Table 1. This table shows the fifteen most important features identified by the different classifiers.
Srinivasan et al. - Amsel | Srinivasan et al. - Nugent score | Ravel et al. - Nugent score | ||||||
Genetic Programming | Random Forests | Logistic Regression | Genetic Programming | Random Forests | Logistic Regression | Genetic Programming | Random Forests | Logistic Regression |
nugenta | nugenta | Prevotella genogroup 7 | pHb | CG2a | clueb | CG4a | CG4a | CG1b |
Moryella indoligenes | CG1 | Streptococcus agalactiaeb | CG2a | CG1b | CG1b | pHb | pHb | Lactobacillus 2 |
Mycoplasmab | Uncorrelated microbes | Peptoniphilus lacrimalis | whiffa | CG5 | race | GpI | CG3 | Sutterella |
Fusobacterium | CG3 | Bifidobacteriaceae | Sutterella wadsworthensis | vag_fluid | whiffa | Coriobacteriaceae 3 | Ureaplasma | CG6 |
Sutterella wadsworthensis | CG4 | Raoultella planticola | Neisseria gonorrhoeae | pHb | Finegoldia magnab | Peptostreptococcaceae Incertae Sedis | CG5 | Total number readsb |
Bacteroides Porphyromonasb | Anaerococcus prevotii tetradius | Mycoplasmab | Bacteroides | whiffa | CG2a | Flexibacteraceae 5 | Total number readsb | Bulleidia |
CG5b | CG2 | nugenta | Haemophilus | clueb | Streptococcus anginosus | Moryella | CG2b | Proteobacteria 3 |
Streptococcus agalactiaeb | CG5b | Peptoniphilus harei | Bacteroides xylanisolvens | CG4 | Peptostreptococcus | Megamonas | CG1b | Bilophila |
Veillonella montpellierensis | Peptostrepto-coccus | Dialister propionicifaciens | Eubacteriaceae Lachnospiraceae | Streptococcus agalactiaeb | Streptococcus agalactiaeb | Enterobacteriaceae 2 | Ethnic Group | CG2b |
Candidatus Peptoniphilus massiliensis | Arcanobacterium phocae | Fusobacteriaceae | Arcanobacterium phocae | CG3 | Raoultella planticola | Chryseobacterium | Uncorrelated microbes | Lactobacillales 1b |
Clostridiales | race | Megasphaera micronuciformis | Eubacteriaceae Ruminococcaceae | Finegoldia magnab | Streptococcus parasanguinis | Patulibacter | Lactobacillus gasseri | CG4a |
Bifidobacterium breve | Coriobacteriaceae | Porphyromonas sp. type 1 | Mobiluncus curtisii | Uncorrelated microbes | Megasphaera | Haemophilus | Clostridiales 15 | Salmonella |
Haemophilus | Actinomyces | Haemophilus pittmaniae | Campylobacter ureolyticus | Lactobacillus coleohominis | Prevotella genogroup 4 | Clostridia 2 | Community group | Dermabacter |
Streptococcus salivarius thermophilus | Bacteroides Porphyromonasb | Neisseria gonorrhoeae | Delftia tsuruhatensis | Anaerococcus vaginalis | Streptococcus salivarius thermophilus | Rothia | Lactobacillales 1b | Flexibacteraceae 2 |
Fusobacterium periodonticum | Finegoldia magna | Asticcacaulis excentricus | Ruminococcaceae | Streptococcus mitis oralis | Pseudomonadaceae | Bacillus c | Staphylococcus | Exiguobacterium |
Features common to all three techniques are labeled ‘a’. Features common to two techniques are labeled ‘b’. The features are listed in order of importance.