Abstract
Host-pathogen interactions (HPIs) affect and involve multiple mechanisms in both the pathogen and the host. Pathogen interactions disrupt homeostasis in host cells, with their toxins interfering with host mechanisms, resulting in infections, diseases, and disorders, extending from AIDS and COVID-19, to cancer. Studies of the three-dimensional (3D) structures of host-pathogen complexes aim to understand how pathogens interact with their hosts. They also aim to contribute to the development of rational therapeutics, as well as preventive measures. However, structural studies are fraught with challenges toward these aims. This review describes the state-of-the-art in protein-protein interactions (PPIs) between the host and pathogens from the structural standpoint. It discusses computational aspects of predicting these PPIs, including machine learning (ML) and artificial intelligence (AI)-driven, and overviews available computational methods and their challenges. It concludes with examples of how theoretical computational approaches can result in a therapeutic agent with a potential of being used in the clinics, as well as future directions.
| Original language | English |
|---|---|
| Article number | 1061595 |
| Journal | Frontiers in Oncology |
| Volume | 13 |
| DOIs | |
| State | Published - 2023 |
Funding
| Funders | Funder number |
|---|---|
| U.S. Government | |
| National Institutes of Health | HHSN261201500003I |
| U.S. Department of Health and Human Services | |
| National Cancer Institute | |
| Frederick National Laboratory for Cancer Research | |
| Knight Cancer Institute, Oregon Health and Science University | |
| Cancer Early Detection Advanced Research Center, Knight Cancer Institute, Oregon Health and Science University |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 3 Good Health and Well-being
Keywords
- artificial intelligence
- cancer therapeutics
- drug discovery
- host-pathogen interactions
- machine learning
- protein-protein interactions
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