1. Decoding the blueprint of receptor binding by filoviruses through large-scale binding assays and machine learning.
- Author
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Lasso G, Grodus M, Valencia E, DeJesus V, Liang E, Delwel I, Bortz RH 3rd, Lupyan D, Ehrlich HY, Castellanos AA, Gazzo A, Wells HL, Wacharapluesadee S, Tremeau-Bravard A, Seetahal JFR, Hughes T, Lee J, Lee MH, Sjodin AR, Geldenhuys M, Mortlock M, Navarrete-Macias I, Gilardi K, Willig MR, Nava AFD, Loh EH, Asrat M, Smiley-Evans T, Magesa WS, Zikankuba S, Wolking D, Suzán G, Ojeda-Flores R, Carrington CVF, Islam A, Epstein JH, Markotter W, Johnson CK, Goldstein T, Han BA, Mazet JAK, Jangra RK, Chandran K, and Anthony SJ
- Subjects
- Animals, Humans, Phylogeny, Protein Binding, Glycoproteins metabolism, Glycoproteins genetics, Ebolavirus genetics, Ebolavirus metabolism, Ebolavirus physiology, Filoviridae Infections metabolism, Filoviridae Infections virology, Chiroptera virology, Filoviridae metabolism, Filoviridae genetics, Machine Learning, Receptors, Virus metabolism, Niemann-Pick C1 Protein metabolism
- Abstract
Evidence suggests that bats are important hosts of filoviruses, yet the specific species involved remain largely unidentified. Niemann-Pick C1 (NPC1) is an essential entry receptor, with amino acid variations influencing viral susceptibility and species-specific tropism. Herein, we conducted combinatorial binding studies with seven filovirus glycoproteins (GPs) and NPC1 orthologs from 81 bat species. We found that GP-NPC1 binding correlated poorly with phylogeny. By integrating binding assays with machine learning, we identified genetic factors influencing virus-receptor-binding and predicted GP-NPC1-binding avidity for additional filoviruses and bats. Moreover, combining receptor-binding avidities with bat geographic distribution and the locations of previous Ebola outbreaks allowed us to rank bats by their potential as Ebola virus hosts. This study represents a comprehensive investigation of filovirus-receptor binding in bats (1,484 GP-NPC1 pairs, 11 filoviruses, and 135 bats) and describes a multidisciplinary approach to predict susceptible species and guide filovirus host surveillance., Competing Interests: Declaration of interests D.L. is employed by Schrodinger Inc. and holds company stocks. K.C. holds shares in Integrum Scientific, LLC, and Eitr Biologics Inc., (Copyright © 2024 Elsevier Inc. All rights reserved.)
- Published
- 2025
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