microorganisms Article Identification of Nitrogen Fixation Genes in Lactococcus Isolated from Maize Using Population Genomics and Machine Learning Shawn M. Higdon 1 , Bihua C. Huang 2,3, Alan B. Bennett 1 and Bart C. Weimer 2,3,* 1 Department of Plant Sciences, University of California, Davis, CA 95616, USA;
[email protected] (S.M.H.);
[email protected] (A.B.B.) 2 Department of Population Health and Reproduction, School of Veterinary Medicine, University of California, Davis, CA 95616, USA;
[email protected] 3 100 K Pathogen Genome Project, University of California, Davis, CA 95616, USA * Correspondence:
[email protected] Received: 10 November 2020; Accepted: 17 December 2020; Published: 20 December 2020 Abstract: Sierra Mixe maize is a landrace variety from Oaxaca, Mexico, that utilizes nitrogen derived from the atmosphere via an undefined nitrogen fixation mechanism. The diazotrophic microbiota associated with the plant’s mucilaginous aerial root exudate composed of complex carbohydrates was previously identified and characterized by our group where we found 23 lactococci capable of biological nitrogen fixation (BNF) without containing any of the proposed essential genes for this trait (nifHDKENB). To determine the genes in Lactococcus associated with this phenotype, we selected 70 lactococci from the dairy industry that are not known to be diazotrophic to conduct a comparative population genomic analysis. This showed that the diazotrophic lactococcal genomes were distinctly different from the dairy isolates. Examining the pangenome followed by genome-wide association study and machine learning identified genes with the functions needed for BNF in the maize isolates that were absent from the dairy isolates. Many of the putative genes received an ‘unknown’ annotation, which led to the domain analysis of the 135 homologs.