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Dataset Information

Rapid On-Cell Selection of High-Performance Human Antibodies.


ABSTRACT: Phage display is a critical tool for developing antibodies. However, existing approaches require many time-consuming rounds of biopanning and screening of potential candidates due to a high rate of failure during validation. Herein, we present a rapid on-cell phage display platform which recapitulates the complex in vivo binding environment to produce high-performance human antibodies in a short amount of time. Selection is performed in a highly stringent heterogeneous mixture of cells to quickly remove nonspecific binders. A microfluidic platform then separates antigen-presenting cells with high throughput and specificity. An unsupervised machine learning algorithm analyzes sequences of phage from all pools to identify the structural trends that contribute to affinity and proposes

SUBMITTER: Philpott DN 

PROVIDER: S-EPMC8796304 | biostudies-literature | 2022 Jan

REPOSITORIES: biostudies-literature