Single-cell RNA sequencing integrated with bulk RNA sequencing analysis reveals diagnostic and prognostic signatures and immunoinfiltration in gastric cancer

被引:9
作者
Zhai, Yiyan [1 ]
Zhang, Jingyuan [1 ]
Huang, Zhihong [1 ]
Shi, Rui [1 ]
Guo, Fengying [2 ]
Zhang, Fanqin [1 ]
Chen, Meilin [1 ]
Gao, Yifei [1 ]
Tao, Xiaoyu [1 ]
Jin, Zhengsen [1 ]
Guo, Siyu [1 ]
Lin, Yifan [1 ]
Ye, Peizhi [3 ]
Wu, Jiarui [1 ]
机构
[1] Beijing Univ Chinese Med, Sch Chinese Mat Med, Beijing 100029, Peoples R China
[2] Beijing Univ Chinese Med, Sch Management, Beijing 100029, Peoples R China
[3] Chinese Acad Med Sci & Peking Union Med Coll, Canc Hosp, Natl Clin Res Ctr Canc, Natl Canc Ctr,Chinese Med Dept, Beijing, Peoples R China
关键词
Single-cell RNA sequencing; Bulk RNA sequencing; Tumor microenvironment; Diagnostic and prognostic signatures; Immune infiltration; EXPRESSION; ATLAS;
D O I
10.1016/j.compbiomed.2023.107239
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Early diagnosis and prognostic predication of gastric cancer (GC) pose significant challenges in current clinical practice of GC treatments. Therefore, our aim was to explore relevant gene signatures that can predict the prognosis of GC patients.Methods: Here, we established a single-cell transcriptional atlas of GC, focusing on the expression of T-cell-related genes for cell-cell communication analysis, trajectory analysis, and transcription factor regulatory network analysis. Additionally, we conducted validation and prediction of immune-related prognostic gene signatures in GC patients using TCGA and GEO data. Based on these prognostic gene signatures, we predicted the immune infiltration status of GC patients by grouping the patient samples into high or low-risk groups.Results: Based on 10 tumor samples and corresponding normal samples from GC patients, we selected 18,416 cells for subsequent analysis using single-cell sequencing. From these, we identified 3,284 T-cells and obtained 641 differentially expressed genes related to T-cells from 5 different T-cell subtypes. By integrating bulk RNA sequencing data, we identified prognostic signatures associated with T-cells. Stratifying patients based on these prognostic signatures into high-risk or low-risk groups allowed us to effectively predict their survival rates and the immunoinfiltration status of the tumor microenvironment.Conclusion: This study explored prognostic gene signatures associated with T-cells in GC patients, providing insights into predicting patients' survival rates and immunoinfiltration levels.
引用
收藏
页数:15
相关论文
共 56 条
[1]  
Aibar S, 2017, NAT METHODS, V14, P1083, DOI [10.1038/nmeth.4463, 10.1038/NMETH.4463]
[2]   Reference-based analysis of lung single-cell sequencing reveals a transitional profibrotic macrophage [J].
Aran, Dvir ;
Looney, Agnieszka P. ;
Liu, Leqian ;
Wu, Esther ;
Fong, Valerie ;
Hsu, Austin ;
Chak, Suzanna ;
Naikawadi, Ram P. ;
Wolters, Paul J. ;
Abate, Adam R. ;
Butte, Atul J. ;
Bhattacharya, Mallar .
NATURE IMMUNOLOGY, 2019, 20 (02) :163-+
[3]   Comprehensive molecular characterization of gastric adenocarcinoma [J].
Bass, Adam J. ;
Thorsson, Vesteinn ;
Shmulevich, Ilya ;
Reynolds, Sheila M. ;
Miller, Michael ;
Bernard, Brady ;
Hinoue, Toshinori ;
Laird, Peter W. ;
Curtis, Christina ;
Shen, Hui ;
Weisenberger, Daniel J. ;
Schultz, Nikolaus ;
Shen, Ronglai ;
Weinhold, Nils ;
Keiser, David P. ;
Bowlby, Reanne ;
Sipahimalani, Payal ;
Cherniack, Andrew D. ;
Getz, Gad ;
Liu, Yingchun ;
Noble, Michael S. ;
Pedamallu, Chandra ;
Sougnez, Carrie ;
Taylor-Weiner, Amaro ;
Akbani, Rehan ;
Lee, Ju-Seog ;
Liu, Wenbin ;
Mills, Gordon B. ;
Yang, Da ;
Zhang, Wei ;
Pantazi, Angeliki ;
Parfenov, Michael ;
Gulley, Margaret ;
Piazuelo, M. Blanca ;
Schneider, Barbara G. ;
Kim, Jihun ;
Boussioutas, Alex ;
Sheth, Margi ;
Demchok, John A. ;
Rabkin, Charles S. ;
Willis, Joseph E. ;
Ng, Sam ;
Garman, Katherine ;
Beer, David G. ;
Pennathur, Arjun ;
Raphael, Benjamin J. ;
Wu, Hsin-Ta ;
Odze, Robert ;
Kim, Hark K. ;
Bowen, Jay .
NATURE, 2014, 513 (7517) :202-209
[4]   CD4+ T cell help in cancer immunology and immunotherapy [J].
Borst, Jannie ;
Ahrends, Tomasz ;
Babala, Nikolina ;
Melief, Cornelis J. M. ;
Kastenmueller, Wolfgang .
NATURE REVIEWS IMMUNOLOGY, 2018, 18 (10) :635-647
[5]   Integrating single-cell transcriptomic data across different conditions, technologies, and species [J].
Butler, Andrew ;
Hoffman, Paul ;
Smibert, Peter ;
Papalexi, Efthymia ;
Satija, Rahul .
NATURE BIOTECHNOLOGY, 2018, 36 (05) :411-+
[6]   Molecular classification of gastric cancer [J].
Chia, N. -Y. ;
Tan, P. .
ANNALS OF ONCOLOGY, 2016, 27 (05) :763-769
[7]   A comprehensive survey of genomic alterations in gastric cancer reveals systematic patterns of molecular exclusivity and co-occurrence among distinct therapeutic targets [J].
Deng, Niantao ;
Goh, Liang Kee ;
Wang, Hannah ;
Das, Kakoli ;
Tao, Jiong ;
Tan, Iain Beehuat ;
Zhang, Shenli ;
Lee, Minghui ;
Wu, Jeanie ;
Lim, Kiat Hon ;
Lei, Zhengdeng ;
Goh, Glenn ;
Lim, Qing-Yan ;
Tan, Angie Lay-Keng ;
Poh, Dianne Yu Sin ;
Riahi, Sudep ;
Bell, Sandra ;
Shi, Michael M. ;
Linnartz, Ronald ;
Zhu, Feng ;
Yeoh, Khay Guan ;
Toh, Han Chong ;
Yong, Wei Peng ;
Cheong, Hyun Cheol ;
Rha, Sun Young ;
Boussioutas, Alex ;
Grabsch, Heike ;
Rozen, Steve ;
Tan, Patrick .
GUT, 2012, 61 (05) :673-684
[8]   B Cell Function in the Tumor Microenvironment [J].
Downs-Canner, Stephanie M. ;
Meier, Jeremy ;
Vincent, Benjamin G. ;
Serody, Jonathan S. .
ANNUAL REVIEW OF IMMUNOLOGY, 2022, 40 :169-193
[9]   The global, regional, and national burden of stomach cancer in 195 countries, 1990-2017: a systematic analysis for the Global Burden of Disease study 2017 [J].
Etemadi, Arash ;
Safiri, Saeid ;
Sepanlou, Sadaf G. ;
Ikuta, Kevin ;
Bisignano, Catherine ;
Shakeri, Ramin ;
Amani, Mohammad ;
Fitzmaurice, Christina ;
Nixon, Molly R. ;
Abbasi, Nooshin ;
Abolhassani, Hassan ;
Advani, Shailesh M. ;
Afarideh, Mohsen ;
Akinyemiju, Tomi ;
Alam, Tahiya ;
Alikhani, Mahtab ;
Alipour, Vahid ;
Allen, Christine A. ;
Almasi-Hashiani, Amir ;
Arabloo, Jalal ;
Assadi, Reza ;
Atique, Suleman ;
Awasthi, Ashish ;
Bakhtiari, Ahad ;
Behzadifar, Masoud ;
Berhe, Kidanemaryam ;
Bhala, Neeraj ;
Bijani, Ali ;
Bin Sayeed, Muhammad Shahdaat ;
Bjorge, Tone ;
Borzi, Antonio M. ;
Braithwaite, Dejana ;
Brenner, Hermann ;
Carreras, Giulia ;
Carvalho, Felix ;
Castaneda-Orjuela, Carlos A. ;
Castro, Franz ;
Dinh-Toi Chu ;
Costa, Vera M. ;
Daryani, Ahmad ;
Davitoiu, Dragos Virgil ;
Demoz, Gebre T. ;
Demis, Asmamaw Bizuneh ;
Denova-Gutierrez, Edgar ;
Dey, Subhojit ;
Nasab, Mostafa Dianati ;
Djalalinia, Shirin ;
Emamian, Mohammad Hassan ;
Farahmand, Mohammad ;
Fernandes, Joao C. .
LANCET GASTROENTEROLOGY & HEPATOLOGY, 2020, 5 (01) :42-54
[10]   Cancer incidence and mortality patterns in Europe: Estimates for 40 countries and 25 major cancers in 2018 [J].
Ferlay, J. ;
Colombet, M. ;
Soerjomataram, I. ;
Dyba, T. ;
Randi, G. ;
Bettio, M. ;
Gavin, A. ;
Visser, O. ;
Bray, F. .
EUROPEAN JOURNAL OF CANCER, 2018, 103 :356-387