesis and vascular function, the mechanistic diversity of endothelial cells among HNSCC patients remains largely uncharted. Leveraging advanced single-cell RNA sequencing (scRNA-Seq) technology and the Scissor algorithm, we aimed to bridge this knowledge gap and illuminate the intricate interplay between endothelial cells and patient prognosis within the context of HNSCC. Here, endothelial cells were categorized into Scissorhigh and Scissorlow subtypes. We identified Scissor+ endothelial cells exhibiting pro-tumorigenic profiles and constructed a prognostic risk model for HNSCC. Additionally, four biomarkers also were identified by analysing the gene expression profiles of patients with HNSCC and a prognostic risk prediction model was constructed based on these genes. Furthermore, the correlations between endothelial cells and prognosis of patients with HNSCC were analysed by integrating bulk and single-cell sequencing data, revealing a close association between SHSS and the overall survival (OS) of HNSCC patients with malignant endothelial cells. Finally, we validated the prognostic model by RT-qPCR and IHC analysis. These findings enhance our comprehension of TME heterogeneity at the single-cell level and provide a prognostic model for HNSCC.
引用
收藏
页数:17
相关论文
共 39 条
[1]   Modes of resistance to anti-angiogenic therapy [J].
Bergers, Gabriele ;
Hanahan, Douglas .
NATURE REVIEWS CANCER, 2008, 8 (08) :592-603
[2]   SCISSOR: a framework for identifying structural changes in RNA transcripts [J].
Choi, Hyo Young ;
Jo, Heejoon ;
Zhao, Xiaobei ;
Hoadley, Katherine A. ;
Newman, Scott ;
Holt, Jeremiah ;
Hayward, Michele C. ;
Love, Michael, I ;
Marron, J. S. ;
Hayes, D. Neil .
NATURE COMMUNICATIONS, 2021, 12 (01)
[3]   Tertiary lymphoid structures, drivers of the anti-tumor responses in human cancers [J].
Dieu-Nosjean, Marie-Caroline ;
Giraldo, Nicolas A. ;
Kaplon, Helene ;
Germain, Claire ;
Fridman, Wolf Herman ;
Sautes-Fridman, Catherine .
IMMUNOLOGICAL REVIEWS, 2016, 271 (01) :260-275
[4]   TNFRSF12A and a new prognostic model identified from methylation combined with expression profiles to predict overall survival in hepatocellular carcinoma [J].
Fang, Yu ;
Xiang, Lin ;
Chen, La-Mei ;
Sun, Wei-Juan ;
Zhai, Yu-Jia ;
Fan, Yu-Chen ;
Wang, Kai .
TRANSLATIONAL CANCER RESEARCH, 2020, 9 (09) :5493-5507
[5]   Inhibiting Ferroptosis through Disrupting the NCOA4-FTH1 Interaction: A New Mechanism of Action [J].
Fang, Yuying ;
Chen, Xiucai ;
Tan, Qingyun ;
Zhou, Huihao ;
Xu, Jun ;
Gu, Qiong .
ACS CENTRAL SCIENCE, 2021, 7 (06) :980-989
[6]   Caspase-8 is the molecular switch for apoptosis, necroptosis and pyroptosis [J].
Fritsch, Melanie ;
Gunther, Saskia D. ;
Schwarzer, Robin ;
Albert, Marie-Christine ;
Schorn, Fabian ;
Werthenbach, J. Paul ;
Schiffmann, Lars M. ;
Stair, Neil ;
Stocks, Hannah ;
Seeger, Jens M. ;
Lamkanfi, Mohamed ;
Kroenke, Martin ;
Pasparakis, Manolis ;
Kashkar, Hamid .
NATURE, 2019, 575 (7784) :683-+
[7]   ICAM-1 Activates Platelets and Promotes Endothelial Permeability through VE-Cadherin after Insufficient Radiofrequency Ablation [J].
Kong, Jian ;
Yao, Changyu ;
Dong, Shuying ;
Wu, Shilun ;
Xu, Yangkai ;
Li, Ke ;
Ji, Liang ;
Shen, Qiang ;
Zhang, Qi ;
Zhan, Rui ;
Cui, Hongtu ;
Zhou, Changping ;
Niu, Haigang ;
Li, Guoming ;
Sun, Wenbing ;
Zheng, Lemin .
ADVANCED SCIENCE, 2021, 8 (04)
[8]   Baicalin induces ferroptosis in bladder cancer cells by downregulating FTH1 [J].
Kong, Na ;
Chen, Xiaying ;
Feng, Jiao ;
Duan, Ting ;
Liu, Shuiping ;
Sun, Xueni ;
Chen, Peng ;
Pan, Ting ;
Yan, Lili ;
Jin, Ting ;
Xiang, Yu ;
Gao, Quan ;
Wen, Chengyong ;
Ma, Weirui ;
Liu, Wencheng ;
Zhang, Mingming ;
Yang, Zuyi ;
Wang, Wengang ;
Zhang, Ruonan ;
Chen, Bi ;
Xie, Tian ;
Sui, Xinbing ;
Tao, Wei .
ACTA PHARMACEUTICA SINICA B, 2021, 11 (12) :4045-4054
[9]   Genomic Classifier ColoPrint Predicts Recurrence in Stage II Colorectal Cancer Patients More Accurately Than Clinical Factors [J].
Kopetz, Scott ;
Tabernero, Josep ;
Rosenberg, Robert ;
Jiang, Zhi-Qin ;
Moreno, Victor ;
Bachleitner-Hofmann, Thomas ;
Lanza, Giovanni ;
Stork-Sloots, Lisette ;
Maru, Dipen ;
Simon, Iris ;
Capella, Gabriel ;
Salazar, Ramon .
ONCOLOGIST, 2015, 20 (02) :127-133
[10]   Investigating immune and non-immune cell interactions in head and neck tumors by single-cell RNA sequencing [J].
Kuerten, Cornelius H. L. ;
Kulkarni, Aditi ;
Cillo, Anthony R. ;
Santos, Patricia M. ;
Roble, Anna K. ;
Onkar, Sayali ;
Reeder, Carly ;
Lang, Stephan ;
Chen, Xueer ;
Duvvuri, Umamaheswar ;
Kim, Seungwon ;
Liu, Angen ;
Tabib, Tracy ;
Lafyatis, Robert ;
Feng, Jian ;
Gao, Shou-Jiang ;
Bruno, Tullia C. ;
Vignali, Dario A. A. ;
Lu, Xinghua ;
Bao, Riyue ;
Vujanovic, Lazar ;
Ferris, Robert L. .
NATURE COMMUNICATIONS, 2021, 12 (01)