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Zhou D, Cui Y, Zhu M, Lin Y, Guo J, Li Y, Zhang J, Wu Z, Guo J, Chen Y, Liang W, Lin W, Lei K, Zhao T, You Q. Characterization of immunogenic cell death regulators predicts survival and immunotherapy response in lung adenocarcinoma. Life Sci 2024; 338:122396. [PMID: 38171413 DOI: 10.1016/j.lfs.2023.122396] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2023] [Revised: 12/09/2023] [Accepted: 12/27/2023] [Indexed: 01/05/2024]
Abstract
Lung adenocarcinoma (LUAD) is highly lethal tumor; understanding immune response is crucial for current effective treatment. Research investigated immunogenic cell death (ICD) impact on LUAD through 75 ICD-related genes which encompass cell damage, endoplasmic reticulum stress, microenvironment, and immunity. Transcriptome data and clinical info were analyzed, revealing two ICD-related clusters: B, an immune osmotic subgroup, had better prognosis, stronger immune signaling, and higher infiltration, while A represented an immune-deficient subgroup. Univariate Cox analysis identified six prognostic genes (AGER, CD69, CD83, CLEC9A, CTLA4, and NT5E), forming a validated risk score model. It was validated across datasets, showing predictive performance. High-risk group had unfavorable prognosis, lower immune infiltration, and higher chemotherapy sensitivity. Conversely, low-risk group had better prognosis, higher immune infiltration, and favorable immunotherapy response. The key gene NT5E was examined via immunohistochemistry, with higher expression linked to poorer prognosis. NT5E was predominantly expressed in B cells, fibroblasts, and endothelial cells, correlated with immune checkpoints. These outcomes suggest that NT5E can serve as a LUAD therapeutic target. The study highlights gene predictive value, offers an efficient tumor assessment tool, guides clinical treatment strategies, and identifies NT5E as therapeutic target for LUAD.
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Affiliation(s)
- Desheng Zhou
- Affiliated Cancer Hospital & Institute, Guangzhou Medical University, Guangzhou 510095, China; Center for Cancer and Immunology Research, State Key Laboratory of Respiratory Disease, Guangzhou, China
| | - Yachao Cui
- Affiliated Cancer Hospital & Institute, Guangzhou Medical University, Guangzhou 510095, China; Center for Cancer and Immunology Research, State Key Laboratory of Respiratory Disease, Guangzhou, China
| | - Minggao Zhu
- Department of Intensive Care Unit, The First Affiliated Hospital of Jinan University, Guangzhou, Guangdong, China
| | - Yunen Lin
- Affiliated Cancer Hospital & Institute, Guangzhou Medical University, Guangzhou 510095, China
| | - Jing Guo
- Affiliated Cancer Hospital & Institute, Guangzhou Medical University, Guangzhou 510095, China; Center for Cancer and Immunology Research, State Key Laboratory of Respiratory Disease, Guangzhou, China
| | - Yingchang Li
- Affiliated Cancer Hospital & Institute, Guangzhou Medical University, Guangzhou 510095, China; Center for Cancer and Immunology Research, State Key Laboratory of Respiratory Disease, Guangzhou, China
| | - Junwei Zhang
- Affiliated Cancer Hospital & Institute, Guangzhou Medical University, Guangzhou 510095, China; Center for Cancer and Immunology Research, State Key Laboratory of Respiratory Disease, Guangzhou, China
| | - Zhenpeng Wu
- Affiliated Cancer Hospital & Institute, Guangzhou Medical University, Guangzhou 510095, China; Center for Cancer and Immunology Research, State Key Laboratory of Respiratory Disease, Guangzhou, China
| | - Jie Guo
- Affiliated Cancer Hospital & Institute, Guangzhou Medical University, Guangzhou 510095, China; Center for Cancer and Immunology Research, State Key Laboratory of Respiratory Disease, Guangzhou, China
| | - Yongzhen Chen
- The Second Affiliated Hospital of Nanjing Medical University, Nanjing 210011, China
| | - Wendi Liang
- Affiliated Cancer Hospital & Institute, Guangzhou Medical University, Guangzhou 510095, China; Center for Cancer and Immunology Research, State Key Laboratory of Respiratory Disease, Guangzhou, China
| | - Weiqi Lin
- Affiliated Cancer Hospital & Institute, Guangzhou Medical University, Guangzhou 510095, China; Center for Cancer and Immunology Research, State Key Laboratory of Respiratory Disease, Guangzhou, China
| | - Kefan Lei
- Affiliated Cancer Hospital & Institute, Guangzhou Medical University, Guangzhou 510095, China; Center for Cancer and Immunology Research, State Key Laboratory of Respiratory Disease, Guangzhou, China
| | - Ting Zhao
- Department of Medical Oncology, Fudan University Shanghai Cancer Center, Shanghai 200032, China.
| | - Qiang You
- Affiliated Cancer Hospital & Institute, Guangzhou Medical University, Guangzhou 510095, China; Center for Cancer and Immunology Research, State Key Laboratory of Respiratory Disease, Guangzhou, China; The Second Affiliated Hospital of Nanjing Medical University, Nanjing 210011, China.
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Cao K, Zhu J, Lu M, Zhang J, Yang Y, Ling X, Zhang L, Qi C, Wei S, Zhang Y, Ma J. Analysis of multiple programmed cell death-related prognostic genes and functional validations of necroptosis-associated genes in oesophageal squamous cell carcinoma. EBioMedicine 2024; 99:104920. [PMID: 38101299 PMCID: PMC10733113 DOI: 10.1016/j.ebiom.2023.104920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Revised: 11/24/2023] [Accepted: 12/01/2023] [Indexed: 12/17/2023] Open
Abstract
BACKGROUND Oesophageal squamous cell carcinoma (ESCC) is a lethal malignancy. Immune checkpoint inhibitors (ICIs) showed great clinical benefits for patients with ESCC. We aimed to construct a model predicting prognosis and response to ICIs by integrating diverse programmed cell death (PCD) forms. METHODS Genes related to 14 PCDs were collected to generate multi-gene signatures, including apoptosis, necroptosis, pyroptosis, ferroptosis, and cuproptosis. Bulk and single-cell RNA transcriptome datasets were used to develop and validate the model. We assessed the functions of two necroptosis-related genes in ESCC cells by Western blot, co-immunoprecipitation (Co-IP), LDH release assay, CCK-8, and migration assay, followed by immunohistochemistry (IHC) staining on samples of patients with ESCC (n = 67). FINDINGS We built and validated a 16-gene prognostic combined cell death index (CCDI) by combining immunogenic cell death (ICD) and necroptosis signatures. The CCDI could also predict response to ICIs in cancer, as shown by Tumour Immune Dysfunction and Exclusion (TIDE) analysis, confirmed in four independent ICI clinical trials. Trajectory analysis revealed that HOOK1 and CUL4A might affect ESCC cell fate. We found that HOOK1 induced necroptosis and inhibited the proliferation and migration of ESCC cells, while CUL4A exhibited the opposite effects. Co-IP assay confirmed that HOOK1 and CUL4A promoted and reduced necrosome formation in ESCC cells. Data from patients with ESCC further supported that HOOK1 and CUL4A might be a tumour suppressor and oncogene, respectively. INTERPRETATION We constructed a CCDI model with potential in predicting prognosis and response to ICIs in cancer. HOOK1 and CUL4A in the CCDI model are crucial prognostic biomarkers in ESCC. FUNDING The Natural Science Foundation of China [82172786], The National Cancer Center Climbing Fund of China [NCC201908B06], The Natural Science Foundation of Heilongjiang Province [LH2021H077].
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Affiliation(s)
- Kui Cao
- Department of Thoracic Surgery, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, Heilongjiang, China
| | - Jinhong Zhu
- Biobank, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, Heilongjiang, China; Department of Clinical Laboratory, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, Heilongjiang, China
| | - Mengdi Lu
- Department of Thoracic Surgery, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, Heilongjiang, China
| | - Jinfeng Zhang
- Department of Thoracic Surgery, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, Heilongjiang, China
| | - Yingnan Yang
- Department of Thoracic Surgery, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, Heilongjiang, China
| | - Xiaodong Ling
- Department of Thoracic Surgery, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, Heilongjiang, China
| | - Luquan Zhang
- Department of Thoracic Surgery, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, Heilongjiang, China
| | - Cuicui Qi
- Department of Thoracic Surgery, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, Heilongjiang, China
| | - Shenshui Wei
- Biobank, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, Heilongjiang, China
| | - Yanqiao Zhang
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, Heilongjiang, China; Clinical Research Center for Colorectal Cancer in Heilongjiang, Harbin, China; Key Laboratories of Tumor Immunology in Heilongjiang, Harbin, China; Translational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, China.
| | - Jianqun Ma
- Department of Thoracic Surgery, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, Heilongjiang, China.
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Zhou Y, Gao W, Xu Y, Wang J, Wang X, Shan L, Du L, Sun Q, Li H, Liu F. Implications of different cell death patterns for prognosis and immunity in lung adenocarcinoma. NPJ Precis Oncol 2023; 7:121. [PMID: 37968457 PMCID: PMC10651893 DOI: 10.1038/s41698-023-00456-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Accepted: 09/26/2023] [Indexed: 11/17/2023] Open
Abstract
In recent years, lung adenocarcinoma (LUAD) has become a focus of attention due to its low response to treatment, poor prognosis, and lack of reliable indicators to predict the progression or therapeutic effect of LUAD. Different cell death patterns play a crucial role in tumor development and are promising for predicting LUAD prognosis. From the TCGA and GEO databases, we obtained bulk transcriptomes, single-cell transcriptomes, and clinical information. Genes in 15 types of cell death were analyzed for cell death index (CDI) signature establishment. The CDI signature using necroptosis + immunologic cell death-related genes was established in the TCGA cohort with the 1-, 2-, 3-, 4- and 5-year AUC values were 0.772, 0.736, 0.723, 0.795, and 0.743, respectively. The prognosis was significantly better in the low CDI group than in the high CDI group. We also investigated the relationship between the CDI signature and clinical variables, published prognosis biomarkers, immune cell infiltration, functional enrichment pathways, and immunity biomarkers. In vitro assay showed that HNRNPF and FGF2 promoted lung cancer cell proliferation and migration and were also involved in cell death. Therefore, as a robust prognosis biomarker, CDI signatures can screen for patients who might benefit from immunotherapy and improve diagnostic accuracy and LUAD patient outcomes.
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Affiliation(s)
- Yang Zhou
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, 150081, Harbin, China
| | - Weitong Gao
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, 150081, Harbin, China
| | - Yu Xu
- College of Resources and Environment, Northeast Agricultural University, 150030, Harbin, China
| | - Jiale Wang
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, 150081, Harbin, China
| | - Xueying Wang
- Department of Otolaryngology Head and Neck Surgery, Xiangya Hospital, Central South University, 410008, Changsha, China
| | - Liying Shan
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, 150081, Harbin, China
| | - Lijuan Du
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, 150081, Harbin, China
| | - Qingyu Sun
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, 150081, Harbin, China
| | - Hongyan Li
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, 150081, Harbin, China
| | - Fang Liu
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, 150081, Harbin, China.
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Li P, Wang W, Wang S, Cao G, Pan T, Huang Y, Wan H, Zhang W, Huang Y, Jin H, Wang Z. PTPRC promoted CD8+ T cell mediated tumor immunity and drug sensitivity in breast cancer: based on pan-cancer analysis and artificial intelligence modeling of immunogenic cell death-based drug sensitivity stratification. Front Immunol 2023; 14:1145481. [PMID: 37388747 PMCID: PMC10302730 DOI: 10.3389/fimmu.2023.1145481] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Accepted: 05/22/2023] [Indexed: 07/01/2023] Open
Abstract
Background Immunogenic cell death (ICD) is a result of immune cell infiltration (ICI)-mediated cell death, which is also a novel acknowledgment to regulate cellular stressor-mediated cell death, including drug therapy and radiotherapy. Methods In this study, TCGA and GEO data cohorts were put into artificial intelligence (AI) to identify ICD subtypes, and in vitro experiments were performed. Results Gene expression, prognosis, tumor immunity, and drug sensitivity showed significance among ICD subgroups, Besides, a 14-gene-based AI model was able to represent the genome-based drug sensitivity prediction, which was further verified in clinical trials. Network analysis revealed that PTPRC was the pivotal gene in regulating drug sensitivity by regulating CD8+ T cell infiltration. Through in vitro experiments, intracellular down-regulation of PTPRC enhanced paclitaxel tolerance in triple breast cancer (TNBC) cell lines. Meanwhile, the expression level of PTPRC was positively correlated with CD8+ T cell infiltration. Furthermore, the down-regulation of PTPRC increased the level of TNBC-derived PD-L1 and IL2. Discussion ICD-based subtype clustering of pan-cancer was helpful to evaluate chemotherapy sensitivity and immune cell infiltration, and PTPRC was a potential target to against drug resistance of breast cancer.
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Affiliation(s)
- Pengping Li
- Department of Thyroid & Breast Surgery, The First People’s Hospital of Xiaoshan District, Xiaoshan Affiliated Hospital of Wenzhou Medical University, Hangzhou, Zhejiang, China
| | - Wei Wang
- Department of Oncology, The Second Affiliated Hospital of Bengbu Medical College, Anhui, China
| | - Shaowen Wang
- Neuromedicine Center, The University of Hong Kong-Shenzhen Hospital, Shenzhen, Guangdong, China
| | - Guodong Cao
- The Department of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Tonghe Pan
- The Department of Ningbo Eye Hospital, Affiliated to Wenzhou Medical University, Ningbo, Zhejiang, China
| | - Yuqing Huang
- Department of Thyroid & Breast Surgery, The First People’s Hospital of Xiaoshan District, Xiaoshan Affiliated Hospital of Wenzhou Medical University, Hangzhou, Zhejiang, China
| | - Hong Wan
- The Department of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
- Anhui Public Health Clinical Center, The Fourth Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Weijun Zhang
- Department of Thyroid & Breast Surgery, The First People’s Hospital of Xiaoshan District, Xiaoshan Affiliated Hospital of Wenzhou Medical University, Hangzhou, Zhejiang, China
| | - Yate Huang
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Haigang Jin
- Department of Thyroid & Breast Surgery, The First People’s Hospital of Xiaoshan District, Xiaoshan Affiliated Hospital of Wenzhou Medical University, Hangzhou, Zhejiang, China
| | - Zhenyu Wang
- Department of Thyroid & Breast Surgery, The First People’s Hospital of Xiaoshan District, Xiaoshan Affiliated Hospital of Wenzhou Medical University, Hangzhou, Zhejiang, China
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