35A major challenge in genomics is the knowledge gap between sequence and its 36 encoded function. Gain-of-function methods based on gene overexpression are 37 attractive avenues for phenotype-based functional screens, but are not easily applied in 38high-throughput across many experimental conditions. Here, we present Dual Barcoded 39Shotgun Expression Library Sequencing (Dub-seq), a method that greatly increases the 40 throughput of genome-wide overexpression assays. In Dub-seq, a shotgun expression 41 library is cloned between dual random DNA barcodes and the precise breakpoints of 42 DNA fragments are associated to the barcode sequences prior to performing assays. To 43 assess the fitness of individual strains carrying these plasmids, we use DNA barcode 44 sequencing (BarSeq), which is amenable to large-scale sample multiplexing. As a 45 demonstration of this approach, we constructed a Dub-seq library with total Escherichia 46 coli genomic DNA, performed 155 genome-wide fitness assays in 52 experimental 47 conditions, and identified 813 genes with high-confidence overexpression phenotypes 48 across 4,151 genes assayed. We show that Dub-seq data is reproducible, accurately 49recapitulates known biology, and identifies hundreds of novel gain-of-function 50 phenotypes for E. coli genes, a subset of which we verified with assays of individual 51 strains. Dub-seq provides complementary information to loss-of-function approaches 52 such as transposon site sequencing or CRISPRi and will facilitate rapid and systematic 53 functional characterization of microbial genomes. 54 55 56Importance 57Measuring the phenotypic consequences of overexpressing genes is a classic genetic 58 approach for understanding protein function; for identifying drug targets, antibiotic and 59 metal resistance mechanisms; and for optimizing strains for metabolic engineering. In 60 microorganisms, these gain-of-function assays are typically done using laborious 61 protocols with individually archived strains or in low-throughput following qualitative 62 selection for a phenotype of interest, such as antibiotic resistance. However, many 63 microbial genes are poorly characterized and the importance of a given gene may only 64be apparent under certain conditions. Therefore, more scalable approaches for gain-of-65 function assays are needed. Here, we present Dual Barcoded Shotgun Expression 66Library Sequencing (Dub-seq), a strategy that couples systematic gene overexpression 67with DNA barcode sequencing for large-scale interrogation of gene fitness under many 68 experimental conditions at low cost. Dub-seq can be applied to many microorganisms 69and is a valuable new tool for large-scale gene function characterization. 70 71 72 73Advances in DNA sequencing have had a tremendous impact on microbial genomics, 74as thousands of genomes have now been sequenced 1 . However, only a small fraction 75 of these microorganisms have been experimentally studied and as such, our predictions 76 of gene function, metabolic capability, and community function fo...