2024
DOI: 10.1101/2024.01.16.575888
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Annotation-free prediction of microbial dioxygen utilization

Avi I. Flamholz,
Joshua E. Goldford,
Elin M. Larsson
et al.

Abstract: Aerobes require dioxygen (O2) to grow; anaerobes do not. But nearly all microbes — aerobes, anaerobes, and facultative organisms alike — express enzymes whose substrates include O2, if only for detoxification. This presents a challenge when trying to assess which organisms are aerobic from genomic data alone. This challenge can be overcome by noting that O2 utilization has wide-ranging effects on microbes: aerobes typically have larger genomes, encode more O2-utilizing enzymes, and tend to use different amino … Show more

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Cited by 1 publication
(2 citation statements)
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“…9C ) and similar overall gene content 12 . A recent effort was unable to accurately predict obligate aerobes, facultative anaerobes, and obligate anaerobes using amino acid frequencies (balanced accuracy 55%) 21 . The similarity between facultative anaerobes and aerobes is evidence of the strong selective pressure that oxic conditions exert on amino acid usage.…”
Section: Discussionmentioning
confidence: 99%
See 1 more Smart Citation
“…9C ) and similar overall gene content 12 . A recent effort was unable to accurately predict obligate aerobes, facultative anaerobes, and obligate anaerobes using amino acid frequencies (balanced accuracy 55%) 21 . The similarity between facultative anaerobes and aerobes is evidence of the strong selective pressure that oxic conditions exert on amino acid usage.…”
Section: Discussionmentioning
confidence: 99%
“…For example, while some bacterial species can evolve to grow faster through the loss of many different genes 19 , maximum growth rate across diverse phyla is consistently correlated with bias in codon usage 20 . For oxygen sensitivity, aerobic organisms tend to have higher G+C content compared to anaerobic relatives, and amino acid frequencies have been linked to oxygen use 16,[21][22][23] . For temperature, proteins tend to contain more aromatic and hydrophobic residues at higher temperatures [24][25][26] .…”
Section: Introductionmentioning
confidence: 99%