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Ma Y, Li J, Xiong C, Sun X, Shen T. Development of a prognostic model for NSCLC based on differential genes in tumour stem cells. Sci Rep 2024; 14:20938. [PMID: 39251710 PMCID: PMC11383933 DOI: 10.1038/s41598-024-71317-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2024] [Accepted: 08/27/2024] [Indexed: 09/11/2024] Open
Abstract
Non-small cell lung cancer (NSCLC) constitutes a significant portion of lung cancers and cytotoxic drugs (e.g. cisplatin) are currently the first-line treatment. However, NSCLC has developed resistance to this drug, which limits the therapeutic effect and thus affects prognosis. NSCLC sc-RNA-seq data were downloaded from the GEO database and Ku Leuven Laboratory for Functional Epigenetics, and bulk RNA-seq data were obtained from the TCGA database. The "Seurat" package was employed for scRNA-seq data processing, and the uniform manifold approximation and projection (UMAP) were applied for downscaling and cluster identification. Use the FindAllMarkers function to find differential genes (DEGs) for tumor stem cells. Then, we performed univariate regression analyses on the DEGs to identify potential prognostic genes. We created a machine learning framework based on potential prognostic genes, which combines 10 machine learning methods and their 101 combinations to get the optimal prognostic risk model. The model was evaluated in the training set and validation set. A nomogram was developed to provide physicians with a quantitative tool for prognosis prediction. Finally, we evaluated the expression and functionality of SLC2A1. We discovered 22 cell clusters containing 218379 cells by examining single-cell RNA sequencing datasets (GSE148071, KU_lom, GSE131907, GSE136246, GSE127465). Tumour cells were isolated for subpopulation analysis and 162 differential genes from SOX2_cancer were obtained. After univariate Cox analysis, we found 23 genes with prognostic potential prognostic value and utilized them to develop 101‑combination machine learning computational framework. We eventually picked the best performing 'StepCox[both] + RSF', which includes 8 genes. The model has a relatively high prediction accuracy in both TCGA and GEO datasets. In in vitro investigations, targeted suppression of the SLC2A1 gene resulted in significant reductions in proliferation, invasion and migration in A549 cells. In addition, a significant reduction in cisplatin resistance was seen in A549/DDP cells. The outcomes demonstrated the precision and credibility of the prognostic model for NSCLC, highlighting its potential significance in the treatment and prognosis of individuals affected by this disease. SLC2A1 may become a promising prognostic marker and a potential therapeutic target, offering valuable insights to inform clinical treatment decisions.
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Affiliation(s)
- Yuqi Ma
- School of Basic Medical Sciences, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Jiawei Li
- School of Basic Medical Sciences, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Chunping Xiong
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Xiaoluo Sun
- School of Basic Medical Sciences, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Tao Shen
- School of Basic Medical Sciences, Chengdu University of Traditional Chinese Medicine, Chengdu, China.
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Chen X, Sandrine IK, Yang M, Tu J, Yuan X. MUC1 and MUC16: critical for immune modulation in cancer therapeutics. Front Immunol 2024; 15:1356913. [PMID: 38361923 PMCID: PMC10867145 DOI: 10.3389/fimmu.2024.1356913] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2023] [Accepted: 01/18/2024] [Indexed: 02/17/2024] Open
Abstract
The Mucin (MUC) family, a range of highly glycosylated macromolecules, is ubiquitously expressed in mammalian epithelial cells. Such molecules are pivotal in establishing protective mucosal barriers, serving as defenses against pathogenic assaults. Intriguingly, the aberrant expression of specific MUC proteins, notably Mucin 1 (MUC1) and Mucin 16 (MUC16), within tumor cells, is intimately associated with oncogenesis, proliferation, and metastasis. This association involves various mechanisms, including cellular proliferation, viability, apoptosis resistance, chemotherapeutic resilience, metabolic shifts, and immune surveillance evasion. Due to their distinctive biological roles and structural features in oncology, MUC proteins have attracted considerable attention as prospective targets and biomarkers in cancer therapy. The current review offers an exhaustive exploration of the roles of MUC1 and MUC16 in the context of cancer biomarkers, elucidating their critical contributions to the mechanisms of cellular signal transduction, regulation of immune responses, and the modulation of the tumor microenvironment. Additionally, the article evaluates the latest advances in therapeutic strategies targeting these mucins, focusing on innovations in immunotherapies and targeted drugs, aiming to enhance customization and accuracy in cancer treatments.
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Affiliation(s)
| | | | | | - Jingyao Tu
- Department of Oncology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Xianglin Yuan
- Department of Oncology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
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Han G, Li J, Liu X, Guo R. Diagnostic value of pleural fluid SMRP, CA125, MMP-7, and MMP-9 in malignant pleural effusion. Medicine (Baltimore) 2023; 102:e32759. [PMID: 36705352 PMCID: PMC9875977 DOI: 10.1097/md.0000000000032759] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/28/2023] Open
Abstract
This study aimed to investigate the clinical value of mesothelin soluble related peptide (SMRP), cancer antigen 125 (CA125), matrix metalloproteinase-7 (MMP-7), and matrix metalloproteinase-9 (MMP-9) in benign and malignant pleural exudative effusion. A total of 105 adult patients with pleural exudative effusion admitted in our hospital from December 2019 to December 2020 were selected. Patients were divided into the benign group (n = 60) and the malignant group (n = 45) according to their condition. The levels of SMRP, CA125, MMP-7, and MMP-9 in the pleural effusion were determined by enzyme linked immunosorbent assay. Receiver operating characteristic curves were used to analyze the individual and combined predictive value of SMRP, MMP-7, MMP-9, and CA125 levels. In the malignant group, the SMRP, CA125, MMP-7, and MMP-9 levels were all significantly higher than those in benign group (P = .01). The detection efficiency of the 4 indicators in the combined diagnosis were higher than that of single index and combination of any 2 indices. There was a moderate positive correlation between SMRP and CA125 and MMP-7 in malignant pleural effusion. The correlation between MMP-7 and MMP-9 was moderately positive. The diagnostic efficacy of SMRP combined with CA125, MMP-7, and MMP-9 in pleural effusion for malignant pleural effusion and BPE are better than single index, which has certain clinical values for the selection of early intervention scheme for BPE patients.
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Affiliation(s)
- Gaohua Han
- Department of Oncology, Taizhou People’s Hospital of Nanjing Medical University, Taizhou, Jiangsu, China
- * Correspondence: Gaohua Han, Department of Oncology, Taizhou People’s Hospital of Nanjing Medical University, Jiangsu, China (e-mail: )
| | - Jun Li
- Department of Oncology, Dalian Medical University, Dalian, Liaoning, China
| | - Xinbo Liu
- Department of Oncology, Dalian Medical University, Dalian, Liaoning, China
| | - Ruyue Guo
- Department of Oncology, Dalian Medical University, Dalian, Liaoning, China
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Expression of Mucin Family Proteins in Non-Small-Cell Lung Cancer and its Role in Evaluation of Prognosis. JOURNAL OF ONCOLOGY 2022; 2022:4181658. [PMID: 36059804 PMCID: PMC9439898 DOI: 10.1155/2022/4181658] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 06/22/2022] [Accepted: 06/30/2022] [Indexed: 11/28/2022]
Abstract
Lung cancer is still the major contributor to cancer-related mortality. Over 85% of patients suffer from non-small-cell lung cancer (NSCLC). Mucins (MUCs) are large glycoproteins secreted or membrane-bound produced by epithelial cells in normal and malignant tissues. They are the major components of the mucous gel that covers the surface of the respiratory epithelium. Certain MUCs have been used or proposed to act as biomarkers for lung cancer. Nevertheless, the expression, messenger ribonucleic acid (mRNA) levels, and the prognostic value of MUCs in NSCLC are yet to be investigated systematically. In this research, the biological information of MUC proteins in patients with NSCLC was examined using a series of databases. The results based on gene expression profiling interactive analysis (GEPIA) illustrated that the expression of MUC3A, MUC4, MUC5B, MUC13, MUC16, and MUC21 mRNAs was remarkably upmodulated in lung adenocarcinoma (LUAD) patients, whereas the MUC1 expression was downregulated in lung squamous cell carcinoma (LUSC) patients. Kaplan–Meier plotter (KM Plotter) analysis revealed that elevated mRNA expression levels of MUC3A and MUC16 were linked to unfavourable overall survival (OS) in NSCLC, while increased mRNA expression of MUC1 and MUC15 was linked to good OS, especially in LUAD patients. In addition, differential expression of MUC1, MUC3A/3B, MUC8, MUC12, MUC15, and MUC16 mRNA was linked to the prognoses of NSCLC patients with varied clinical-pathological subtypes. Genetic alterations of MUCs in NSCLC primarily involved mutations, fusion, amplification, deep deletion, and multiple alterations according to cancer genomics (cBioPortal). Therefore, we propose that combinations of MUC proteins can act as prognostic biomarkers and demonstrate the therapeutic potential for NSCLC-related therapy.
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ERO1L promotes IL6/sIL6R signaling and regulates MUC16 expression to promote CA125 secretion and the metastasis of lung cancer cells. Cell Death Dis 2020; 11:853. [PMID: 33056994 PMCID: PMC7560734 DOI: 10.1038/s41419-020-03067-8] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2020] [Revised: 06/23/2020] [Accepted: 06/29/2020] [Indexed: 12/24/2022]
Abstract
The abnormal secretion of CA125, a classic tumor marker, is usually related to a poor prognosis in various tumors. Thus, this study aimed to explore the potential mechanisms that promote CA125 secretion in lung cancer. By querying the database, the gene endoplasmic reticulum oxidoreductase 1L (ERO1L) was identified and chosen as the research subject. The antibody chips were used to screen the lung cancer cell supernatant and found that the most obvious secreted protein was CA125. ERO1L was found to promote the secretion of IL6R by affecting the formation of disulfide bonds. IL6R bound to IL6 and triggered the activation of the NF-κB signaling pathway. Then, NF-κB bound to the promoter of MUC16, resulting in overexpression of MUC16. The extracellular segment of MUC16 was cleaved to form CA125, while the C terminus of MUC16 promoted the EMT phenotype and the release of IL6, forming a positive feedback pathway. In conclusion, ERO1L might affect the secretion of CA125 through the IL6 signaling pathway and form a positive feedback loop to further promote the development of lung cancer. This might expand the application scope of CA125 in lung cancer.
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Ning Y, Zheng H, Zhan Y, Liu S, Yang Y, Zang H, Luo J, Wen Q, Fan S. Comprehensive analysis of the mechanism and treatment significance of Mucins in lung cancer. JOURNAL OF EXPERIMENTAL & CLINICAL CANCER RESEARCH : CR 2020; 39:162. [PMID: 32807223 PMCID: PMC7433199 DOI: 10.1186/s13046-020-01662-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/13/2020] [Accepted: 08/03/2020] [Indexed: 12/19/2022]
Abstract
Aberrant expression of mucin proteins has played a complex and essential role in cancer development and metastasis. Members of the mucin family have been intimately implicated in lung cancer progression, metastasis, survival and chemo-resistance. During the progression of lung cancer, mucin proteins have involved all of the procession of lung cancer, which is interacted with many receptor tyrosine kinases signal pathways and mediated cell signals for tumor cell growth and survival. Mucins thus have been considerable as the indicator of negative prognosis and desirable therapeutic targets of lung cancers. In this review, we comprehensively analyzed the role of each member of the mucin family in lung cancer by combining open-accessed database analysis and assembling cutting-edge information about these molecules.
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Affiliation(s)
- Yue Ning
- Department of Pathology, The Second Xiangya Hospital, Central South University, Changsha, 410011, Hunan, China
| | - Hongmei Zheng
- Department of Pathology, The Second Xiangya Hospital, Central South University, Changsha, 410011, Hunan, China
| | - Yuting Zhan
- Department of Pathology, The Second Xiangya Hospital, Central South University, Changsha, 410011, Hunan, China
| | - Sile Liu
- Department of Pathology, The Second Xiangya Hospital, Central South University, Changsha, 410011, Hunan, China
| | - Yang Yang
- Department of Pathology, The Second Xiangya Hospital, Central South University, Changsha, 410011, Hunan, China
| | - Hongjing Zang
- Department of Pathology, The Second Xiangya Hospital, Central South University, Changsha, 410011, Hunan, China
| | - Jiadi Luo
- Department of Pathology, The Second Xiangya Hospital, Central South University, Changsha, 410011, Hunan, China
| | - Qiuyuan Wen
- Department of Pathology, The Second Xiangya Hospital, Central South University, Changsha, 410011, Hunan, China
| | - Songqing Fan
- Department of Pathology, The Second Xiangya Hospital, Central South University, Changsha, 410011, Hunan, China.
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Midha MK, Huang YF, Yang HH, Fan TC, Chang NC, Chen TH, Wang YT, Kuo WH, Chang KJ, Shen CY, Yu AL, Chiu KP, Chen CJ. Comprehensive Cohort Analysis of Mutational Spectrum in Early Onset Breast Cancer Patients. Cancers (Basel) 2020; 12:E2089. [PMID: 32731431 PMCID: PMC7464007 DOI: 10.3390/cancers12082089] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2020] [Revised: 07/23/2020] [Accepted: 07/24/2020] [Indexed: 12/13/2022] Open
Abstract
Early onset breast cancer (EOBC), diagnosed at age ~40 or younger, is associated with a poorer prognosis and higher mortality rate compared to breast cancer diagnosed at age 50 or older. EOBC poses a serious threat to public health and requires in-depth investigation. We studied a cohort comprising 90 Taiwanese female patients, aiming to unravel the underlying mechanisms of EOBC etiopathogenesis. Sequence data generated by whole-exome sequencing (WES) and whole-genome sequencing (WGS) from white blood cell (WBC)-tumor pairs were analyzed to identify somatic missense mutations, copy number variations (CNVs) and germline missense mutations. Similar to regular breast cancer, the key somatic mutation-susceptibility genes of EOBC include TP53 (40% prevalence), PIK3CA (37%), GATA3 (17%) and KMT2C (17%), which are frequently reported in breast cancer; however, the structural protein-coding genes MUC17 (19%), FLG (16%) and NEBL (11%) show a significantly higher prevalence in EOBC. Furthermore, the top 2 genes harboring EOBC germline mutations, MUC16 (19%) and KRT18 (19%), encode structural proteins. Compared to conventional breast cancer, an unexpectedly higher number of EOBC susceptibility genes encode structural proteins. We suspect that mutations in structural proteins may increase physical permeability to environmental hormones and carcinogens and cause breast cancer to occur at a young age.
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Affiliation(s)
- Mohit K. Midha
- Genomics Research Center, Academia Sinica, Taipei 11529, Taiwan; (M.K.M.); (Y.-F.H.); (T.-H.C.); (C.-J.C.)
- Institute of Biochemistry and Molecular Biology, National Yang-Ming University, Taipei 112, Taiwan
| | - Yu-Feng Huang
- Genomics Research Center, Academia Sinica, Taipei 11529, Taiwan; (M.K.M.); (Y.-F.H.); (T.-H.C.); (C.-J.C.)
| | - Hsiao-Hsiang Yang
- Department of Medical Research, Hsinchu Mackay Memorial Hospital, Hsinchu 300, Taiwan;
| | - Tan-Chi Fan
- Institute of Stem Cell and Translational Cancer Research, Chang Gung Memorial Hospital at Linkou and Chang Gung University, No. 5, Fu-Shin St., Kuei Shang, Taoyuan 333, Taiwan; (T.-C.F.); (N.-C.C.); (A.L.Y.)
| | - Nai-Chuan Chang
- Institute of Stem Cell and Translational Cancer Research, Chang Gung Memorial Hospital at Linkou and Chang Gung University, No. 5, Fu-Shin St., Kuei Shang, Taoyuan 333, Taiwan; (T.-C.F.); (N.-C.C.); (A.L.Y.)
| | - Tzu-Han Chen
- Genomics Research Center, Academia Sinica, Taipei 11529, Taiwan; (M.K.M.); (Y.-F.H.); (T.-H.C.); (C.-J.C.)
| | - Yu-Tai Wang
- National Center for High-Performance Computing, Hsinchu Science Park, Hsinchu 300, Taiwan;
| | - Wen-Hung Kuo
- Department of Surgery, National Taiwan University Hospital, Taipei 100, Taiwan; (W.-H.K.); (K.-J.C.)
| | - King-Jen Chang
- Department of Surgery, National Taiwan University Hospital, Taipei 100, Taiwan; (W.-H.K.); (K.-J.C.)
| | - Chen-Yang Shen
- Institute of Biomedical Sciences, Academia Sinica, Taipei 11529, Taiwan;
| | - Alice L. Yu
- Institute of Stem Cell and Translational Cancer Research, Chang Gung Memorial Hospital at Linkou and Chang Gung University, No. 5, Fu-Shin St., Kuei Shang, Taoyuan 333, Taiwan; (T.-C.F.); (N.-C.C.); (A.L.Y.)
- Department of Pediatrics, University of California in San Diego, San Diego, CA 92161, USA
| | - Kuo-Ping Chiu
- Genomics Research Center, Academia Sinica, Taipei 11529, Taiwan; (M.K.M.); (Y.-F.H.); (T.-H.C.); (C.-J.C.)
- Institute of Biochemistry and Molecular Biology, National Yang-Ming University, Taipei 112, Taiwan
- Department of Life Sciences, College of Life Sciences, National Taiwan University, Taipei 10617, Taiwan
| | - Chien-Jen Chen
- Genomics Research Center, Academia Sinica, Taipei 11529, Taiwan; (M.K.M.); (Y.-F.H.); (T.-H.C.); (C.-J.C.)
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Pakasticali N, Gill T, Chobrutskiy BI, Tong WL, Ramsamooj M, Blanck G. TRAV gene segments further away from the TRAJ gene segment cluster appear more commonly in human tumor and blood samples. Mol Immunol 2019; 116:174-179. [PMID: 31704500 DOI: 10.1016/j.molimm.2019.10.010] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2019] [Revised: 09/17/2019] [Accepted: 10/13/2019] [Indexed: 10/25/2022]
Abstract
We considered the possibility that the greater the distance between an immune receptor V and J, the more likely the V usage. Such a hypothesis is supported by results from mouse experiments. And, such a hypothesis is consistent with the fundamental nature of recombination and genomic distance: the further the distance, the greater the chance of a DNA break. Thus, we exploited the vast dataset of V and J recombination reads available for the human TRA gene, particularly from cancer and blood specimens, to assess the frequency of TRAV usage with respect to distance from the TRAJ cluster. Results indicated that, indeed, over the entire TRAV cluster, there is a greater chance of V usage the further the distance from the J cluster. These results do not address causation, and are not consistent for certain individual V gene segments, but the results do indicate that overall, the larger the distance between the V and J gene segment cluster, the more likely the appearance of at least a subset of TRAV segments, particularly among tumor infiltrating lymphocytes. With a similar approach, the distal TRAV gene segments were also found to be more commonly associated with a subset of distal TRAJ segments. These results have implications for restrictions on the apparent TRA repertoire in disease settings.
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Affiliation(s)
- Nagehan Pakasticali
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida, 33612, United States; Department of Basic Sciences, National University of Health Sciences, Pinellas Park, Florida, 33781, United States
| | - Tommy Gill
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida, 33612, United States
| | - Boris I Chobrutskiy
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida, 33612, United States
| | - Wei Lue Tong
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida, 33612, United States
| | - Michael Ramsamooj
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida, 33612, United States
| | - George Blanck
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida, 33612, United States; Department of Immunology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, 33612, United States.
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