Publications
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Title & Authors Journal Publication Date

Plant-produced SARS-CoV-2 antibody engineered towards enhanced potency and in vivo efficacy.


de Taeye SW, Faye L, Morel B, Schriek AI, Umotoy JC, Yuan M, Kuzmina NA, Turner HL, Zhu X, Grünwald-Gruber C, Poniman M, Burger JA, Caniels TG, Fitchette AC, Desgagnés R, Stordeur V, Mirande L, Beauverger G, de Bree G, Ozorowski G, Ward AB, Wilson IA, Bukreyev A, Sanders RW, Vezina LP, Beaumont T, van Gils MJ, Gomord V.
Plant Biotechnol J Jan. 1, 2025

Prevention of severe COVID‐19 disease by SARS‐CoV‐2 in high‐risk patients, such as immuno‐compromised individuals, can be achieved by administration of antibody prophylaxis, but producing antibodies can be costly. Plant expression platforms allow substantial lower production costs compared to traditional bio‐manufacturing platforms depending on mammalian cells in bioreactors. In this study, we describe the expression, production and purification of the originally human COVA2‐15 antibody in plants. Our plant‐produced mAbs demonstrated comparable neutralizing activity with COVA2‐15 produced in mammalian cells. Furthermore, they exhibited similar capacity to prevent SARS‐CoV‐2 infection in a hamster model. To further enhance these biosimilars, we performed three glyco‐ and protein engineering techniques. First, to increase antibody half‐life, we introduced YTE‐mutation in the Fc tail; second, optimization of N‐linked glycosylation by the addition of a C‐terminal ER‐retention motif (HDEL), and finally; production of mAb in plant production lines lacking β‐1,2‐xylosyltransferase and α‐1,3‐fucosyltransferase activities (FX‐KO). These engineered biosimilars exhibited optimized glycosylation, enhanced phagocytosis and NK cell activation capacity compared to conventional plant‐produced S15 and M15 biosimilars, in some cases outperforming mammalian cell produced COVA2‐15. These engineered antibodies hold great potential for enhancing in vivo efficacy of mAb treatment against COVID‐19 and provide a platform for the development of antibodies against other emerging viruses in a cost‐effective manner.

Broadening sarbecovirus neutralization with bispecific antibodies combining distinct conserved targets on the receptor binding domain.


Guerra D, Radić L, Brinkkemper M, Poniman M, van der Maas L, Torres JL, Ward AB, Sliepen K, Schinkel J, Sanders RW, van Gils MJ, Beaumont T.
Hum Vaccin Immunother Dec. 31, 2024

Monoclonal neutralizing antibodies (mAbs) are considered an important prophylactic against SARS-CoV-2 infection in at-risk populations and a strategy to counteract future sarbecovirus-induced disease. However, most mAbs isolated so far neutralize only a few sarbecovirus strains. Therefore, there is a growing interest in bispecific antibodies (bsAbs) which can simultaneously target different spike epitopes and thereby increase neutralizing breadth and prevent viral escape. Here, we generate and characterize a panel of 30 novel broadly reactive bsAbs using an efficient controlled Fab-arm exchange protocol. We specifically combine some of the broadest mAbs described so far, which target conserved epitopes on the receptor binding domain (RBD). Several bsAbs show superior cross-binding and neutralization compared to the parental mAbs and cocktails against sarbecoviruses from diverse clades, including recent SARS-CoV-2 variants. BsAbs which include mAb COVA2–02 are among the most potent and broad combinations. As a result, we study the unknown epitope of COVA2–02 and show that this mAb targets a distinct conserved region at the base of the RBD, which could be of interest when designing next-generation bsAb constructs to contribute to a better pandemic preparedness.

A single mutation in dairy cow-associated H5N1 viruses increases receptor binding breadth.


Good MR, Fernández-Quintero ML, Ji W, Rodriguez AJ, Han J, Ward AB, Guthmiller JJ.
Nat Commun Dec. 30, 2024

Clade 2.3.4.4b H5N1 is causing an unprecedented outbreak in dairy cows in the United States. To understand if recent H5N1 viruses are changing their receptor use, we screened recombinant hemagglutinin (HA) from historical and recent 2.3.4.4b H5N1 viruses for binding to distinct glycans bearing terminal sialic acids using a glycan microarray. We find that H5 from A/Texas/37/2024, an isolate from the dairy cow outbreak, has increased binding breadth to core glycans bearing terminal α2,3 sialic acids, the avian receptor, compared to historical and recent 2.3.4.4b H5N1 viruses. We do not observe any binding to α2,6 sialic acids, the receptor used by human seasonal influenza viruses. Using molecular dynamics and a cryo-EM structure of A/Texas/37/2024 H5, we show A/Texas/37/2024 H5 is more flexible within the receptor-binding site compared to a 2.3.4.4b H5 from 2022. We identify a single mutation outside of the receptor binding site, T199I, is responsible for increased binding breadth, as it increases receptor binding site flexibility. Together, these data show recent H5N1 viruses are evolving increased receptor binding breadth which could impact the host range and cell types infected with H5N1.

Modulating the immunodominance hierarchy of immunoglobulin germline-encoded structural motifs targeting the influenza hemagglutinin stem.


Ataca S, Sangesland M, de Paiva Fróes Rocha R, Torrents de la Peña A, Ronsard L, Boyoglu-Barnum S, Gillespie RA, Tsybovsky Y, Stephens T, Moin SM, Lederhofer J, Creanga A, Andrews SF, Barnes RM, Rohrer D, Lonberg N, Graham BS, Ward AB, Lingwood D, Kanekiyo M.
Cell Rep Dec. 24, 2024

Antibodies targeting epitopes through germline-encoded motifs can be found in different individuals. While these public antibodies are often beneficial, they also pose hurdles for subdominant antibodies to emerge. Here, we use transgenic mice that reproduce the human IGHV1-69∗01 germline-encoded antibody response to the conserved stem epitope on group 1 hemagglutinin (HA) of influenza A virus to show that this germline-endowed response can be overridden by a subdominant yet cross-group reactive public antibody response. Immunization with a non-cognate group 2 HA stem enriched B cells harboring the IGHD3-9 gene, thereby switching from IGHV1-69- to IGHD3-9-encoded motif-dependent epitope recognition. These IGHD3-9 antibodies bound, neutralized, and conferred cross-group protection in mice against influenza A viruses. A cryoelectron microscopy (cryo-EM) structure of an IGHD3-9 antibody resembled the human broadly neutralizing antibody FI6v3, which uses IGHD3-9. Together, our findings offer insights into vaccine regimens that engage an immunoglobulin repertoire with broader cross-reactivity to influenza A viruses.

Broadly inhibitory antibodies to severe malaria virulence proteins.


Reyes RA, Raghavan SSR, Hurlburt NK, Introini V, Bol S, Kana IH, Jensen RW, Martinez-Scholze E, Gestal-Mato M, López-Gutiérrez B, Sanz S, Bancells C, Fernández-Quintero ML, Loeffler JR, Ferguson JA, Lee WH, Martin GM, Theander TG, Lusingu JPA, Minja DTR, Ssewanyana I, Feeney ME, Greenhouse B, Ward AB, Bernabeu M, Pancera M, Turner L, Bunnik EM, Lavstsen T.
Nature Dec. 1, 2024

Malaria pathology is driven by the accumulation of Plasmodium falciparum-infected erythrocytes in microvessels1. This process is mediated by the polymorphic erythrocyte membrane protein 1 (PfEMP1) adhesion proteins of the parasite. A subset of PfEMP1 variants that bind to human endothelial protein C receptor (EPCR) through their CIDRα1 domains is responsible for severe malaria pathogenesis2. A longstanding question is whether individual antibodies can recognize the large repertoire of circulating PfEMP1 variants. Here we describe two broadly reactive and inhibitory human monoclonal antibodies to CIDRα1. The antibodies isolated from two different individuals exhibited similar and consistent EPCR-binding inhibition of diverse CIDRα1 domains, representing five of the six subclasses of CIDRα1. Both antibodies inhibited EPCR binding of both recombinant full-length and native PfEMP1 proteins, as well as parasite sequestration in bioengineered 3D human brain microvessels under physiologically relevant flow conditions. Structural analyses of the two antibodies in complex with three different CIDRα1 antigen variants reveal similar binding mechanisms that depend on interactions with three highly conserved amino acid residues of the EPCR-binding site in CIDRα1. These broadly reactive antibodies are likely to represent a common mechanism of acquired immunity to severe malaria and offer novel insights for the design of a vaccine or treatment targeting severe malaria. Two broadly reactive and inhibitory human monoclonal antibodies against the malaria parasite Plasmodium falciparum have been characterized, providing insights into immunity, prevention and treatment of severe malaria.

Polyfunctionality and breadth of HIV-1 antibodies are associated with delayed disease progression.


Grobben M, Bakker M, Schriek AI, Levels LJJ, Umotoy JC, Tejjani K, van Breemen MJ, Lin RN, de Taeye SW, Ozorowski G, Kootstra NA, Ward AB, Kent SJ, Hogarth PM, Wines BD, Sanders RW, Chung AW, van Gils MJ.
PLoS Pathog Dec. 1, 2024

HIV-1 infection leads to chronic disease requiring life-long treatment and therefore alternative therapeutics, a cure and/or a protective vaccine are needed. Antibody-mediated effector functions could have a role in the fight against HIV-1. However, the properties underlying the potential beneficial effects of antibodies during HIV-1 infection are poorly understood. To identify a specific profile of antibody features associated with delayed disease progression, we studied antibody polyfunctionality during untreated HIV-1 infection in the well-documented Amsterdam Cohort Studies. Serum samples were analyzed from untreated individuals with HIV-1 at approximately 6 months (n = 166) and 3 years (n = 382) post-seroconversion (post-SC). A Luminex antibody Fc array was used to profile 15 different Fc features for serum antibodies against 20 different HIV-1 envelope glycoprotein antigens and the resulting data was also compared with data on neutralization breadth. We found that high HIV-1 specific IgG1 levels and low IgG2 and IgG4 levels at 3 years post-SC were associated with delayed disease progression. Moreover, delayed disease progression was associated with a broad and polyfunctional antibody response. Specifically, the capacity to interact with all Fc γ receptors (FcγRs) and C1q, and in particular with FcγRIIa, correlated positively with delayed disease progression. There were strong correlations between antibody Fc features and neutralization breadth and several antibody features that were associated with delayed disease progression were also associated with the development of broad and potent antibody neutralization. In summary, we identified a strong association between broad, polyfunctional antibodies and delayed disease progression. These findings contribute new information for the fight against HIV-1, especially for new antibody-based therapy and cure strategies.

Structural characterization of human monoclonal antibodies targeting uncommon antigenic sites on spike glycoprotein of SARS-CoV.


Suryadevara N, Kose N, Bangaru S, Binshtein E, Munt J, Martinez DR, Schäfer A, Myers L, Scobey TD, Carnahan RH, Ward AB, Baric RS, Crowe JE Jr.
J Clin Invest Nov. 26, 2024

Structural characterization of human monoclonal antibodies targeting uncommon antigenic sites on spike glycoprotein of SARS-CoV


Suryadevara N, Kose N, Bangaru S, Binshtein E, Munt J, Martinez DR, Schäfer A, Myers L, Scobey TD, Carnahan RH, Ward AB, Baric RS, Crowe JE Jr.
J Clin Invest. Nov. 26, 2024

The function of the spike protein N terminal domain (NTD) in coronavirus (CoV) infections is poorly understood. However, some rare antibodies that target the SARS-CoV-2 NTD potently neutralize the virus. This finding suggests the NTD may contribute in part to protective immunity. Pan-sarbecovirus antibodies are desirable for broad protection, but the NTD region of SARS-CoV and SARS-CoV-2 exhibit a high level of sequence divergence, and therefore, cross-reactive NTD-specific antibodies are unexpected, and there is no structure of a SARS-CoV NTD-specific antibody in complex with NTD. Here we report a monoclonal antibody COV1-65 encoded by the IGHV1-69 gene that recognizes the NTD of SARS-CoV S protein. A prophylaxis study showed the MAb COV1-65 prevented disease when administered before SARS-CoV challenge of BALB/c mice, an effect that requires intact Fc effector functions for optimal protection in vivo. The footprint on the S protein of COV1-65 is near to functional components of the S2 fusion machinery, and the selection of COV1-65 escape mutant viruses identified critical residues Y886H and Q974H, which likely affect the epitope through allosteric effects. Structural features of the mAb COV1-65-SARS-CoV antigen interaction suggest critical antigenic determinants that should be considered in the rational design of sarbecovirus vaccine candidates.

Conformational ensemble-based framework enables rapid development of Lassa virus vaccine candidates.


Mishra N, Avillion G, Callaghan S, DiBiase C, Hurtado J, Liendo N, Burbach S, Messmer T, Briney B.
bioRxiv Nov. 22, 2024

CosolvKit: a Versatile Tool for Cosolvent MD Preparation and Analysis.


Bruciaferri N, Eberhardt J, Llanos MA, Loeffler JR, Holcomb M, Fernandez-Quintero ML, Santos-Martins D, Ward AB, Forli S.
J Chem Inf Model Nov. 11, 2024

Cosolvent molecular dynamics (MDs) are an increasingly popular form of simulations where small molecule cosolvents are added towater-solvated protein systems. These simulations can perform diverse target characterization tasks, including cryptic and allosteric pocket identification and pharmacophore profiling and supplement suites of enhanced sampling methods to explore protein conformational landscapes. The behavior of these systems is tied to the cosolvents used, so the ability to define diverse and complex mixtures is critical in dictating the outcome of the simulations.However, existing methods for preparing cosolvent simulations only support a limited number of predefined cosolvents and concentrations. Here, we present CosolvKit, a tool for the preparation and analysis of systems composed of user-defined cosolvents and concentrations. This tool is modular, supporting the creation of files for multiple MD engines, as well as direct access to OpenMM simulations, and offering access to a variety of generalizable small-molecule force fields. To the best of our knowledge, CosolvKit represents the first generalized approach for the construction of these simulations.

Assessing AF2's ability to predict structural ensembles of proteins.


Riccabona JR, Spoendlin FC, Fischer AM, Loeffler JR, Quoika PK, Jenkins TP, Ferguson JA, Smorodina E, Laustsen AH, Greiff V, Forli S, Ward AB, Deane CM, Fernández-Quintero ML.
Structure Nov. 7, 2024

Recent breakthroughs in protein structure prediction have enhanced the precision and speed at which protein configurations can be determined. Additionally, molecular dynamics (MD) simulations serve as a crucial tool for capturing the conformational space of proteins, providing valuable insights into their structural fluctuations. However, the scope of MD simulations is often limited by the accessible timescales and the computational resources available, posing challenges to comprehensively exploring protein behaviors. Recently emerging approaches have focused on expanding the capability of AlphaFold2 (AF2) to predict conformational substates of protein. Here, we benchmark the performance of various workflows that have adapted AF2 for ensemble prediction and compare the obtained structures with ensembles obtained from MD simulations and NMR. We provide an overview of the levels of performance and accessible timescales that can currently be achieved with machine learning (ML) based ensemble generation. Significant minima of the free energy surfaces remain undetected.

On the humanization of VHHs: Prospective case studies, experimental and computational characterization of structural determinants for functionality.


Fernández-Quintero ML, Guarnera E, Musil D, Pekar L, Sellmann C, Freire F, Sousa RL, Santos SP, Freitas MC, Bandeiras TM, Silva MMS, Loeffler JR, Ward AB, Harwardt J, Zielonka S, Evers A.
Protein Sci Nov. 1, 2024

The humanization of camelid‐derived variable domain heavy chain antibodies (VHHs) poses challenges including immunogenicity, stability, and potential reduction of affinity. Critical to this process are complementarity‐determining regions (CDRs), Vernier and Hallmark residues, shaping the three‐dimensional fold and influencing VHH structure and function. Additionally, the presence of non‐canonical disulfide bonds further contributes to conformational stability and antigen binding. In this study, we systematically humanized two camelid‐derived VHHs targeting the natural cytotoxicity receptor NKp30. Key structural positions in Vernier and Hallmark regions were exchanged with residues from the most similar human germline sequences. The resulting variants were characterized for binding affinities, yield, and purity. Structural binding modes were elucidated through crystal structure determination and AlphaFold2 predictions, providing insights into differences in binding affinity. Comparative structural and molecular dynamics characterizations of selected variants were performed to rationalize their functional properties and elucidate the role of specific sequence motifs in antigen binding. Furthermore, systematic analyses of next‐generation sequencing (NGS) and Protein Data Bank (PDB) data was conducted, shedding light on the functional significance of Hallmark motifs and non‐canonical disulfide bonds in VHHs in general. Overall, this study provides valuable insights into the structural determinants governing the functional properties of VHHs, offering a roadmap for their rational design, humanization, and optimization for therapeutic applications.

AIntibody: an experimentally validated in silico antibody discovery design challenge.


Erasmus MF, Spector L, Ferrara F, DiNiro R, Pohl TJ, Perea-Schmittle K, Wang W, Tessier PM, Richardson C, Turner L, Kumar S, Bedinger D, Sormanni P, Fernández-Quintero ML, Ward AB, Loeffler JR, Swanson OM, Deane CM, Raybould MIJ, Evers A, Sellmann C, Bachas S, Ruffolo J, Nastri HG, Ramesh K, Sørensen J, Croasdale-Wood R, Hijano O, Leal-Lopes C, Shahsavarian M, Qiu Y, Marcatili P, Vernet E, Akbar R, Friedensohn S, Wagner R, Kurella VB, Malhotra S, Kumar S, Kidger P, Almagro JC, Furfine E, Stanton M, Graff CP, Villalba SD, Tomszak F, Teixeira AAR, Hopkins E, Dovner M, D'Angelo S, Bradbury ARM.
Nat Biotechnol Nov. 1, 2024

Launching an AI/ML benchmarking competition: AIntibody.org

Focused learning by antibody language models using preferential masking of non-templated regions.


Karenna N, Bryan B.
bioRxiv Oct. 28, 2024

Use of 3M-052-AF with Alum adjuvant in HIV trimer vaccine induces human autologous neutralizing antibodies.


Hahn WO, Parks KR, Shen M, Ozorowski G, Janes H, Ballweber-Fleming L, Woodward Davis AS, Duplessis C, Tomai M, Dey AK, Sagawa ZK, De Rosa SC, Seese A, Kallur Siddaramaiah L, Stamatatos L, Lee WH, Sewall LM, Karlinsey D, Turner HL, Rubin V, Furth S, MacPhee K, Duff M, Corey L, Keefer MC, Edupuganti S, Frank I, Maenza J, Baden LR, Hyrien O, Sanders RW, Moore JP, Ward AB, Tomaras GD, Montefiori DC, Rouphael N, McElrath MJ.
J Exp Med Oct. 7, 2024

Stabilized trimers preserving the native-like HIV envelope structure may be key components of a preventive HIV vaccine regimen to induce broadly neutralizing antibodies (bnAbs). We evaluated trimeric BG505 SOSIP.664 gp140 formulated with a novel TLR7/8 signaling adjuvant, 3M-052-AF/Alum, for safety, adjuvant dose-finding, and immunogenicity in a first-in-healthy adult (n = 17), randomized, and placebo-controlled trial (HVTN 137A). The vaccine regimen appeared safe. Robust, trimer-specific antibody, and B cell and CD4+ T cell responses emerged after vaccination. Five vaccinees developed serum autologous tier 2 nAbs (ID50 titer, 1:28-1:8647) after two to three doses targeting C3/V5 and/or V1/V2/V3 Env regions by electron microscopy and mutated pseudovirus-based neutralization analyses. Trimer-specific, B cell–derived monoclonal antibody activities confirmed these results and showed weak heterologous neutralization in the strongest responder. Our findings demonstrate the clinical utility of the 3M-052-AF/Alum adjuvant and support further improvements of trimer-based Env immunogens to focus responses on multiple broad nAb epitopes.

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Title & Authors Journal Publication Date

Structural serology of polyclonal antibody responses to mRNA-1273 and NVX-CoV2373 COVID-19 vaccines.


Bangaru S, Jackson AM, Copps J, Fernández-Quintero ML, Torres JL, Richey ST, Nogal B, Sewall LM, de la Peña AT, Rehman A, Guebre-Xabier M, Girard B, Das R, Corbett-Helaire KS, Seder RA, Graham BS, Edwards DK, Patel N, Smith G, Ward AB.

bioRxiv Dec. 12, 2024

Structural and Functional Insights into the Evolution of SARS-CoV-2 KP.3.1.1 Spike Protein.


Feng Z, Huang J, Baboo S, Diedrich JK, Bangaru S, Paulson JC, Yates JR 3rd, Yuan M, Wilson IA, Ward AB.

bioRxiv Dec. 10, 2024

Functional and epitope specific monoclonal antibody discovery directly from immune sera using cryoEM


Ferguson JA, Raghavan SSR, Alzua GP, Bhavsar D, Huang J, Rodriguez AJ, Torres JL, Bottermann M, Han J, Krammer F, Batista FD, Ward AB.

bioRxiv Dec. 6, 2024

De novo designed pMHC binders facilitate T cell induced killing of cancer cells


Johansen KH, Wolff DS, Scapolo B, Quintero MLF, Christensen CR, Loeffler JR, Rivera-de-Torre E, Overath MD, Munk KK, Morell O, Viuff MC, Englund ATD, Due M, Forli S, Andersen EQ, Fernandes JS, Thumtecho S, Ward AB, Ormhøj M, Hadrup SR, Jenkins TP

bioRxiv Nov. 27, 2024

Structural basis of broad protection against influenza virus by a human antibody targeting the neuraminidase active site via a recurring motif in CDR H3


Jo G, Yamayoshi S, Ma KM, Swanson O, Torres JL, Ferguson JA, Fernández-Quintero ML, Huang J, Copps J, Rodriguez AJ, Steichen JM, Kawaoka Y, Han J, Ward AB

bioRxiv Nov. 26, 2024