2021
DOI: 10.1080/19420862.2021.1955433
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An end-to-end automated platform process for high-throughput engineering of next-generation multi-specific antibody therapeutics

Abstract: Next-generation multi-specific antibody therapeutics (MSATs) are engineered to combine several functional activities into one molecule to provide higher efficacy compared to conventional, mono-specific antibody therapeutics. However, highly engineered MSATs frequently display poor yields and less favorable drug-like properties (DLPs), which can adversely affect their development. Systematic screening of a large panel of MSAT variants in very high throughput (HT) is thus critical to identify potent molecule can… Show more

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Cited by 15 publications
(24 citation statements)
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“…46,57−59 Another advantage of the HT screening is the collection of large data sets which can be used for machine learning and AI (artificial intelligence)-based approaches to improve the individual lead and also the format platform. 46 Similarly, accumulated data are key for the development of appropriate algorithms for in silico prediction of molecular attributes that can be applied for early deselection of binders with inappropriate properties. 46 Despite the broad range of possible applications for the HT MS workflow, every process has its optimization potential.…”
Section: ■ Discussion and Conclusionmentioning
confidence: 99%
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“…46,57−59 Another advantage of the HT screening is the collection of large data sets which can be used for machine learning and AI (artificial intelligence)-based approaches to improve the individual lead and also the format platform. 46 Similarly, accumulated data are key for the development of appropriate algorithms for in silico prediction of molecular attributes that can be applied for early deselection of binders with inappropriate properties. 46 Despite the broad range of possible applications for the HT MS workflow, every process has its optimization potential.…”
Section: ■ Discussion and Conclusionmentioning
confidence: 99%
“…46 Similarly, accumulated data are key for the development of appropriate algorithms for in silico prediction of molecular attributes that can be applied for early deselection of binders with inappropriate properties. 46 Despite the broad range of possible applications for the HT MS workflow, every process has its optimization potential. The measurement time of the described RP-HT-MS workflow of 10 min per sample could potentially be further reduced by applying different new, rapid separation methods such as RapidFire-MS or SampleStream-MS with injection times of 15 s per sample.…”
Section: ■ Discussion and Conclusionmentioning
confidence: 99%
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“…In comparison to many other existing high-throughput approaches, this system reflects the upstream batch production very closely. Most current high-throughput approaches generate new targets via synthetic biology 70,71 or screen large libraries, 72 which would be highly complementary to this new approach. By making this system widely available to the protein materials community with limited initial investment (a complete cost table for the platform is available in the ESI, † section J), this system represents a first step toward rapid protein materials design cycles.…”
Section: Protein Expression Platform Verificationmentioning
confidence: 99%