Integrated analysis of single-cell RNA-seq and bulk RNA-seq reveals immune suppression subtypes and establishes a novel signature for determining the prognosis in lung adenocarcinoma

被引:8
作者
Mao, Shengqiang [1 ]
Wang, Yilong [1 ]
Chao, Ningning [1 ]
Zeng, Lingyan [1 ]
Zhang, Li [1 ]
机构
[1] Sichuan Univ, Precis Med Key Lab Sichuan Prov, Frontiers Sci Ctr Dis Related Mol Network, Ctr Precis Med,West China Hosp,Dept Resp & Crit Ca, Chengdu, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
Lung adenocarcinoma; Single-cell RNA sequencing; Immunosuppressive tumor microenvironment; CDC25C; PROGRESSION; IDENTIFICATION; MACROPHAGES; GENES;
D O I
10.1007/s13402-024-00948-4
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
BackgroundLung adenocarcinoma (LUAD) is the most common histological type of lung cancer with lower survival rates. Recent advancements in targeted therapies and immunotherapies targeting immune checkpoints have achieved remarkable success, there is still a large percentage of LUAD that lacks available therapeutic options. Due to tumor heterogeneity, the diagnosis and treatment of LUAD are challenging. Exploring the biology of LUAD and identifying new biomarker and therapeutic targets options are essential.MethodWe performed single-cell RNA sequencing (scRNA-seq) of 6 paired primary and adjacent LUAD tissues, and integrative omics analysis of the scRNA-seq, bulk RNA-seq and whole-exome sequencing data revealed molecular subtype characteristics. Our experimental results confirm that CDC25C gene can serve as a potential marker for poor prognosis in LUAD.ResultsWe investigated aberrant gene expression in diverse cell types in LUAD via the scRNA-seq data. Moreover, multi-omics clustering revealed four subgroups defined by transcriptional profile and molecular subtype 4 (MS4) with poor survival probability, and immune cell infiltration signatures revealed that MS4 tended to be the immunosuppressive subtype. Our study revealed that the CDC25C gene can be a distinct prognostic biomarker that indicates immune infiltration levels and response to immunotherapy in LUAD patients. Our experimental results concluded that CDC25C expression affects lung cancer cell invasion and migration, might play a key role in regulating Epithelial-Mesenchymal Transition (EMT) pathways.ConclusionsOur multi-omics result revealed a comprehensive set of molecular attributes associated with prognosis-related genes in LUAD at the cellular and tissue level. Identification of a subtype of immunosuppressive TME and prognostic signature for LUAD. We identified the cell cycle regulation gene CDC25C affects lung cancer cell invasion and migration, which can be used as a potential biomarker for LUAD.
引用
收藏
页码:1697 / 1713
页数:17
相关论文
共 53 条
[1]   CDC25B and CDC25C overexpression in nonmelanoma skin cancer suppresses cell death [J].
Al-Matouq, Jenan ;
Holmes, Thomas R. ;
Hansen, Laura A. .
MOLECULAR CARCINOGENESIS, 2019, 58 (09) :1691-1700
[2]   Let's work together [J].
不详 .
NATURE REVIEWS EARTH & ENVIRONMENT, 2020, 1 (01) :1-1
[3]   Genomic landscape of lung adenocarcinoma in East Asians [J].
Chen, Jianbin ;
Yang, Hechuan ;
Teo, Audrey Su Min ;
Amer, Lidyana Bte ;
Sherbaf, Faranak Ghazi ;
Tan, Chu Quan ;
Alvarez, Jacob Josiah Santiago ;
Lu, Bingxin ;
Lim, Jia Qi ;
Takano, Angela ;
Nahar, Rahul ;
Lee, Yin Yeng ;
Phual, Cheryl Zi Jin ;
Chua, Khi Pin ;
Suteja, Lisda ;
Chen, Pauline Jieqi ;
Chang, Mei Mei ;
Koh, Tina Puay Theng ;
Ong, Boon-Hean ;
Anantham, Devanand ;
Hsu, Anne Ann Ling ;
Gogna, Apoorva ;
Too, Chow Wei ;
Aung, Zaw Win ;
Lee, Yi Fei ;
Wang, Lanying ;
Lim, Tony Kiat Hon ;
Wilm, Andreas ;
Choi, Poh Sum ;
Ng, Poh Yong ;
Toh, Chee Keong ;
Lim, Wan-Teck ;
Ma, Siming ;
Lim, Bing ;
Liu, Jin ;
Tam, Wai Leong ;
Skanderup, Anders Jacobsen ;
Yeong, Joe Poh Sheng ;
Tan, Eng-Huat ;
Creasy, Caretha L. ;
Tan, Daniel Shao Weng ;
Hillmer, Axel M. ;
Zhai, Weiwei .
NATURE GENETICS, 2020, 52 (02) :177-+
[4]   Heterogeneity of tumor microenvironment is associated with clinical prognosis of non-clear cell renal cell carcinoma: a single-cell genomics study [J].
Chen, Wen-jin ;
Cao, Hao ;
Cao, Jian-wei ;
Zuo, Li ;
Qu, Fa-jun ;
Xu, Da ;
Zhang, Hao ;
Gong, Hai-yi ;
Chen, Jia-xin ;
Ye, Jian-qing ;
Gan, Si-shun ;
Zhou, Wang ;
Zhu, Da-wei ;
Pan, Xiu-Wu ;
Cui, Xin-gang .
CELL DEATH & DISEASE, 2022, 13 (01)
[5]   Lineage factors and differentiation states in lung cancer progression [J].
Cheung, W. K. C. ;
Nguyen, D. X. .
ONCOGENE, 2015, 34 (47) :5771-5780
[6]   The dual specificity phosphatase cdc25C is a direct target for transcriptional repression by the tumor suppressor p53 [J].
Clair, Selvon St. ;
Manfredi, James J. .
CELL CYCLE, 2006, 5 (07) :709-713
[7]   The Epithelial-Mesenchymal Transition at the Crossroads between Metabolism and Tumor Progression [J].
Fedele, Monica ;
Sgarra, Riccardo ;
Battista, Sabrina ;
Cerchia, Laura ;
Manfioletti, Guidalberto .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2022, 23 (02)
[8]   Patient-derived organoids and orthotopic xenografts of primary and recurrent gliomas represent relevant patient avatars for precision oncology [J].
Golebiewska, Anna ;
Hau, Ann-Christin ;
Oudin, Anais ;
Stieber, Daniel ;
Yabo, Yahaya A. ;
Baus, Virginie ;
Barthelemy, Vanessa ;
Klein, Eliane ;
Bougnaud, Sebastien ;
Keunen, Olivier ;
Wantz, May ;
Michelucci, Alessandro ;
Neirinckx, Virginie ;
Muller, Arnaud ;
Kaoma, Tony ;
Nazarov, Petr, V ;
Azuaje, Francisco ;
De Falco, Alfonso ;
Flies, Ben ;
Richart, Lorraine ;
Poovathingal, Suresh ;
Arns, Thais ;
Grzyb, Kamil ;
Mock, Andreas ;
Herold-Mende, Christel ;
Steino, Anne ;
Brown, Dennis ;
May, Patrick ;
Miletic, Hrvoje ;
Malta, Tathiane M. ;
Noushmehr, Houtan ;
Kwon, Yong-Jun ;
Jahn, Winnie ;
Klink, Barbara ;
Tanner, Georgette ;
Stead, Lucy F. ;
Mittelbronn, Michel ;
Skupin, Alexander ;
Hertel, Frank ;
Bjerkvig, Rolf ;
Niclou, Simone P. .
ACTA NEUROPATHOLOGICA, 2020, 140 (06) :919-949
[9]   Tumor Functional Heterogeneity Unraveled by scRNA-seq Technologies [J].
Gonzalez-Silva, Laura ;
Quevedo, Laura ;
Varela, Ignacio .
TRENDS IN CANCER, 2020, 6 (01) :13-19
[10]   Global characterization of T cells in non-small-cell lung cancer by single-cell sequencing [J].
Guo, Xinyi ;
Zhang, Yuanyuan ;
Zheng, Liangtao ;
Zheng, Chunhong ;
Song, Jintao ;
Zhang, Qiming ;
Kang, Boxi ;
Liu, Zhouzerui ;
Jin, Liang ;
Xing, Rui ;
Gao, Ranran ;
Zhang, Lei ;
Dong, Minghui ;
Hu, Xueda ;
Ren, Xianwen ;
Kirchhoff, Dennis ;
Roider, Helge Gottfried ;
Yan, Tiansheng ;
Zhang, Zemin .
NATURE MEDICINE, 2018, 24 (07) :978-+