Model Internals
Each PhenDB model is trained on sets of bacterial ENOGs (orthologous groups from EggNOG 4.5), which have or have not been identified in the training genomes. Each ENOG is given a weight, with the magnitude of the weight being the importance of that ENOG for the final prediction. The sign of the weight indicates whether the presence (positive weight) or absence (negative weight) of this ENOG is indicative of the trait.
This table lists the 250 highest-ranking ENOGs of this model.
rank in model | enog name | enog description | weight in model |
---|---|---|---|
1 | COG1442 | glycosyl transferase family 8 | -0.038277 |
2 | COG1541 | Catalyzes the activation of phenylacetic acid (PA) to phenylacetyl-CoA (PA-CoA) | 0.037629 |
3 | COG0277 | FAD linked oxidase domain protein | -0.037053 |
4 | COG1479 | Protein of unknown function DUF262 | 0.035154 |
5 | COG3274 | enterobacterial common antigen metabolic process | 0.032884 |
6 | COG3941 | tape measure | 0.032741 |
7 | COG3041 | Addiction module toxin RelE StbE family | 0.031627 |
8 | COG2358 | TRAP transporter, solute receptor (TAXI family | 0.030397 |
9 | COG1297 | OPT oligopeptide transporter protein | 0.030147 |
10 | COG1368 | sulfuric ester hydrolase activity | 0.029959 |
11 | COG0790 | COG0790 FOG TPR repeat, SEL1 subfamily | -0.029160 |
12 | COG3598 | Psort location Cytoplasmic, score | 0.028369 |
13 | COG0836 | Belongs to the mannose-6-phosphate isomerase type 2 family | 0.027228 |
14 | COG2005 | Transcriptional regulator | -0.026794 |
15 | COG2519 | Catalyzes the S-adenosyl-L-methionine-dependent formation of N(1)-methyladenine at position 58 (m1A58) in tRNA | -0.026458 |
16 | COG1116 | anion transmembrane transporter activity | 0.025981 |
17 | COG3331 | DNA recombination | -0.025910 |
18 | 33VTB | Sigma-70 region 2 | 0.025903 |
19 | COG1027 | Aspartate ammonia-lyase | 0.025726 |
20 | COG1293 | RNA-binding protein homologous to eukaryotic snRNP | -0.025608 |
21 | COG1959 | 2 iron, 2 sulfur cluster binding | -0.025597 |
22 | 33MT9 | -0.025559 | |
23 | COG1484 | DNA-dependent DNA replication | -0.025539 |
24 | 334F6 | Winged helix-turn helix | 0.025334 |
25 | COG0095 | Lipoate-protein ligase | -0.025169 |
26 | COG0580 | Belongs to the MIP aquaporin (TC 1.A.8) family | -0.024939 |
27 | COG1282 | The transhydrogenation between NADH and NADP is coupled to respiration and ATP hydrolysis and functions as a proton pump across the membrane | 0.024900 |
28 | COG3837 | Cupin domain | 0.024761 |
29 | COG1253 | flavin adenine dinucleotide binding | -0.024724 |
30 | COG0608 | single-stranded DNA 5'-3' exodeoxyribonuclease activity | 0.024621 |
31 | COG0647 | UMP catabolic process | -0.024434 |
32 | COG1533 | DNA photolyase activity | -0.024195 |
33 | COG1788 | Acyl CoA acetate 3-ketoacid CoA transferase, alpha subunit | -0.024167 |
34 | COG2057 | Acyl CoA acetate 3-ketoacid CoA transferase beta subunit | -0.024167 |
35 | COG2871 | sodium ion transport | 0.023946 |
36 | 341CM | Bacterial regulatory proteins, tetR family | -0.023943 |
37 | COG0125 | Phosphorylation of dTMP to form dTDP in both de novo and salvage pathways of dTTP synthesis | -0.023821 |
38 | COG0479 | Belongs to the succinate dehydrogenase fumarate reductase iron-sulfur protein family | 0.023636 |
39 | COG3683 | transport system, periplasmic component | -0.023609 |
40 | COG1832 | CoA-binding protein | -0.023503 |
41 | COG0450 | alkyl hydroperoxide reductase | 0.023478 |
42 | 31EGY | 0.023245 | |
43 | COG3288 | NAD(P)+ transhydrogenase (AB-specific) activity | 0.023163 |
44 | COG1034 | ATP synthesis coupled electron transport | -0.023159 |
45 | COG1118 | Part of the ABC transporter complex CysAWTP involved in sulfate thiosulfate import. Responsible for energy coupling to the transport system | -0.023091 |
46 | COG4188 | dienelactone hydrolase | -0.023036 |
47 | COG4823 | Abi-like protein | 0.022936 |
48 | 2ZYY6 | Bacterial regulatory proteins, tetR family | -0.022908 |
49 | COG2851 | Citrate transporter | -0.022719 |
50 | COG4346 | Dolichyl-phosphate-mannose--protein O-mannosyl transferase | -0.022673 |
51 | COG3247 | response to pH | 0.022630 |
52 | COG1086 | Polysaccharide biosynthesis protein | 0.022569 |
53 | COG5188 | Subtilase family | 0.022556 |
54 | COG2856 | Zn peptidase | -0.022406 |
55 | COG0015 | Belongs to the lyase 1 family. Adenylosuccinate lyase subfamily | -0.022382 |
56 | COG3323 | Protein of unknown function (DUF1653) | -0.022350 |
57 | COG1022 | Amp-dependent synthetase and ligase | 0.022322 |
58 | COG2020 | methyltransferase activity | 0.022217 |
59 | COG4785 | May be involved in cell division | 0.022067 |
60 | COG4665 | TRAP-type mannitol chloroaromatic compound transport system small permease component | 0.021981 |
61 | COG1105 | Belongs to the carbohydrate kinase PfkB family | -0.021979 |
62 | COG2949 | membrane | 0.021906 |
63 | COG1720 | tRNA m6t6A37 methyltransferase activity | -0.021890 |
64 | COG4199 | Single-strand DNA-specific exonuclease, C terminal domain | -0.021849 |
65 | COG5660 | integral membrane protein | -0.021835 |
66 | COG1124 | (ABC) transporter | -0.021832 |
67 | COG0209 | Provides the precursors necessary for DNA synthesis. Catalyzes the biosynthesis of deoxyribonucleotides from the corresponding ribonucleotides | 0.021751 |
68 | COG2860 | membrane | 0.021740 |
69 | COG4186 | nucleotidyltransferase activity | -0.021675 |
70 | COG0757 | Catalyzes a trans-dehydration via an enolate intermediate | 0.021615 |
71 | COG0421 | Catalyzes the irreversible transfer of a propylamine group from the amino donor S-adenosylmethioninamine (decarboxy- AdoMet) to putrescine (1,4-diaminobutane) to yield spermidine | 0.021547 |
72 | COG3153 | acetyltransferase | -0.021488 |
73 | COG2314 | TM2 domain | 0.021169 |
74 | COG0332 | Catalyzes the condensation reaction of fatty acid synthesis by the addition to an acyl acceptor of two carbons from malonyl-ACP. Catalyzes the first condensation reaction which initiates fatty acid synthesis and may therefore play a role in governing the total rate of fatty acid production. Possesses both acetoacetyl-ACP synthase and acetyl transacylase activities. Its substrate specificity determines the biosynthesis of branched- chain and or straight-chain of fatty acids | -0.021130 |
75 | COG0395 | ABC-type sugar transport system, permease component | 0.021105 |
76 | COG0651 | ATP synthesis coupled electron transport | -0.021034 |
77 | COG0288 | reversible hydration of carbon dioxide | -0.020993 |
78 | COG2086 | electron transfer activity | -0.020960 |
79 | COG0554 | Key enzyme in the regulation of glycerol uptake and metabolism. Catalyzes the phosphorylation of glycerol to yield sn- glycerol 3-phosphate | -0.020935 |
80 | COG0427 | acetyl-CoA hydrolase | -0.020781 |
81 | COG3774 | pathogenesis | -0.020679 |
82 | COG3386 | PFAM SMP-30 Gluconolaconase | -0.020651 |
83 | COG4690 | dipeptidase activity | -0.020651 |
84 | COG3535 | Protein of unknown function (DUF917) | 0.020633 |
85 | COG2350 | Protein conserved in bacteria | 0.020613 |
86 | COG2253 | Psort location Cytoplasmic, score | 0.020551 |
87 | COG3004 | Na( ) H( ) antiporter that extrudes sodium in exchange for external protons | 0.020436 |
88 | COG5001 | Diguanylate cyclase | 0.020381 |
89 | COG0416 | fatty acid biosynthetic process | -0.020347 |
90 | COG4225 | unsaturated rhamnogalacturonyl hydrolase activity | -0.020342 |
91 | COG1328 | CTP reductase activity | 0.020336 |
92 | COG1222 | aaa ATPase | 0.020297 |
93 | COG5006 | permease, DMT superfamily | -0.020186 |
94 | COG1683 | Conserved Protein | -0.020183 |
95 | COG3016 | Iron-regulated protein | 0.020178 |
96 | COG1125 | glycine betaine transport | -0.020150 |
97 | COG1319 | Aerobic-type carbon monoxide dehydrogenase, middle subunit CoxM | -0.020119 |
98 | COG2035 | Membrane | -0.020112 |
99 | COG1506 | peptidase | 0.020074 |
100 | COG0704 | Plays a role in the regulation of phosphate uptake | -0.019954 |
101 | COG2872 | Ser-tRNA(Ala) hydrolase activity | 0.019939 |
102 | COG3059 | membrane | 0.019918 |
103 | COG1802 | Transcriptional regulator | -0.019866 |
104 | COG2964 | Protein conserved in bacteria | -0.019851 |
105 | 30BKD | Bacterial regulatory proteins, lacI family | -0.019809 |
106 | COG0405 | Gamma-glutamyltransferase | -0.019784 |
107 | COG2027 | D-alanyl-D-alanine carboxypeptidase | 0.019771 |
108 | COG0398 | Pfam SNARE associated Golgi protein | -0.019764 |
109 | COG2240 | Pyridoxal kinase involved in the salvage pathway of pyridoxal 5'-phosphate (PLP). Catalyzes the phosphorylation of pyridoxal to PLP | -0.019726 |
110 | 3381Y | Antitoxin component of a toxin-antitoxin (TA) module | -0.019706 |
111 | COG4235 | cytochrome complex assembly | 0.019704 |
112 | 2ZA26 | Psort location CytoplasmicMembrane, score 10.00 | 0.019591 |
113 | COG2897 | thiosulfate sulfurtransferase activity | -0.019585 |
114 | COG4149 | molybdate abc transporter | -0.019570 |
115 | COG3921 | Protein conserved in bacteria | -0.019499 |
116 | COG4233 | Disulphide bond corrector protein DsbC | -0.019419 |
117 | COG1288 | antiporter activity | 0.019374 |
118 | COG0687 | Required for the activity of the bacterial periplasmic transport system of putrescine | 0.019359 |
119 | COG2251 | uridine kinase activity | -0.019297 |
120 | COG1939 | Involved in correct processing of both the 5' and 3' ends of 23S rRNA precursor. Processes 30S rRNA precursor transcript even in absence of ribonuclease 3 (Rnc) | -0.019283 |
121 | COG1937 | Protein conserved in bacteria | -0.019252 |
122 | 336HV | 0.019248 | |
123 | COG1347 | NQR complex catalyzes the reduction of ubiquinone-1 to ubiquinol by two successive reactions, coupled with the transport of Na( ) ions from the cytoplasm to the periplasm. NqrA to NqrE are probably involved in the second step, the conversion of ubisemiquinone to ubiquinol | 0.019205 |
124 | COG2209 | NQR complex catalyzes the reduction of ubiquinone-1 to ubiquinol by two successive reactions, coupled with the transport of Na( ) ions from the cytoplasm to the periplasm. NqrA to NqrE are probably involved in the second step, the conversion of ubisemiquinone to ubiquinol | 0.019205 |
125 | COG2999 | glutathione oxidoreductase activity | 0.019194 |
126 | COG0710 | 3-dehydroquinate dehydratase activity | -0.019157 |
127 | COG3568 | Endonuclease Exonuclease Phosphatase | 0.019111 |
128 | COG4569 | acetaldehyde dehydrogenase (acetylating) activity | 0.019085 |
129 | COG3250 | beta-galactosidase activity | 0.019071 |
130 | 2Z7PD | Psort location CytoplasmicMembrane, score | -0.019034 |
131 | COG3842 | ATPase activity | 0.019008 |
132 | COG4763 | Acyl-transferase | -0.018985 |
133 | COG1285 | pathogenesis | 0.018944 |
134 | COG2869 | NQR complex catalyzes the reduction of ubiquinone-1 to ubiquinol by two successive reactions, coupled with the transport of Na( ) ions from the cytoplasm to the periplasm. NqrA to NqrE are probably involved in the second step, the conversion of ubisemiquinone to ubiquinol | 0.018882 |
135 | COG1244 | Elongator protein 3, MiaB family, Radical SAM | 0.018863 |
136 | COG3257 | ureidoglycine aminohydrolase activity | 0.018855 |
137 | COG1827 | regulation of RNA biosynthetic process | -0.018854 |
138 | COG1893 | Catalyzes the NADPH-dependent reduction of ketopantoate into pantoic acid | -0.018847 |
139 | 32XR9 | Outer membrane efflux protein | -0.018819 |
140 | COG1726 | NQR complex catalyzes the reduction of ubiquinone-1 to ubiquinol by two successive reactions, coupled with the transport of Na( ) ions from the cytoplasm to the periplasm. NqrA to NqrE are probably involved in the second step, the conversion of ubisemiquinone to ubiquinol | 0.018785 |
141 | COG3617 | BRO family, N-terminal domain | 0.018773 |
142 | COG3716 | PTS system mannose fructose sorbose family IID component | -0.018751 |
143 | COG4799 | Acetyl-CoA carboxylase, carboxyltransferase component subunits alpha and beta | -0.018728 |
144 | COG4555 | ABC transporter | -0.018726 |
145 | COG5433 | transposase activity | 0.018694 |
146 | COG3302 | dmso reductase anchor subunit | 0.018650 |
147 | COG2520 | Methyltransferase fkbm family | -0.018611 |
148 | 32RP9 | Psort location CytoplasmicMembrane, score | 0.018548 |
149 | 337JB | 0.018536 | |
150 | COG2133 | pyrroloquinoline quinone binding | 0.018535 |
151 | COG0031 | Belongs to the cysteine synthase cystathionine beta- synthase family | -0.018534 |
152 | COG1525 | nuclease | -0.018532 |
153 | 2ZSRR | Psort location Cytoplasmic, score 8.87 | 0.018491 |
154 | COG0673 | inositol 2-dehydrogenase activity | 0.018470 |
155 | COG4545 | Glutaredoxin-related protein | 0.018430 |
156 | COG2333 | competence protein COMEC | 0.018372 |
157 | COG1686 | Belongs to the peptidase S11 family | -0.018363 |
158 | COG2859 | Protein conserved in bacteria | 0.018347 |
159 | COG2033 | superoxide reductase activity | -0.018346 |
160 | COG0027 | Involved in the de novo purine biosynthesis. Catalyzes the transfer of formate to 5-phospho-ribosyl-glycinamide (GAR), producing 5-phospho-ribosyl-N-formylglycinamide (FGAR). Formate is provided by PurU via hydrolysis of 10-formyl-tetrahydrofolate | 0.018344 |
161 | COG3543 | Protein of unknown function (DUF1284) | 0.018340 |
162 | COG1045 | serine acetyltransferase | -0.018338 |
163 | COG1363 | Peptidase, m42 | -0.018310 |
164 | COG4926 | Phage minor structural protein | 0.018308 |
165 | COG4640 | response to antibiotic | 0.018303 |
166 | COG2327 | Polysaccharide pyruvyl transferase | -0.018273 |
167 | COG2302 | S4 RNA-binding domain | -0.018246 |
168 | COG1443 | Catalyzes the 1,3-allylic rearrangement of the homoallylic substrate isopentenyl (IPP) to its highly electrophilic allylic isomer, dimethylallyl diphosphate (DMAPP) | -0.018170 |
169 | COG0175 | sulfate reduction | 0.018155 |
170 | COG0717 | Belongs to the dCTP deaminase family | -0.018120 |
171 | COG2067 | long-chain fatty acid transport protein | 0.018087 |
172 | COG0054 | 6,7-dimethyl-8-ribityllumazine synthase activity | -0.018080 |
173 | COG0110 | maltose O-acetyltransferase activity | -0.018079 |
174 | COG4123 | Specifically methylates the adenine in position 37 of tRNA(1)(Val) (anticodon cmo5UAC) | 0.018044 |
175 | COG1175 | transmembrane transport | 0.018014 |
176 | COG0388 | Catalyzes the ATP-dependent amidation of deamido-NAD to form NAD. Uses L-glutamine as a nitrogen source | -0.017947 |
177 | COG5499 | transcription regulator containing HTH domain | 0.017917 |
178 | COG0760 | Chaperone involved in the correct folding and assembly of outer membrane proteins. Recognizes specific patterns of aromatic residues and the orientation of their side chains, which are found more frequently in integral outer membrane proteins. May act in both early periplasmic and late outer membrane-associated steps of protein maturation | -0.017914 |
179 | COG4193 | domain, Protein | -0.017900 |
180 | COG0730 | response to heat | -0.017852 |
181 | COG4319 | ketosteroid isomerase | -0.017820 |
182 | COG1985 | Converts 2,5-diamino-6-(ribosylamino)-4(3h)-pyrimidinone 5'-phosphate into 5-amino-6-(ribosylamino)-2,4(1h,3h)- pyrimidinedione 5'-phosphate | -0.017799 |
183 | COG3679 | Belongs to the UPF0342 family | -0.017761 |
184 | COG2113 | Glycine betaine | 0.017743 |
185 | COG1054 | Belongs to the UPF0176 family | -0.017691 |
186 | COG3442 | glutamine amidotransferase | 0.017668 |
187 | COG1556 | Lactate utilization protein | -0.017622 |
188 | COG0403 | The glycine cleavage system catalyzes the degradation of glycine. The P protein binds the alpha-amino group of glycine through its pyridoxal phosphate cofactor | -0.017595 |
189 | COG0715 | COG0715 ABC-type nitrate sulfonate bicarbonate transport systems periplasmic components | 0.017581 |
190 | COG2072 | flavoprotein involved in K transport | -0.017579 |
191 | COG0154 | amidase activity | -0.017550 |
192 | COG0475 | glutathione-regulated potassium exporter activity | 0.017512 |
193 | COG3452 | CHASE | 0.017506 |
194 | 330GJ | 0.017480 | |
195 | COG4666 | Tripartite ATP-independent periplasmic transporter, DctM component | 0.017458 |
196 | COG3950 | AAA domain, putative AbiEii toxin, Type IV TA system | 0.017448 |
197 | COG4826 | Belongs to the serpin family | 0.017440 |
198 | COG1835 | transferase activity, transferring acyl groups other than amino-acyl groups | -0.017412 |
199 | COG2273 | Hydrolase Family 16 | 0.017384 |
200 | COG1180 | Activation of pyruvate formate-lyase under anaerobic conditions by generation of an organic free radical, using S- adenosylmethionine and reduced flavodoxin as cosubstrates to produce 5'-deoxy-adenosine | 0.017349 |
201 | COG2334 | A protein kinase that phosphorylates Ser and Thr residues. Probably acts to suppress the effects of stress linked to accumulation of reactive oxygen species. Probably involved in the extracytoplasmic stress response | 0.017328 |
202 | COG3475 | LICD family | 0.017313 |
203 | COG4126 | flavin adenine dinucleotide binding | 0.017303 |
204 | COG3319 | amino acid activation for nonribosomal peptide biosynthetic process | -0.017253 |
205 | COG1119 | ATPase activity | 0.017241 |
206 | COG1301 | dicarboxylic acid transport | -0.017214 |
207 | COG3379 | PFAM type I phosphodiesterase nucleotide pyrophosphatase | 0.017188 |
208 | COG2873 | o-acetylhomoserine | -0.017188 |
209 | COG0539 | negative regulation of cytoplasmic translation | 0.017176 |
210 | COG1139 | Iron-sulfur cluster binding protein | -0.017170 |
211 | 2Z9WA | Psort location Cytoplasmic, score | 0.017137 |
212 | 33ACP | 0.017067 | |
213 | COG0375 | protein maturation | -0.017053 |
214 | COG2301 | Belongs to the HpcH HpaI aldolase family | -0.017041 |
215 | COG1459 | type II secretion system | -0.017039 |
216 | 2Z92J | 0.017032 | |
217 | COG1113 | amino acid transport | -0.017029 |
218 | 2Z7J7 | 0.017019 | |
219 | COG2372 | response to copper ion | -0.016981 |
220 | COG5627 | protein ubiquitination | 0.016966 |
221 | COG1984 | allophanate hydrolase subunit 2 | 0.016934 |
222 | COG2359 | stage V sporulation protein S | 0.016886 |
223 | COG4845 | Chloramphenicol acetyltransferase | -0.016870 |
224 | COG1453 | Aldo Keto reductase | 0.016861 |
225 | COG0311 | Catalyzes the hydrolysis of glutamine to glutamate and ammonia as part of the biosynthesis of pyridoxal 5'-phosphate. The resulting ammonia molecule is channeled to the active site of PdxS | 0.016849 |
226 | COG2061 | Catalyzes the anaerobic formation of alpha-ketobutyrate and ammonia from threonine in a two-step reaction. The first step involved a dehydration of threonine and a production of enamine intermediates (aminocrotonate), which tautomerizes to its imine form (iminobutyrate). Both intermediates are unstable and short- lived. The second step is the nonenzymatic hydrolysis of the enamine imine intermediates to form 2-ketobutyrate and free ammonia. In the low water environment of the cell, the second step is accelerated by RidA | -0.016846 |
227 | COG3641 | Membrane | -0.016837 |
228 | 32SNM | Psort location Cytoplasmic, score | 0.016821 |
229 | COG1554 | hydrolase, family 65, central catalytic | 0.016791 |
230 | COG2184 | nucleotidyltransferase activity | 0.016787 |
231 | COG1803 | Methylglyoxal synthase | 0.016785 |
232 | COG4283 | Protein of unknown function (DUF1706) | 0.016760 |
233 | COG1307 | EDD domain protein, DegV family | -0.016760 |
234 | COG0721 | Allows the formation of correctly charged Asn-tRNA(Asn) or Gln-tRNA(Gln) through the transamidation of misacylated Asp- tRNA(Asn) or Glu-tRNA(Gln) in organisms which lack either or both of asparaginyl-tRNA or glutaminyl-tRNA synthetases. The reaction takes place in the presence of glutamine and ATP through an activated phospho-Asp-tRNA(Asn) or phospho-Glu-tRNA(Gln) | -0.016734 |
235 | COG0777 | Component of the acetyl coenzyme A carboxylase (ACC) complex. Biotin carboxylase (BC) catalyzes the carboxylation of biotin on its carrier protein (BCCP) and then the CO(2) group is transferred by the transcarboxylase to acetyl-CoA to form malonyl- CoA | -0.016723 |
236 | COG2026 | Addiction module toxin, RelE StbE family | 0.016702 |
237 | COG4574 | serine-type endopeptidase inhibitor activity | -0.016687 |
238 | COG1038 | Catalyzes a 2-step reaction, involving the ATP-dependent carboxylation of the covalently attached biotin in the first step and the transfer of the carboxyl group to pyruvate in the second | -0.016670 |
239 | COG1004 | Belongs to the UDP-glucose GDP-mannose dehydrogenase family | -0.016660 |
240 | COG1189 | Ribosomal RNA methyltransferase RrmJ FtsJ | -0.016651 |
241 | COG0160 | Belongs to the class-III pyridoxal-phosphate-dependent aminotransferase family | 0.016650 |
242 | COG0685 | methylenetetrahydrofolate reductase (NAD(P)H) activity | -0.016647 |
243 | COG0391 | Required for morphogenesis under gluconeogenic growth conditions | -0.016645 |
244 | COG0747 | negative chemotaxis | -0.016624 |
245 | COG1501 | Belongs to the glycosyl hydrolase 31 family | 0.016614 |
246 | COG0476 | Involved in molybdopterin and thiamine biosynthesis, family 2 | 0.016568 |
247 | 2ZD7J | 4Fe-4S single cluster domain of Ferredoxin I | 0.016548 |
248 | COG3191 | aminopeptidase activity | -0.016540 |
249 | COG2013 | TIGRFAM TIGR00266 family protein | -0.016539 |
250 | COG2017 | converts alpha-aldose to the beta-anomer | 0.016532 |