{"id":42330,"date":"2026-05-18T11:33:23","date_gmt":"2026-05-18T15:33:23","guid":{"rendered":"https:\/\/www.bu.edu\/hic\/?page_id=42330"},"modified":"2026-06-23T09:27:50","modified_gmt":"2026-06-23T13:27:50","slug":"42330-2","status":"publish","type":"page","link":"https:\/\/www.bu.edu\/hic\/programs\/focused-research-programs\/frp-program-pages\/42330-2\/","title":{"rendered":"AI for Characterizing and Designing Biomolecular Interactions"},"content":{"rendered":"<h2 style=\"text-align: left;\"><b>Focused Research Program<\/b><\/h2>\n<h3><b>Our Focus<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">This FRP will establish BU as a leader in the application and interpretation of biological foundation models for biomedical research. The program pursues two cross-cutting scientific goals\u2014developing principled fine-tuning strategies for adapting foundation models to new biochemical problems and building interpretability tools that reveal what these models encode about biomolecular interactions\u2014executed across three complementary interaction regimes that together enable cross-domain comparison no single-domain project could achieve. The interdisciplinary collaboration is essential: the convergence of computational and experimental expertise across olfaction, antibody design, and biosensing is what makes the cross-domain comparison rigorous, and the shared infrastructure developed here will lower barriers to foundation model adoption across the broader BU biomedical research community.<\/span><\/p>\n<h3><b>Focused Research Program led by:<\/b><\/h3>\n<p><a href=\"https:\/\/www.bu.edu\/hic\/wp-admin\/post.php?post=28887&amp;action=edit\" target=\"_blank\" rel=\"noopener\"><b>Brian DePasquale<\/b><\/a><span style=\"font-weight: 400;\">,<\/span><span style=\"font-weight: 400;\"> Assistant Professor, Department of Biomedical Engineering, College of Engineering<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><strong><a href=\"https:\/\/www.bu.edu\/hic\/wp-admin\/post.php?post=25938&amp;action=edit\" target=\"_blank\" rel=\"noopener\">Diane Joseph-McCarthy<\/a>, <\/strong>Executive Director, Bioengineering Technology &amp; Entrepreneurship Center (BTEC); Professor of the Practice, Department of Biomedical Engineering, College of Engineering<\/span><\/p>\n<p><a href=\"https:\/\/www.bu.edu\/hic\/wp-admin\/post.php?post=7293&amp;action=edit\" target=\"_blank\" rel=\"noopener\"><strong>James Galagan<\/strong><\/a>, Associate Professor, Department of Biomedical Engineering, College of Engineering<\/p>\n<h3><b>Research Thrusts<\/b><\/h3>\n<h4><b>1. <\/b><b>Interpretable AI Models for Understanding Odor<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">The goal of this thrust is to develop and apply protein and chemical foundation models to predict olfactory receptor\u2013odorant interactions across invertebrate and mammalian species, use these models to guide experimental screens in the disease-vector mosquito <\/span><i><span style=\"font-weight: 400;\">Aedes aegypti<\/span><\/i><span style=\"font-weight: 400;\">, and build complementary interpretability approaches\u2014including evolutionary program synthesis and physics-based binding site detection\u2014to discover the human-readable biochemical rules that govern chemical sensing across species.<\/span><\/p>\n<div class=\"bu_collapsible_container \" aria-live=\"polite\" data-customize-animation=\"false\"><h5 class=\"bu_collapsible\" aria-expanded=\"false\"tabindex=\"0\" role=\"button\">Thrust Champions<\/h5><div class=\"bu_collapsible_section\" style=\"display: none;\"><\/p>\n<p>\n\t<ul class=\"profile-listing profile-format-advanced\">\n\t\t\t\t\t\n<li class=\"profile-item profile-item-advanced has-title post-28887 profile type-profile status-publish hentry people-core-faculty people-faculty-affiliate people-junior-faculty-fellow\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/brian-depasquale\/\" class=\"profile-link profile-link-advanced\">\n\t\t\t\t\t<figure class=\"profile-photo profile-photo-advanced\"><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2023\/09\/Depasquale-Brian-3-2_23_profile.jpeg\" alt=\"\" \/><\/figure>\t\t\t\t<h6 class=\"profile-name profile-name-advanced\">Brian DePasquale, PhD<\/h6>\n\t\t<p class=\"profile-title profile-title-advanced\">Junior Faculty Fellow (2024)<br \/>\r\nAssistant Professor, Biomedical Engineering, ENG<\/p>\t<\/a>\n\n\t\n<\/li>\n\t\t\t<\/ul>\n\t<\/p>\n<p><\/div>\n<\/div>\n\n<div class=\"bu_collapsible_container \" aria-live=\"polite\" data-customize-animation=\"false\"><h5 class=\"bu_collapsible\" aria-expanded=\"false\"tabindex=\"0\" role=\"button\">Core &amp; Affiliated Faculty<\/h5><div class=\"bu_collapsible_section\" style=\"display: none;\"><\/p>\n<p>\n\t<ul class=\"profile-listing profile-format-advanced\">\n\t\t\t\t\t\n<li class=\"profile-item profile-item-advanced has-title post-29900 profile type-profile status-publish hentry people-faculty-affiliate\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/brian-cleary\/\" class=\"profile-link profile-link-advanced\">\n\t\t\t\t\t<figure class=\"profile-photo profile-photo-advanced\"><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2023\/11\/BrianCleary_413x315-e1758647674901-300x300.png\" alt=\"\" \/><\/figure>\t\t\t\t<h6 class=\"profile-name profile-name-advanced\">Brian Cleary, PhD<\/h6>\n\t\t<p class=\"profile-title profile-title-advanced\">Assistant Professor of Computing and Data Sciences, Biomedical Engineering, Biology, and Bioinformatics<\/p>\t<\/a>\n\n\t\n<\/li>\n\t\t\t\t\t\n<li class=\"profile-item profile-item-advanced has-title post-42334 profile type-profile status-publish hentry people-faculty-affiliate\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/ian-davison-phd\/\" class=\"profile-link profile-link-advanced\">\n\t\t\t\t\t<figure class=\"profile-photo profile-photo-advanced\"><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2026\/05\/Screenshot-2024-09-23-at-5.20.46-PM-600x600-1-300x300.png\" alt=\"\" \/><\/figure>\t\t\t\t<h6 class=\"profile-name profile-name-advanced\">Ian Davison, PhD<\/h6>\n\t\t<p class=\"profile-title profile-title-advanced\">Assistant Professor, Biology, College of Arts &#038; Sciences<\/p>\t<\/a>\n\n\t\n<\/li>\n\t\t\t\t\t\n<li class=\"profile-item profile-item-advanced has-title post-12736 profile type-profile status-publish hentry centers-initiatives-air-initative people-core-faculty people-faculty-affiliate people-frp-leaders-fy25 people-steering-committee\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/brian-kulis\/\" class=\"profile-link profile-link-advanced\">\n\t\t\t\t\t<figure class=\"profile-photo profile-photo-advanced\"><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2017\/09\/kulis.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<h6 class=\"profile-name profile-name-advanced\">Brian Kulis, PhD<\/h6>\n\t\t<p class=\"profile-title profile-title-advanced\">Professor of Engineering (ECE, SE), Computer Science and Computing &#038; Data Sciences<\/p>\t<\/a>\n\n\t\n<\/li>\n\t\t\t\t\t\n<li class=\"profile-item profile-item-advanced has-title post-42331 profile type-profile status-publish hentry people-faculty-affiliate\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/meg-younger\/\" class=\"profile-link profile-link-advanced\">\n\t\t\t\t\t<figure class=\"profile-photo profile-photo-advanced\"><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2026\/05\/Younger2022-300x300.png\" alt=\"\" \/><\/figure>\t\t\t\t<h6 class=\"profile-name profile-name-advanced\">Meg Younger, PhD<\/h6>\n\t\t<p class=\"profile-title profile-title-advanced\">Assistant Professor, Biology, College of Arts &#038; Sciences<\/p>\t<\/a>\n\n\t\n<\/li>\n\t\t\t<\/ul>\n\t<\/p>\n<p><\/div>\n<\/div>\n\n<h4><b>2. Foundation Models for Antibody Design<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">The goal of this thrust is to develop and apply antibody-specific foundation models to predict and design antibody-antigen interactions. Building on the team&#8217;s AbCDR language model, we will extend these representations to predict antibody developability properties, classify antibodies by epitope recognition patterns, and design improved scFv antibodies for CAR T-cell therapy delivery.<\/span><\/p>\n<p>&nbsp;<\/p>\n<div class=\"bu_collapsible_container \" aria-live=\"polite\" data-customize-animation=\"false\"><h5 class=\"bu_collapsible\" aria-expanded=\"false\"tabindex=\"0\" role=\"button\">Thrust Champions<\/h5><div class=\"bu_collapsible_section\" style=\"display: none;\"><\/p>\n<p>\n\t<ul class=\"profile-listing profile-format-advanced\">\n\t\t\t\t\t\n<li class=\"profile-item profile-item-advanced has-title post-25938 profile type-profile status-publish hentry people-faculty-affiliate\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/diane-joseph-mccarthy\/\" class=\"profile-link profile-link-advanced\">\n\t\t\t\t\t<figure class=\"profile-photo profile-photo-advanced\"><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2022\/08\/Joseph-McCarthy_Diane.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<h6 class=\"profile-name profile-name-advanced\">Diane Joseph-McCarthy, PhD<\/h6>\n\t\t<p class=\"profile-title profile-title-advanced\">Professor of the Practice, Biomedical Engineering, College of Engineering<br \/>\r\nExecutive Director, Bioengineering Technology &#038; Entrepreneurship Center<\/p>\t<\/a>\n\n\t\n<\/li>\n\t\t\t<\/ul>\n\t<\/p>\n<p><\/div>\n<\/div>\n\n<div class=\"bu_collapsible_container \" aria-live=\"polite\" data-customize-animation=\"false\"><h5 class=\"bu_collapsible\" aria-expanded=\"false\"tabindex=\"0\" role=\"button\">Core &amp; Affiliated Faculty<\/h5><div class=\"bu_collapsible_section\" style=\"display: none;\"><\/p>\n<p>\n\t<ul class=\"profile-listing profile-format-advanced\">\n\t\t\t\t\t\n<li class=\"profile-item profile-item-advanced has-title post-42342 profile type-profile status-publish hentry people-faculty-affiliate\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/john-misasi-md\/\" class=\"profile-link profile-link-advanced\">\n\t\t\t\t\t<figure class=\"profile-photo profile-photo-advanced\"><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2026\/05\/Headshot-John-Misasi-600x600-1-300x300.png\" alt=\"\" \/><\/figure>\t\t\t\t<h6 class=\"profile-name profile-name-advanced\">John Misasi, MD<\/h6>\n\t\t<p class=\"profile-title profile-title-advanced\">Assistant Professor, Virology, Immunology &#038; Microbiology, Chobanian &#038; Avedisian School of Medicine<\/p>\t<\/a>\n\n\t\n<\/li>\n\t\t\t\t\t\n<li class=\"profile-item profile-item-advanced has-title post-37962 profile type-profile status-publish hentry people-faculty-affiliate\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/gareth-morgan\/\" class=\"profile-link profile-link-advanced\">\n\t\t\t\t\t<figure class=\"profile-photo profile-photo-advanced\"><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2025\/07\/Gareth-Morgan-e1758639507922.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<h6 class=\"profile-name profile-name-advanced\">Gareth Morgan, PhD<\/h6>\n\t\t<p class=\"profile-title profile-title-advanced\">Research Assistant Professor, Boston University Chobanian &#038; Avedisian School of Medicine<\/p>\t<\/a>\n\n\t\n<\/li>\n\t\t\t\t\t\n<li class=\"profile-item profile-item-advanced has-title post-28992 profile type-profile status-publish hentry people-faculty-affiliate\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/sandor-vajda\/\" class=\"profile-link profile-link-advanced\">\n\t\t\t\t\t<figure class=\"profile-photo profile-photo-advanced\"><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2023\/09\/Sandor-Vadja.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<h6 class=\"profile-name profile-name-advanced\">Sandor Vajda, Ph.D.<\/h6>\n\t\t<p class=\"profile-title profile-title-advanced\">Professor, Biomedical Engineering,  Chemistry, Systems Engineering;<br \/>\r\nDirector, Biomolecular Engineering Research Center<\/p>\t<\/a>\n\n\t\n<\/li>\n\t\t\t\t\t\n<li class=\"profile-item profile-item-advanced has-title post-42339 profile type-profile status-publish hentry people-faculty-affiliate\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/wilson-wong-phd\/\" class=\"profile-link profile-link-advanced\">\n\t\t\t\t\t<figure class=\"profile-photo profile-photo-advanced\"><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2026\/05\/WongWilson-6_22c-300x300.png\" alt=\"\" \/><\/figure>\t\t\t\t<h6 class=\"profile-name profile-name-advanced\">Wilson Wong, PhD<\/h6>\n\t\t<p class=\"profile-title profile-title-advanced\">Professor, BME, College of Engineering<\/p>\t<\/a>\n\n\t\n<\/li>\n\t\t\t<\/ul>\n\t<\/p>\n<p><\/div>\n<\/div>\n\n<h4><b>3. Foundation Models to Design Molecular Interactions for Biosensing<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">The goal of this thrust is to leverage protein foundation models to accelerate the discovery and engineering of steroid-sensing redox enzymes for hormone biosensor development, while developing and applying interpretability tools to determine what quantitative biophysical properties of enzyme-substrate interactions are encoded in foundation model representations and how fine-tuning reshapes those representations for biosensor-relevant prediction.<\/span><\/p>\n<div class=\"bu_collapsible_container \" aria-live=\"polite\" data-customize-animation=\"false\"><h5 class=\"bu_collapsible\" aria-expanded=\"false\"tabindex=\"0\" role=\"button\">Thrust Champions<\/h5><div class=\"bu_collapsible_section\" style=\"display: none;\"><\/p>\n<p>\n\t<ul class=\"profile-listing profile-format-advanced\">\n\t\t\t\t\t\n<li class=\"profile-item profile-item-advanced has-title post-7293 profile type-profile status-publish hentry\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/james-galagan\/\" class=\"profile-link profile-link-advanced\">\n\t\t\t\t\t<figure class=\"profile-photo profile-photo-advanced\"><img width=\"147\" height=\"150\" src=\"\/hic\/files\/2015\/08\/James-Galagan_for-web-e1439829231570.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<h6 class=\"profile-name profile-name-advanced\">James Galagan, PhD<\/h6>\n\t\t<p class=\"profile-title profile-title-advanced\">Biomedical Engineering and Microbiology, ENG<\/p>\t<\/a>\n\n\t\n<\/li>\n\t\t\t<\/ul>\n\t<\/p>\n<p><\/div>\n<\/div>\n\n<div class=\"bu_collapsible_container \" aria-live=\"polite\" data-customize-animation=\"false\"><h5 class=\"bu_collapsible\" aria-expanded=\"false\"tabindex=\"0\" role=\"button\">Core &amp; Affiliated Faculty<\/h5><div class=\"bu_collapsible_section\" style=\"display: none;\"><\/p>\n<p>\n\t<ul class=\"profile-listing profile-format-advanced\">\n\t\t\t\t\t\n<li class=\"profile-item profile-item-advanced has-title post-28184 profile type-profile status-publish hentry people-faculty-affiliate\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/karen-allen\/\" class=\"profile-link profile-link-advanced\">\n\t\t\t\t\t<figure class=\"profile-photo profile-photo-advanced\"><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2023\/08\/Karen-Allen-1.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<h6 class=\"profile-name profile-name-advanced\">Karen Allen, PhD<\/h6>\n\t\t<p class=\"profile-title profile-title-advanced\">Chair, Department of Chemistry; Professor, Biological Chemistry; Professor, Materials Science and Engineering<\/p>\t<\/a>\n\n\t\n<\/li>\n\t\t\t\t\t\n<li class=\"profile-item profile-item-advanced has-title post-42348 profile type-profile status-publish hentry people-faculty-affiliate\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/alex-green-phd\/\" class=\"profile-link profile-link-advanced\">\n\t\t\t\t\t<figure class=\"profile-photo profile-photo-advanced\"><img width=\"150\" height=\"150\" src=\"\/hic\/files\/2026\/05\/Green-Alexander-600x600-1-300x300.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<h6 class=\"profile-name profile-name-advanced\">Alex Green, PhD<\/h6>\n\t\t<p class=\"profile-title profile-title-advanced\">Associate Professor, Biomedical Engineering, College of Engineering<\/p>\t<\/a>\n\n\t\n<\/li>\n\t\t\t\t\t\n<li class=\"profile-item profile-item-advanced has-title post-42345 profile type-profile status-publish hentry people-faculty-affiliate\">\n\t<a href=\"https:\/\/www.bu.edu\/hic\/profile\/mark-grinstaff-phd\/\" class=\"profile-link profile-link-advanced\">\n\t\t\t\t\t<figure class=\"profile-photo profile-photo-advanced\"><img width=\"109\" height=\"150\" src=\"\/hic\/files\/2026\/05\/MWG-photo-Copy1-218x300-1.jpg\" alt=\"\" \/><\/figure>\t\t\t\t<h6 class=\"profile-name profile-name-advanced\">Mark Grinstaff, PhD<\/h6>\n\t\t<p class=\"profile-title profile-title-advanced\">William Fairfield Warren Distinguished Professor, Distinguished Professor of Translational Research, and Professor of Biomedical Engineering, Chemistry, Materials Science and Engineering, and Medicine<\/p>\t<\/a>\n\n\t\n<\/li>\n\t\t\t<\/ul>\n\t<\/p>\n<p><\/div>\n<\/div>\n\n<h3><strong>Sponsor<\/strong><\/h3>\n<p>This Focused Research Program is funded by the <a href=\"https:\/\/www.bu.edu\/hic\/\" target=\"_blank\" rel=\"noopener\">Hariri Institute for Computing and Computational Science &amp; Engineering<\/a>.<\/p>\n<h3><strong>How to get involved?<\/strong><\/h3>\n<p><span>For program specific inquiries and questions, please contact FRP leaders: Brian DePasquale<\/span> (<a href=\"mailto:bddepasq@bu.edu\"><span style=\"font-weight: 400;\">bddepasq@bu.edu<\/span><\/a><span>) Diane Joseph-McCarthy (<span style=\"font-weight: 400;\"><a href=\"mailto:djosephm@bu.edu\">djosephm@bu.edu<\/a>)<\/span>, or <\/span>James Galagan (<a href=\"mailto:jgalag@bu.edu\"><span style=\"font-weight: 400;\">jgalag@bu.edu<\/span><\/a><span>).<\/span><\/p>\n<p>Faculty interested in submitting a Focused Research Programs proposal are strongly encouraged to discuss their ideas with Hariri Institute Director Yannis Paschalidis (<a href=\"mailto:yannisp@bu.edu\" target=\"_blank\" rel=\"noopener\">yannisp@bu.edu<\/a>).<\/p>\n<p><span>To learn more details about the Hariri Institute\u2019s Focused Research Programs,<\/span><span>\u00a0<\/span><a href=\"https:\/\/www.bu.edu\/hic\/how-to-get-involved\/for-faculty\/focused-research-programs\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span>visit here.<\/span><\/a><span class=\"edit-link\"><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Focused Research Program Our Focus This FRP will establish BU as a leader in the application and interpretation of biological foundation models for biomedical research. The program pursues two cross-cutting scientific goals\u2014developing principled fine-tuning strategies for adapting foundation models to new biochemical problems and building interpretability tools that reveal what these models encode about biomolecular [&hellip;]<\/p>\n","protected":false},"author":22836,"featured_media":0,"parent":42516,"menu_order":21,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/pages\/42330"}],"collection":[{"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/users\/22836"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/comments?post=42330"}],"version-history":[{"count":5,"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/pages\/42330\/revisions"}],"predecessor-version":[{"id":42425,"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/pages\/42330\/revisions\/42425"}],"up":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/pages\/42516"}],"wp:attachment":[{"href":"https:\/\/www.bu.edu\/hic\/wp-json\/wp\/v2\/media?parent=42330"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}