Antibodies are engineerable quantities in medicine. Learning antibody molecular recognition would enable the design of high affinity binders against nearly any proteinaceous surface. Yet, publicly available experiment antibody sequence-binding datasets may not contain the mutagenic, antigenic, or antibody sequence diversity necessary for deep learning approaches to capture molecular recognition. In part, this is because limited experimental platforms exist for assessing quantitative and simultaneous sequence-function relationships for multiple antibodies. Here we present MAGMA-seq, an integrated technology that combines multiple antigens and multiple antibodies and determines quantitative biophysical parameters using deep sequencing. We demonstrate MAGMA-seq on two pooled libraries comprising mutants of ten different human antibodies spanning light chain gene usage, CDR H3 length, and antigenic targets. We demonstrate the comprehensive mapping of potential antibody development pathways, sequence-binding relationships for multiple antibodies simultaneously, and identification of paratope sequence determinants for binding recognition for broadly neutralizing antibodies (bnAbs). MAGMA-seq enables rapid and scalable antibody engineering of multiple lead candidates because it can measure binding for mutants of many given parental antibodies in a single experiment.
Download full-text PDF |
Source |
---|---|
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10827193 | PMC |
http://dx.doi.org/10.1101/2024.01.16.575852 | DOI Listing |
Biochem Res Int
December 2024
Development of Research and Development, Sunshine Guojian Pharmaceutical (Shanghai) Co. Ltd., a 3SBio Inc. Company, 399 Libing Road, Shanghai 201203, China.
Age-related macular degeneration (AMD) is a severe eye disease in people aged 60 years and older. Although anti-VEGF therapies are effective in treating neovascular AMD (NvAMD) in the clinic, up to 60% of patients do not completely respond to the therapies. Recent studies have shown that blood-derived macrophages and their associated proinflammatory cytokines may play important roles in the development of persistent disease and resistance to anti-VEGF therapy.
View Article and Find Full Text PDFFront Immunol
December 2024
Department of Neurology, University Hospital Ulm, Ulm, Germany.
Introduction: Very rarely, adult NMDAR antibody-associated encephalitis (NMDAR-E) leads to persistent cerebellar atrophy and ataxia. Transient cerebellar ataxia is common in pediatric NMDAR-E. Immune-mediated cerebellar ataxia may be associated with myelin oligodendrocyte glycoprotein (MOG), aquaporin-4 (AQP-4), kelch-like family member 11 (KLHL11), and glutamate kainate receptor subunit 2 (GluK2) antibodies, all of which may co-occur in NMDAR-E.
View Article and Find Full Text PDFCureus
November 2024
Neurology, Charles E. Schmidt College of Medicine, Florida Atlantic University, Boca Raton, USA.
Myasthenia gravis (MG) is one of the most common neuromuscular disorders. It is an antibody-mediated autoimmune disease affecting the neuromuscular junction, presenting with fluctuating muscle weakness that commonly affects the ocular, bulbar, proximal, and respiratory muscles. Treating MG in the older population with preexisting comorbidities can be challenging.
View Article and Find Full Text PDFActa Haematol
December 2024
Background: Recent advancements in cellular therapies, particularly CAR-T and T cell engaging bispecific antibodies have significantly altered the therapeutic landscape for Multiple Myeloma. There are two U.S.
View Article and Find Full Text PDFSci Rep
December 2024
Department of Biological Sciences, Université de Montréal, Montréal, QC, Canada.
Mitochondrial epigenetics, particularly mtDNA methylation, is a flourishing field of research. MtDNA methylation appears to play multiple roles, including regulating mitochondrial transcription, cell metabolism and mitochondrial inheritance. In animals, bivalves with doubly uniparental inheritance (DUI) of mitochondria are the exception to the rule of maternal mitochondrial inheritance since DUI also involve a paternal mtDNA transmitted from the father to sons.
View Article and Find Full Text PDFEnter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!