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Li D, Wang J, Li X, Wang Z, Yu Q, Koh SB, Wu R, Ye L, Guo Y, Okoli U, Pati-Alam A, Mota E, Wei W, Yoo KH, Cho WC, Feng D, Heavey S. Interactions between radiotherapy resistance mechanisms and the tumor microenvironment. Crit Rev Oncol Hematol 2025; 210:104705. [PMID: 40107436 DOI: 10.1016/j.critrevonc.2025.104705] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2025] [Revised: 03/11/2025] [Accepted: 03/12/2025] [Indexed: 03/22/2025] Open
Abstract
BACKGROUND Resistance to radiotherapy (RT) presents a significant clinical challenge in management of cancer. Recent evidence points to specific mechanisms of resistance within the tumor microenvironment (TME), which we aim to discuss, with the aim of overcoming the clinical challenge. METHODS We performed the narrative review using PubMed and Web of Science databases to identify studies that reported the regulative network and treatments of RT resistance from TME perspectives. RESULTS RT significantly changes the immune TME of cancers, which is closely appearing to play a key role in RT resistance (RTR) by modulating immune cell infiltration and function. Various phenotypes are involved in the development of RTR, such as autophagy, senescence, oxidative stress, cell polarization, ceramide metabolism, and angiogenesis in the TME. Key genes and pathways are also implicated in RTR, including immune and inflammatory cytokines, TGF-β, P53, the NF-κB pathway, the cGAS/STING pathway, the ERK and AKT pathway, and the STAT pathway. Based on the mechanism of RTR in the TME, many proposed routes to overcome RTR, several specifically target the TME including targeting fibroblast activation protein, exosomes management, nanomedicine, and immunotherapy. Many challenges in RT resistance still need to be further explored with emerging investigative methods, such as artificial intelligence, genetic technologies, and bioengineering. CONCLUSIONS The complex interactions between RT and TME significantly affect the efficiency of RT. Novel approaches to overcome this clinical difficulty are promising, which needs future work to further explore and identify better treatment strategies.
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Affiliation(s)
- Dengxiong Li
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Jie Wang
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Xinrui Li
- Department of Rehabilitation, The Affiliated Hospital of Southwest Medical University, Luzhou 646000, China
| | - Zhipeng Wang
- Department of Urology, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu 610072, China
| | - Qingxin Yu
- Department of Pathology, Ningbo Clinical Pathology Diagnosis Center, Ningbo, Zhejiang 315211, China
| | - Siang Boon Koh
- Faculty of Health and Life Sciences, University of Bristol, Bristol, BS8 1TD, UK
| | - Ruicheng Wu
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Luxia Ye
- Department of Public Research Platform, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Linhai, China
| | - Yiqing Guo
- Department of Public Research Platform, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Linhai, China
| | - Uzoamaka Okoli
- Division of Surgery & Interventional Science, University College London, London, UK; Basic and Translational Cancer Research Group, Department of Pharmacology and Therapeutics, College of Medicine, University of Nigeria, Eastern part of Nigeria, Nsukka, Enugu, Nigeria
| | - Alisha Pati-Alam
- Division of Surgery & Interventional Science, University College London, London, UK
| | - Eduardo Mota
- Division of Surgery & Interventional Science, University College London, London, UK
| | - Wuran Wei
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Koo Han Yoo
- Department of Urology, Kyung Hee University, South Korea
| | - William C Cho
- Department of Clinical Oncology, Queen Elizabeth Hospital, Hong Kong Special Administrative Region of China.
| | - Dechao Feng
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu 610041, China; Division of Surgery & Interventional Science, University College London, London, UK.
| | - Susan Heavey
- Division of Surgery & Interventional Science, University College London, London, UK.
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Brooks JM, Zheng Y, Hunter K, Willcox BE, Dunn J, Nankivell P, Gevaert O, Mehanna H. Digital Spatial Profiling identifies distinct patterns of immuno-oncology-related gene expression within oropharyngeal tumours in relation to HPV and p16 status. Front Oncol 2024; 14:1428741. [PMID: 39328208 PMCID: PMC11424609 DOI: 10.3389/fonc.2024.1428741] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Accepted: 08/08/2024] [Indexed: 09/28/2024] Open
Abstract
Background The incidence of oropharyngeal cancer (OPC) is increasing, due mainly to a rise in Human Papilloma Virus (HPV)-mediated disease. HPV-mediated OPC has significantly better prognosis compared with HPV-negative OPC, stimulating interest in treatment de-intensification approaches to reduce long-term sequelae. Routine clinical testing frequently utilises immunohistochemistry to detect upregulation of p16 as a surrogate marker of HPV-mediation. However, this does not detect discordant p16-/HPV+ cases and incorrectly assigns p16+/HPV- cases, which, given their inferior prognosis compared to p16+/HPV+, may have important clinical implications. The biology underlying poorer prognosis of p16/HPV discordant OPC requires exploration. Methods GeoMx digital spatial profiling was used to compare the expression patterns of selected immuno-oncology-related genes/gene families (n=73) within the tumour and stromal compartments of formalin-fixed, paraffin-embedded OPC tumour tissues (n=12) representing the three subgroups, p16+/HPV+, p16+/HPV- and p16-/HPV-. Results Keratin (multi KRT) and HIF1A, a key regulator of hypoxia adaptation, were upregulated in both p16+/HPV- and p16-/HPV- tumours relative to p16+/HPV+. Several genes associated with tumour cell proliferation and survival (CCND1, AKT1 and CD44) were more highly expressed in p16-/HPV- tumours relative to p16+/HPV+. Conversely, multiple genes with potential roles in anti-tumour immune responses (immune cell recruitment/trafficking, antigen processing and presentation), such as CXCL9, CXCL10, ITGB2, PSMB10, CD74, HLA-DRB and B2M, were more highly expressed in the tumour and stromal compartments of p16+/HPV+ OPC versus p16-/HPV- and p16+/HPV-. CXCL9 was the only gene showing significant differential expression between p16+/HPV- and p16-/HPV- tumours being upregulated within the stromal compartment of the former. Conclusions In terms of immune-oncology-related gene expression, discordant p16+/HPV- OPCs are much more closely aligned with p16-/HPV-OPCs and quite distinct from p16+/HPV+ tumours. This is consistent with previously described prognostic patterns (p16+/HPV+ >> p16+/HPV- > p16-/HPV-) and underlines the need for dual p16 and HPV testing to guide clinical decision making.
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Affiliation(s)
- Jill M. Brooks
- Institute of Head and Neck Studies and Education, Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, United Kingdom
| | - Yuanning Zheng
- Stanford Center for Biomedical Informatics Research (BMIR), Department of Medicine, and Department of Biomedical Data Science, Stanford University, Stanford, CA, United States
| | | | - Benjamin E. Willcox
- Institute of Immunology and Immunotherapy, College of Medical and Dental Sciences, University of Birmingham, Birmingham, United Kingdom
| | - Janet Dunn
- Warwick Clinical Trials Unit, University of Warwick, Coventry, United Kingdom
| | - Paul Nankivell
- Institute of Head and Neck Studies and Education, Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, United Kingdom
| | - Olivier Gevaert
- Stanford Center for Biomedical Informatics Research (BMIR), Department of Medicine, and Department of Biomedical Data Science, Stanford University, Stanford, CA, United States
| | - Hisham Mehanna
- Institute of Head and Neck Studies and Education, Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, United Kingdom
- National Institute for Health and Care Research (NIHR) Birmingham Biomedical Research Centre, University of Birmingham, Birmingham, United Kingdom
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Hu Y, Wang Y, Hu W, Hu C, Wang B, Liu C, Deng A, Shen B, Wu K, Liu Y. USP39 Promotes the Viability and Migration of Head and Neck Squamous Cell Carcinoma Cell by Regulating STAT1. Technol Cancer Res Treat 2024; 23:15330338241250298. [PMID: 38706215 PMCID: PMC11072062 DOI: 10.1177/15330338241250298] [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: 11/12/2023] [Revised: 03/22/2024] [Accepted: 04/08/2024] [Indexed: 05/07/2024] Open
Abstract
Objective: Ubiquitin-specific peptidase 39 (USP39) plays a carcinogenic role in many cancers, but little research has been conducted examining whether it is involved in head and neck squamous cell carcinoma (HNSCC). Therefore, this study explored the functional role of USP39 in HNSCC. Method: Liquid chromatography-tandem mass spectrometry (LC-MS/MS) was used to identify differentially expressed proteins (DEPs) between the HNSCC tumor and adjacent healthy tissues. Gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses were used to assess the functional enrichment of DEPs. Immunohistochemistry was used to detect protein expression. The viability and migration of two HNSCC cell lines, namely CAL27 and SCC25, were detected using the cell counting kit-8 assay and a wound healing assay, respectively. Quantitative real-time PCR was used to detect the expression level of signal transducer and activator of transcription 1 (STAT1) mRNA. Results: LC-MS/MS results identified 590 DEPs between HNSCC and adjacent tissues collected from 4 patients. Through GO and KEGG pathway analyses, 34 different proteins were found to be enriched in the spliceosome pathway. The expression levels of USP39 and STAT1 were significantly higher in HNSCC tumor tissue than in adjacent healthy tissue as assessed by LC-MS/MS analysis, and the increased expression of USP39 and STAT1 protein was confirmed by immunohistochemistry in clinical samples collected from 7 additional patients with HNSCC. Knockdown of USP39 or STAT1 inhibited the viability and migration of CAL27 and SCC25 cells. In addition, USP39 knockdown inhibited the expression of STAT1 mRNA in these cells. Conclusion: Our findings indicated that USP39 knockdown may inhibit HNSCC viability and migration by suppressing STAT1 expression. The results of this study suggest that USP39 may be a potential new target for HNSCC clinical therapy or a new biomarker for HNSCC.
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Affiliation(s)
- Yu Hu
- Department of Otorhinolaryngology, Head and Neck Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, China
- Department of Otorhinolaryngology, Head and Neck Surgery, Lu’an People's Hospital, Lu’an Hospital Affiliated to Anhui Medical University, Lu’an, China
| | - Yang Wang
- Department of Otorhinolaryngology, Head and Neck Surgery, Lu’an People's Hospital, Lu’an Hospital Affiliated to Anhui Medical University, Lu’an, China
| | - Wenrui Hu
- Department of Physiology, School of Basic Medical Sciences, Anhui Medical University, Hefei, China
| | - Chenrui Hu
- Department of Otorhinolaryngology, Head and Neck Surgery, Lu’an People's Hospital, Lu’an Hospital Affiliated to Anhui Medical University, Lu’an, China
| | - Bin Wang
- Department of Otorhinolaryngology, Head and Neck Surgery, Lu’an People's Hospital, Lu’an Hospital Affiliated to Anhui Medical University, Lu’an, China
| | - Congli Liu
- Department of Otorhinolaryngology, Head and Neck Surgery, Lu’an People's Hospital, Lu’an Hospital Affiliated to Anhui Medical University, Lu’an, China
| | - Anqi Deng
- Department of Physiology, School of Basic Medical Sciences, Anhui Medical University, Hefei, China
| | - Bing Shen
- Dr. Neher’s Biophysics Laboratory for Innovative Drug Discovery, State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Taipa, Macao SAR, China
| | - Kaile Wu
- Department of Otorhinolaryngology, Head and Neck Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Yehai Liu
- Department of Otorhinolaryngology, Head and Neck Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, China
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Ding L, Luo J, Du J, Zhao B, Luo J, Pan S, Zhang L, Yan X, Li J, Liu L. Upregulated SPAG6 correlates with increased STAT1 and is associated with reduced sensitivity of interferon-α response in BCR::ABL1 negative myeloproliferative neoplasms. Cancer Sci 2023; 114:4445-4458. [PMID: 37681349 PMCID: PMC10637088 DOI: 10.1111/cas.15950] [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: 03/06/2023] [Revised: 08/06/2023] [Accepted: 08/16/2023] [Indexed: 09/09/2023] Open
Abstract
Sperm-associated antigen 6 (SPAG6) has been identified as an oncogene or tumor suppressor in various types of human cancer. However, the role of SPAG6 in BCR::ABL1 negative myeloproliferative neoplasms (MPNs) remains unclear. Herein, we found that SPAG6 was upregulated at the mRNA level in primary MPN cells and MPN-derived leukemia cell lines. The SPAG6 protein was primarily located in the cytoplasm around the nucleus and positively correlated with β-tubulin expression. In vitro, forced expression of SPAG6 increased cell clone formation and promoted G1 to S cell cycle progression. Downregulation of SPAG6 promoted apoptosis, reduced G1 to S phase transition, and impaired cell proliferation and cytokine release accompanied by downregulated signal transducer and activator of transcription 1 (STAT1) expression. Furthermore, the inhibitory effect of interferon-α (INF-α) on the primary MPN cells with high SPAG6 expression was decreased. Downregulation of SPAG6 enhanced STAT1 induction, thus enhancing the proapoptotic and cell cycle arrest effects of INF-α both in vitro and in vivo. Finally, a decrease in SPAG6 protein expression was noted when the STAT1 signaling was blocked. Chromatin immunoprecipitation assays indicated that STAT1 protein could bind to the SPAG6 promoter, while the dual-luciferase reporter assay indicated that STAT1 could promote the expression of SPAG6. Our results substantiate the relationship between upregulated SPAG6, increased STAT1, and reduced sensitivity to INF-α response in MPN.
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Affiliation(s)
- Li Ding
- Department of HematologyThe First Affiliated Hospital of Chongqing Medical UniversityChongqingChina
- Department of HematologyThe Affiliated Hospital of Southwest Medical UniversityLuzhouChina
| | - Jie Luo
- Department of HematologyThe First Affiliated Hospital of Chongqing Medical UniversityChongqingChina
| | - Juan Du
- Department of HematologyThe Affiliated Hospital of Southwest Medical UniversityLuzhouChina
| | - Beibei Zhao
- Department of HematologyThe First Affiliated Hospital of Chongqing Medical UniversityChongqingChina
| | - Jin Luo
- Department of HematologyThe First Affiliated Hospital of Chongqing Medical UniversityChongqingChina
| | - Shirui Pan
- Department of HematologyThe First Affiliated Hospital of Chongqing Medical UniversityChongqingChina
| | - Linyi Zhang
- Department of HematologyThe First Affiliated Hospital of Chongqing Medical UniversityChongqingChina
| | - Xinyu Yan
- Department of HematologyThe First Affiliated Hospital of Chongqing Medical UniversityChongqingChina
| | - Junnan Li
- Department of HematologyThe First Affiliated Hospital of Chongqing Medical UniversityChongqingChina
| | - Lin Liu
- Department of HematologyThe First Affiliated Hospital of Chongqing Medical UniversityChongqingChina
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5
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Xia S, Li JD, Yan SB, Huang ZG, Liu ZS, Jing SW, Li DZ, Song C, Chen Y, Wang LT, Zhou YH, Huang R, Shi N, Lan SY, Chen G, Fan XH. Clinicopathological value of hematopoietic cell kinase overexpression in laryngeal squamous cell carcinoma tissues. Pathol Res Pract 2023; 247:154534. [PMID: 37201466 DOI: 10.1016/j.prp.2023.154534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Revised: 03/26/2023] [Accepted: 05/11/2023] [Indexed: 05/20/2023]
Abstract
Laryngeal squamous cell carcinoma (LSCC) is the most lethal cancer in head and neck tumors. Although hematopoietic cell kinase (HCK) has been proven to be an oncogene in several solid tumors, its roles in LSCC remain obscure. This is the first study to evaluate the clinical value of HCK in LSCC, with the aim of exploring its expression status and potential molecular mechanisms underlying LSCC. LSCC tissue-derived gene chips and RNA-seq data were collected for a quantitive integration of HCK mRNA expression level. To confirm the protein expression level of HCK, a total of 82 LSCC tissue specimens and 56 non-tumor laryngeal epithelial controls were collected for in-house tissue microarrays and immunohistochemical staining. Kaplan-Meier curves were generated to determine the ability of HCK in predicting overall survival, progress-free survival, and disease-free survival of LSCC patients. LSCC overexpressed genes and HCK co-expressed genes were intersected to preliminarily explore the enriched signaling pathways of HCK. It was noticed that HCK mRNA was markedly overexpressed in 323 LSCC tissues compared with 196 non-LSCC controls (standardized mean difference = 0.81, p < 0.0001). Upregulated HCK mRNA displayed a moderate discriminatory ability between LSCC tissues and non-tumor laryngeal epithelial controls (area under the curve = 0.78, sensitivity = 0.76, specificity = 0.68). The higher expression level of HCK mRNA could predict worse overall survival and disease-free survival for LSCC patients (p = 0.041 and p = 0.013). Lastly, upregulated co-expression genes of HCK were significantly enriched in leukocyte cell-cell adhesion, secretory granule membrane, and extracellular matrix structural constituent. Immune-related pathways were the predominantly activated signals, such as cytokine-cytokine receptor interaction, Th17 cell differentiation, and Toll-like receptor signaling pathway. In conclusion, HCK was upregulated in LSCC tissues and could be utilized as a risk predictor. HCK may promote the development of LSCC by disturbing immune signaling pathways.
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Affiliation(s)
- Shuang Xia
- Department of Human Anatomy, Guangxi Medical University, 22 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China
| | - Jian-Di Li
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China
| | - Shi-Bai Yan
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China
| | - Zhi-Guang Huang
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China
| | - Zhi-Su Liu
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China
| | - Shu-Wen Jing
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China
| | - Da-Zhi Li
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China
| | - Chang Song
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China
| | - Yi Chen
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China
| | - Li-Ting Wang
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China
| | - Yu-Hong Zhou
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China
| | - Rong Huang
- Department of Human Anatomy, Guangxi Medical University, 22 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China
| | - Nan Shi
- Department of Otorhinolaryngology-Head and Neck Surgery, First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China
| | - Song-Yao Lan
- Department of Human Anatomy, Guangxi Medical University, 22 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China
| | - Gang Chen
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China
| | - Xiao-Hui Fan
- Department of Immunology and Microbiology, Guangxi Medical University, 22 Shuangyong Road, Nanning, Guangxi, Zhuang Autonomous Region 530021, PR China.
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Saikia M, Bhattacharyya DK, Kalita JK. Identification of Potential Biomarkers Using Integrative Approach: A Case Study of ESCC. SN COMPUTER SCIENCE 2023; 4:114. [PMID: 36573207 PMCID: PMC9769493 DOI: 10.1007/s42979-022-01492-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 11/03/2022] [Indexed: 12/24/2022]
Abstract
This paper presents a consensus-based approach that incorporates three microarray and three RNA-Seq methods for unbiased and integrative identification of differentially expressed genes (DEGs) as potential biomarkers for critical disease(s). The proposed method performs satisfactorily on two microarray datasets (GSE20347 and GSE23400) and one RNA-Seq dataset (GSE130078) for esophageal squamous cell carcinoma (ESCC). Based on the input dataset, our framework employs specific DE methods to detect DEGs independently. A consensus based function that first considers DEGs common to all three methods for further downstream analysis has been introduced. The consensus function employs other parameters to overcome information loss. Differential co-expression (DCE) and preservation analysis of DEGs facilitates the study of behavioral changes in interactions among DEGs under normal and diseased circumstances. Considering hub genes in biologically relevant modules and most GO and pathway enriched DEGs as candidates for potential biomarkers of ESCC, we perform further validation through biological analysis as well as literature evidence. We have identified 25 DEGs that have strong biological relevance to their respective datasets and have previous literature establishing them as potential biomarkers for ESCC. We have further identified 8 additional DEGs as probable potential biomarkers for ESCC, but recommend further in-depth analysis.
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Affiliation(s)
- Manaswita Saikia
- Department of Computer Science and Engineering, Tezpur University, Napaam, Tezpur, Assam 784028 India
| | - Dhruba K Bhattacharyya
- Department of Computer Science and Engineering, Tezpur University, Napaam, Tezpur, Assam 784028 India
| | - Jugal K Kalita
- Department of Computer Science, College of Engineering and Applied Science, University of Colorado, Colorado Springs, CO 80918 USA
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