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Biology subjects

McLellan, J. S.

Publications and source records attributed to McLellan, J. S..

At least 19 recordsLinked to original sources

B cell response to HCMV gH/UL116 elicits neutralizing and FcγR-activating antibodies

Humoral immune mechanisms that can contribute to limiting HCMV disease include neutralizing antibodies that block viral entry and Fc-mediated effector functions that promote elimination of infected cells. Here, we identify the gH/UL116 envelope complex as a naturally immunogenic target that elicits antibodies capable of mediating both of these immune mechanisms. Using single-cell sorting of antigen-specific memory B cells, we isolated gH/UL116-reactive monoclonal antibodies from HCMV-seropositive donors. Epitope mapping showed that gH binding was required for virus neutralization, whereas UL116 targeting was associated with potent and broad Fc{gamma} receptor (Fc{gamma}R) activation. Furthermore, cryo-electron microscopy provided high-resolution structures revealing how UL116-specific antibodies bind gH/UL116. In mice, gH/UL116 immunization elicited serum IgG responses whose binding titers strongly correlated with both neutralization and mouse Fc{gamma}R activation. Together, these findings provide an epitope-level map linking antibody specificity to neutralization and Fc{gamma}R activation across HCMV gH-associated complexes and position gH/UL116 as a promising HCMV vaccine candidate.

immunology↗

Phenuivirus glycoprotein Gc domain is a conserved target of cross-functional monoclonal antibodies

Phenuiviruses which include Rift Valley Fever Virus (RVFV), classified by WHO as one of the top priority pathogens with outbreak potential, are emerging arthropod-borne viruses that pose an increasing threat to public health. In line with the prototype pathogen framework advanced by the NIAID, the sandfly-transmitted Toscana virus (TOSV) has been adopted as a prototype to advance understanding of relevant phenuiviruses and inform the development of broadly applicable medical countermeasures. In this study, we sought to isolate and characterize monoclonal antibodies (mAbs) elicited by natural TOSV infection to identify shared antigenic determinants. By employing the conserved envelope Gc glycoprotein as bait for antigen-specific B cell sorting, we recovered more than 1,450 memory B cells and identified 112 Gc-specific neutralizing mAbs. Over one-third of these mAbs exhibited cross-reactivity with RVFV, a genetically distinct phenuivirus. Selected mAbs provided prophylactic protection in a murine model of TOSV infection. Together, our findings establish Gc as an important target of protective neutralizing antibodies and provide insights that may guide the rational design of widely effective interventions, strengthening readiness against future phenuivirus outbreaks.

immunology↗

Structural characterization of antibodies for synergistic HCMV neutralization

The limited mechanistic understanding of Human Cytomegalovirus (HCMV) infection and neutralization has hindered the effective application of antibodies for HCMV prevention and therapy. To address this, we conducted high-resolution cryo-EM analysis of 17 human monoclonal antibodies targeting HCMV glycoproteins gH and gL. This analysis revealed a landscape of vulnerable epitopes, including detailed binding modes, spatial orientations, and structural features associated with distinct neutralization phenotypes. By comprehensively characterizing the neutralizing properties of these antibodies and their combinations, we identified synergistic antibody cocktails that enhance the neutralization capacity of individual antibodies. Notably, while single antibodies only partially neutralized HCMV, their synergistic combinations achieved substantially more complete inhibition. Together, these findings delineate structural correlates of HCMV neutralization and establish functional principles for antibody-based combinatorial targeting of HCMV.

immunology↗

Finding the Goldilocks zone: Modulating glycoprotein cleavage and fusogenicity optimizes the efficacy of a candidate Crimean-Congo hemorrhagic fever virus vaccine

Crimean-Congo hemorrhagic fever virus (CCHFV) is the etiologic agent of a lethal hemorrhagic disease spread by ticks throughout Europe, the Middle East, Africa and Asia. The lack of approved medical countermeasures and fundamental understanding of molecular mechanisms of viral assembly and egress have thus far curtailed disease prevention. Here, we identify and characterize key residues within the viral glycoprotein through forward and reverse genetics for vesicular stomatitis virus (VSV)-based vaccine candidates that are highly protective in animal models. These residues are broadly applicable across divergent CCHFV strains and lead to greater protection in vivo against heterologous challenge. We further characterize the essential role of proteolytic processing in the maintenance of a stable fusogenic state required for effective VSV-based CCHFV vaccines. This study establishes a toolkit for better understanding orthonairovirus glycoprotein processing and vaccine development.

microbiology↗

Broad Sarbecovirus Neutralization by an S2-Directed Plasma Antibody Defines a New Site of Vulnerability in SARS-like Viruses

The repeated emergence of pathogenic coronaviruses highlights the continual threat of zoonotic spillover events and the need to understand conserved regions of the viral spike protein that influence immune recognition. Here, we employ high-resolution proteomic analysis of circulating immunoglobulins to characterize the antibody response to the SARS-CoV-2 spike protein in vaccinated and infected individuals. We recombinantly expressed abundant plasma IgG lineages and identified nine antibodies targeting the highly conserved S2 spike subunit. Most of these S2-reactive plasma mAbs (7 of 9) exhibited neutralizing activity against pangolin coronavirus, while one mAb (SC45) demonstrated potent (IC50 < 1 {micro}g/mL) neutralizing activity against both pangolin and bat sarbecoviruses RsSHC014 and WIV1. Additionally, SC45 exhibited potent prophylactic efficacy in the K18-hACE2 mouse model challenged with Pangolin-Guangdong CoV MP789 (Pg-CoV), significantly reducing lung viral replication at day 4 post-infection. The cryo-EM structure of SC45 bound to the prefusion-stabilized S2 domain of Pg-CoV reveals that SC45 targets a novel, conserved epitope in the connector domain. Strikingly, even though SC45 was the most abundant antibody ([~]13%) of anti-spike plasma IgG in an infected patient and binds to both SARS-CoV-2 and Pg-CoV spike with comparable affinities, it fails to neutralize early (D614G and Omicron BA.1) SARS-CoV-2 variants. Together, these findings identify a conserved site of vulnerability in the spike S2 subunit which informs on potential mechanisms of antibody immunity to zoonotic coronaviruses.

immunology↗

Semirandom DNA adducts regulate a filamentous defence-associated reverse transcriptase

Retrons and several defence-associated reverse transcriptases (DRTs) synthesize non-genomic DNA for bacteriophage immunity. In some instances, this non-genomic DNA is of undefined, semirandom sequence. How undefined DNA sequences impart antiphage defence is not known. Here we report the cryo-EM structure and functional characterization of the DRT1 antiphage defence system. We show that DRT1 performs template-free, protein-primed DNA synthesis to generate semirandom DNA adducts. DNA synthesis activates the nitrilase domain of DRT1 while DNA adducts drive assembly of quiescent DRT1 filaments. Filamentous DRT1 is comprised of domain-swapped C-termini that are entwined, forming pseudoknots between tetrameric stacks. This configuration occludes the apo-nitrilase active site, resulting in a dormant state. Bacteriophage escape mutants identify a T4 single-stranded DNA helicase required for DRT1 activity. Functionally, DRT1 resembles a minimal retron where a single gene produces an RT, effector, and non-genomic antitoxin DNA.

microbiology↗

Prefusion-specific glycoprotein B human antibodies protect against neonatal HSV-2 infection

Herpes simplex virus (HSV) causes severe neonatal infections and long-term neurological issues, with antivirals offering limited efficacy and no approved vaccines. Viral entry requires glycoprotein B (gB) for membrane fusion, yet no human antibodies to the prefusion form of gB have been identified, and antibodies targeting vulnerable epitopes are limited. We used prefusion-stabilized HSV-2 gB and LIBRA-seq technology to analyze B cells from seropositive and healthy donors, discovering four prefusion-specific human antibodies binding unique gB epitopes as determined by cryo-EM. Antibodies 5-18 and 3-6 showed strong cross-neutralization against HSV-1 and HSV-2, offering protection in a neonatal mouse model. These findings highlight the molecular and structural determinants of HSV-2 prefusion gB recognition by human antibodies and demonstrate the translational potential of prefusion-specific gB antibodies.

immunology↗

RSM01, an extended half-life RSV monoclonal antibody with a high barrier to resistance

Respiratory syncytial virus (RSV) causes substantial infant morbidity and mortality, particularly in low- and middle-income countries (LMICs). RSM01 is a long-acting RSV monoclonal antibody (mAb) in development for LMICs. To date, RSM01 resistant mutants have not been able to be generated in vitro. We systematically assessed the in vitro resistance barrier of RSM01 relative to licensed RSV mAbs and the susceptibility of a panel of global contemporary strains to RSM01. The emergence of mAb-resistant mutant (MARM) was assessed for RSM01, nirsevimab, and palivizumab. Triple plaque-purified RSV-A2 and RSV-B1 were serially passaged under mAb pressure to generate MARMs, which were phenotyped and genotyped. Moderate resistance was defined as > 3-fold and high resistance > 30-fold increase in IC50 compared with parental strains. The susceptibility of contemporary clinical strains from South Africa, Argentina, and the Netherlands to RSM01 was tested in a neutralisation assay. RSV-A and B lab strains developed high resistance to palivizumab and nirsevimab, while RSM01 pressure induced moderate resistance. No MARMs demonstrated a fitness advantage; one RSM01 MARM incurred fitness costs. RSM01 potently neutralized global contemporary RSV-A and B strains. In conclusion, in vitro RSM01 resistance was infrequent and moderate, suggesting a high resistance barrier in vitro. Laboratory-selected MARMs may not directly predict clinical escape, but the confirmation of the high barrier to resistance of RSM01 is encouraging and provides an alternative in the event that resistance is observed with widespread use of current licensed anti-RSV mAbs. One Sentence SummaryIn vitro RSV resistance to RSM01 is infrequent and moderate, suggesting a high barrier to resistance.

microbiology↗

Structure-based design of soluble prefusion-stabilized herpes simplex virus type 2 glycoprotein B antigens

Herpes simplex virus type 2 (HSV-2) causes genital herpes through latent infection and periodic reactivation. Although antivirals alleviate symptoms, no prophylactic or therapeutic vaccines have been licensed. Glycoprotein B (gB) is a class III fusion protein that mediates entry by irreversibly transitioning from a metastable prefusion conformation to a stable postfusion conformation. Leveraging prior structure-based designs for human cytomegalovirus (HCMV) gB, we engineered amino acid substitutions in HSV-2 gB to stabilize its prefusion conformation. Cryo-EM of the engineered construct revealed a prefusion conformation and non-native dimers of gB trimers. Introduction of N-linked glycosylation sites resulted in the gB-G3 variant, which exhibited improved expression and reduced dimerization. Cryo-EM of gB-G3 bound to neutralizing antibodies yielded a 2.8 [A] resolution structure of the stabilized prefusion conformation in a closed state, which differs from the open states observed in recently published HSV gB structures. Both prefusion and postfusion gB variants were evaluated for immunogenicity in mice, delivered either as a protein subunit or mRNA vaccine. Each gB conformation elicited robust humoral and cellular responses. However, prefusion stabilization of gB did not improve neutralizing antibody titers relative to the postfusion construct, consistent with prior observations for HCMV gB. Collectively, these findings reveal insights into prefusion gB conformational dynamics, provide stabilized reagents for studying gB-directed immune responses and inform HSV-2 vaccine design.

microbiology↗

PARP1 recruits SPRTN to DNA-protein crosslinks through a conserved poly-ADP-ribose binding domain.

DNA-protein crosslinks (DPCs) are toxic DNA lesions formed by the covalent attachment of proteins to DNA. Failure to resolve DPCs leads to genomic instability, premature aging, and cancer predisposition. Although multiple proteases and the 26S proteasome degrade DPCs, how these lesions are detected and marked for proteolysis remains unclear. Here, we show that poly-(ADP-ribose) polymerases (PARP1/2) sense DPCs and modify them with poly(ADP-ribose) (PAR) to promote repair via a SPRTN-Tdp1 axis. We discovered a Nudix homology domain (NHD) in SPRTN that mediates direct non-covalent PAR binding and is important for DPC repair. Loss of PARP1/2 activity or mutation of the SPRTN NHD leads to sustained DPCs. Single-molecule analysis revealed that SPRTN does not bind efficiently to the DPC, however after the addition of PARP1 in the presence of NAD+, SPRTN binding to the DPC was significantly increased. Our findings establish PARP1/2 enzymes as immediate DPC sensors, reveal PARylation as a signal marking DPCs for SPRTN-dependent degradation, and identify SPRTN as the first PARP-directed protease.

molecular biology↗

Structural Dynamics and Allosteric Communication of a SARS-Like Bat Coronavirus Spike Glycoprotein

SARS-like bat coronaviruses (CoVs) pose ongoing public health risks due to their zoonotic potential, making it important to understand the molecular pathways driving their evolution. We recently showed that SHC014-CoV can infect human cell lines in an ACE2-dependent manner after acquiring two spike ectodomain mutations (F294L and A835D). However, how the wild-type (WT) SHC014 spike differs dynamically from these mutants remains unclear. Here, we built fully glycosylated ectodomain models of WT and three mutants (F294L, A835D, and the double mutant, DM) and performed triplicate 1-s all-atom molecular dynamics (MD) simulations for each variant. The two mutations exhibit epistasis, altering structural rearrangements relative to WT. Notably, the DM receptor binding domain (RBD) begins sampling the open conformation in our conventional MD. At the atomic level, the DM spike mitigates the dense negative packing introduced by A835D through a salt-bridge network, while F294L disrupts {pi}-mediated interactions, together enhancing RBD opening propensity--critical for viral entry. Increased flexibility of the subdomain-2 "620-loop" further modulates DM RBD openness. Dynamical network analysis identified three allosteric communication pathways. In WT and F294L, "Pathway 1" forms the baseline route linking the 620-loop to the RBD, whereas in A835D and DM it extends to the FPPR, reshaping long-range communication. "Pathway 2" is conserved across variants but is most prominent in WT and F294L. "Pathway 3" appears only in A835D and DM, compensating for reduced communication along Pathway 2. Overall, this work provides an atomistic perspective on SHC014 molecular adaptation during host-to-host transmission and highlights mechanistic features that may inform future therapeutic and pandemic-preparedness efforts. Statement of SignificanceBat coronaviruses are an important source of future pandemic threats, but we still know little about how small genetic changes help them infect humans. In this study, we used detailed computer simulations to watch how tiny mutations in a bat coronavirus spike protein change its motion and shape. We found that two specific mutations work together to make the spike more likely to open--a step required for the virus to enter human cells. By revealing how these molecular changes increase infection potential, our work helps improve understanding of coronavirus evolution and may guide strategies to prepare for future outbreaks.

biophysics↗

Human Coronavirus HKU1 Neutralizing Monoclonal Antibodies Target Diverse Epitopes Within and Around the TMPRSS2 Receptor Binding Site

Endemic human coronaviruses (HCoVs), such as HCoV-HKU1, account for [~]30% of common colds each year and can cause serious upper and lower respiratory infections, yet no licensed vaccines or therapeutic antibodies target HCoVs. Despite being endemic to the human population, little is known about the antigenic landscape of HCoV-HKU1. Here, we characterized key interactions between the HCoV-HKU1 spike (S) protein and monoclonal antibodies (mAbs) isolated from convalescent HCoV-HKU-1-positive peripheral blood mononuclear cells collected prior to the COVID-19 pandemic. We isolated 14 mAbs that bound distinct regions of S, including the receptor-binding domain (RBD), N-terminal domain, and S2 subunit. Structural and functional studies revealed three groups of RBD-specific mAbs targeting diverse footprints within and around the TMPRSS2 receptor-binding site: (1) H501-022, which recognizes the TMPRSS2-binding site and thereby blocks receptor engagement; (2) H501-008, which binds a distinct epitope outside the TMPRSS2-binding site that is shared with HCoV-OC43; and (3) H501-018, which recognizes both "up" and "down" RBD conformations at a distinct, non-overlapping epitope outside the TMPRSS2-binding site. H501-008 weakly neutralized live HCoV-OC43 in vitro and protected mice against lethal HCoV-OC43 challenge. Notably, the three RBD-specific mAbs potently neutralized HCoV-HKU1 pseudovirus in TMPRSS2-overexpressing cell lines, but exhibited limited neutralizing activity against authentic HCoV-HKU1 infection in primary human airway epithelial cells. Together, these findings structurally define the antigenic landscape within and around the HKU1 receptor-binding site and demonstrate that receptor-binding site recognition alone is insufficient to predict physiologically relevant antibody-mediated neutralization.

microbiology↗

Antigen-agnostic identification of poxvirus broadly neutralizing antibodies targeting OPG153

Recurrent mpox outbreaks caused by the monkeypox virus (MPXV) have prompted the World Health Organization to declare a Public Health Emergency of International Concern and have stimulated the development of medical interventions. Here, antigen-agnostic isolation of neutralizing monoclonal antibodies from convalescent or vaccinated people, AlphaFold 3-based predictive modeling, and cryo-electron microscopy were synergistically combined to identify the protein encoded by orthopoxviral gene (OPG) 153 (MPXV A28) as a target of broadly neutralizing antibodies. OPG153-targeting antibodies neutralized MPXV clade Ib, IIb, and vaccinia virus (VACV), and cross-reacted with OPG153 orthologs from cowpox and variola viruses. Immunization with MPXV OPG153 elicited a potent neutralizing antibody response against MPXV and VACV, substantiating OPG153 as a promising vaccine antigen and a potent target for preventive and therapeutic antibodies.

microbiology↗

High-resolution in situ structures of hantavirus glycoprotein tetramers

SUMMARY/ABSTRACTNew World hantaviruses cause severe infections in humans, with case fatality rates approaching 40%. Previous structural studies have advanced our understanding of hantavirus glycoprotein architecture and function, however, the lack of high-resolution in situ structures of the glycoprotein tetramer and its lattice organization has limited mechanistic insights into viral assembly, entry, and antigenicity. Here, we leveraged a virus-like particle (VLP) system to establish a cryo-electron microscopy workflow for lattice-forming viral glycoproteins. This enabled the determination of a 2.35 [A] resolution structure of the membrane-embedded Andes virus (ANDV) glycoprotein tetramer, as well as structures of dimers of tetramers and a complex with antibody ADI-65534. These structures reveal previously uncharacterized features of glycoprotein organization, stability, and pH-sensing. Immunization of mice with self-amplifying replicon RNA (repRNA) encoding ANDV-VLPs elicited high levels of glycoprotein-binding antibodies but equivalent titers of neutralizing antibodies compared to repRNA-encoded native ANDV glycoprotein complex. Collectively, these findings advance our understanding of hantavirus glycoprotein assemblies and their function, laying a foundation for structure-based vaccine design efforts.

microbiology↗

Design, Structure, and Immunogenicity of a Soluble Prefusion-stabilized EBV gB Antigen

Epstein-Barr virus (EBV), the causative agent of mononucleosis, is linked to over 140,000 annual cancer-related deaths globally and increases the risk of multiple sclerosis by up to 32-fold. As a herpesvirus, EBV establishes lifelong infection, and over 90% of U.S. adults are EBV-seropositive. Despite its significant disease burden, no approved EBV vaccines or therapeutics exist. Among EBV envelope glycoproteins, the fusion protein (gB) is strictly required for epithelial and B cell infection. Using a combination of AlphaFold-guided modeling, rational design, and ThermoMPNN-informed optimization, we engineered a stabilized prefusion gB variant, D2C3. This construct incorporates two inter-protomeric disulfide bonds and three cavity-filling substitutions, resulting in a melting temperature of 54 {degrees}C. Cryo-EM analysis of this construct allowed us to determine the prefusion structure of EBV gB, providing insights into the structural transitions required to adopt the postfusion conformation. Murine immunizations and depletion studies with human sera suggested a trend toward improved functional immunogenicity of D2C3 compared to postfusion gB. Collectively, these studies define engineering principles to stabilize class III fusion proteins, provide reagents to interrogate the human antibody response to EBV gB, and lay a foundation for further studies to develop EBV gB-based vaccine candidates.

biochemistry↗

Selective decoupling of IgG1 binding to viral Fc receptorsrestores antibody-mediated NK cell activation against HCMV-infected cells

A key mechanism of antiviral antibodies is to bind cell-surface viral antigens and activate cellular immunity to clear infected cells, yet antibodies targeting human cytomegalovirus (HCMV) have exhibited limited efficacy. This appears due to HCMVs multiple immune evasion mechanisms, including viral receptors (vFc{gamma}Rs) which bind human IgG Fc domains to co-operatively inhibit Fc activation of host Fc{gamma} receptors and impair Fc-mediated effector functions. We biochemically characterized and evaluated the functions of two highly conserved vFc{gamma}Rs, gp34 and gp68, and mapped their binding epitopes on the Fc domain. Based on this information, we then engineered Fc variants that retain binding to CD16A, which is essential for NK activation, and to FcRn but have markedly attenuated binding to gp34 and gp68. IgG1 antibodies targeting the gB fusogen with engineered Fc domains were not internalized by infected cells, mediated enhanced CD16A activation and limited viral spread in HCMV-infected fibroblasts more effectively than wild-type Fc. Together, this work demonstrates a strategy to enhance the efficacy of antibody therapies to clear HCMV infections. HighlightsO_LIHost and HCMV FcR compete for IgG1 binding but engage different residues. C_LIO_LIFc-engineering abrogates viral FcR antagonism while retaining CD16A activation. C_LIO_LIAntibodies that resist vFcR capture promote superior ADCC against infected cells. C_LIO_LIDesigner Fc domains complement Fabs to create enhanced disease-specific therapies. C_LI

immunology↗

Bat sarbecovirus WIV1-CoV bears an adaptive mutation that alters spike dynamics and enhances ACE2 binding

SARS-like betacoronaviruses (sarbecoviruses) endemic in bats pose a significant zoonotic threat to humans. Genetic pathways associated with spillover of bat sarbecoviruses into humans are incompletely understood. We previously showed that the WT spike of the rhinolophid bat coronavirus SHC014-CoV has poor entry activity and uncovered two distinct genetic pathways outside the receptor-binding domain (RBD) that increased spike opening, ACE2 binding, and cell entry. Herein, we show that the widely studied bat sarbecovirus WIV1-CoV is likely a cell culture-adapted variant of Rs3367-CoV, which was sequenced from the same population of rhinolophid bats as SHC014-CoV. We demonstrate that the acquisition of a single amino-acid substitution in the 630 loop of the S1 subunit was the key spike adaptation event during the successful isolation of WIV1-CoV, and that it enhances spike opening, virus-receptor recognition, and cell entry in much the same manner as the substitutions we previously identified in SHC014-CoV using a pseudotype system. The conformational constraints on both the SHC014-CoV and Rs3367-CoV spikes could be alleviated by pre-cleaving them with trypsin, suggesting that the spike-opening substitutions arose to circumvent the lack of S1-S2 cleavage. We propose that the locked-down nature of these spikes and their requirement for S1-S2 cleavage to engage ACE2 represent viral optimizations for a fecal-oral lifestyle and immune evasion in their natural hosts. These adaptations may be a broader property of bat sarbecoviruses than currently recognized. The acquisition of a polybasic furin cleavage site at the S1-S2 boundary is accepted as a key viral adaptation for SARS-CoV-2 emergence that overcame a host protease barrier to viral entry in the mammalian respiratory tract. Our results suggest alternative spillover scenarios in which spike-opening substitutions that promote virus-receptor binding and entry could precede, or even initially replace, substitutions that enhance spike cleavage in the zoonotic host. Author SummaryRecent epidemic-causing coronaviruses, including SARS-CoV-2, originated in bats. Large numbers of such viruses circulate in bats and pose clear and present risks to humans. However, our incomplete understanding of the variables that influence viral spillover into new hosts challenges attempts to stratify viruses by threat level. We showed previously that the entry spike of the bat coronavirus SHC014-CoV, closely related to SARS-CoV-1 and SARS-CoV-2, exists largely in a closed conformation that is incompatible with its binding to the viral receptor, ACE2, and that genetic changes in key control sequences open the spike and unlock its entry activity. Here, we extend these findings to a second bat coronavirus. We demonstrate that WIV1-CoV, a highly studied virus that was previously isolated from the same population of Chinese horseshoe bats, is in fact a variant of the bat coronavirus Rs3367-CoV that acquired a genetic change in the same hotspot region of the spike during its propagation in cell culture. Our findings support the idea that the closed spikes of at least some (and likely, many) bat coronaviruses, while exquisitely adapted to their natural milieu in the bat digestive system, suffer poor functional activity outside this milieu, imposing a barrier to viral spillover that must be overcome through viral adaptation. Further, we identify spike genetic changes that overcome this deficit and may have value as prognostic markers of zoonotic risk.

microbiology↗

Generation of antigen-specific paired heavy-light chain antibody sequences using large language models

The traditional process of antibody discovery is limited by inefficiency, high costs, and low success rates. Recent approaches employing artificial intelligence (AI) have been developed to optimize existing antibodies and generate antibody sequences in a target-agnostic manner. In this work, we present MAGE (Monoclonal Antibody GEnerator), a sequence-based Protein Language Model (PLM) fine-tuned for the task of generating paired human variable heavy and light chain antibody sequences against targets of interest. We show that MAGE can generate novel and diverse antibody sequences with experimentally validated binding specificity against SARS-CoV-2, an emerging avian influenza H5N1, and respiratory syncytial virus A (RSV-A). MAGE represents a first-in-class model capable of designing human antibodies against multiple targets with no starting template.

bioinformatics↗