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[HTML][HTML] Best practices for machine learning in antibody discovery and development
In the past 40 years, therapeutic antibody discovery and development have advanced
considerably, with machine learning (ML) offering a promising way to speed up the process …
considerably, with machine learning (ML) offering a promising way to speed up the process …
Reading the repertoire: Progress in adaptive immune receptor analysis using machine learning
The adaptive immune system holds invaluable information on past and present immune
responses in the form of B and T cell receptor sequences, but we are limited in our ability to …
responses in the form of B and T cell receptor sequences, but we are limited in our ability to …
Advancements in mammalian display technology for therapeutic antibody development and beyond: current landscape, challenges, and future prospects
P Slavny, M Hegde, A Doerner, K Parthiban… - Frontiers in …, 2024 - frontiersin.org
The evolving development landscape of biotherapeutics and their growing complexity from
simple antibodies into bi-and multi-specific molecules necessitates sophisticated discovery …
simple antibodies into bi-and multi-specific molecules necessitates sophisticated discovery …
Amino acids characterization based on frequency and interaction analysis in human antigen-antibody complexes from Thera-SAbDab
R Pais, AK Nagraj, A Gavade, R Patel… - Human …, 2025 - journals.sagepub.com
Background Antibodies are composed of light and heavy chains, both of which have
constant and variable regions. The diversity, specific binding ability and therapeutic potential …
constant and variable regions. The diversity, specific binding ability and therapeutic potential …
Rationalizing mAb Candidate Screening Using a Single Holistic Developability Parameter
LF Willis, I Trayton, JC Saunders… - Molecular …, 2024 - ACS Publications
A framework for the rational selection of a minimal suite of nondegenerate developability
assays (DAs) that maximize insight into candidate developability or storage stability is …
assays (DAs) that maximize insight into candidate developability or storage stability is …
AI-accelerated therapeutic antibody development: practical insights
Antibodies represent the largest class of biotherapeutics thanks to their high target
specificity, binding affinity and versatility. Recent breakthroughs in Artificial Intelligence (AI) …
specificity, binding affinity and versatility. Recent breakthroughs in Artificial Intelligence (AI) …
AlphaBind, a Domain-Specific Model to Predict and Optimize Antibody-Antigen Binding Affinity
AA Agarwal, J Harrang, D Noble, KL McGowan… - bioRxiv, 2024 - biorxiv.org
Antibodies are versatile therapeutic molecules that utilize combinatorial sequence diversity
to cover a vast fitness landscape. However, designing optimal antibody sequences remains …
to cover a vast fitness landscape. However, designing optimal antibody sequences remains …
Biophysical Analysis of Therapeutic Antibodies in the Early Development Pipeline
The successful progression of therapeutic antibodies and other biologics from the laboratory
to the clinic depends on their possession of “drug-like” biophysical properties. The …
to the clinic depends on their possession of “drug-like” biophysical properties. The …