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Evolutionary and structural pathways of antibody maturation reveal principles for engineering potent SARS-CoV-2 neutralizers

Muhammad Waqas Nasir, QIyun Liang, Jing Wang, Yan Sun, Xiangyu Zhang, Rishen Liang, Jun He, Umer Rashid, Jiabing Wu, Yong Gao

Discovered via OpenAlex

Abstract

The continual emergence of SARS-CoV-2 variants underscores the need to elucidate antibody maturation and apply rational design principles to optimize therapeutics. This study focused on vaccine-elicited 9C lineage, encoded by IGHV4–34, as a model for affinity maturation and structural refinement. Sequence analyses revealed strong framework conservation alongside focused diversification within CDRH3, where the invariant RWFD anchor and a recurrent SYTV block were consistently associated with potent neutralization. Phylogenetic reconstruction traced a trajectory from weakly neutralizing precursors, such as 9A91, to ultrapotent clones, like 9C2, showing nearly a 3000-fold improvement in IC₅₀ values. Computational modeling, molecular dynamics, and docking analyses demonstrated that potency arises from progressive stabilization of the CDRH3 apex, with the SYT motif at VH106–108 serving as a critical structural driver with improved IC 50 = 5.52 μg/mL. Residues at positions 98, 102, and 105 further fine-tuned stability and binding geometry, while rigid versus flexible apex conformations revealed convergent solutions for high-affinity binding. Engineered variants of 9A91 recapitulated these principles, with SYT installation and flanking substituents improving stability, energetics, and antigen engagement. ELISA validation confirmed up to 64% enhanced binding and neutralization with IC 50 = 0.76 μg/mL compared with the germline precursor. Collectively, these findings define a hierarchical mechanism of antibody maturation, where conserved anchoring motifs, apex stabilization, and secondary refinements synergize to achieve potency, establishing a framework for rational antibody design against SARS-CoV-2 and emerging viral threats.

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