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Borden ES, Jorgensen A, Natri HM, Hastings KT, Buetow KH, Wilson MA. HCV- and HBV-mediated liver cancer converge on similar transcriptomic landscapes and immune profiles. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.07.01.601493. [PMID: 39005337 PMCID: PMC11244919 DOI: 10.1101/2024.07.01.601493] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/16/2024]
Abstract
Hepatocellular carcinoma (HCC) remains a leading cause of cancer-related deaths worldwide, and a large proportion of HCC is attributable to viral causes including hepatitis B (HBV) and C virus (HCV). The pathogenesis of viral-mediated HCC can differ between HBV and HCV, but it is unclear how much these differences influence the tumors' final molecular and immune profiles. Additionally, there are known sex differences in the molecular etiology of HCC, but sex differences have not been explored in the context of viral-mediated HCC. To determine the extent to which the viral status and sex impact the molecular and immune profiles of HCC, we performed differential expression and immune cell deconvolution analyses. We identified a large number of differentially expressed genes unique to the HBV or HCV tumor:tumor-adjacent comparison. Pathway enrichment analyses demonstrated that the changes unique to the HCV tumor:tumor-adjacent tissue were predominated by changes in the immune pathways. Immune cell deconvolution demonstrated that HCV tumor-adjacent tissue had the largest immune cell infiltrate, with no difference in the immune profiles within HBV and HCV tumor samples. We subsequently segregated the differential expression analyses by sex, but demonstrated that the low number of female samples led to an overestimate of differentially expressed genes unique to male tumors. This limitation highlights the importance of additional sampling of female HCC tumors to allow for a more complete analysis of the sex differences in HCC. Overall, this work demonstrates the convergence of HBV- and HCV-mediated HCC on a similar transcriptomic landscape and immune profile despite differences in the surrounding tissue.
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Affiliation(s)
- Elizabeth S Borden
- Department of Dermatology, College of Medicine-Phoenix, University of Arizona, Phoenix, AZ
- Phoenix Veterans Affairs Health Care System, Phoenix, AZ, USA
| | | | - Heini M Natri
- Translational Genomics Research Institute, Phoenix, AZ
| | - Karen Taraszka Hastings
- Department of Dermatology, College of Medicine-Phoenix, University of Arizona, Phoenix, AZ
- Phoenix Veterans Affairs Health Care System, Phoenix, AZ, USA
| | - Kenneth H Buetow
- School of Life Sciences, Arizona State University, Tempe, AZ
- Center for Evolution and Medicine, Arizona State University, Tempe, AZ
| | - Melissa A Wilson
- School of Life Sciences, Arizona State University, Tempe, AZ
- Center for Evolution and Medicine, Arizona State University, Tempe, AZ
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Yan H, Huang J, Li Y, Zhao B. Sex disparities revealed by single-cell and bulk sequencing and their impacts on the efficacy of immunotherapy in esophageal cancer. Biol Sex Differ 2024; 15:22. [PMID: 38491510 PMCID: PMC10941500 DOI: 10.1186/s13293-024-00598-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Accepted: 02/29/2024] [Indexed: 03/18/2024] Open
Abstract
BACKGROUND There is an ongoing debate on whether sex affects immune-suppressive tumor microenvironment and immunotherapy. Here, we explored the underlying molecular bases for sex dimorphisms and their impact on the efficacy of immunotherapy in esophageal cancer (EC). METHODS 2360 EC patients from phase 3 trials were pooled to compare overall survivals by calculating hazard ratios (HRs) and their 95% confidence intervals (CIs). Genomic data of 1425 samples were integrated to depict the genomic landscapes and antigenic features. We also examined the sex disparities based on single-cell RNA sequencing and T cell receptor-sequencing data from 105,145 immune cells in 60 patients. RESULTS Immunotherapy was associated with favorable outcomes in men (HR, 0.71; 95% CI, 0.65-0.79; P < 0.001), but not in women (HR, 0.98; 95% CI, 0.78-1.23; P = 0.84) (Pinteraction =0.02). The frequencies of 8 gene mutations, 12 single base substitutions signatures, and 131 reactome pathways were significantly different between male and female. Additionally, six subtypes of HLA-II antigens were enriched in women. Hence, we constructed and then validated a sex-related signature to better predict the outcomes of immunotherapy. Exhausted CD8+ T cells were highly infiltrated in men, while naïve CD8+ T cells were more common in women. Further examinations on multiple malignancies suggested exhausted CD8+ T cells were enriched in patients who responded to immunotherapy. CONCLUSIONS Our study delineated the robust genomic and cellular sex disparities in EC. Furthermore, male, rather than female, derived significantly benefits from immunotherapy. These results have implications for treatment decision-making and developing immunotherapy for personalized care. In the past several years, immunotherapy has gradually replaced the traditional chemotherapy as the standard treatment in esophageal cancer. It is well-established that immunological responses in male and female differ significantly. However, there is an ongoing debate on whether sex can impact the treatment outcomes in immunotherapy. In the present study, we systematically characterized the genomic and cellular landscapes of esophageal cancer, and revealed the significant differences between male and female patients. Furthermore, with over 2000 patients with esophageal cancer, we showed that only men can benefit from immunotherapy. In women, immunotherapy failed to show superior over chemotherapy. These results have implications for treatment decision-making and developing next-generation immunotherapy for personalized care.
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Affiliation(s)
- Huimeng Yan
- Second Affiliated Hospital, Yuying Children's Hospital, Wenzhou Medical University, Wenzhou, 325035, China
- Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, 362000, China
| | - Jinyuan Huang
- Second Affiliated Hospital, Yuying Children's Hospital, Wenzhou Medical University, Wenzhou, 325035, China
- Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, 362000, China
| | - Yingying Li
- Second Affiliated Hospital, Yuying Children's Hospital, Wenzhou Medical University, Wenzhou, 325035, China
- Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, 362000, China
| | - Bin Zhao
- Second Affiliated Hospital, Yuying Children's Hospital, Wenzhou Medical University, Wenzhou, 325035, China.
- Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, 362000, China.
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Motofei IG. Biology of Cancer; Understanding the Supracellular Control of Mitosis in Physiological Processes and Malignancy. Semin Cancer Biol 2023; 92:42-44. [PMID: 37004926 DOI: 10.1016/j.semcancer.2023.03.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/03/2023]
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Zhang J, Wang Y, Yuan B, Qin H, Wang Y, Yu H, Teng X, Yang Y, Zou J, Zhang M, Huang W, Wang Y. Identifying key transcription factors and immune infiltration in non-small-cell lung cancer using weighted correlation network and Cox regression analyses. Front Oncol 2023; 13:1112020. [PMID: 37197420 PMCID: PMC10183566 DOI: 10.3389/fonc.2023.1112020] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Accepted: 04/12/2023] [Indexed: 05/19/2023] Open
Abstract
Introduction Lung cancer is one of the most common cancers and a significant cause of cancer-related deaths. Non-small cell lung cancer (NSCLC) accounts for about 85% of all lung cancer cases. Therefore, it is crucial to identify effective diagnostic and therapeutic methods. In addition, transcription factors are essential for eukaryotic cells to regulate their gene expression, and aberrant expression transcription factors are an important step in the process of oncogenesis in NSCLC. Methods Differentially expressed transcription factors between NSCLC and normal tissues by analyzing mRNA profiling from The Cancer Genome Atlas (TCGA) database program were identified. Weighted correlation network analysis (WGCNA) and line plot of least absolute shrinkage and selection operator (LASSO) were performed to find prognosis-related transcription factors. The cellular functions of transcription factors were performed by 5-ethynyl-2'-deoxyuridine (EdU) assay, wound healing assay, cell invasion assay in lung cancer cells. Results We identified 725 differentially expressed transcription factors between NSCLC and normal tissues. Three highly related modules for survival were discovered, and transcription factors highly associated with survival were obtained by using WGCNA. Then line plot of LASSO was applied to screen transcription factors related to prognosis and build a prognostic model. Consequently, SETDB2, SNAI3, SCML4, and ZNF540 were identified as prognosis-related transcription factors and validated in multiple databases. The low expression of these hub genes in NSCLC was associated with poor prognosis. The deletions of both SETDB2 and SNAI3 were found to promote proliferation, invasion, and stemness in lung cancer cells. Furthermore, there were significant differences in the proportions of 22 immune cells between the high- and low-score groups. Discussion Therefore, our study identified the transcription factors involved in regulating NSCLC, and we constructed a panel for the prediction of prognosis and immune infiltration to inform the clinical application of transcription factor analysis in the prevention and treatment of NSCLC.
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Affiliation(s)
- Jingyao Zhang
- Key Laboratory of Cancer and Microbiome, State Key Laboratory of Molecular Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yinuo Wang
- Key Laboratory of Cancer and Microbiome, State Key Laboratory of Molecular Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Baowen Yuan
- Key Laboratory of Cancer and Microbiome, State Key Laboratory of Molecular Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Hao Qin
- Key Laboratory of Cancer and Microbiome, State Key Laboratory of Molecular Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yong Wang
- Department of Ultrasound, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Hefen Yu
- Beijing Key Laboratory of Cancer Invasion and Metastasis Research, Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, China
| | - Xu Teng
- Beijing Key Laboratory of Cancer Invasion and Metastasis Research, Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, China
| | - Yunkai Yang
- Key Laboratory of Cancer and Microbiome, State Key Laboratory of Molecular Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jun Zou
- Key Laboratory of Cancer and Microbiome, State Key Laboratory of Molecular Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Min Zhang
- Key Laboratory of Cancer and Microbiome, State Key Laboratory of Molecular Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Wei Huang
- Beijing Key Laboratory of Cancer Invasion and Metastasis Research, Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, China
- *Correspondence: Wei Huang, ; Yan Wang,
| | - Yan Wang
- Key Laboratory of Cancer and Microbiome, State Key Laboratory of Molecular Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
- *Correspondence: Wei Huang, ; Yan Wang,
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Li H, Li C, Yang LZ, Liu J. Integrative analysis of histone acetyltransferase KAT2A in human cancer. Cancer Biomark 2023; 38:443-463. [PMID: 38007639 DOI: 10.3233/cbm-220464] [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] [Indexed: 11/27/2023]
Abstract
The high incidence of mutations and the crucial roles of KAT2A in cancer development have received increased attention. Nevertheless, a systematic comparison of the heterogeneity and dynamics across different cancer types has not been conducted. Hence, a deep analysis using public databases was performed to clarify the contributions of KAT2A and its correlation with tumorigenesis. The raw data regarding KAT2A expression in cancer patients and healthy controls were obtained from The Cancer Genome Atlas (TCGA). Sexually dimorphic manner, genomic alterations, and expression pattern of KAT2A, as well as the association of the KAT2A with survival, were retrieved from UALCAN, cBioportal, and TISIDB databases. Additionally, the Protein-Protein Interaction (PPI) analysis was conducted using the STRING database. The human protein atlas was used to obtain the staining results of protein levels in cancer and normal samples. The correlation between KAT2A and its potential target drugs was determined using TISIDB and HISTome2. Compared to the normal tissues, CHOL and TGCT tumors presented significantly high KAT2A expression, which was positively correlated with BLCA, BRCA, CESC, CHOL, COAD, ESCA, HNSC, KICH, KIRP, LIHC, LUAD, LUSC, READ, STAD, and THCA. However, no significant difference was detected between normal and tumor tissues for the sex difference pattern of KAT2A expression. The PPI analysis indicated that TADA3, CCDC101, TRRAP, SUPT3H, MYC, TADA2A, and USP22 levels were positively correlated with KAT2A expression, while TADA2B and ATXN7 were negatively correlated. A positive link of KAT2A with cancer isotypes and significant connections of the KAT2A expression to poor overall and disease-free survival were also observed. Further validation was conducted using immunohistochemistry (IHC) staining, qPCR, and Western blot. Some potential HAT inhibitory drugs of KAT2A were also determined, but more work and clinical trials are required before their application.
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Affiliation(s)
- Hua Li
- Department of Anesthesiology, Shanghai Pulmonary Hospital, Tongji University, School of Medicine, Shanghai, China
- Department of Anesthesiology, Shanghai Pulmonary Hospital, Tongji University, School of Medicine, Shanghai, China
| | - Chun Li
- Department of Anesthesiology, Shanghai Pulmonary Hospital, Tongji University, School of Medicine, Shanghai, China
- Department of Anesthesiology, Shanghai Pulmonary Hospital, Tongji University, School of Medicine, Shanghai, China
| | - Lu-Zong Yang
- Department of Anesthesia, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
- Department of Anesthesiology, Shanghai Pulmonary Hospital, Tongji University, School of Medicine, Shanghai, China
| | - Ji Liu
- Department of Anesthesiology, Shanghai Pulmonary Hospital, Tongji University, School of Medicine, Shanghai, China
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Dungubat E, Kusano H, Mori I, Tawara H, Sutoh M, Ohkura N, Takanashi M, Kuroda M, Harada N, Udo E, Souda M, Furusato B, Fukusato T, Takahashi Y. Age-dependent sex difference of non-alcoholic fatty liver disease in TSOD and db/db mice. PLoS One 2022; 17:e0278580. [PMID: 36516179 PMCID: PMC9750023 DOI: 10.1371/journal.pone.0278580] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Accepted: 11/19/2022] [Indexed: 12/15/2022] Open
Abstract
According to previous clinical studies, the prevalence of non-alcoholic fatty liver disease (NAFLD) is higher in men than women only during the reproductive age. Animal models of NAFLD that reflect sex differences in humans have not been established. In this study, we examined sex differences in the hepatic lesions of Tsumura Suzuki obese diabetes (TSOD) and db/db mice, which are representative genetic models of NAFLD. Male and female TSOD and db/db mice were fed with a normal diet and tap water ad libitum. Six male and female mice of each strain were sacrificed at the ages of 3 and 9 months, respectively, and serum biochemical, pathological, and molecular analyses were performed. Serum aspartate aminotransferase (AST) levels were significantly higher in male than female mice of both strains at the age of 3 months; however, at 9 months, significant sex differences were not observed. Similarly, alanine aminotransferase (ALT) levels were significantly higher in male mice than in female TSOD mice at the age of 3 months; however, at 9 months, significant sex differences were not observed. Image analysis of histological slides revealed that the frequency of the steatotic area was significantly higher in male than female db/db mice at the age of 3 months; however, significant sex differences were not observed at 9 months. The frequency of Sirius red-positive fibrotic area was significantly higher in male than female mice in both strains at the age of 3 months; however, significant sex differences were not observed at 9 months. Serum AST and ALT levels and hepatic steatosis and fibrosis in TSOD and db/db mice showed age-dependent sex differences consistent with those observed in human NAFLD. These mice may be suitable for studying sex differences of the disease.
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Affiliation(s)
- Erdenetsogt Dungubat
- Department of Pathology, School of Medicine, International University of Health and Welfare, Narita, Japan,Department of Pathology, School of Biomedicine, Mongolian National University of Medical Sciences, Ulaanbaatar, Mongolia
| | - Hiroyuki Kusano
- Department of Pathology, School of Medicine, International University of Health and Welfare, Narita, Japan
| | - Ichiro Mori
- Department of Pathology, School of Medicine, International University of Health and Welfare, Narita, Japan
| | | | - Mitsuko Sutoh
- Institute for Animal Reproduction, Kasumigaura, Japan
| | - Naoki Ohkura
- Faculty of Pharma Sciences, Laboratory of Host Defence, Teikyo University, Tokyo, Japan
| | | | - Masahiko Kuroda
- Department of Molecular Pathology, Tokyo Medical University, Tokyo, Japan
| | - Naoki Harada
- Department of Applied Biological Chemistry, Graduate School of Agriculture, Osaka Metropolitan University, Osaka, Japan
| | - Emiko Udo
- Clinical Genomics Center, Nagasaki University Hospital, Nagasaki, Japan
| | - Masakazu Souda
- Clinical Genomics Center, Nagasaki University Hospital, Nagasaki, Japan
| | - Bungo Furusato
- Clinical Genomics Center, Nagasaki University Hospital, Nagasaki, Japan
| | - Toshio Fukusato
- General Medical Education and Research Center, Teikyo University, Tokyo, Japan
| | - Yoshihisa Takahashi
- Department of Pathology, School of Medicine, International University of Health and Welfare, Narita, Japan,* E-mail:
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