1
|
Peng JJ, Zhang YY, Li RF, Zhu WJ, Liu HR, Li HY, Liu B, Cao DS, Peng J, Luo XJ. Hybrid approach for drug-target interaction predictions in ischemic stroke models. Artif Intell Med 2025; 161:103067. [PMID: 39956766 DOI: 10.1016/j.artmed.2025.103067] [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: 05/20/2024] [Revised: 12/09/2024] [Accepted: 01/15/2025] [Indexed: 02/18/2025]
Abstract
Multiple cell death mechanisms are triggered during ischemic stroke and they are interconnected in a complex network with extensive crosstalk, complicating the development of targeted therapies. We therefore propose a novel framework for identifying disease-specific drug-target interaction (DTI), named strokeDTI, to extract key nodes within an interconnected graph network of activated pathways via leveraging transcriptomic sequencing data. Our findings reveal that the drugs a model can predict are highly representative of the characteristics of the database the model is trained on. However, models with comparable performance yield diametrically opposite predictions in real testing scenarios. Our analysis reveals a correlation between the reported literature on drug-target pairs and their binding scores. Leveraging this correlation, we introduced an additional module to assess the predictive validity of our model for each unique target, thereby improving the reliability of the framework's predictions. Our framework identified Cerdulatinib as a potential anti-stroke drug via targeting multiple cell death pathways, particularly necroptosis and apoptosis. Experimental validation in in vitro and in vivo models demonstrated that Cerdulatinib significantly attenuated stroke-induced brain injury via inhibiting multiple cell death pathways, improving neurological function, and reducing infarct volume. This highlights strokeDTI's potential for disease-specific drug-target identification and Cerdulatinib's potential as a potent anti-stroke drug.
Collapse
Affiliation(s)
- Jing-Jie Peng
- Department of Laboratory Medicine, the third Xiangya Hospital, Central South University, Changsha 410013, China
| | - Yi-Yue Zhang
- Department of Pharmacology, Xiangya School of Pharmaceutical Sciences, Central South University, Changsha 410003, China
| | - Rui-Feng Li
- Department of Pharmacology, Xiangya School of Pharmaceutical Sciences, Central South University, Changsha 410003, China
| | - Wen-Jun Zhu
- Department of Pharmacology, Xiangya School of Pharmaceutical Sciences, Central South University, Changsha 410003, China
| | - Hong-Rui Liu
- Department of Laboratory Medicine, the third Xiangya Hospital, Central South University, Changsha 410013, China
| | - Hui-Yin Li
- Department of Laboratory Medicine, the third Xiangya Hospital, Central South University, Changsha 410013, China
| | - Bin Liu
- Department of Pharmacy, Xiangya Hospital, Central South University, Changsha 410008, China
| | - Dong-Sheng Cao
- Department of Pharmaceutical Chemistry, Xiangya School of Pharmaceutical Sciences, Central South University, Changsha 410003, China
| | - Jun Peng
- Department of Pharmacology, Xiangya School of Pharmaceutical Sciences, Central South University, Changsha 410003, China.
| | - Xiu-Ju Luo
- Department of Laboratory Medicine, the third Xiangya Hospital, Central South University, Changsha 410013, China.
| |
Collapse
|
2
|
Long Z, Grandis JR, Johnson DE. Emerging tyrosine kinase inhibitors for head and neck cancer. Expert Opin Emerg Drugs 2022; 27:333-344. [PMID: 36131561 PMCID: PMC9987561 DOI: 10.1080/14728214.2022.2125954] [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: 06/17/2022] [Accepted: 09/14/2022] [Indexed: 01/09/2023]
Abstract
INTRODUCTION Conventional regimens for head and neck squamous cell carcinoma (HNSCC) are limited in efficacy and are associated with adverse toxicities. Food and Drug Administration (FDA) approved molecular targeting agents include the HER1 (EGFR)-directed monoclonal antibody cetuximab and the immune checkpoint inhibitors nivolumab and pembrolizumab. However, clinical benefit is only seen in roughly 15-20% of HNSCC patients treated with these agents. New molecular targeting agents are needed that either act with monotherapeutic activity against HNSCC tumors or enhance the activities of current therapies, particularly immunotherapy. Small-molecule tyrosine kinase inhibitors (TKIs) represent a viable option toward this goal. AREAS COVERED This review provides an update on TKIs currently under investigation in HNSCC. We focus our review on data obtained and trials underway in HNSCC, including salivary gland cancers and nasopharyngeal carcinomas, but excluding thyroid cancer and esophageal cancer. EXPERT OPINION While some emerging TKIs have shown clinical benefit, the positive effects have, largely, been modest. The design of clinical trials of TKIs has been hampered by a lack of understanding of biomarkers that can be used to define patient populations most likely to respond. Further preclinical and translational studies to define biomarkers of TKI response will be critically important.
Collapse
Affiliation(s)
- Zhen Long
- Department of Otolaryngology – Head and Neck Surgery, University of California, San Francisco, California, USA
| | - Jennifer R. Grandis
- Department of Otolaryngology – Head and Neck Surgery, University of California, San Francisco, California, USA
| | - Daniel E. Johnson
- Department of Otolaryngology – Head and Neck Surgery, University of California, San Francisco, California, USA
| |
Collapse
|
3
|
de Kort WWB, Spelier S, Devriese LA, van Es RJJ, Willems SM. Predictive Value of EGFR-PI3K-AKT-mTOR-Pathway Inhibitor Biomarkers for Head and Neck Squamous Cell Carcinoma: A Systematic Review. Mol Diagn Ther 2021; 25:123-136. [PMID: 33686517 PMCID: PMC7956931 DOI: 10.1007/s40291-021-00518-6] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/15/2021] [Indexed: 12/18/2022]
Abstract
BACKGROUND Understanding molecular pathogenesis of head and neck squamous cell carcinomas (HNSCC) has considerably improved in the last decades. As a result, novel therapeutic strategies have evolved, amongst which are epidermal growth factor receptor (EGFR)-targeted therapies. With the exception of cetuximab, targeted therapies for HNSCC have not yet been introduced into clinical practice. One important aspect of new treatment regimes in clinical practice is presence of robust biomarkers predictive for therapy response. METHODS We performed a systematic search in PubMed, Embase and the Cochrane library. Articles were included if they investigated a biomarker for targeted therapy in the EGFR-PI3K-AKT-mTOR-pathway. RESULTS Of 83 included articles, 52 were preclinical and 33 were clinical studies (two studies contained both a preclinical and a clinical part). We classified EGFR pathway inhibitor types and investigated the type of biomarker (biomarker on epigenetic, DNA, mRNA or protein level). CONCLUSION Several EGFR-PI3K-AKT-mTOR-pathway inhibitor biomarkers have been researched for HNSCC but few of the investigated biomarkers have been adequately confirmed in clinical trials. A more systematic approach is needed to discover proper biomarkers as stratifying patients is essential to prevent unnecessary costs and side effects.
Collapse
Affiliation(s)
- W. W. B. de Kort
- Department of Pathology, University Medical Center Utrecht, PO Box 885500, 3508 GA Utrecht, The Netherlands
| | - S. Spelier
- Department of Pathology, University Medical Center Utrecht, PO Box 885500, 3508 GA Utrecht, The Netherlands
| | - L. A. Devriese
- Department of Medical Oncology, University Medical Center Utrecht, PO Box 885500, 3508 GA Utrecht, The Netherlands
| | - R. J. J. van Es
- Department of Oral and Maxillofacial Surgery, University Medical Center Utrecht, PO Box 885500, 3508 GA Utrecht, The Netherlands
- Department of Head and Neck Surgical Oncology, Utrecht Cancer Center, University Medical Center Utrecht, PO Box 885500, 3508 GA Utrecht, The Netherlands
| | - S. M. Willems
- Department of Pathology, University Medical Center Utrecht, PO Box 885500, 3508 GA Utrecht, The Netherlands
- Department of Pathology, University Medical Center Groningen, PO Box 30001, 9700 RB Groningen, The Netherlands
| |
Collapse
|
4
|
Vascular Endothelial Growth Factor: A Translational View in Oral Non-Communicable Diseases. Biomolecules 2021; 11:biom11010085. [PMID: 33445558 PMCID: PMC7826734 DOI: 10.3390/biom11010085] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Revised: 01/08/2021] [Accepted: 01/08/2021] [Indexed: 02/06/2023] Open
Abstract
Vascular endothelial growth factors (VEGFs) are vital regulators of angiogenesis that are expressed in response to soluble mediators, such as cytokines and growth factors. Their physiologic functions include blood vessel formation, regulation of vascular permeability, stem cell and monocyte/macrophage recruitment and maintenance of bone homeostasis and repair. In addition, angiogenesis plays a pivotal role in chronic pathologic conditions, such as tumorigenesis, inflammatory immune diseases and bone loss. According to their prevalence, morbidity and mortality, inflammatory diseases affecting periodontal tissues and oral cancer are relevant non-communicable diseases. Whereas oral squamous cell carcinoma (OSCC) is considered one of the most common cancers worldwide, destructive inflammatory periodontal diseases, on the other hand, are amongst the most prevalent chronic inflammatory conditions affecting humans and also represent the main cause of tooth loss in adults. In the recent years, while knowledge regarding the role of VEGF signaling in common oral diseases is expanding, new potential translational applications emerge. In the present narrative review we aim to explore the role of VEGF signaling in oral cancer and destructive periodontal inflammatory diseases, with emphasis in its translational applications as potential biomarkers and therapeutic targets.
Collapse
|
5
|
Ansar S, Vetrivel U. KinomeRun: An interactive utility for kinome target screening and interaction fingerprint analysis towards holistic visualization on kinome tree. Chem Biol Drug Des 2020; 96:1162-1175. [PMID: 32418310 DOI: 10.1111/cbdd.13705] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2020] [Revised: 04/15/2020] [Accepted: 05/06/2020] [Indexed: 12/27/2022]
Abstract
Kinases are key targets for many of the pathological conditions. Inverse screening of ligands serves as an essential mode to identify potential kinase targets in modern drug discovery research. Hence, we intend to develop KinomeRun, a robust pipeline for inverse screening and kinome tree visualization through the seamless integration of kinome structures, docking and kinome-drug interaction fingerprint analysis. In this pipeline, the hurdle of residue numbering in kinome is also resolved by creating a common index file with the conserved kinase pocket residues for comparative interaction analysis. KinomeRun can be used to screen the ligands of interest docked against multiple kinase structures in parallel around the kinase binding site and also to filter out the targets with unique interaction patterns. This automation is essential for prioritization of kinase targets that show specificity for a given drug and will also serve as a crucial tool kit for holistic approaches in kinase drug discovery. KinomeRun is developed using python and bash programming language and is distributed freely under the GNU GPL licence-3.0 and can be downloaded at https://github.com/inpacdb/KinomeRun. The tutorial videos for installation, target screening and customized filtration are available at https://www.youtube.com/playlist?list=PLuIaEFtMVgQ7v__WigQH9ilGVxrfI1LKs and also be downloaded for offline viewing from the github link.
Collapse
Affiliation(s)
- Samdani Ansar
- Centre for Bioinformatics, Kamalnayan Bajaj Institute for Research in Vision and Ophthalmology, Vision Research Foundation, Sankara Nethralaya, Chennai, India.,School of Chemical and Biotechnology, SASTRA Deemed University, Thanjavur, India
| | - Umashankar Vetrivel
- Centre for Bioinformatics, Kamalnayan Bajaj Institute for Research in Vision and Ophthalmology, Vision Research Foundation, Sankara Nethralaya, Chennai, India.,National Institute of Traditional Medicine, Indian Council of Medical Research, Department of Health Research (Govt. of India), Belagavi, India
| |
Collapse
|
6
|
Khan M, Khaznadar SS, Routila J, Ventelä S, Schmid E, Gebhart B, Becker ET, Roider HG, Perala M, Schmitz AA, Krahn T, von Ahsen O. Hepatocyte Growth Factor Receptor overexpression predicts reduced survival but its targeting is not effective in unselected HNSCC patients. Head Neck 2020; 42:625-635. [PMID: 31919967 DOI: 10.1002/hed.26049] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2019] [Revised: 10/24/2019] [Accepted: 12/03/2019] [Indexed: 11/07/2022] Open
Abstract
BACKGROUND MET has emerged as target in head and neck squamous cell carcinoma (HNSCC). However, clinical data on MET inhibition in HNSCC are limited. METHODS HNSCC biopsies and cell lines were tested for MET activity. The response of cell lines to BAY-853474 was tested in proliferation assays. The prognostic value of MET expression was also analyzed. RESULTS HNSCC cell lines do not respond to MET inhibition. MET-dependent gastric cancer cell lines have much higher levels of MET expression and phosphorylation than HNSCC cell lines. Clinical samples of HNSCC contain much less MET than responsive models. CONCLUSIONS No clinical response to MET inhibitors in monotherapy may be expected in unselected cases of HNSCC. Only selected patients with MET amplifications should be treated with MET inhibitors. Patients with increased MET immunoreactivity have shorter overall survival. MET might be useful as marker for the detection of patients with more aggressive types of HNSCC.
Collapse
Affiliation(s)
- Martin Khan
- Charité, Berlin, Augustenburger Platz 1, Berlin, Germany
| | - Sami S Khaznadar
- Bayer AG, Research & Development, Pharmaceuticals, Berlin, Germany
| | - Johannes Routila
- Centre for Biotechnology, University of Turku and Åbo Akademi University, Turku, Finland.,Department for Otorhinolaryngology - Head and Neck Surgery, Turku University Hospital, Turku, Finland
| | - Sami Ventelä
- Centre for Biotechnology, University of Turku and Åbo Akademi University, Turku, Finland.,Department for Otorhinolaryngology - Head and Neck Surgery, Turku University Hospital, Turku, Finland
| | - Elke Schmid
- Bayer AG, Research & Development, Pharmaceuticals, Berlin, Germany
| | | | - Eva T Becker
- Charité, Berlin, Augustenburger Platz 1, Berlin, Germany
| | - Helge G Roider
- Bayer AG, Research & Development, Pharmaceuticals, Berlin, Germany
| | - Merja Perala
- Auria Biobank, Kiinamyllynkatu 8, Turku, Finland
| | - Arndt A Schmitz
- Bayer AG, Research & Development, Pharmaceuticals, Berlin, Germany
| | - Thomas Krahn
- Bayer AG, Research & Development, Pharmaceuticals, Berlin, Germany
| | - Oliver von Ahsen
- Bayer AG, Research & Development, Pharmaceuticals, Berlin, Germany
| |
Collapse
|