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Zhang X, Xiao L, Zhou X, Xu J, Liao L, Wu P, Liao Z, Duan X. Identification of a chromatin regulator signature and potential candidate drugs for primary open-angle glaucoma. Epigenomics 2025; 17:377-387. [PMID: 40091789 PMCID: PMC11980481 DOI: 10.1080/17501911.2025.2479420] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2024] [Accepted: 03/10/2025] [Indexed: 03/19/2025] Open
Abstract
AIMS This research aims to establish a chromatin regulator (CR) signature to provide new epigenetic insights into the pathogenesis of primary open-angle glaucoma (POAG). MATERIALS & METHODS The expression profile of CRs in trabecular meshwork (TM) tissues was analyzed by bioinformatics analysis; The selected hub CRs were further verified by cell experiments. RESULTS We found the immune microenvironment of the TMwas changed in POAG patients and identified 3 differentially expressed CRs that were relevant to immunity. Then, we successfully constructed and proved a predicted signature based on these 3 CRs, which could effectively predict the risk of POAG. The genes co-expressed with these 3 CRs and miRNAs with are gulatory relationship were identified, and a miRNA-hub CR network was successfully constructed. The results of the Gene Set Enrichment analysis indicated that these 3 hub CRs were all associated with neurodegenerative diseases. Moreover, the human trabecular meshwork cell (HTMC) oxidative stress model was constructed, and KDM5B was significantly down-regulated in this cell model. Finally, we found 10 agents that might be helpful for patients with POAG. CONCLUSIONS Dysregulation of CR expression in TM tissues may be involved in the occurrence and progression of POAG through multiple mechanisms.
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Affiliation(s)
- Xinyue Zhang
- Glaucoma Institute, Hunan Engineering Research Center for Glaucoma with Artificial Intelligence in Diagnosis and Application of New Materials, Changsha Aier Eye Hospital, Changsha, Hunan, China
- Aier School of Ophthalmology, Central South University, Changsha, Hunan, China
| | - Lulu Xiao
- Glaucoma Institute, Hunan Engineering Research Center for Glaucoma with Artificial Intelligence in Diagnosis and Application of New Materials, Changsha Aier Eye Hospital, Changsha, Hunan, China
- Aier Eye Hospital, Jinan University, Guangzhou, China
| | - Xiaoyu Zhou
- Glaucoma Institute, Hunan Engineering Research Center for Glaucoma with Artificial Intelligence in Diagnosis and Application of New Materials, Changsha Aier Eye Hospital, Changsha, Hunan, China
| | - Jiahao Xu
- Glaucoma Institute, Hunan Engineering Research Center for Glaucoma with Artificial Intelligence in Diagnosis and Application of New Materials, Changsha Aier Eye Hospital, Changsha, Hunan, China
| | - Li Liao
- Aier School of Ophthalmology, Central South University, Changsha, Hunan, China
| | - Ping Wu
- Aier School of Ophthalmology, Central South University, Changsha, Hunan, China
| | - Zhimin Liao
- Glaucoma Institute, Hunan Engineering Research Center for Glaucoma with Artificial Intelligence in Diagnosis and Application of New Materials, Changsha Aier Eye Hospital, Changsha, Hunan, China
| | - Xuanchu Duan
- Glaucoma Institute, Hunan Engineering Research Center for Glaucoma with Artificial Intelligence in Diagnosis and Application of New Materials, Changsha Aier Eye Hospital, Changsha, Hunan, China
- Aier School of Ophthalmology, Central South University, Changsha, Hunan, China
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Zhou R, Zhou J, Deng S, Zhu Y, Muhuitijiang B, Wu J, Tan W. Developing and experimental validating a B cell exhaustion-related gene signature to assess prognosis and immunotherapeutic response in bladder cancer. Gene 2024; 927:148634. [PMID: 38848880 DOI: 10.1016/j.gene.2024.148634] [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: 08/29/2023] [Revised: 05/13/2024] [Accepted: 05/31/2024] [Indexed: 06/09/2024]
Abstract
BACKGROUND B cell exhaustion (BEX) refers to the impairment of normal B cell functions and decreased proliferation capability. However, the prognostic value of BEX-related genes in bladder cancer (BLCA) remains unclear. METHODS BLCA cases from TCGA were used for training, while GSE5287, GSE13507, GSE31684, and GSE32894 cohorts from GEO were used for external validation. BEX-related genes were identified through literature retrieval, unsupervised clustering, and genomic difference detection. Gene pairing, LASSO, random forest, and Cox regression were employed to construct a predictive model. B cell samples from scRNAseqDB, GSE111636, and IMvigor210 were utilized to explore immunoprofiles and the predictive ability of the model in immunotherapeutic response. Additionally, 21 pairs of BLCA and paracarcinoma samples from Nanfang Hospital were used to re-confirm our findings through RT-qPCR, immunofluorescence, and flow cytometry. RESULTS 39 BEX-related genes were identified. A 4-gene-pair signature was constructed and served as a reliable prognostic predictor across multiple datasets (pooled HR = 2.32; 95 % CI = 1.81-2.98). The signature reflected the BEX statuses of B cells (FDR < 0.05) and showed promise in evaluating immunotherapeutic sensitivity (P < 0.001). In the local cohort, CD52, TUBB6, and CAV1 were down-regulated in BLCA tissues, while TGFBI, UBE2L6, TINAGL1, and IL32 were up-regulated (all P < 0.05). Furthermore, the infiltration levels of CD19 + CD52 + and CD19 + TUBB6 + B cells in paracarcinoma samples were higher than those in BLCA samples (all P < 0.05). CONCLUSION A BEX-related gene signature was developed to predict prognosis and immunotherapeutic sensitivity in BLCA, providing valuable guidance for personalized treatment.
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Affiliation(s)
- Ranran Zhou
- Department of Urology, Nanfang Hospital, Southern Medical University, Guangzhou 510080, Guangdong, China; The First Clinical Medical College, Southern Medical University, Guangzhou 510080, Guangdong, China.
| | - Jiawei Zhou
- Department of Urology, Nanfang Hospital, Southern Medical University, Guangzhou 510080, Guangdong, China; The First Clinical Medical College, Southern Medical University, Guangzhou 510080, Guangdong, China
| | - Shikai Deng
- Department of Transfusion Medicine, School of Laboratory Medicine and Biotechnology, Southern Medical University, Guangzhou 510080, Guangdong, China.
| | - Yuanchao Zhu
- Department of Urology, Nanfang Hospital, Southern Medical University, Guangzhou 510080, Guangdong, China; The First Clinical Medical College, Southern Medical University, Guangzhou 510080, Guangdong, China.
| | - Bahaerguli Muhuitijiang
- Department of Urology, Nanfang Hospital, Southern Medical University, Guangzhou 510080, Guangdong, China; The First Clinical Medical College, Southern Medical University, Guangzhou 510080, Guangdong, China.
| | - Jiaxu Wu
- Department of Transfusion Medicine, School of Laboratory Medicine and Biotechnology, Southern Medical University, Guangzhou 510080, Guangdong, China.
| | - Wanlong Tan
- Department of Urology, Nanfang Hospital, Southern Medical University, Guangzhou 510080, Guangdong, China; The First Clinical Medical College, Southern Medical University, Guangzhou 510080, Guangdong, China.
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Zhan Y, Yin A, Su X, Tang N, Zhang Z, Chen Y, Wang W, Wang J. Interpreting the molecular mechanisms of RBBP4/7 and their roles in human diseases (Review). Int J Mol Med 2024; 53:48. [PMID: 38577935 PMCID: PMC10999228 DOI: 10.3892/ijmm.2024.5372] [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: 10/18/2023] [Accepted: 03/12/2024] [Indexed: 04/06/2024] Open
Abstract
Histone chaperones serve a pivotal role in maintaining human physiological processes. They interact with histones in a stable manner, ensuring the accurate and efficient execution of DNA replication, repair and transcription. Retinoblastoma binding protein (RBBP)4 and RBBP7 represent a crucial pair of histone chaperones, which not only govern the molecular behavior of histones H3 and H4, but also participate in the functions of several protein complexes, such as polycomb repressive complex 2 and nucleosome remodeling and deacetylase, thereby regulating the cell cycle, histone modifications, DNA damage and cell fate. A strong association has been indicated between RBBP4/7 and some major human diseases, such as cancer, age‑related memory loss and infectious diseases. The present review assesses the molecular mechanisms of RBBP4/7 in regulating cellular biological processes, and focuses on the variations in RBBP4/7 expression and their potential mechanisms in various human diseases, thus providing new insights for their diagnosis and treatment.
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Affiliation(s)
- Yajing Zhan
- School of Medical Technology and Information Engineering, Zhejiang Chinese Medical University, P.R. China
| | - Ankang Yin
- School of Medical Technology and Information Engineering, Zhejiang Chinese Medical University, P.R. China
| | - Xiyang Su
- Department of Laboratory Medicine, The Second Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, Zhejiang 310053, P.R. China
| | - Nan Tang
- Department of Clinical Laboratory, Wangcheng District People's Hospital, Changsha, Hunan 410000, P.R. China
| | - Zebin Zhang
- School of Medical Technology and Information Engineering, Zhejiang Chinese Medical University, P.R. China
| | - Yi Chen
- School of Medical Technology and Information Engineering, Zhejiang Chinese Medical University, P.R. China
| | - Wei Wang
- Key Laboratory of Cancer Prevention and Therapy Combining Traditional Chinese and Western Medicine of Zhejiang Province, Hangzhou, Zhejiang 310012, P.R. China
- Department of Clinical Laboratory, Zhejiang Academy of Traditional Chinese Medicine, Tongde Hospital of Zhejiang Province, Hangzhou, Zhejiang 310012, P.R. China
| | - Juan Wang
- Key Laboratory of Cancer Prevention and Therapy Combining Traditional Chinese and Western Medicine of Zhejiang Province, Hangzhou, Zhejiang 310012, P.R. China
- Department of Clinical Laboratory, Zhejiang Academy of Traditional Chinese Medicine, Tongde Hospital of Zhejiang Province, Hangzhou, Zhejiang 310012, P.R. China
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Gao Q, Yang L, Lu M, Jin R, Ye H, Ma T. The artificial intelligence and machine learning in lung cancer immunotherapy. J Hematol Oncol 2023; 16:55. [PMID: 37226190 DOI: 10.1186/s13045-023-01456-y] [Citation(s) in RCA: 34] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Accepted: 05/17/2023] [Indexed: 05/26/2023] Open
Abstract
Since the past decades, more lung cancer patients have been experiencing lasting benefits from immunotherapy. It is imperative to accurately and intelligently select appropriate patients for immunotherapy or predict the immunotherapy efficacy. In recent years, machine learning (ML)-based artificial intelligence (AI) was developed in the area of medical-industrial convergence. AI can help model and predict medical information. A growing number of studies have combined radiology, pathology, genomics, proteomics data in order to predict the expression levels of programmed death-ligand 1 (PD-L1), tumor mutation burden (TMB) and tumor microenvironment (TME) in cancer patients or predict the likelihood of immunotherapy benefits and side effects. Finally, with the advancement of AI and ML, it is believed that "digital biopsy" can replace the traditional single assessment method to benefit more cancer patients and help clinical decision-making in the future. In this review, the applications of AI in PD-L1/TMB prediction, TME prediction and lung cancer immunotherapy are discussed.
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Affiliation(s)
- Qing Gao
- Cancer Research Center, Beijing Chest Hospital, Capital Medical University, Beijing Tuberculosis and Thoracic Tumor Research Institute, Beijing, 101149, China
| | - Luyu Yang
- Department of Respiratory and Critical Care Medicine, Beijing Chest Hospital, Capital Medical University, Beijing Tuberculosis and Thoracic Tumor Institute, Beijing, 101149, China
| | - Mingjun Lu
- Cancer Research Center, Beijing Chest Hospital, Capital Medical University, Beijing Tuberculosis and Thoracic Tumor Research Institute, Beijing, 101149, China
| | - Renjing Jin
- Cancer Research Center, Beijing Chest Hospital, Capital Medical University, Beijing Tuberculosis and Thoracic Tumor Research Institute, Beijing, 101149, China
| | - Huan Ye
- Department of Respiratory and Critical Care Medicine, Beijing Chest Hospital, Capital Medical University, Beijing Tuberculosis and Thoracic Tumor Institute, Beijing, 101149, China
| | - Teng Ma
- Cancer Research Center, Beijing Chest Hospital, Capital Medical University, Beijing Tuberculosis and Thoracic Tumor Research Institute, Beijing, 101149, China.
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