Model overview
PhenDB uses Support Vector Machine (SVM) models for the prediction of traits. Below is a list of all models (click model name for further information). For each model, the maximal mean balanced accuracy (given a 100% complete, 0% contaminated metagenomic bin) is given.
Legend: T = from text mining E = from expert opinion M = inferred from marker gene presence C = from Feldbauer et al 2015
Model name | Description | Training date | Maximal accuracy |
---|---|---|---|
but | Organism is producing butyric_acid | 2020-12-15 15:13:49 | 0.93 |
ARCHAEA | Organism is an archaeon (C) | 2020-12-15 15:13:49 | 1.00 |
SYMBIONT | Organism has an obligate intracellular lifestyle (C) | 2020-12-15 15:13:50 | 0.99 |
for | Organism is producing formic_acid | 2020-12-15 15:13:50 | 0.78 |
sporulation | Organism is capable of producing endospores for persistence (T) | 2020-12-15 15:13:50 | 0.96 |
AOB | Organism is part of the clade of ammonia-oxidizing bacteria (E) | 2020-12-15 15:13:50 | 0.97 |
AUTO | Organism is capable of growth with CO2 as sole carbon source (C) | 2020-12-15 15:13:51 | 0.87 |
lac_L | Organism is producing L_lactic_acid | 2020-12-15 15:13:51 | 0.81 |
gram_stain | Cells of organism stain Gram-positive (+) or Gram-negative (-) (T) | 2020-12-15 15:13:51 | 0.98 |
nif | Organism is capable of fixing N2 (E) | 2020-12-15 15:13:51 | 0.92 |
succ | Organism is producing succinic_acid | 2020-12-15 15:13:51 | 0.90 |
NOB | Organism is part of the clade of nitrite-oxidizing bacteria (E) | 2020-12-15 15:13:52 | 0.81 |
glc_D | Organism is utilizing D_glucose | 2020-12-15 15:13:52 | 0.82 |
h2 | Organism is producing hydrogen | 2020-12-15 15:13:52 | 0.83 |
T4SS | Organism expresses a Type IV secretion system (C) | 2020-12-15 15:13:52 | 0.91 |
ac | Organism is producing acetic_acid | 2020-12-15 15:13:52 | 0.77 |
lac_D | Organism is producing D_lactic_acid | 2020-12-15 15:13:52 | 0.86 |
phototrophy | 2020-12-15 15:13:53 | 0.91 | |
indole | Organism is producing indole | 2020-12-15 15:13:53 | 0.83 |
actn_R | Organism is producing R_acetoin | 2020-12-15 15:13:53 | 0.90 |
Sulfate_reducer | Organism is capable of using sulfate as terminal electron acceptor (T) | 2020-12-15 15:13:53 | 0.96 |
THERM | Organism has a thermophilic lifestyle (C) | 2020-12-15 15:13:54 | 0.79 |
Saccharolytic | Organism has a Saccharolytic lifestyle | 2020-12-15 15:13:54 | 0.91 |
Aerobe | Organism is capable of aerobic respiration (T) | 2020-12-15 15:13:54 | 0.95 |
Asaccharolytic | Organism has a Asaccharolytic lifestyle | 2020-12-15 15:13:55 | 0.75 |
Fermentative | Organism has a Fermentative lifestyle | 2020-12-15 15:13:56 | 0.82 |
isobut | Organism is producing isobutyric_acid | 2020-12-15 15:13:56 | 0.85 |
HALO | Organism has a halophilic lifestyle (C) | 2020-12-15 15:13:56 | 0.70 |
nonfermentative | Organism has a nonfermentative lifestyle | 2020-12-15 15:13:56 | 0.75 |
T6SS | Organism expresses a Type VI secretion system (C) | 2020-12-15 15:13:56 | 0.95 |
isoval | Organism is producing isovaleric_acid | 2020-12-15 15:13:56 | 0.91 |
THERM_OR_TOLERANT | Organism has a thermophilic lifestyle or is thermotolerant (C) | 2020-12-15 15:13:57 | 0.81 |
btoh | Organism is producing 1_butanol | 2020-12-15 15:13:57 | 0.90 |
PSYCHRO | Organism has a psychrophilic lifestyle (C) | 2020-12-15 15:13:57 | 0.63 |
etoh | Organism is producing ethanol | 2020-12-15 15:13:57 | 0.78 |
METHANOTROPH | Organism is capable of growth with methane as the sole carbon source (C) | 2020-12-15 15:13:57 | 0.97 |
motility | Organism is capable of self-propelled motion (T) | 2020-12-15 15:13:57 | 0.95 |
Anaerobe | Organism is capable of anaerobic respiration (T) | 2020-12-15 15:13:58 | 0.93 |
T3SS | Organism expresses a Type III secretion system (C) | 2020-12-15 15:13:58 | 0.93 |