Integrating bulk, single-cell, and spatial transcriptomics to identify and functionally validate novel targets to enhance immunotherapy in NSCLC

被引:2
作者
Cao, Kui [1 ]
Wei, Shenshui [2 ]
Ma, Tianjiao [3 ]
Yang, Xinxin [4 ]
Wang, Yuning [2 ]
He, Xiangrong [2 ]
Lu, Mengdi [1 ]
Bai, Yuwen [1 ]
Qi, Cuicui [1 ]
Zhang, Luquan [1 ]
Li, Lijuan [1 ]
Meng, Hongxue [4 ]
Ma, Jianqun [1 ]
Zhu, Jinhong [2 ,5 ]
机构
[1] Harbin Med Univ, Canc Hosp, Dept Thorac Surg, Harbin, Heilongjiang, Peoples R China
[2] Harbin Med Univ, Canc Hosp, Dept Clin Lab, Harbin, Heilongjiang, Peoples R China
[3] Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Dept Cardiovasc Surg, Guangzhou, Peoples R China
[4] Harbin Med Univ, Canc Hosp, Dept Pathol, Harbin, Heilongjiang, Peoples R China
[5] Harbin Med Univ, Canc Hosp, Biobank, Harbin, Heilongjiang, Peoples R China
关键词
TUMOR AUTOPHAGY; ALPHA-TEA; DEATH; CANCER; EXPRESSION; IMPACT; NECROPTOSIS; METABOLISM; MECHANISMS; PROGNOSIS;
D O I
10.1038/s41698-025-00893-x
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Programmed cell deaths (PCDs) are crucial for tumor progression. By analyzing 18 PCDs, we generated a robust multigene signature, Combined Cell Death Index (CCDI), comprising necroptosis and autophagy genes for non-small cell lung cancer (NSCLC). The CCDI accurately stratified patients by survival prognosis and predicted immunotherapy responses. We validated CCDI and prioritized CCDI genes using five single-cell RNA sequencing and two spatial transcriptomics datasets. CCDI positively correlates with tumor malignancy, invasiveness, and immunotherapy resistance. Four necroptosis genes (PTGES3, MYO6, CCT6A, and CTSH) may affect cancer cell evolution. In vitro, CTSH overexpression or PTGES3 knockdown inhibited NSCLC cell proliferation and migration while inducing necroptosis with necrosome formation. Moreover, we observed diminished CTSH, heightened PTGES3, and low necroptosis activity in 12 pairs of NSCLC tumors and normal tissues. CTSH overexpression or PTGES3 knockdown induced necroptosis and improved anti-PD1 therapy efficiency in syngeneic cancer mouse models. These findings indicate necroptosis genes as potential therapeutic targets in cancer treatments.
引用
收藏
页数:22
相关论文
共 111 条
[1]   Vaccination with Necroptotic Cancer Cells Induces Efficient Anti-tumor Immunity [J].
Aaes, Tania Love ;
Kaczmarek, Agnieszka ;
Delvaeye, Tinneke ;
De Craene, Bram ;
De Koker, Stefaan ;
Heyndrickx, Liesbeth ;
Delrue, Iris ;
Taminau, Joachim ;
Wiernicki, Bartosz ;
De Groote, Philippe ;
Garg, Abhishek D. ;
Leybaert, Luc ;
Grooten, Johan ;
Bertrand, Mathieu J. M. ;
Agostinis, Patrizia ;
Berx, Geert ;
Declercq, Wim ;
Vandenabeele, Peter ;
Krysko, Dmitri V. .
CELL REPORTS, 2016, 15 (02) :274-287
[2]   Targeting immunogenic cell death in cancer [J].
Ahmed, Asma ;
Tait, Stephen W. G. .
MOLECULAR ONCOLOGY, 2020, 14 (12) :2994-3006
[3]   Model selection for ecologists: the worldviews of AIC and BIC [J].
Aho, Ken ;
Derryberry, DeWayne ;
Peterson, Teri .
ECOLOGY, 2014, 95 (03) :631-636
[4]   Lysosomal cell death at a glance [J].
Aits, Sonja ;
Jaattela, Marja .
JOURNAL OF CELL SCIENCE, 2013, 126 (09) :1905-1912
[5]   Prospective transGEICAM study of the impact of the 21-gene Recurrence Score assay and traditional clinicopathological factors on adjuvant clinical decision making in women with estrogen receptor-positive (ER plus ) node-negative breast cancer [J].
Albanell, J. ;
Gonzalez, A. ;
Ruiz-Borrego, M. ;
Alba, E. ;
Garcia-Saenz, J. A. ;
Corominas, J. M. ;
Burgues, O. ;
Furio, V. ;
Rojo, A. ;
Palacios, J. ;
Bermejo, B. ;
Martinez-Garcia, M. ;
Limon, M. L. ;
Munoz, A. S. ;
Martin, M. ;
Tusquets, I. ;
Rojo, F. ;
Colomer, R. ;
Faull, I. ;
Lluch, A. .
ANNALS OF ONCOLOGY, 2012, 23 (03) :625-631
[6]  
[Anonymous], **DATA OBJECT**
[7]  
[Anonymous], **DATA OBJECT**
[8]   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-+
[9]   xCell: digitally portraying the tissue cellular heterogeneity landscape [J].
Aran, Dvir ;
Hu, Zicheng ;
Butte, Atul J. .
GENOME BIOLOGY, 2017, 18
[10]   The Intratumoral Balance between Metabolic and Immunologic Gene Expression Is Associated with Anti-PD-1 Response in Patients with Renal Cell Carcinoma [J].
Ascierto, Maria Libera ;
McMiller, Tracee L. ;
Berger, Alan E. ;
Danilova, Ludmila ;
Anders, Robert A. ;
Netto, George J. ;
Xu, Haiying ;
Pritchard, Theresa S. ;
Fan, Jinshui ;
Cheadle, Chris ;
Cope, Leslie ;
Drake, Charles G. ;
Pardoll, Drew M. ;
Taube, Janis M. ;
Topalian, Suzanne L. .
CANCER IMMUNOLOGY RESEARCH, 2016, 4 (09) :726-733