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. 2023 Nov 13;11(11):2756. doi: 10.3390/microorganisms11112756

Table 2.

List of top 15 genes deemed important or discriminative by machine learning algorithms in classifying multipartite and unipartite genomes based on differentially-present-gene-level analysis.

Most Important Features for Differentially Present Gene-Level Analysis
1 transcriptional regulator
2 chemotaxis protein
3 sugar ABC transporter permease
4 flagellar M-ring protein FliF
5 acetolactate synthase
6 PAS domain-containing protein
7 sugar ABC transporter substrate-binding protein
8 Porin
9 cell envelope biogenesis protein TolA
10 hybrid sensor histidine kinase/response regulator
11 GntR family transcriptional regulator
12 chemotaxis protein CheD
13 2-C-methyl-D-erythritol 4-phosphate cytidylyltransferase
14 short-chain dehydrogenase
15 2-C-methyl-D-erythritol 2,4-cyclodiphosphate synthase