RAISE: A computational tool for evaluating sarbecovirus spillover potential
Animal sarbecoviruses, relatives of SARS-CoV or SARS-CoV-2, pose a significant zoonotic threat driven by their ability to bind the human ACE2 (hACE2) receptor. To address challenges in evaluating these threats, we developed RAISE (Receptor binding domain-hACE2 Interaction Scoring Evaluation), a computational framework that integrates structural predictions with interaction scoring. By scoring predicted hACE2 interactions, our RAISE model categorized sarbecoviruses into three groups: high potential (hACE2-binding), negligible potential (hACE2-nonbinding), and an intermediate "poised" state (a state defined by either weak binding activity or a high potential to evolve it). Mutation screening of two "hACE2-poised" sarbecoviruses, PDF-2370 and Khosta-1 using RAISE, revealed mutations such as T498Y/W that enabled human ACE2 utilization and expanded their ability to bind to ACE2 receptors from a broader range of species. The model's generalizability was further demonstrated through prospective application to merbecoviruses, highlighting its utility in preemptively assessing zoonotic threats across coronavirus lineages. RAISE provides a predictive roadmap for prioritizing risk viruses and guiding pandemic preparedness.
Authors
- He Huang (ORCID: https://orcid.org/0000-0002-4887-2671)
- Lupeng Kong (ORCID: https://orcid.org/0000-0002-0963-1293)
- Yanzhi Zhu
- Yuyang Wang (ORCID: https://orcid.org/0000-0002-7164-700X)
- Zhìqiáng Wú (ORCID: https://orcid.org/0000-0003-1139-3260)
- Yutong Yang
- Lili Ren
- Yi Qin Gao (ORCID: https://orcid.org/0000-0002-4309-9376)
- Yue Dai (ORCID: https://orcid.org/0009-0007-2338-6566)
Institutions
- Chinese Academy of Medical Sciences & Peking Union Medical College (CN)
- Peking University (CN)
- Ministry of Education (RO)
- Beijing National Laboratory for Molecular Sciences (CN)
- Early Warning (United States) (US)
Publication Details
- Journal
- Nature Communications
- Published
- 2026-04-25
- DOI
- https://doi.org/10.1038/s41467-026-72327-6
- Primary Topic
- Viral Infections and Immunology Research
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China