title: Determination of a Screening Metric for High Diversity DNA Libraries.
abstract: The fields of antibody engineering, enzyme optimization and pathway construction rely increasingly on screening complex variant DNA libraries. These highly diverse libraries allow researchers to sample a maximized sequence space; and therefore, more rapidly identify proteins with significantly improved activity. The current state of the art in synthetic biology allows for libraries with billions of variants, pushing the limits of researchers' ability to qualify libraries for screening by measuring the traditional quality metrics of fidelity and diversity of variants. Instead, when screening variant libraries, researchers typically use a generic, and often insufficient, oversampling rate based on a common rule-of-thumb. We have developed methods to calculate a library-specific oversampling metric, based on fidelity, diversity, and representation of variants, which informs researchers, prior to screening the library, of the amount of oversampling required to ensure that the desired fraction of variant molecules will be sampled. To derive this oversampling metric, we developed a novel alignment tool to efficiently measure frequency counts of individual nucleotide variant positions using next-generation sequencing data. Next, we apply a method based on the "coupon collector" probability theory to construct a curve of upper bound estimates of the sampling size required for any desired variant coverage. The calculated oversampling metric will guide researchers to maximize their efficiency in using highly variant libraries.
authors.affiliation: Gen9 Inc., Cambridge, Massachusetts, United States of America.
authors.forename: Nicholas J
authors.initials: NJ
authors.lastname: Guido
authors.affiliation: Gen9 Inc., Cambridge, Massachusetts, United States of America.
authors.forename: Steven
authors.initials: S
authors.lastname: Handerson
authors.affiliation: Gen9 Inc., Cambridge, Massachusetts, United States of America.
authors.forename: Elaine M
authors.initials: EM
authors.lastname: Joseph
authors.affiliation: Gen9 Inc., Cambridge, Massachusetts, United States of America.
authors.forename: Devin
authors.initials: D
authors.lastname: Leake
authors.affiliation: Gen9 Inc., Cambridge, Massachusetts, United States of America.
authors.forename: Li A
authors.initials: LA
authors.lastname: Kung
mesh_terms: D015723:Gene Library; D014644:Genetic Variation / Q000235:genetics; D059014:High-Throughput Nucleotide Sequencing; D006801:Humans; D008962:Models, Theoretical; D011336:Probability; D016415:Sequence Alignment