High throughput cell-based screening methodologies have become core development tools for the generation and engineering of various biotherapeutics. For example, SpCas9 variants for use in CRISPR-Cas9 therapeutics have been engineered for enhanced specificity using a high throughput directed evolution approach in E. coli. Additionally, antibodies are routinely discovered and engineered for high affinity binding using yeast surface display. These high throughput techniques typically involve generation of large protein libraries which require innovative screening strategies depending on the target protein’s function. In this thesis work, we describe high throughput protein library screening approaches to address recombinant biologic aggregati...