1
|
Imani S, Aminnezhad S, Alikarami M, Abedi Z, Mosleh IS, Maghsoudloo M, Taheri Z. Exploration of drug repurposing for Mpox outbreaks targeting gene signatures and host-pathogen interactions. Sci Rep 2024; 14:29436. [PMID: 39604570 PMCID: PMC11603026 DOI: 10.1038/s41598-024-79897-9] [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: 09/05/2024] [Accepted: 11/13/2024] [Indexed: 11/29/2024] Open
Abstract
Monkeypox (Mpox) is a growing public health concern, with complex interactions within host systems contributing to its impact. This study employs multi-omics approaches to uncover therapeutic targets and potential drug repurposing opportunities to better understand Mpox's molecular pathogenesis. We developed an in silico host-pathogen interaction (HPI) network and applied weighted gene co-expression network analysis (WGCNA) to explore interactions between Mpox and host proteins. Subtype-specific host-pathogen protein-protein interaction networks were constructed, and key modules from the HPI and WGCNA were integrated to identify significant host proteins. To predict upstream signaling pathways and transcription factors, we used eXpression2Kinases and ChIP-X Enrichment Analysis. The multi-Steiner trees method was applied to compare our findings with those from FDA-approved antiviral drugs. Analysis of 55 differentially expressed genes in Mpox infection revealed 11 kinases and 15 transcription factors as key regulators. We identified 16 potential drug targets, categorized into 8 proviral genes (ESR2, ERK1, ERK2, P38, JNK1, CDK4, GSK3B, STAT3) designated for inhibition, and 8 antiviral genes (IKKA, HDAC1, HIPK2, TF65, CSK21, HIPK2, ESR2, GSK3B) designated for activation. Proviral genes are involved in the AKT, Wnt, and STAT3 pathways, while antiviral genes impact the AP-1, NF-κB, apoptosis, and IFN pathways. Promising FDA-approved candidates were identified, including kinase inhibitors, steroid hormone receptor agonists, STAT3 inhibitors, and notably Niclosamide. This study enhances our understanding of Mpox by identifying key therapeutic targets and potential repurposable drugs, providing a valuable framework for developing new treatments.
Collapse
Affiliation(s)
- Saber Imani
- Shulan International Medical College, Zhejiang Shuren University, Hangzhou, Zhejiang, China.
| | - Sargol Aminnezhad
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran.
| | - Moslem Alikarami
- Research and Development Center, Dina Pharmed Exir Salamat Co, Tehran, Iran
| | - Zahra Abedi
- School of Biotechnology College of Science, University of Tehran, Tehran, Iran
| | - Iman Samei Mosleh
- Plant Functional Genomics Lab, Institute of Molecular Biotechnology, Department of Biotechnology, BOKU University, Vienna, Austria
| | - Mazaher Maghsoudloo
- Key Laboratory of Epigenetics and Oncology, the Research Center for Preclinical Medicine, Southwest Medical University, Luzhou, 646000, Sichuan, China
| | - Zahra Taheri
- Department of Biology, Science and Research Branch, Islamic Azad University, Tehran, Iran
| |
Collapse
|
2
|
Zhang TY, Chen YQ, Tan JC, Zhou JA, Chen WN, Jiang T, Zha JY, Zeng XK, Li BW, Wei LQ, Zou Y, Zhang LY, Hong YM, Wang XL, Zhu RZ, Xu WX, Xi J, Wang QQ, Pan L, Zhang J, Luan Y, Zhu RX, Wang H, Chen C, Liu NN. Global fungal-host interactome mapping identifies host targets of candidalysin. Nat Commun 2024; 15:1757. [PMID: 38413612 PMCID: PMC10899660 DOI: 10.1038/s41467-024-46141-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Accepted: 02/15/2024] [Indexed: 02/29/2024] Open
Abstract
Candidalysin, a cytolytic peptide toxin secreted by the human fungal pathogen Candida albicans, is critical for fungal pathogenesis. Yet, its intracellular targets have not been extensively mapped. Here, we performed a high-throughput enhanced yeast two-hybrid (HT-eY2H) screen to map the interactome of all eight Ece1 peptides with their direct human protein targets and identified a list of potential interacting proteins, some of which were shared between the peptides. CCNH, a regulatory subunit of the CDK-activating kinase (CAK) complex involved in DNA damage repair, was identified as one of the host targets of candidalysin. Mechanistic studies revealed that candidalysin triggers a significantly increased double-strand DNA breaks (DSBs), as evidenced by the formation of γ-H2AX foci and colocalization of CCNH and γ-H2AX. Importantly, candidalysin binds directly to CCNH to activate CAK to inhibit DNA damage repair pathway. Loss of CCNH alleviates DSBs formation under candidalysin treatment. Depletion of candidalysin-encoding gene fails to induce DSBs and stimulates CCNH upregulation in a murine model of oropharyngeal candidiasis. Collectively, our study reveals that a secreted fungal toxin acts to hijack the canonical DNA damage repair pathway by targeting CCNH and to promote fungal infection.
Collapse
Affiliation(s)
- Tian-Yi Zhang
- State Key Laboratory of Systems Medicine for Cancer, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Yao-Qi Chen
- State Key Laboratory of Systems Medicine for Cancer, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Jing-Cong Tan
- State Key Laboratory of Systems Medicine for Cancer, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Jin-An Zhou
- State Key Laboratory of Systems Medicine for Cancer, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Wan-Ning Chen
- Department of Gastroenterology, The Shanghai Tenth People's Hospital, Department of Bioinformatics, School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Tong Jiang
- The Center for Microbes, Development, and Health, Key Laboratory of Molecular Virology and Immunology, Unit of Pathogenic Fungal Infection & Host Immunity, Shanghai Institute of Immunity and Infection, Chinese Academy of Sciences, Shanghai, 200031, China
| | - Jin-Yin Zha
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University, School of Medicine, Shanghai, 200025, China
| | - Xiang-Kang Zeng
- The Center for Microbes, Development, and Health, Key Laboratory of Molecular Virology and Immunology, Shanghai Institute of Immunity and Infection, Chinese Academy of Science, Shanghai, China
| | - Bo-Wen Li
- State Key Laboratory of Systems Medicine for Cancer, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Lu-Qi Wei
- State Key Laboratory of Systems Medicine for Cancer, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Yun Zou
- The Center for Microbes, Development, and Health, Key Laboratory of Molecular Virology and Immunology, Unit of Pathogenic Fungal Infection & Host Immunity, Shanghai Institute of Immunity and Infection, Chinese Academy of Sciences, Shanghai, 200031, China
| | - Lu-Yao Zhang
- The Center for Microbes, Development, and Health, Key Laboratory of Molecular Virology and Immunology, Unit of Pathogenic Fungal Infection & Host Immunity, Shanghai Institute of Immunity and Infection, Chinese Academy of Sciences, Shanghai, 200031, China
| | - Yue-Mei Hong
- State Key Laboratory of Systems Medicine for Cancer, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Xiu-Li Wang
- State Key Laboratory of Systems Medicine for Cancer, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Run-Ze Zhu
- State Key Laboratory of Systems Medicine for Cancer, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Wan-Xing Xu
- State Key Laboratory of Systems Medicine for Cancer, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Jing Xi
- State Key Laboratory of Systems Medicine for Cancer, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Qin-Qin Wang
- State Key Laboratory of Systems Medicine for Cancer, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Lei Pan
- The Center for Microbes, Development, and Health, Key Laboratory of Molecular Virology and Immunology, Shanghai Institute of Immunity and Infection, Chinese Academy of Science, Shanghai, China
| | - Jian Zhang
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University, School of Medicine, Shanghai, 200025, China
| | - Yang Luan
- State Key Laboratory of Systems Medicine for Cancer, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Rui-Xin Zhu
- Department of Gastroenterology, The Shanghai Tenth People's Hospital, Department of Bioinformatics, School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Hui Wang
- State Key Laboratory of Systems Medicine for Cancer, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.
| | - Changbin Chen
- The Center for Microbes, Development, and Health, Key Laboratory of Molecular Virology and Immunology, Unit of Pathogenic Fungal Infection & Host Immunity, Shanghai Institute of Immunity and Infection, Chinese Academy of Sciences, Shanghai, 200031, China.
| | - Ning-Ning Liu
- State Key Laboratory of Systems Medicine for Cancer, Center for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.
| |
Collapse
|
3
|
Onisiforou A, Spyrou GM. Identification of viral-mediated pathogenic mechanisms in neurodegenerative diseases using network-based approaches. Brief Bioinform 2021; 22:bbab141. [PMID: 34237135 PMCID: PMC8574625 DOI: 10.1093/bib/bbab141] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Revised: 03/01/2021] [Accepted: 03/23/2021] [Indexed: 12/18/2022] Open
Abstract
During the course of a viral infection, virus-host protein-protein interactions (PPIs) play a critical role in allowing viruses to replicate and survive within the host. These interspecies molecular interactions can lead to viral-mediated perturbations of the human interactome causing the generation of various complex diseases. Evidences suggest that viral-mediated perturbations are a possible pathogenic etiology in several neurodegenerative diseases (NDs). These diseases are characterized by chronic progressive degeneration of neurons, and current therapeutic approaches provide only mild symptomatic relief; therefore, there is unmet need for the discovery of novel therapeutic interventions. In this paper, we initially review databases and tools that can be utilized to investigate viral-mediated perturbations in complex NDs using network-based analysis by examining the interaction between the ND-related PPI disease networks and the virus-host PPI network. Afterwards, we present our theoretical-driven integrative network-based bioinformatics approach that accounts for pathogen-genes-disease-related PPIs with the aim to identify viral-mediated pathogenic mechanisms focusing in multiple sclerosis (MS) disease. We identified seven high centrality nodes that can act as disease communicator nodes and exert systemic effects in the MS-enriched Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways network. In addition, we identified 12 KEGG pathways, 5 Reactome pathways and 52 Gene Ontology Immune System Processes by which 80 viral proteins from eight viral species might exert viral-mediated pathogenic mechanisms in MS. Finally, our analysis highlighted the Th17 differentiation pathway, a disease communicator node and part of the 12 underlined KEGG pathways, as a key viral-mediated pathogenic mechanism and a possible therapeutic target for MS disease.
Collapse
Affiliation(s)
- Anna Onisiforou
- Department of Bioinformatics, Cyprus Institute of Neurology & Genetics, and the Cyprus School of Molecular Medicine, Cyprus
| | - George M Spyrou
- Department of Bioinformatics, Cyprus Institute of Neurology & Genetics, and professor at the Cyprus School of Molecular Medicine, Cyprus
| |
Collapse
|
4
|
Ling KM, Garratt LW, Gill EE, Lee AHY, Agudelo-Romero P, Sutanto EN, Iosifidis T, Rosenow T, Turvey SE, Lassmann T, Hancock REW, Kicic A, Stick SM. Rhinovirus Infection Drives Complex Host Airway Molecular Responses in Children With Cystic Fibrosis. Front Immunol 2020; 11:1327. [PMID: 32765492 PMCID: PMC7378398 DOI: 10.3389/fimmu.2020.01327] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2019] [Accepted: 05/26/2020] [Indexed: 01/22/2023] Open
Abstract
Early-life viral infections are responsible for pulmonary exacerbations that can contribute to disease progression in young children with cystic fibrosis (CF). The most common respiratory viruses detected in the CF airway are human rhinoviruses (RV), and augmented airway inflammation in CF has been attributed to dysregulated airway epithelial responses although evidence has been conflicting. Here, we exposed airway epithelial cells from children with and without CF to RV in vitro. Using RNA-Seq, we profiled the transcriptomic differences of CF and non-CF airway epithelial cells at baseline and in response to RV. There were only modest differences between CF and non-CF cells at baseline. In response to RV, there were 1,442 and 896 differentially expressed genes in CF and non-CF airway epithelial cells, respectively. The core antiviral responses in CF and non-CF airway epithelial cells were mediated through interferon signaling although type 1 and 3 interferon signaling, when measured, were reduced in CF airway epithelial cells following viral challenge consistent with previous reports. The transcriptional responses in CF airway epithelial cells were more complex than in non-CF airway epithelial cells with diverse over-represented biological pathways, such as cytokine signaling and metabolic and biosynthetic pathways. Network analysis highlighted that the differentially expressed genes of CF airway epithelial cells' transcriptional responses were highly interconnected and formed a more complex network than observed in non-CF airway epithelial cells. We corroborate observations in fully differentiated air–liquid interface (ALI) cultures, identifying genes involved in IL-1 signaling and mucin glycosylation that are only dysregulated in the CF airway epithelial response to RV infection. These data provide novel insights into the CF airway epithelial cells' responses to RV infection and highlight potential pathways that could be targeted to improve antiviral and anti-inflammatory responses in CF.
Collapse
Affiliation(s)
- Kak-Ming Ling
- Paediatrics, Medical School, Faculty of Healthy and Medical Science, The University of Western Australia, Nedlands, WA, Australia.,Telethon Kids Institute, Respiratory Research Centre, Nedlands, WA, Australia.,Telethon Kids Institute, Centre for Health Research, The University of Western Australia, Nedlands, WA, Australia
| | - Luke W Garratt
- Telethon Kids Institute, Respiratory Research Centre, Nedlands, WA, Australia.,Telethon Kids Institute, Centre for Health Research, The University of Western Australia, Nedlands, WA, Australia.,School of Biomedical Sciences, The University of Western Australia, Nedlands, WA, Australia
| | - Erin E Gill
- Centre for Microbial Diseases and Immunity Research, University of British Columbia, Vancouver, BC, Canada
| | - Amy H Y Lee
- Centre for Microbial Diseases and Immunity Research, University of British Columbia, Vancouver, BC, Canada
| | - Patricia Agudelo-Romero
- Telethon Kids Institute, Respiratory Research Centre, Nedlands, WA, Australia.,Telethon Kids Institute, Centre for Health Research, The University of Western Australia, Nedlands, WA, Australia
| | - Erika N Sutanto
- Telethon Kids Institute, Respiratory Research Centre, Nedlands, WA, Australia.,Telethon Kids Institute, Centre for Health Research, The University of Western Australia, Nedlands, WA, Australia
| | - Thomas Iosifidis
- Telethon Kids Institute, Respiratory Research Centre, Nedlands, WA, Australia.,Telethon Kids Institute, Centre for Health Research, The University of Western Australia, Nedlands, WA, Australia
| | - Tim Rosenow
- Telethon Kids Institute, Respiratory Research Centre, Nedlands, WA, Australia.,Telethon Kids Institute, Centre for Health Research, The University of Western Australia, Nedlands, WA, Australia
| | - Stuart E Turvey
- Department of Pediatrics, BC Children's Hospital, University of British Columbia, Vancouver, BC, Canada
| | - Timo Lassmann
- Telethon Kids Institute, Centre for Health Research, The University of Western Australia, Nedlands, WA, Australia
| | - Robert E W Hancock
- Centre for Microbial Diseases and Immunity Research, University of British Columbia, Vancouver, BC, Canada
| | - Anthony Kicic
- Telethon Kids Institute, Respiratory Research Centre, Nedlands, WA, Australia.,Telethon Kids Institute, Centre for Health Research, The University of Western Australia, Nedlands, WA, Australia.,School of Biomedical Sciences, The University of Western Australia, Nedlands, WA, Australia.,Occupation and Environment, School of Public Health, Curtin University, Perth, WA, Australia.,Department of Respiratory and Sleep Medicine, Perth Children's Hospital, Nedlands, WA, Australia.,Centre for Cell Therapy and Regenerative Medicine, School of Medicine and Pharmacology, The University of Western Australia, Nedlands, WA, Australia
| | - Stephen M Stick
- Telethon Kids Institute, Respiratory Research Centre, Nedlands, WA, Australia.,Telethon Kids Institute, Centre for Health Research, The University of Western Australia, Nedlands, WA, Australia.,School of Biomedical Sciences, The University of Western Australia, Nedlands, WA, Australia.,Department of Respiratory and Sleep Medicine, Perth Children's Hospital, Nedlands, WA, Australia.,Centre for Cell Therapy and Regenerative Medicine, School of Medicine and Pharmacology, The University of Western Australia, Nedlands, WA, Australia
| |
Collapse
|
5
|
Ling KM, Garratt LW, Lassmann T, Stick SM, Kicic A. Elucidating the Interaction of CF Airway Epithelial Cells and Rhinovirus: Using the Host-Pathogen Relationship to Identify Future Therapeutic Strategies. Front Pharmacol 2018; 9:1270. [PMID: 30464745 PMCID: PMC6234657 DOI: 10.3389/fphar.2018.01270] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2018] [Accepted: 10/17/2018] [Indexed: 01/07/2023] Open
Abstract
Chronic lung disease remains the primary cause of mortality in cystic fibrosis (CF). Growing evidence suggests respiratory viral infections are often more severe in CF compared to healthy peers and contributes to pulmonary exacerbations (PEx) and deterioration of lung function. Rhinovirus is the most prevalent respiratory virus detected, particularly during exacerbations in children with CF <5 years old. However, even though rhinoviral infections are likely to be one of the factors initiating the onset of CF lung disease, there is no effective targeted treatment. A better understanding of the innate immune responses by CF airway epithelial cells, the primary site of infection for viruses, is needed to identify why viral infections are more severe in CF. The aim of this review is to present the clinical impact of virus infection in both young children and adults with CF, focusing on rhinovirus infection. Previous in vitro and in vivo investigations looking at the mechanisms behind virus infection will also be summarized. The review will finish on the potential of transcriptomics to elucidate the host-pathogen responses by CF airway cells to viral infection and identify novel therapeutic targets.
Collapse
Affiliation(s)
- Kak-Ming Ling
- Paediatrics, Medical School, Faculty of Healthy and Medical Science, University of Western Australia, Nedlands, WA, Australia.,Telethon Kids Institute, University of Western Australia, Nedlands, WA, Australia
| | - Luke W Garratt
- Telethon Kids Institute, University of Western Australia, Nedlands, WA, Australia
| | - Timo Lassmann
- Telethon Kids Institute, University of Western Australia, Nedlands, WA, Australia
| | - Stephen M Stick
- Paediatrics, Medical School, Faculty of Healthy and Medical Science, University of Western Australia, Nedlands, WA, Australia.,Telethon Kids Institute, University of Western Australia, Nedlands, WA, Australia.,Department of Respiratory Medicine, Princess Margaret Hospital for Children, Perth, WA, Australia.,Centre for Cell Therapy and Regenerative Medicine, School of Medicine and Pharmacology, University of Western Australia, Nedlands, WA, Australia
| | - Anthony Kicic
- Paediatrics, Medical School, Faculty of Healthy and Medical Science, University of Western Australia, Nedlands, WA, Australia.,Telethon Kids Institute, University of Western Australia, Nedlands, WA, Australia.,Department of Respiratory Medicine, Princess Margaret Hospital for Children, Perth, WA, Australia.,Centre for Cell Therapy and Regenerative Medicine, School of Medicine and Pharmacology, University of Western Australia, Nedlands, WA, Australia.,Occupation and Environment, School of Public Health, Curtin University, Bentley, WA, Australia
| | | | | | | |
Collapse
|