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GenSLMs: Genome-scale language models reveal SARS-CoV-2 evolutionary dynamics.
Zvyagin M, Brace A, Hippe K, Deng Y, Zhang B, Bohorquez CO, Clyde A, Kale B, Perez-Rivera D, Ma H, Mann CM, Irvin M, Pauloski JG, Ward L, Hayot-Sasson V, Emani M, Foreman S, Xie Z, Lin D, Shukla M, Nie W, Romero J, Dallago C, Vahdat A, Xiao C, Gibbs T, Foster I, Davis JJ, Papka ME, Brettin T, Stevens R, Anandkumar A, Vishwanath V, Ramanathan A. Zvyagin M, et al. Among authors: ma h. bioRxiv [Preprint]. 2022 Nov 23:2022.10.10.511571. doi: 10.1101/2022.10.10.511571. bioRxiv. 2022. PMID: 36451881 Free PMC article. Preprint.
AI-Driven Multiscale Simulations Illuminate Mechanisms of SARS-CoV-2 Spike Dynamics.
Casalino L, Dommer A, Gaieb Z, Barros EP, Sztain T, Ahn SH, Trifan A, Brace A, Bogetti A, Ma H, Lee H, Turilli M, Khalid S, Chong L, Simmerling C, Hardy DJ, Maia JDC, Phillips JC, Kurth T, Stern A, Huang L, McCalpin J, Tatineni M, Gibbs T, Stone JE, Jha S, Ramanathan A, Amaro RE. Casalino L, et al. Among authors: ma h. bioRxiv [Preprint]. 2020 Nov 20:2020.11.19.390187. doi: 10.1101/2020.11.19.390187. bioRxiv. 2020. PMID: 33236007 Free PMC article. Updated. Preprint.
Structural, Electronic, and Electrostatic Determinants for Inhibitor Binding to Subsites S1 and S2 in SARS-CoV-2 Main Protease.
Kneller DW, Li H, Galanie S, Phillips G, Labbé A, Weiss KL, Zhang Q, Arnould MA, Clyde A, Ma H, Ramanathan A, Jonsson CB, Head MS, Coates L, Louis JM, Bonnesen PV, Kovalevsky A. Kneller DW, et al. Among authors: ma h. J Med Chem. 2021 Dec 9;64(23):17366-17383. doi: 10.1021/acs.jmedchem.1c01475. Epub 2021 Oct 27. J Med Chem. 2021. PMID: 34705466 Free PMC article.
High-Throughput Virtual Screening and Validation of a SARS-CoV-2 Main Protease Noncovalent Inhibitor.
Clyde A, Galanie S, Kneller DW, Ma H, Babuji Y, Blaiszik B, Brace A, Brettin T, Chard K, Chard R, Coates L, Foster I, Hauner D, Kertesz V, Kumar N, Lee H, Li Z, Merzky A, Schmidt JG, Tan L, Titov M, Trifan A, Turilli M, Van Dam H, Chennubhotla SC, Jha S, Kovalevsky A, Ramanathan A, Head MS, Stevens R. Clyde A, et al. Among authors: ma h. J Chem Inf Model. 2022 Jan 10;62(1):116-128. doi: 10.1021/acs.jcim.1c00851. Epub 2021 Nov 18. J Chem Inf Model. 2022. PMID: 34793155 Free article.
#COVIDisAirborne: AI-Enabled Multiscale Computational Microscopy of Delta SARS-CoV-2 in a Respiratory Aerosol.
Dommer A, Casalino L, Kearns F, Rosenfeld M, Wauer N, Ahn SH, Russo J, Oliveira S, Morris C, Bogetti A, Trifan A, Brace A, Sztain T, Clyde A, Ma H, Chennubhotla C, Lee H, Turilli M, Khalid S, Tamayo-Mendoza T, Welborn M, Christensen A, Smith DGA, Qiao Z, Sirumalla SK, O'Connor M, Manby F, Anandkumar A, Hardy D, Phillips J, Stern A, Romero J, Clark D, Dorrell M, Maiden T, Huang L, McCalpin J, Woods C, Gray A, Williams M, Barker B, Rajapaksha H, Pitts R, Gibbs T, Stone J, Zuckerman D, Mulholland A, Miller T 3rd, Jha S, Ramanathan A, Chong L, Amaro R. Dommer A, et al. Among authors: ma h. bioRxiv [Preprint]. 2021 Nov 15:2021.11.12.468428. doi: 10.1101/2021.11.12.468428. bioRxiv. 2021. PMID: 34816263 Free PMC article. Updated. Preprint.
Pandemic drugs at pandemic speed: infrastructure for accelerating COVID-19 drug discovery with hybrid machine learning- and physics-based simulations on high-performance computers.
Bhati AP, Wan S, Alfè D, Clyde AR, Bode M, Tan L, Titov M, Merzky A, Turilli M, Jha S, Highfield RR, Rocchia W, Scafuri N, Succi S, Kranzlmüller D, Mathias G, Wifling D, Donon Y, Di Meglio A, Vallecorsa S, Ma H, Trifan A, Ramanathan A, Brettin T, Partin A, Xia F, Duan X, Stevens R, Coveney PV. Bhati AP, et al. Among authors: ma h. Interface Focus. 2021 Oct 12;11(6):20210018. doi: 10.1098/rsfs.2021.0018. eCollection 2021 Dec 6. Interface Focus. 2021. PMID: 34956592 Free PMC article.
#COVIDisAirborne: AI-enabled multiscale computational microscopy of delta SARS-CoV-2 in a respiratory aerosol.
Dommer A, Casalino L, Kearns F, Rosenfeld M, Wauer N, Ahn SH, Russo J, Oliveira S, Morris C, Bogetti A, Trifan A, Brace A, Sztain T, Clyde A, Ma H, Chennubhotla C, Lee H, Turilli M, Khalid S, Tamayo-Mendoza T, Welborn M, Christensen A, Smith DG, Qiao Z, Sirumalla SK, O'Connor M, Manby F, Anandkumar A, Hardy D, Phillips J, Stern A, Romero J, Clark D, Dorrell M, Maiden T, Huang L, McCalpin J, Woods C, Gray A, Williams M, Barker B, Rajapaksha H, Pitts R, Gibbs T, Stone J, Zuckerman DM, Mulholland AJ, Miller T 3rd, Jha S, Ramanathan A, Chong L, Amaro RE. Dommer A, et al. Among authors: ma h. Int J High Perform Comput Appl. 2023 Jan;37(1):28-44. doi: 10.1177/10943420221128233. Epub 2022 Oct 2. Int J High Perform Comput Appl. 2023. PMID: 36647365 Free PMC article.
Intelligent resolution: Integrating Cryo-EM with AI-driven multi-resolution simulations to observe the severe acute respiratory syndrome coronavirus-2 replication-transcription machinery in action.
Trifan A, Gorgun D, Salim M, Li Z, Brace A, Zvyagin M, Ma H, Clyde A, Clark D, Hardy DJ, Burnley T, Huang L, McCalpin J, Emani M, Yoo H, Yin J, Tsaris A, Subbiah V, Raza T, Liu J, Trebesch N, Wells G, Mysore V, Gibbs T, Phillips J, Chennubhotla SC, Foster I, Stevens R, Anandkumar A, Vishwanath V, Stone JE, Tajkhorshid E, A Harris S, Ramanathan A. Trifan A, et al. Among authors: ma h. Int J High Perform Comput Appl. 2022 Nov;36(5-6):603-623. doi: 10.1177/10943420221113513. Epub 2022 Aug 5. Int J High Perform Comput Appl. 2022. PMID: 38464362 Free PMC article.
AI-driven multiscale simulations illuminate mechanisms of SARS-CoV-2 spike dynamics.
Casalino L, Dommer AC, Gaieb Z, Barros EP, Sztain T, Ahn SH, Trifan A, Brace A, Bogetti AT, Clyde A, Ma H, Lee H, Turilli M, Khalid S, Chong LT, Simmerling C, Hardy DJ, Maia JD, Phillips JC, Kurth T, Stern AC, Huang L, McCalpin JD, Tatineni M, Gibbs T, Stone JE, Jha S, Ramanathan A, Amaro RE. Casalino L, et al. Among authors: ma h. Int J High Perform Comput Appl. 2021 Sep;35(5):432-451. doi: 10.1177/10943420211006452. Int J High Perform Comput Appl. 2021. PMID: 38603008 Free PMC article.
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