Enzyme biochemistry can now draw on hundreds of thousands of prokaryotic genomes and metagenomes to identify orthologous genes for research, biocatalysis, and metabolic engineering. In many applications, adaptation to O2 and mild temperatures are essential. But as organism lifestyle information can be poor or absent (especially for metagenomes), it is challenging to avoid orthologous genes from anaerobes and extremophiles. Taking bacterial sulfide-dependent THI4 thiazole synthases as test-cases, we built computational pipelines that use only DNA sequence inputs to explore (i) the average oxidation state of carbon (ZC) in orthologous enzymes and (ii) the presence of O2-metabolism genes in the corresponding (meta)genomes. ZC has been proposed to be highest (least negative) in proteins of organisms from O2-rich, mesophilic environments. We found that ZC values of 2300 THI4s ranged from -0.107 (relatively oxidized) to -0.302 (strongly reduced). As predicted, genes specifying cytochrome c or o oxidases (supporting respiration at relatively high O2 levels) and, to a lesser extent, cytochrome bd oxidases (which can function to scavenge O2) were more frequent in genomes encoding THI4s with high ZC values. Eight THI4s with ZC values in the top 5 % and from (meta)genomes having cytochrome oxidases were tested for ability to complement a THI4Δ yeast strain in aerobic conditions. Three THI4 genes from a metagenome with cytochrome c/o oxidase (but without cytochrome bd) were active. These results support the feasibility of combining ZC and cytochrome oxidase profiles to identify bacterial orthologous enzymes that work in aerobic, mild temperature conditions.
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Anaerobes,Extremophiles,Enzyme mining,Oxidation state of carbon,Metagenome