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Zhao K, Sun Y, Zhong S, Luo JL. The multifaceted roles of cathepsins in immune and inflammatory responses: implications for cancer therapy, autoimmune diseases, and infectious diseases. Biomark Res 2024; 12:165. [PMID: 39736788 DOI: 10.1186/s40364-024-00711-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2024] [Accepted: 12/19/2024] [Indexed: 01/01/2025] Open
Abstract
The cathepsin family comprises lysosomal proteases that play essential roles in various physiological processes, including protein degradation, antigen presentation, apoptosis, and tissue remodeling. Dysregulation of cathepsin activity has been linked to a variety of pathological conditions, such as cancer, autoimmune diseases, and neurodegenerative disorders. Understanding the functions of cathepsins is crucial for gaining insights into their roles in both health and disease, as well as for developing targeted therapeutic approaches. Emerging research underscores the significant involvement of cathepsins in immune cells, particularly T cells, macrophages, dendritic cells, and neutrophils, as well as their contribution to immune-related diseases. In this review, we systematically examine the impact of cathepsins on the immune system and their mechanistic roles in cancer, infectious diseases, autoimmune and neurodegenerative disorders, with the goal of identifying novel therapeutic strategies for these conditions.
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Affiliation(s)
- Kexin Zhao
- The Cancer Research Institute and the Second Affiliated Hospital, Hengyang Medical School, University of South China (USC), Hengyang, Hunan, 421001, China
- MOE Key Lab of Rare Pediatric Diseases, Hengyang Medical School, USC, Hengyang, Hunan, 421001, China
| | - Yangqing Sun
- Department of Oncology, Hunan Provincial People's Hospital, Changsha, Hunan, 410005, China
| | - Shangwei Zhong
- The Cancer Research Institute and the Second Affiliated Hospital, Hengyang Medical School, University of South China (USC), Hengyang, Hunan, 421001, China
- MOE Key Lab of Rare Pediatric Diseases, Hengyang Medical School, USC, Hengyang, Hunan, 421001, China
| | - Jun-Li Luo
- The Cancer Research Institute and the Second Affiliated Hospital, Hengyang Medical School, University of South China (USC), Hengyang, Hunan, 421001, China.
- MOE Key Lab of Rare Pediatric Diseases, Hengyang Medical School, USC, Hengyang, Hunan, 421001, China.
- National Health Commission Key Laboratory of Birth Defect Research and Prevention, Hunan Provincial Maternal and Child Health Care Hospital, USC, Hengyang, Hunan, 410008, China.
- Hunan Provincial Key Laboratory of Basic and Clinical Pharmacological Research of Gastrointestinal Cancer, USC, Hengyang, Hunan, 421001, China.
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2
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Chen S, Zhang J, Chen J, Ke J, Huang Y, Du X, Fu B, Wei H. Compromised C3b-VSIG4 axis between decidual NK cells and macrophages contributes to recurrent spontaneous abortion. J Transl Med 2024; 22:1017. [PMID: 39529122 PMCID: PMC11556194 DOI: 10.1186/s12967-024-05829-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Accepted: 10/31/2024] [Indexed: 11/16/2024] Open
Abstract
NK cells and macrophages constitute the predominant immune cell subsets in the decidua during the first trimester of pregnancy, with macrophages typically adopting an anti-inflammatory phenotype. Conversely, in the third trimester, macrophages undergo a shift towards a pro-inflammatory phenotype concurrent with a reduction in NK cell numbers. The direct regulatory impact of NK cells on macrophage phenotype remains poorly explored. In our investigation, we observed that ICAM1+ macrophages stimulate the expression of intracellular C3 in LFA1+ decidual NK cells. Notably, Cathepsin W within NK cells exhibit the potential to generate active C3b fragments, effectively inhibit the proinflammatory phenotype of macrophages by binding to VSIG4. Our study unveils a direct regulatory mechanism orchestrated by decidual NK cells over macrophages, providing a potential pathogenic explanation for recurrent spontaneous abortion.
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Affiliation(s)
- Siao Chen
- Department of Life Sciences and Medicine, University of Science and Technology of China, 443 Huangshan Road, Hefei, 230027, Anhui, China
- Institute of Immunology, University of Science and Technology of China, Hefei, Anhui, China
| | - Jinghe Zhang
- Department of Life Sciences and Medicine, University of Science and Technology of China, 443 Huangshan Road, Hefei, 230027, Anhui, China
- Institute of Immunology, University of Science and Technology of China, Hefei, Anhui, China
- Department of Obstetrics and Gynecology, Division of Life Sciences and Medicine, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei, Anhui, China
| | - Jian Chen
- Department of Life Sciences and Medicine, University of Science and Technology of China, 443 Huangshan Road, Hefei, 230027, Anhui, China
- Institute of Immunology, University of Science and Technology of China, Hefei, Anhui, China
- Department of Intensive Care Unit, Division of Life Sciences and Medicine, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei, Anhui, China
| | - Jieqi Ke
- Department of Life Sciences and Medicine, University of Science and Technology of China, 443 Huangshan Road, Hefei, 230027, Anhui, China
- Institute of Immunology, University of Science and Technology of China, Hefei, Anhui, China
- Department of Obstetrics and Gynecology, Division of Life Sciences and Medicine, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei, Anhui, China
| | - Yu Huang
- Institute of Immunology, University of Science and Technology of China, Hefei, Anhui, China
- Division of Molecular Medicine, Hefei National Laboratory for Physical Sciences at Microscale, The CAS Key Laboratory of Innate Immunity and Chronic Disease, School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
| | - Xianghui Du
- Department of Life Sciences and Medicine, University of Science and Technology of China, 443 Huangshan Road, Hefei, 230027, Anhui, China
- Institute of Immunology, University of Science and Technology of China, Hefei, Anhui, China
- Department of Obstetrics and Gynecology, Division of Life Sciences and Medicine, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei, Anhui, China
| | - Binqing Fu
- Department of Life Sciences and Medicine, University of Science and Technology of China, 443 Huangshan Road, Hefei, 230027, Anhui, China.
- Institute of Immunology, University of Science and Technology of China, Hefei, Anhui, China.
- Department of Obstetrics and Gynecology, Division of Life Sciences and Medicine, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei, Anhui, China.
| | - Haiming Wei
- Department of Life Sciences and Medicine, University of Science and Technology of China, 443 Huangshan Road, Hefei, 230027, Anhui, China.
- Institute of Immunology, University of Science and Technology of China, Hefei, Anhui, China.
- Department of Obstetrics and Gynecology, Division of Life Sciences and Medicine, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei, Anhui, China.
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3
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Nishiyama NC, Silverstein S, Darlington K, Kennedy Ng MM, Clough KM, Bauer M, Beasley C, Bharadwaj A, Ganesan R, Kapadia MR, Lau G, Lian G, Rahbar R, Sadiq TS, Schaner MR, Stem J, Friton J, Faubion WA, Sheikh SZ, Furey TS. eQTL in diseased colon tissue identifies novel target genes associated with IBD. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.10.14.618229. [PMID: 39464142 PMCID: PMC11507739 DOI: 10.1101/2024.10.14.618229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/29/2024]
Abstract
Genome-wide association studies (GWAS) have identified over 300 loci associated with the inflammatory bowel diseases (IBD), but putative causal genes for most are unknown. We conducted the largest disease-focused expression quantitative trait loci (eQTL) analysis using colon tissue from 252 IBD patients to determine genetic effects on gene expression and potential contribution to IBD. Combined with two non-IBD colon eQTL studies, we identified 194 potential target genes for 108 GWAS loci. eQTL in IBD tissue were enriched for IBD GWAS loci colocalizations, provided novel evidence for IBD-associated genes such as ABO and TNFRSF14, and identified additional target genes compared to non-IBD tissue eQTL. IBD-associated eQTL unique to diseased tissue had distinct regulatory and functional characteristics with increased effect sizes. Together, these highlight the importance of eQTL studies in diseased tissue for understanding functional consequences of genetic variants, and elucidating molecular mechanisms and regulation of key genes involved in IBD.
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Affiliation(s)
- Nina C. Nishiyama
- Curriculum in Bioinformatics and Computational Biology, Department of Genetics, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Center for Gastrointestinal Biology and Disease, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Sophie Silverstein
- Center for Gastrointestinal Biology and Disease, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Department of Genetics, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Kimberly Darlington
- Center for Gastrointestinal Biology and Disease, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Division of Gastroenterology and Hepatology, Department of Medicine, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Meaghan M. Kennedy Ng
- Curriculum in Bioinformatics and Computational Biology, Department of Genetics, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Center for Gastrointestinal Biology and Disease, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Katelyn M. Clough
- Center for Gastrointestinal Biology and Disease, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Curriculum in Toxicology and Environmental Medicine, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Mikaela Bauer
- Center for Gastrointestinal Biology and Disease, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Caroline Beasley
- Center for Gastrointestinal Biology and Disease, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Department of Genetics, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Akshatha Bharadwaj
- Department of Genetics, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Rajee Ganesan
- Department of Genetics, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Muneera R. Kapadia
- Department of Surgery, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Gwen Lau
- Center for Gastrointestinal Biology and Disease, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Grace Lian
- Center for Gastrointestinal Biology and Disease, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Reza Rahbar
- Department of Surgery, REX Healthcare of Wakefield, Raleigh, North Carolina, USA
| | - Timothy S. Sadiq
- Department of Surgery, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Matthew R. Schaner
- Center for Gastrointestinal Biology and Disease, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Jonathan Stem
- Department of Surgery, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Jessica Friton
- Division of Gastroenterology and Hepatology, Department of Medicine, Mayo Clinic, Rochester, Minnesota, USA
| | - William A. Faubion
- Division of Gastroenterology and Hepatology, Department of Medicine, Mayo Clinic, Rochester, Minnesota, USA
| | - Shehzad Z. Sheikh
- Center for Gastrointestinal Biology and Disease, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Department of Genetics, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Division of Gastroenterology and Hepatology, Department of Medicine, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Curriculum in Toxicology and Environmental Medicine, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Terrence S. Furey
- Curriculum in Bioinformatics and Computational Biology, Department of Genetics, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Center for Gastrointestinal Biology and Disease, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Department of Genetics, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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4
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Shen L, Tao C, Zhu K, Cai L, Yang S, Jin J, Ren Y, Xiao Y, Zhang Y, Lai D, Tou J. Key platelet genes play important roles in predicting the prognosis of sepsis. Sci Rep 2024; 14:23530. [PMID: 39384856 PMCID: PMC11464784 DOI: 10.1038/s41598-024-74052-w] [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: 04/29/2024] [Accepted: 09/23/2024] [Indexed: 10/11/2024] Open
Abstract
Sepsis is a life-threatening organ malfunction induced by an imbalanced immunological reaction to infection in the host. Many studies have utilized traditional RNA sequencing (RNA-seq) data to identify important biological targets to predict sepsis prognosis. However, alterations in core cells and functional status cannot be effectively detected in sepsis patients. The goal of this study was to identify key cells through single-cell RNA-seq (scRNA-seq), and combine bulk RNA-seq data and multiple algorithm analysis to construct a stable prognostic model for sepsis. The scRNA-seq and bulk RNA-seq data from sepsis patients were collected from the Gene Expression Omnibus (GEO) database. The R package "Seurat" was used to process the scRNA-seq data. Cell communication was investigated using the R package "CellChat". The pseudo-time of the cells was calculated using the R package "monocle". The R package "limma" was used to identify differentially expressed genes (DEGs) between the sepsis group and the control group. Weighted gene correlation network analysis (WGCNA) was used to identify critical modules. Eight kinds of machine learning and 90 algorithm combinations were used to construct the prognostic model for sepsis. Quantitative real-time PCR (qRT‒PCR) was performed to determine the expression of key genes in the cecal ligation and puncture (CLP)-induced sepsis mouse model. The immunological status and related properties of DEGs were then investigated in the high- and low-risk groups delineated by the model. By combining the scRNA-seq data from nine samples, 13 clusters and 9 cell types were identified. CellChat analysis revealed that the number and strength of interactions between platelets and a variety of cells increased. We identified key platelet genes from the scRNA-seq data and combined these genes and the results of differential analysis and WGCNA of the bulk RNA-seq data. After univariate Cox regression analysis, we calculated the Cindex of the model constructed by the combination of 90 algorithms, and we finally determined the "CoxBoost + Lasso" combination. Multivariate Cox regression was used to construct the final prognostic model. The qRT-PCR results revealed significant differences in five key prognostic genes between the CLP and sham groups. The data was classified into high- and low-risk groups based on the model score. The high-risk group had a poorer survival rate and less immune infiltration. We identified the importance of platelets in sepsis patients through scRNA-seq, and established prognostic models with key genes that were identified via scRNA-seq combined with bulk RNA-seq analysis. The results of this model were closely associated with patient survival rates and immunological status and this model is useful for the prognostic management of sepsis.
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Affiliation(s)
- Leiting Shen
- Department of Neonatal Surgery, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child Health, Hangzhou, China
| | - Chang Tao
- Department of Urology, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child Health, Hangzhou, China
| | - Kun Zhu
- Department of Pathology, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child Health, Hangzhou, China
| | - Linghao Cai
- Department of Neonatal Surgery, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child Health, Hangzhou, China
| | - Sisi Yang
- Department of Neonatal Surgery, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child Health, Hangzhou, China
| | - Jingyi Jin
- Department of Neonatal Surgery, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child Health, Hangzhou, China
| | - Yichao Ren
- Department of Thoracic and Cardiovascular Surgery, Children's Hospital, School of Medicine, Zhejiang University, National Clinical Research Center for Child Health, Hangzhou, China
| | - Yi Xiao
- Department of Neonatal Surgery, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child Health, Hangzhou, China
| | - Yuebai Zhang
- Department of Neonatal Surgery, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child Health, Hangzhou, China
| | - Dengming Lai
- Department of Neonatal Surgery, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child Health, Hangzhou, China.
| | - Jinfa Tou
- Department of Neonatal Surgery, Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child Health, Hangzhou, China.
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5
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Zhou X, Chen H, Huang D, Guan G, Ma X, Cai W, Liao J, Guan T. Reduced expression of cathepsin F predicts poor prognosis in patients with clear cell renal cell carcinoma. Sci Rep 2024; 14:13556. [PMID: 38866930 PMCID: PMC11169360 DOI: 10.1038/s41598-024-64542-2] [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: 12/18/2023] [Accepted: 06/10/2024] [Indexed: 06/14/2024] Open
Abstract
Abnormalities in the extracellular matrix (ECM) play important roles in the regulation and progression of clear cell renal cell carcinoma (ccRCC). The cysteine cathepsin is one of the major proteases involved in ECM remodeling and has been shown to be aberrantly expressed in multiple cancer types. However, the clinical significance and biological function of distinct cysteine cathepsins in ccRCC remain poorly understood. In this study, several bioinformatics databases, including UALCAN, TIMER, GEPIA and the Human Protein Atlas datasets, were used to analyze the expression and prognostic value of different cysteine cathepsin family members in ccRCC. We found that the expression level of CTSF was downregulated in tumor tissues and closely related to the poor survival of ccRCC patients. Further in vitro experiments suggested that CTSF overexpression suppressed the proliferation and migration of ccRCC cells. Moreover, the expression of CTSF was shown to be associated with several immune-infiltrating cells and immunomodulators in ccRCC. These results indicated that CTSF might be a promising diagnostic and prognostic marker in ccRCC.
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Affiliation(s)
- Xin Zhou
- School of Chemistry and Environmental Science, Guangdong Ocean University, Zhanjiang, 524088, China
| | - Huayan Chen
- Department of Pharmacy, Affiliated Hospital of Guangdong Medical University, Guangdong, 524001, China
| | - Dong Huang
- Department of Pharmacy, Affiliated Hospital of Guangdong Medical University, Guangdong, 524001, China
| | - Guixian Guan
- Department of Gastroenterology, Heyuan People's Hospital, Heyuan, China
| | - Xiaoli Ma
- Department of Pharmacy, Affiliated Hospital of Guangdong Medical University, Guangdong, 524001, China
| | - Weiming Cai
- Department of Pharmacy, Affiliated Hospital of Guangdong Medical University, Guangdong, 524001, China.
| | - Jing Liao
- Department of Obstetrics and Gynecology, Affiliated Hospital of Guangdong Medical University, Guangdong, 524001, China.
| | - Tangming Guan
- Department of Pharmacy, Affiliated Hospital of Guangdong Medical University, Guangdong, 524001, China.
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6
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Zdravkova K, Mijanovic O, Brankovic A, Ilicheva PM, Jakovleva A, Karanovic J, Pualic M, Pualic D, Rubel AA, Savvateeva LV, Parodi A, Zamyatnin AA. Unveiling the Roles of Cysteine Proteinases F and W: From Structure to Pathological Implications and Therapeutic Targets. Cells 2024; 13:917. [PMID: 38891048 PMCID: PMC11171618 DOI: 10.3390/cells13110917] [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: 04/06/2024] [Revised: 05/22/2024] [Accepted: 05/23/2024] [Indexed: 06/20/2024] Open
Abstract
Cysteine cathepsins F and W are members of the papain-like cysteine protease family, which have distinct structural features and functional roles in various physiological and pathological processes. This review provides a comprehensive overview of the current understanding of the structure, biological functions, and pathological implications of cathepsins F and W. Beginning with an introduction to these proteases, we delve into their structural characteristics and elucidate their unique features that dictate their enzymatic activities and substrate specificity. We also explore the intricate involvement of cathepsins F and W in malignancies, highlighting their role as potential biomarkers and therapeutic targets in cancer progression. Furthermore, we discuss the emerging roles of these enzymes in immune response modulation and neurological disorders, shedding light on their implications in autoimmune and neurodegenerative diseases. Finally, we review the landscape of inhibitors targeting these proteases, highlighting their therapeutic potential and challenges in clinical translation. This review brings together the diverse facets of cysteine cathepsins F and W, providing insights into their roles in health and disease and guiding future investigations for therapeutic advances.
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Affiliation(s)
- Kristina Zdravkova
- AD Alkaloid Skopje, Boulevard Alexander the Great 12, 1000 Skopje, North Macedonia;
| | - Olja Mijanovic
- Dia-M, LCC, 7 b.3 Magadanskaya Str., 129345 Moscow, Russia;
| | - Ana Brankovic
- Department of Forensic Sciences, Faculty of Forensic Sciences and Engineering, University of Criminal Investigation and Police Studies, Cara Dusana 196, 11000 Belgrade, Serbia;
| | - Polina M. Ilicheva
- Institute of Chemistry, Saratov State University, Astrakhanskaya Street 83, 410012 Saratov, Russia;
| | | | - Jelena Karanovic
- Laboratory for Molecular Biology, Institute of Molecular Genetics and Genetic Engineering, University of Belgrade, Vojvode Stepe 444A, 11000 Belgrade, Serbia;
| | - Milena Pualic
- Institute Cardiovascular Diseases Dedinje, Heroja Milana Tepica 1, 11000 Belgrade, Serbia;
| | - Dusan Pualic
- Military Medical Academy, Crnotravska 17, 11000 Belgrade, Serbia;
| | - Aleksandr A. Rubel
- Laboratory of Amyloid Biology, St. Petersburg State University, 199034 St. Petersburg, Russia;
| | - Lyudmila V. Savvateeva
- Institute of Translational Medicine and Biotechnology, Sechenov First Moscow State Medical University, 119991 Moscow, Russia;
| | - Alessandro Parodi
- Research Center for Translational Medicine, Sirius University of Science and Technology, 354340 Sochi, Russia;
| | - Andrey A. Zamyatnin
- Faculty of Bioengineering and Bioinformatics, Lomonosov Moscow State University, 119234 Moscow, Russia
- Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, 119992 Moscow, Russia
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7
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Lin Z, Wang Q, Zheng Z, Zhang B, Zhou S, Zheng D, Chen Z, Zheng S, Zhu S, Zhang X, Lan E, Zhang Y, Lin X, Zhuang Q, Qian H, Hu X, Zhuang Y, Jin Z, Jiang S, Ma Y. Identification and validation of a platelet-related signature for predicting survival and drug sensitivity in multiple myeloma. Front Pharmacol 2024; 15:1377370. [PMID: 38818376 PMCID: PMC11137312 DOI: 10.3389/fphar.2024.1377370] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2024] [Accepted: 04/29/2024] [Indexed: 06/01/2024] Open
Abstract
Background: Significant progress has been achieved in the management of multiple myeloma (MM) by implementing high-dose therapy and stem cell transplantation. Moreover, the prognosis of patients has been enhanced due to the introduction of novel immunomodulatory drugs and the emergence of new targeted therapies. However, predicting the survival rates of patients with multiple myeloma is still tricky. According to recent researches, platelets have a significant impact in affecting the biological activity of tumors and are essential parts of the tumor microenvironment. Nonetheless, it is still unclear how platelet-related genes (PRGs) connect to the prognosis of multiple myeloma. Methods: We analyzed the expression of platelet-related genes and their prognostic value in multiple myeloma patients in this study. We also created a nomogram combining clinical metrics. Furthermore, we investigated disparities in the biological characteristics, immunological microenvironment, and reaction to immunotherapy, along with analyzing the drug susceptibility within diverse risk groups. Results: By using the platelet-related risk model, we were able to predict patients' prognosis more accurately. Subjects in the high-risk cohort exhibited inferior survival outcomes, both in the training and validation datasets, as compared to those in the low-risk cohort (p < 0.05). Moreover, there were differences in the immunological microenvironments, biological processes, clinical features, and chemotherapeutic drug sensitivity between the groups at high and low risk. Using multivariable Cox regression analyses, platelet-related risk score was shown to be an independent prognostic influence in MM (p < 0.001, hazard ratio (HR) = 2.001%, 95% confidence interval (CI): 1.467-2.730). Furthermore, the capacity to predict survival was further improved when a combined nomogram was utilized. In training cohort, this outperformed the predictive value of International staging system (ISS) alone from a 5-years area under curve (AUC) = 0.668 (95% CI: 0.611-0.725) to an AUC = 0.721 (95% CI: 0.665-0.778). Conclusion: Our study revealed the potential benefits of PRGs in terms of survival prognosis of MM patients. Furthermore, we verified its potential as a drug target for MM patients. These findings open up novel possibilities for prognostic evaluation and treatment choices for MM.
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Affiliation(s)
- Zhili Lin
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Quanqiang Wang
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Ziwei Zheng
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Bingxin Zhang
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Shujuan Zhou
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Dong Zheng
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Zixing Chen
- Department of Hepatobiliary Surgery, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Wenzhou, China
| | - Sisi Zheng
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Shuxia Zhu
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Xinyi Zhang
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Enqing Lan
- Department of Hepatobiliary Surgery, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Wenzhou, China
| | - Yu Zhang
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Xuanru Lin
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Qiang Zhuang
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Honglan Qian
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Xudong Hu
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Yan Zhuang
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Zhouxiang Jin
- Department of Hepatobiliary Surgery, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Wenzhou, China
| | - Songfu Jiang
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Yongyong Ma
- Department of Hematology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
- Key Laboratory of Intelligent Treatment and Life Support for Critical Diseases of Zhejiang Province, Wenzhou, China
- Zhejiang Engineering Research Center for Hospital Emergency and Process Digitization, Wenzhou, China
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8
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Barchielli G, Capperucci A, Tanini D. Therapeutic cysteine protease inhibitors: a patent review (2018-present). Expert Opin Ther Pat 2024; 34:17-49. [PMID: 38445468 DOI: 10.1080/13543776.2024.2327299] [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: 10/09/2023] [Accepted: 03/04/2024] [Indexed: 03/07/2024]
Abstract
INTRODUCTION Cysteine proteases are involved in a broad range of biological functions, ranging from extracellular matrix turnover to immunity. Playing an important role in the onset and progression of several diseases, including cancer, immune-related and neurodegenerative disease, viral and parasitic infections, cysteine proteases represent an attractive drug target for the development of therapeutic tools. AREAS COVERED Recent scientific and patent literature focusing on the design and study of cysteine protease inhibitors with potential therapeutic application has been reviewed. EXPERT OPINION The discovery of a number of effective structurally diverse cysteine protease inhibitors opened up new challenges and opportunities for the development of therapeutic tools. Mechanistic studies and the availability of X-ray crystal structures of some proteases, alone and in complex with inhibitors, provide crucial information for the rational design and development of efficient and selective cysteine protease inhibitors as preclinical candidates for the treatment of different diseases.
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Affiliation(s)
- Giulia Barchielli
- Department of Chemistry 'Ugo Schiff', University of Florence, Sesto Fiorentino FI, Italy
| | - Antonella Capperucci
- Department of Chemistry 'Ugo Schiff', University of Florence, Sesto Fiorentino FI, Italy
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