Single-cell dissection reveals the role of aggrephagy patterns in tumor microenvironment components aiding predicting prognosis and immunotherapy on lung adenocarcinoma

被引:0
|
作者
Sun, Xinti [1 ]
Meng, Fei [1 ]
Nong, Minyu [2 ]
Fang, Hao [1 ]
Lu, Chenglu [3 ]
Wang, Yan [1 ]
Zhang, Peng [1 ]
机构
[1] Tianjin Med Univ Gen Hosp, Dept Cardiothorac Surg, Tianjin 300052, Peoples R China
[2] Youjiang Med Univ Nationalities, Sch Clin Med, Baise, Guangxi, Peoples R China
[3] Tianjin Med Univ Canc Inst & Hosp, Dept Pathol, Tianjin, Peoples R China
来源
AGING-US | 2023年 / 15卷 / 23期
关键词
aggrephagy; lung cancer; bioinformatics; tumor microenvironment; scRNA; CANCER; AUTOPHAGY; RECONSTRUCTION; HETEROGENEITY; PROLIFERATION; INFILTRATION; MACROPHAGES; PROGRESSION; MICROARRAY; GENERATION;
D O I
暂无
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Background: Lung adenocarcinoma (LUAD) is one of the leading malignant cancers. Aggrephagy plays a critical role in key genetic events for various cancers; yet, how aggrephagy functions within the tumor microenvironment (TME) in LUAD remains to be elucidated. Methods: In this study, by sequential non-negative matrix factorization (NMF) algorithm, pseudotime analysis, cell-cell interaction analysis, and SCENIC analysis, we have shown that aggrephagy genes demonstrated various patterns among different cell types in LUAD TME. LUAD and Immunotherapy cohorts from public repository were used to determine the prognosis and immune response of aggrephagy TME subtypes. The aggrephagydeprived prognostic score (ADPS) was quantified based on machine learning algorithms. Results: The cancer-associated fibroblasts (CAFs), tumor-associated macrophages (TAMs), and CD8+ T cells have various aggrephagy patterns, which enhance the intensity of intercellular communication and transcription factor activation. Furthermore, based on the signatures of the newly defined aggrephagy cell subtypes and expression profiles of large cohorts in LUAD patients, we determine that DYNC1I2+CAF-C1, DYNLL1+CAF-C2, PARK7+CAF-C3, VIM+Mac-C1, PARK7+Mac-C2, VIM+CD8+T_cells-C1, UBA52+CD8+T_cells-C2, TUBA4A+CD8+T_ cells-C3, and TUBA1A+CD8+T_cells-C4 are crucial prognostic factors for LUAD patients. The developed ADPS could predict survival outcomes and immunotherapeutic response across ten cohorts (n = 1838), and patients with low ADPS owned a better prognosis, lower genomic alterations, and are more sensitive to immunotherapy. Meanwhile, based on PRISM, CTRP, and CMAP databases, PLK inhibitor BI-2536, may be a potential agent for patients with high ADPS. Conclusions: Taken together, our novel and systematic single-cell analysis has revealed the unique role of aggrephagy in remodeling the TME of LUAD. As a newly demonstrated biomarker, the ADPS facilitates the clinical management and individualized treatment of LUAD.
引用
收藏
页码:14333 / 14371
页数:39
相关论文
共 50 条
  • [1] Single-cell sequencing reveals the role of aggrephagy-related patterns in tumor microenvironment, prognosis and immunotherapy in endometrial cancer
    Yuan, Yuquan
    Ren, Chunyan
    Shu, Jin
    Zhu, Keyang
    Li, Ganghui
    Liu, Bao
    Huang, Jianrong
    Huang, Yinde
    Zhao, Chengzhi
    FRONTIERS IN ONCOLOGY, 2025, 15
  • [2] Single-cell dissection reveals the role of DNA damage response patterns in tumor microenvironment components contributing to colorectal cancer progression and immunotherapy
    Shen, Xin
    Mo, Shaocong
    Wang, Yulin
    Lin, Lingxi
    Liu, YunPeng
    Weng, Meilin
    Gu, Wenchao
    Nakajima, Takahito
    GENES TO CELLS, 2023, 28 (05) : 348 - 363
  • [3] Aggrephagy-related patterns in tumor microenvironment, prognosis, and immunotherapy for acute myeloid leukemia: a comprehensive single-cell RNA sequencing analysis
    Pan, Yan
    Wang, Yingjian
    Hu, Mengsi
    Xu, Shoufang
    Jiang, Feiyu
    Han, Yetao
    Chen, Fangjian
    Liu, Zhiwei
    FRONTIERS IN ONCOLOGY, 2023, 13
  • [4] Single-cell aggrephagy-related patterns facilitate tumor microenvironment intercellular communication, influencing osteosarcoma progression and prognosis
    Jiang, Yunsheng
    Ning, Yun
    Cheng, Shidi
    Huang, Yinde
    Deng, Muhai
    Chen, Cheng
    APOPTOSIS, 2024, 29 (3-4) : 521 - 535
  • [5] Single-cell aggrephagy-related patterns facilitate tumor microenvironment intercellular communication, influencing osteosarcoma progression and prognosis
    Yunsheng Jiang
    Yun Ning
    Shidi Cheng
    Yinde Huang
    Muhai Deng
    Cheng Chen
    Apoptosis, 2024, 29 : 521 - 535
  • [6] Tumor Microenvironment Landscape in Lung Adenocarcinoma by Single-Cell Sequencing
    Ku, B. M.
    Jung, H. A.
    Sun, J.
    Lee, S.
    Ahn, J. S.
    Park, K.
    Ahn, M.
    JOURNAL OF THORACIC ONCOLOGY, 2019, 14 (10) : S440 - S441
  • [7] Single-cell RNA sequencing reveals distinct tumor microenvironmental patterns in lung adenocarcinoma
    Philip Bischoff
    Alexandra Trinks
    Benedikt Obermayer
    Jan Patrick Pett
    Jennifer Wiederspahn
    Florian Uhlitz
    Xizi Liang
    Annika Lehmann
    Philipp Jurmeister
    Aron Elsner
    Tomasz Dziodzio
    Jens-Carsten Rückert
    Jens Neudecker
    Christine Falk
    Dieter Beule
    Christine Sers
    Markus Morkel
    David Horst
    Nils Blüthgen
    Frederick Klauschen
    Oncogene, 2021, 40 : 6748 - 6758
  • [8] Single-cell RNA sequencing reveals distinct tumor microenvironmental patterns in lung adenocarcinoma
    Bischoff, Philip
    Trinks, Alexandra
    Obermayer, Benedikt
    Pett, Jan Patrick
    Wiederspahn, Jennifer
    Uhlitz, Florian
    Liang, Xizi
    Lehmann, Annika
    Jurmeister, Philipp
    Elsner, Aron
    Dziodzio, Tomasz
    Rueckert, Jens-Carsten
    Neudecker, Jens
    Falk, Christine
    Beule, Dieter
    Sers, Christine
    Morkel, Markus
    Horst, David
    Bluethgen, Nils
    Klauschen, Frederick
    ONCOGENE, 2021, 40 (50) : 6748 - 6758
  • [9] Comparative analysis of single-cell transcriptome reveals heterogeneity in the tumor microenvironment of lung adenocarcinoma and brain metastases
    Liang, Jialu
    Liang, Ruihao
    Lei, Kai
    Huang, Jing
    Lin, Huayue
    Wang, Minghui
    DISCOVER ONCOLOGY, 2023, 14 (01)
  • [10] Comparative analysis of single-cell transcriptome reveals heterogeneity in the tumor microenvironment of lung adenocarcinoma and brain metastases
    Jialu Liang
    Ruihao Liang
    Kai Lei
    Jing Huang
    Huayue Lin
    Minghui Wang
    Discover Oncology, 14