1
|
Wallach I, Bernard D, Nguyen K, Ho G, Morrison A, Stecula A, Rosnik A, O’Sullivan AM, Davtyan A, Samudio B, Thomas B, Worley B, Butler B, Laggner C, Thayer D, Moharreri E, Friedland G, Truong H, van den Bedem H, Ng HL, Stafford K, Sarangapani K, Giesler K, Ngo L, Mysinger M, Ahmed M, Anthis NJ, Henriksen N, Gniewek P, Eckert S, de Oliveira S, Suterwala S, PrasadPrasad SVK, Shek S, Contreras S, Hare S, Palazzo T, O’Brien TE, Van Grack T, Williams T, Chern TR, Kenyon V, Lee AH, Cann AB, Bergman B, Anderson BM, Cox BD, Warrington JM, Sorenson JM, Goldenberg JM, Young MA, DeHaan N, Pemberton RP, Schroedl S, Abramyan TM, Gupta T, Mysore V, Presser AG, Ferrando AA, Andricopulo AD, Ghosh A, Ayachi AG, Mushtaq A, Shaqra AM, Toh AKL, Smrcka AV, Ciccia A, de Oliveira AS, Sverzhinsky A, de Sousa AM, Agoulnik AI, Kushnir A, Freiberg AN, Statsyuk AV, Gingras AR, Degterev A, Tomilov A, Vrielink A, Garaeva AA, Bryant-Friedrich A, Caflisch A, Patel AK, Rangarajan AV, Matheeussen A, Battistoni A, Caporali A, Chini A, Ilari A, Mattevi A, Foote AT, Trabocchi A, Stahl A, Herr AB, Berti A, Freywald A, Reidenbach AG, Lam A, Cuddihy AR, White A, Taglialatela A, Ojha AK, Cathcart AM, Motyl AAL, Borowska A, D’Antuono A, Hirsch AKH, Porcelli AM, Minakova A, Montanaro A, Müller A, Fiorillo A, Virtanen A, O’Donoghue AJ, Del Rio Flores A, Garmendia AE, Pineda-Lucena A, Panganiban AT, Samantha A, Chatterjee AK, Haas AL, Paparella AS, John ALS, Prince A, ElSheikh A, Apfel AM, Colomba A, O’Dea A, Diallo BN, Ribeiro BMRM, Bailey-Elkin BA, Edelman BL, Liou B, Perry B, Chua BSK, Kováts B, Englinger B, Balakrishnan B, Gong B, Agianian B, Pressly B, Salas BPM, Duggan BM, Geisbrecht BV, Dymock BW, Morten BC, Hammock BD, Mota BEF, Dickinson BC, Fraser C, Lempicki C, Novina CD, Torner C, Ballatore C, Bon C, Chapman CJ, Partch CL, Chaton CT, Huang C, Yang CY, Kahler CM, Karan C, Keller C, Dieck CL, Huimei C, Liu C, Peltier C, Mantri CK, Kemet CM, Müller CE, Weber C, Zeina CM, Muli CS, Morisseau C, Alkan C, Reglero C, Loy CA, Wilson CM, Myhr C, Arrigoni C, Paulino C, Santiago C, Luo D, Tumes DJ, Keedy DA, Lawrence DA, Chen D, Manor D, Trader DJ, Hildeman DA, Drewry DH, Dowling DJ, Hosfield DJ, Smith DM, Moreira D, Siderovski DP, Shum D, Krist DT, Riches DWH, Ferraris DM, Anderson DH, Coombe DR, Welsbie DS, Hu D, Ortiz D, Alramadhani D, Zhang D, Chaudhuri D, Slotboom DJ, Ronning DR, Lee D, Dirksen D, Shoue DA, Zochodne DW, Krishnamurthy D, Duncan D, Glubb DM, Gelardi ELM, Hsiao EC, Lynn EG, Silva EB, Aguilera E, Lenci E, Abraham ET, Lama E, Mameli E, Leung E, Christensen EM, Mason ER, Petretto E, Trakhtenberg EF, Rubin EJ, Strauss E, Thompson EW, Cione E, Lisabeth EM, Fan E, Kroon EG, Jo E, García-Cuesta EM, Glukhov E, Gavathiotis E, Yu F, Xiang F, Leng F, Wang F, Ingoglia F, van den Akker F, Borriello F, Vizeacoumar FJ, Luh F, Buckner FS, Vizeacoumar FS, Bdira FB, Svensson F, Rodriguez GM, Bognár G, Lembo G, Zhang G, Dempsey G, Eitzen G, Mayer G, Greene GL, Garcia GA, Lukacs GL, Prikler G, Parico GCG, Colotti G, De Keulenaer G, Cortopassi G, Roti G, Girolimetti G, Fiermonte G, Gasparre G, Leuzzi G, Dahal G, Michlewski G, Conn GL, Stuchbury GD, Bowman GR, Popowicz GM, Veit G, de Souza GE, Akk G, Caljon G, Alvarez G, Rucinski G, Lee G, Cildir G, Li H, Breton HE, Jafar-Nejad H, Zhou H, Moore HP, Tilford H, Yuan H, Shim H, Wulff H, Hoppe H, Chaytow H, Tam HK, Van Remmen H, Xu H, Debonsi HM, Lieberman HB, Jung H, Fan HY, Feng H, Zhou H, Kim HJ, Greig IR, Caliandro I, Corvo I, Arozarena I, Mungrue IN, Verhamme IM, Qureshi IA, Lotsaris I, Cakir I, Perry JJP, Kwiatkowski J, Boorman J, Ferreira J, Fries J, Kratz JM, Miner J, Siqueira-Neto JL, Granneman JG, Ng J, Shorter J, Voss JH, Gebauer JM, Chuah J, Mousa JJ, Maynes JT, Evans JD, Dickhout J, MacKeigan JP, Jossart JN, Zhou J, Lin J, Xu J, Wang J, Zhu J, Liao J, Xu J, Zhao J, Lin J, Lee J, Reis J, Stetefeld J, Bruning JB, Bruning JB, Coles JG, Tanner JJ, Pascal JM, So J, Pederick JL, Costoya JA, Rayman JB, Maciag JJ, Nasburg JA, Gruber JJ, Finkelstein JM, Watkins J, Rodríguez-Frade JM, Arias JAS, Lasarte JJ, Oyarzabal J, Milosavljevic J, Cools J, Lescar J, Bogomolovas J, Wang J, Kee JM, Kee JM, Liao J, Sistla JC, Abrahão JS, Sishtla K, Francisco KR, Hansen KB, Molyneaux KA, Cunningham KA, Martin KR, Gadar K, Ojo KK, Wong KS, Wentworth KL, Lai K, Lobb KA, Hopkins KM, Parang K, Machaca K, Pham K, Ghilarducci K, Sugamori KS, McManus KJ, Musta K, Faller KME, Nagamori K, Mostert KJ, Korotkov KV, Liu K, Smith KS, Sarosiek K, Rohde KH, Kim KK, Lee KH, Pusztai L, Lehtiö L, Haupt LM, Cowen LE, Byrne LJ, Su L, Wert-Lamas L, Puchades-Carrasco L, Chen L, Malkas LH, Zhuo L, Hedstrom L, Hedstrom L, Walensky LD, Antonelli L, Iommarini L, Whitesell L, Randall LM, Fathallah MD, Nagai MH, Kilkenny ML, Ben-Johny M, Lussier MP, Windisch MP, Lolicato M, Lolli ML, Vleminckx M, Caroleo MC, Macias MJ, Valli M, Barghash MM, Mellado M, Tye MA, Wilson MA, Hannink M, Ashton MR, Cerna MVC, Giorgis M, Safo MK, Maurice MS, McDowell MA, Pasquali M, Mehedi M, Serafim MSM, Soellner MB, Alteen MG, Champion MM, Skorodinsky M, O’Mara ML, Bedi M, Rizzi M, Levin M, Mowat M, Jackson MR, Paige M, Al-Yozbaki M, Giardini MA, Maksimainen MM, De Luise M, Hussain MS, Christodoulides M, Stec N, Zelinskaya N, Van Pelt N, Merrill NM, Singh N, Kootstra NA, Singh N, Gandhi NS, Chan NL, Trinh NM, Schneider NO, Matovic N, Horstmann N, Longo N, Bharambe N, Rouzbeh N, Mahmoodi N, Gumede NJ, Anastasio NC, Khalaf NB, Rabal O, Kandror O, Escaffre O, Silvennoinen O, Bishop OT, Iglesias P, Sobrado P, Chuong P, O’Connell P, Martin-Malpartida P, Mellor P, Fish PV, Moreira POL, Zhou P, Liu P, Liu P, Wu P, Agogo-Mawuli P, Jones PL, Ngoi P, Toogood P, Ip P, von Hundelshausen P, Lee PH, Rowswell-Turner RB, Balaña-Fouce R, Rocha REO, Guido RVC, Ferreira RS, Agrawal RK, Harijan RK, Ramachandran R, Verma R, Singh RK, Tiwari RK, Mazitschek R, Koppisetti RK, Dame RT, Douville RN, Austin RC, Taylor RE, Moore RG, Ebright RH, Angell RM, Yan R, Kejriwal R, Batey RA, Blelloch R, Vandenberg RJ, Hickey RJ, Kelm RJ, Lake RJ, Bradley RK, Blumenthal RM, Solano R, Gierse RM, Viola RE, McCarthy RR, Reguera RM, Uribe RV, do Monte-Neto RL, Gorgoglione R, Cullinane RT, Katyal S, Hossain S, Phadke S, Shelburne SA, Geden SE, Johannsen S, Wazir S, Legare S, Landfear SM, Radhakrishnan SK, Ammendola S, Dzhumaev S, Seo SY, Li S, Zhou S, Chu S, Chauhan S, Maruta S, Ashkar SR, Shyng SL, Conticello SG, Buroni S, Garavaglia S, White SJ, Zhu S, Tsimbalyuk S, Chadni SH, Byun SY, Park S, Xu SQ, Banerjee S, Zahler S, Espinoza S, Gustincich S, Sainas S, Celano SL, Capuzzi SJ, Waggoner SN, Poirier S, Olson SH, Marx SO, Van Doren SR, Sarilla S, Brady-Kalnay SM, Dallman S, Azeem SM, Teramoto T, Mehlman T, Swart T, Abaffy T, Akopian T, Haikarainen T, Moreda TL, Ikegami T, Teixeira TR, Jayasinghe TD, Gillingwater TH, Kampourakis T, Richardson TI, Herdendorf TJ, Kotzé TJ, O’Meara TR, Corson TW, Hermle T, Ogunwa TH, Lan T, Su T, Banjo T, O’Mara TA, Chou T, Chou TF, Baumann U, Desai UR, Pai VP, Thai VC, Tandon V, Banerji V, Robinson VL, Gunasekharan V, Namasivayam V, Segers VFM, Maranda V, Dolce V, Maltarollo VG, Scoffone VC, Woods VA, Ronchi VP, Van Hung Le V, Clayton WB, Lowther WT, Houry WA, Li W, Tang W, Zhang W, Van Voorhis WC, Donaldson WA, Hahn WC, Kerr WG, Gerwick WH, Bradshaw WJ, Foong WE, Blanchet X, Wu X, Lu X, Qi X, Xu X, Yu X, Qin X, Wang X, Yuan X, Zhang X, Zhang YJ, Hu Y, Aldhamen YA, Chen Y, Li Y, Sun Y, Zhu Y, Gupta YK, Pérez-Pertejo Y, Li Y, Tang Y, He Y, Tse-Dinh YC, Sidorova YA, Yen Y, Li Y, Frangos ZJ, Chung Z, Su Z, Wang Z, Zhang Z, Liu Z, Inde Z, Artía Z, Heifets A. AI is a viable alternative to high throughput screening: a 318-target study. Sci Rep 2024; 14:7526. [PMID: 38565852 PMCID: PMC10987645 DOI: 10.1038/s41598-024-54655-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Accepted: 02/15/2024] [Indexed: 04/04/2024] Open
Abstract
High throughput screening (HTS) is routinely used to identify bioactive small molecules. This requires physical compounds, which limits coverage of accessible chemical space. Computational approaches combined with vast on-demand chemical libraries can access far greater chemical space, provided that the predictive accuracy is sufficient to identify useful molecules. Through the largest and most diverse virtual HTS campaign reported to date, comprising 318 individual projects, we demonstrate that our AtomNet® convolutional neural network successfully finds novel hits across every major therapeutic area and protein class. We address historical limitations of computational screening by demonstrating success for target proteins without known binders, high-quality X-ray crystal structures, or manual cherry-picking of compounds. We show that the molecules selected by the AtomNet® model are novel drug-like scaffolds rather than minor modifications to known bioactive compounds. Our empirical results suggest that computational methods can substantially replace HTS as the first step of small-molecule drug discovery.
Collapse
|
2
|
Nanishi E, Borriello F, Seo HS, O’Meara TR, McGrath ME, Saito Y, Chen J, Diray-Arce J, Song K, Xu AZ, Barman S, Menon M, Dong D, Caradonna TM, Feldman J, Hauser BM, Schmidt AG, Baden LR, Ernst RK, Dillen C, Yu J, Chang A, Hilgers L, Platenburg PP, Dhe-Paganon S, Barouch DH, Ozonoff A, Zanoni I, Frieman MB, Dowling DJ, Levy O. Carbohydrate fatty acid monosulphate: oil-in-water adjuvant enhances SARS-CoV-2 RBD nanoparticle-induced immunogenicity and protection in mice. NPJ Vaccines 2023; 8:18. [PMID: 36788219 PMCID: PMC9927065 DOI: 10.1038/s41541-023-00610-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Accepted: 01/24/2023] [Indexed: 02/16/2023] Open
Abstract
Development of SARS-CoV-2 vaccines that protect vulnerable populations is a public health priority. Here, we took a systematic and iterative approach by testing several adjuvants and SARS-CoV-2 antigens to identify a combination that elicits antibodies and protection in young and aged mice. While demonstrating superior immunogenicity to soluble receptor-binding domain (RBD), RBD displayed as a protein nanoparticle (RBD-NP) generated limited antibody responses. Comparison of multiple adjuvants including AddaVax, AddaS03, and AS01B in young and aged mice demonstrated that an oil-in-water emulsion containing carbohydrate fatty acid monosulphate derivative (CMS:O/W) most effectively enhanced RBD-NP-induced cross-neutralizing antibodies and protection across age groups. CMS:O/W enhanced antigen retention in the draining lymph node, induced injection site, and lymph node cytokines, with CMS inducing MyD88-dependent Th1 cytokine polarization. Furthermore, CMS and O/W synergistically induced chemokine production from human PBMCs. Overall, CMS:O/W adjuvant may enhance immunogenicity and protection of vulnerable populations against SARS-CoV-2 and other infectious pathogens.
Collapse
Affiliation(s)
- Etsuro Nanishi
- grid.2515.30000 0004 0378 8438Precision Vaccines Program, Boston Children’s Hospital, Boston, MA USA ,grid.38142.3c000000041936754XDepartment of Pediatrics, Harvard Medical School, Boston, MA USA
| | - Francesco Borriello
- grid.2515.30000 0004 0378 8438Precision Vaccines Program, Boston Children’s Hospital, Boston, MA USA ,grid.38142.3c000000041936754XDepartment of Pediatrics, Harvard Medical School, Boston, MA USA ,grid.2515.30000 0004 0378 8438Division of Immunology, Boston Children’s Hospital, Boston, MA USA ,Present Address: Generate Biomedicines, Cambridge, MA USA
| | - Hyuk-Soo Seo
- grid.65499.370000 0001 2106 9910Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA USA ,grid.38142.3c000000041936754XDepartment of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA USA
| | - Timothy R. O’Meara
- grid.2515.30000 0004 0378 8438Precision Vaccines Program, Boston Children’s Hospital, Boston, MA USA
| | - Marisa E. McGrath
- grid.411024.20000 0001 2175 4264Department of Microbiology and Immunology, Center for Pathogen Research, University of Maryland School of Medicine, Baltimore, MD USA
| | - Yoshine Saito
- grid.2515.30000 0004 0378 8438Precision Vaccines Program, Boston Children’s Hospital, Boston, MA USA
| | - Jing Chen
- grid.2515.30000 0004 0378 8438Research Computing Group, Boston Children’s Hospital, Boston, MA USA
| | - Joann Diray-Arce
- grid.2515.30000 0004 0378 8438Precision Vaccines Program, Boston Children’s Hospital, Boston, MA USA ,grid.38142.3c000000041936754XDepartment of Pediatrics, Harvard Medical School, Boston, MA USA
| | - Kijun Song
- grid.65499.370000 0001 2106 9910Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA USA
| | - Andrew Z. Xu
- grid.65499.370000 0001 2106 9910Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA USA
| | - Soumik Barman
- grid.2515.30000 0004 0378 8438Precision Vaccines Program, Boston Children’s Hospital, Boston, MA USA ,grid.38142.3c000000041936754XDepartment of Pediatrics, Harvard Medical School, Boston, MA USA
| | - Manisha Menon
- grid.2515.30000 0004 0378 8438Precision Vaccines Program, Boston Children’s Hospital, Boston, MA USA
| | - Danica Dong
- grid.2515.30000 0004 0378 8438Precision Vaccines Program, Boston Children’s Hospital, Boston, MA USA
| | - Timothy M. Caradonna
- grid.461656.60000 0004 0489 3491Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA USA
| | - Jared Feldman
- grid.461656.60000 0004 0489 3491Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA USA
| | - Blake M. Hauser
- grid.461656.60000 0004 0489 3491Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA USA
| | - Aaron G. Schmidt
- grid.461656.60000 0004 0489 3491Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA USA ,grid.38142.3c000000041936754XDepartment of Microbiology, Harvard Medical School, Boston, MA USA
| | - Lindsey R. Baden
- grid.62560.370000 0004 0378 8294Department of Medicine, Brigham and Women’s Hospital, Boston, MA USA
| | - Robert K. Ernst
- grid.411024.20000 0001 2175 4264Department of Microbial Pathogenesis, University of Maryland School of Dentistry, Baltimore, MD USA
| | - Carly Dillen
- grid.411024.20000 0001 2175 4264Department of Microbiology and Immunology, Center for Pathogen Research, University of Maryland School of Medicine, Baltimore, MD USA
| | - Jingyou Yu
- grid.38142.3c000000041936754XCenter for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA USA
| | - Aiquan Chang
- grid.38142.3c000000041936754XCenter for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA USA
| | | | | | - Sirano Dhe-Paganon
- grid.65499.370000 0001 2106 9910Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA USA ,grid.38142.3c000000041936754XDepartment of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA USA
| | - Dan H. Barouch
- grid.38142.3c000000041936754XCenter for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA USA
| | - Al Ozonoff
- grid.2515.30000 0004 0378 8438Precision Vaccines Program, Boston Children’s Hospital, Boston, MA USA ,grid.38142.3c000000041936754XDepartment of Pediatrics, Harvard Medical School, Boston, MA USA ,grid.66859.340000 0004 0546 1623Broad Institute of MIT & Harvard, Cambridge, MA USA
| | - Ivan Zanoni
- grid.38142.3c000000041936754XDepartment of Pediatrics, Harvard Medical School, Boston, MA USA ,grid.2515.30000 0004 0378 8438Division of Immunology, Boston Children’s Hospital, Boston, MA USA
| | - Matthew B. Frieman
- grid.411024.20000 0001 2175 4264Department of Microbiology and Immunology, Center for Pathogen Research, University of Maryland School of Medicine, Baltimore, MD USA
| | - David J. Dowling
- grid.2515.30000 0004 0378 8438Precision Vaccines Program, Boston Children’s Hospital, Boston, MA USA ,grid.38142.3c000000041936754XDepartment of Pediatrics, Harvard Medical School, Boston, MA USA
| | - Ofer Levy
- Precision Vaccines Program, Boston Children's Hospital, Boston, MA, USA. .,Department of Pediatrics, Harvard Medical School, Boston, MA, USA. .,Broad Institute of MIT & Harvard, Cambridge, MA, USA.
| |
Collapse
|
4
|
Nanishi E, Borriello F, O’Meara TR, McGrath ME, Saito Y, Haupt RE, Seo HS, van Haren SD, Cavazzoni CB, Brook B, Barman S, Chen J, Diray-Arce J, Doss-Gollin S, De Leon M, Prevost-Reilly A, Chew K, Menon M, Song K, Xu AZ, Caradonna TM, Feldman J, Hauser BM, Schmidt AG, Sherman AC, Baden LR, Ernst RK, Dillen C, Weston SM, Johnson RM, Hammond HL, Mayer R, Burke A, Bottazzi ME, Hotez PJ, Strych U, Chang A, Yu J, Sage PT, Barouch DH, Dhe-Paganon S, Zanoni I, Ozonoff A, Frieman MB, Levy O, Dowling DJ. An aluminum hydroxide:CpG adjuvant enhances protection elicited by a SARS-CoV-2 receptor binding domain vaccine in aged mice. Sci Transl Med 2022; 14:eabj5305. [PMID: 34783582 PMCID: PMC10176044 DOI: 10.1126/scitranslmed.abj5305] [Citation(s) in RCA: 45] [Impact Index Per Article: 22.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Global deployment of vaccines that can provide protection across several age groups is still urgently needed to end the COVID-19 pandemic, especially in low- and middle-income countries. Although vaccines against SARS-CoV-2 based on mRNA and adenoviral vector technologies have been rapidly developed, additional practical and scalable SARS-CoV-2 vaccines are required to meet global demand. Protein subunit vaccines formulated with appropriate adjuvants represent an approach to address this urgent need. The receptor binding domain (RBD) is a key target of SARS-CoV-2 neutralizing antibodies but is poorly immunogenic. We therefore compared pattern recognition receptor (PRR) agonists alone or formulated with aluminum hydroxide (AH) and benchmarked them against AS01B and AS03-like emulsion-based adjuvants for their potential to enhance RBD immunogenicity in young and aged mice. We found that an AH and CpG adjuvant formulation (AH:CpG) produced an 80-fold increase in anti-RBD neutralizing antibody titers in both age groups relative to AH alone and protected aged mice from the SARS-CoV-2 challenge. The AH:CpG-adjuvanted RBD vaccine elicited neutralizing antibodies against both wild-type SARS-CoV-2 and the B.1.351 (beta) variant at serum concentrations comparable to those induced by the licensed Pfizer-BioNTech BNT162b2 mRNA vaccine. AH:CpG induced similar cytokine and chemokine gene enrichment patterns in the draining lymph nodes of both young adult and aged mice and enhanced cytokine and chemokine production in human mononuclear cells of younger and older adults. These data support further development of AH:CpG-adjuvanted RBD as an affordable vaccine that may be effective across multiple age groups.
Collapse
Affiliation(s)
- Etsuro Nanishi
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA 02115
| | - Francesco Borriello
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA 02115
- Division of Immunology, Boston Children’s Hospital, Boston, MA, USA 02115
- Present address: Generate Biomedicines, Cambridge, MA, USA 02139
| | - Timothy R. O’Meara
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
| | - Marisa E. McGrath
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD, USA 21201
| | - Yoshine Saito
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
| | - Robert E. Haupt
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD, USA 21201
| | - Hyuk-Soo Seo
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA 02115
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA 02115
| | - Simon D. van Haren
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA 02115
| | - Cecilia B. Cavazzoni
- Transplantation Research Center, Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA 02115
| | - Byron Brook
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA 02115
| | - Soumik Barman
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA 02115
| | - Jing Chen
- Research Computing Group, Boston Children’s Hospital, Boston, MA, USA 02115
| | - Joann Diray-Arce
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA 02115
| | - Simon Doss-Gollin
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
| | - Maria De Leon
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
| | - Alejandra Prevost-Reilly
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
| | - Katherine Chew
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
| | - Manisha Menon
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
| | - Kijun Song
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA 02115
| | - Andrew Z. Xu
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA 02115
| | | | - Jared Feldman
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA, USA 02139
| | - Blake M. Hauser
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA, USA 02139
| | - Aaron G. Schmidt
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA, USA 02139
- Department of Microbiology, Harvard Medical School, Boston, MA, USA 02115
| | - Amy C. Sherman
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
- Department of Medicine, Brigham and Women’s Hospital, Boston, MA, USA 02115
| | - Lindsey R. Baden
- Department of Medicine, Brigham and Women’s Hospital, Boston, MA, USA 02115
| | - Robert K. Ernst
- Department of Microbial Pathogenesis, University of Maryland School of Dentistry, Baltimore, MD, USA 21201
| | - Carly Dillen
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD, USA 21201
| | - Stuart M. Weston
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD, USA 21201
| | - Robert M. Johnson
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD, USA 21201
| | - Holly L. Hammond
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD, USA 21201
| | - Romana Mayer
- Department of Pathology, University of Maryland Medical Center, Baltimore, MD, USA 21201
| | - Allen Burke
- Department of Pathology, University of Maryland Medical Center, Baltimore, MD, USA 21201
| | - Maria E. Bottazzi
- Texas Children’s Hospital Center for Vaccine Development, Baylor College of Medicine, Houston, TX, USA 77030
- National School of Tropical Medicine and Departments of Pediatrics and Molecular Virology & Microbiology, Baylor College of Medicine, Houston, TX, USA 77030
| | - Peter J. Hotez
- Texas Children’s Hospital Center for Vaccine Development, Baylor College of Medicine, Houston, TX, USA 77030
- National School of Tropical Medicine and Departments of Pediatrics and Molecular Virology & Microbiology, Baylor College of Medicine, Houston, TX, USA 77030
| | - Ulrich Strych
- Texas Children’s Hospital Center for Vaccine Development, Baylor College of Medicine, Houston, TX, USA 77030
- National School of Tropical Medicine and Department of Pediatrics, Baylor College of Medicine, Houston, TX, USA 77030
| | - Aiquan Chang
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA 02115
| | - Jingyou Yu
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA 02115
| | - Peter T. Sage
- Transplantation Research Center, Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA 02115
| | - Dan H. Barouch
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA 02115
| | - Sirano Dhe-Paganon
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA 02115
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA 02115
| | - Ivan Zanoni
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA 02115
- Division of Immunology, Boston Children’s Hospital, Boston, MA, USA 02115
| | - Al Ozonoff
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA 02115
| | - Matthew B. Frieman
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD, USA 21201
| | - Ofer Levy
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA 02115
- Broad Institute of MIT & Harvard, Cambridge, MA, USA 02142
| | - David J. Dowling
- Precision Vaccines Program, Division of Infectious Diseases, Boston Children’s Hospital, Boston, MA, USA 02115
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA 02115
| |
Collapse
|