Abstract Water use efficiency (WUE) is the ratio of biomass gained per unit of water consumed; thus, it can be altered by genetic factors that affect either side of the ratio. In the present study, we exploited natural variation for WUE as an unbiased approach to discover loci affecting either biomass accumulation or water use as factors affecting WUE. Genome-wide association (GWAS) analysis using integrated WUE measured through carbon isotope discrimination (δ 13 C) of Arabidopsis thaliana accessions identified genomic regions associated with WUE. Reverse genetic analysis of 70 candidate genes selected based on the GWAS results and transcriptome data identified 25 genes affecting WUE as measured by gravimetric and δ 13 C analyses. Mutants of four genes had higher WUE than wild type, while mutants of the other 21 genes had lower WUE. The differences in WUE were caused by either altered biomass or water consumption (or both). Stomatal density was not a primary cause of altered WUE in these mutants. Leaf surface temperatures indicated that transpiration differed for mutants of 16 genes, but generally biomass accumulation had greater effect on WUE. The genes we identified are involved in diverse cellular processes including hormone and calcium signaling, meristematic activity, photosynthesis, flowering time, leaf/vasculature development, and cell wall composition; however, none of them had been previously linked to WUE or traits related to plant water relations. Thus, our study successfully identified new effectors of WUE that can be used to understand the genetic basis of WUE and improve crop productivity.