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Chrysostomou A, Furlan C, Saccenti E. Machine learning based analysis of single-cell data reveals evidence of subject-specific single-cell gene expression profiles in acute myeloid leukaemia patients and healthy controls. BIOCHIMICA ET BIOPHYSICA ACTA. GENE REGULATORY MECHANISMS 2024; 1867:195062. [PMID: 39366464 DOI: 10.1016/j.bbagrm.2024.195062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2024] [Revised: 09/01/2024] [Accepted: 09/24/2024] [Indexed: 10/06/2024]
Abstract
Acute Myeloid Leukaemia (AML) is characterized by uncontrolled growth of immature myeloid cells, disrupting normal blood production. Treatment typically involves chemotherapy, targeted therapy, and stem cell transplantation but many patients develop chemoresistance, leading to poor outcomes due to the disease's high heterogeneity. In this study, we used publicly available single-cell RNA sequencing data and machine learning to classify AML patients and healthy, monocytes, dendritic and progenitor cells population. We found that gene expression profiles of AML patients and healthy controls can be classified at the individual level with high accuracy (>70 %) when using progenitor cells, suggesting the existence of subject-specific single cell transcriptomics profiles. The analysis also revealed molecular determinants of patient heterogeneity (e.g. TPSD1, CT45A1, and GABRA4) which could support new strategies for patient stratification and personalized treatment in leukaemia.
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Affiliation(s)
- Andreas Chrysostomou
- Laboratory of Systems and Synthetic Biology, Wageningen University & Research, Wageningen, the Netherlands
| | - Cristina Furlan
- Laboratory of Systems and Synthetic Biology, Wageningen University & Research, Wageningen, the Netherlands.
| | - Edoardo Saccenti
- Laboratory of Systems and Synthetic Biology, Wageningen University & Research, Wageningen, the Netherlands.
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Lin L, Zou X, Nong W, Ge Y, Li F, Luo B, Zhang Q, Xie X. The potential value of cancer-testis antigens in ovarian cancer: Prognostic markers and targets for immunotherapy. Immun Inflamm Dis 2024; 12:e1284. [PMID: 38896069 PMCID: PMC11186301 DOI: 10.1002/iid3.1284] [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: 01/23/2024] [Revised: 05/11/2024] [Accepted: 05/15/2024] [Indexed: 06/21/2024] Open
Abstract
BACKGROUND Tumor immunotherapy has become an important adjuvant therapy after surgery, radiotherapy, and chemotherapy. In recent years, the role of tumor-associated antigen (TAA) in tumor immunotherapy has become increasingly prominent. Cancer-testis antigen (CTA) is a kind of TAA that is highly restricted in a variety of tumors and can induce an immune response. AIMS This review article aimed to evaluate the role of CTA on the progression of ovarian cancer, its diagnostic efficacy, and the potential for immunotherapy. METHODS We analyzed publications and outlined a comprehensive of overview the regulatory mechanism, immunogenicity, clinical expression significance, tumorigenesis, and application prospects of CTA in ovarian cancer, with a particular focus on recent progress in CTA-based immunotherapy. RESULTS The expression of CTA affects the occurrence, development, and prognosis of ovarian cancer and is closely related to tumor immunity. CONCLUSION CTA can be used as a biomarker for the diagnosis and prognosis evaluation of ovarian cancer and is an ideal target for antitumor immunotherapy. These findings provide novel insights on CTA in the improvement of diagnosis and treatment for ovarian cancer. The successes, current challenges and future prospects were also discussed to portray its significant potential.
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Affiliation(s)
- Lina Lin
- Department of Histology and Embryology, School of Basic Medicine ScienceGuangxi Medical UniversityNanningGuangxiPeople's Republic of China
- Department of Obstetrics and GynecologyThe First Affiliated Hospital of Guangxi Medical UniversityNanningGuangxiPeople's Republic of China
| | - Xiaoqiong Zou
- Department of Histology and Embryology, School of Basic Medicine ScienceGuangxi Medical UniversityNanningGuangxiPeople's Republic of China
| | - Weixia Nong
- Department of Histology and Embryology, School of Basic Medicine ScienceGuangxi Medical UniversityNanningGuangxiPeople's Republic of China
| | - Yingying Ge
- Department of Histology and Embryology, School of Basic Medicine ScienceGuangxi Medical UniversityNanningGuangxiPeople's Republic of China
| | - Feng Li
- Department of Histology and Embryology, School of Basic Medicine ScienceGuangxi Medical UniversityNanningGuangxiPeople's Republic of China
| | - Bin Luo
- Department of Histology and Embryology, School of Basic Medicine ScienceGuangxi Medical UniversityNanningGuangxiPeople's Republic of China
- Education Department of Guangxi Zhuang Autonomous RegionKey Laboratory of Basic Research on Regional Diseases (Guangxi Medical University)NanningGuangxiPeople's Republic of China
| | - Qingmei Zhang
- Department of Histology and Embryology, School of Basic Medicine ScienceGuangxi Medical UniversityNanningGuangxiPeople's Republic of China
- Education Department of Guangxi Zhuang Autonomous RegionKey Laboratory of Basic Research on Regional Diseases (Guangxi Medical University)NanningGuangxiPeople's Republic of China
| | - Xiaoxun Xie
- Department of Histology and Embryology, School of Basic Medicine ScienceGuangxi Medical UniversityNanningGuangxiPeople's Republic of China
- Education Department of Guangxi Zhuang Autonomous RegionKey Laboratory of Basic Research on Regional Diseases (Guangxi Medical University)NanningGuangxiPeople's Republic of China
- Ministry of Education, Key Laboratory of Early Prevention and Treatment of Regional High Frequency Tumor (Guangxi Medical University)NanningGuangxiPeople's Republic of China
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Fujii S, Ishida M, Komura K, Nishimura K, Tsujino T, Saito T, Taniguchi Y, Murakawa T, Azuma H, Hirose Y. Expression of Preferentially Expressed Antigen in Melanoma, a Cancer/Testis Antigen, in Carcinoma In Situ of the Urinary Tract. Diagnostics (Basel) 2023; 13:3636. [PMID: 38132219 PMCID: PMC10742698 DOI: 10.3390/diagnostics13243636] [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: 11/08/2023] [Revised: 12/07/2023] [Accepted: 12/09/2023] [Indexed: 12/23/2023] Open
Abstract
Carcinoma in situ (CIS) of the urinary tract comprises 1-3% of all urothelial malignancies and is often a precursor to muscle-invasive urothelial carcinoma (UC). This study aimed to examine the expression profiles of preferentially expressed antigen in melanoma (PRAME), a cancer/testis antigen, and assess its diagnostic and therapeutic applications in CIS, given that its expression in UC has been minimally studied and has not yet been analyzed in CIS. We selected consecutive patients with CIS who underwent biopsy and/or transurethral tumor resection at the Osaka Medical and Pharmaceutical University Hospital. Immunohistochemical staining for PRAME and p53 was performed. Overall, 53 patients with CIS (6 females and 47 males) were included. Notably, PRAME expression was observed in 23 of the 53 patients (43.4%), whereas it was absent in the non-neoplastic urothelial epithelium. Furthermore, no correlation was found between PRAME expression and aberrant p53 expression. Therefore, PRAME expression may serve as a useful marker for CIS of the urinary tract. Furthermore, PRAME may be a candidate for the novel therapeutic target for standard treatment-refractory CIS patients.
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Affiliation(s)
- Shota Fujii
- Department of Pathology, Osaka Medical and Pharmaceutical University, 2-7, Daigaku-machi, Takatsuki City 569-8686, Osaka, Japan; (S.F.)
| | - Mitsuaki Ishida
- Department of Pathology, Osaka Medical and Pharmaceutical University, 2-7, Daigaku-machi, Takatsuki City 569-8686, Osaka, Japan; (S.F.)
| | - Kazumasa Komura
- Department of Urology, Osaka Medical and Pharmaceutical University, 2-7, Daigaku-machi, Takatsuki City 569-8686, Osaka, Japan
- Translational Research Program, Osaka Medical and Pharmaceutical University, 2-7, Daigaku-machi, Takatsuki City 569-8686, Osaka, Japan
| | - Kazuki Nishimura
- Department of Urology, Osaka Medical and Pharmaceutical University, 2-7, Daigaku-machi, Takatsuki City 569-8686, Osaka, Japan
| | - Takuya Tsujino
- Department of Urology, Osaka Medical and Pharmaceutical University, 2-7, Daigaku-machi, Takatsuki City 569-8686, Osaka, Japan
| | - Tomohito Saito
- Department of Thoracic Surgery, Kansai Medical University, 2-5-1, Shinmachi, Hirakata 573-1010, Osaka, Japan
| | - Yohei Taniguchi
- Department of Thoracic Surgery, Kansai Medical University, 2-5-1, Shinmachi, Hirakata 573-1010, Osaka, Japan
| | - Tomohiro Murakawa
- Department of Thoracic Surgery, Kansai Medical University, 2-5-1, Shinmachi, Hirakata 573-1010, Osaka, Japan
| | - Haruhito Azuma
- Department of Urology, Osaka Medical and Pharmaceutical University, 2-7, Daigaku-machi, Takatsuki City 569-8686, Osaka, Japan
| | - Yoshinobu Hirose
- Department of Pathology, Osaka Medical and Pharmaceutical University, 2-7, Daigaku-machi, Takatsuki City 569-8686, Osaka, Japan; (S.F.)
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