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 | COG3033 | Beta-eliminating lyase | 0.074063 |
2 | COG0393 | Putative heavy-metal-binding | -0.035280 |
3 | COG0175 | sulfate reduction | -0.035105 |
4 | COG2020 | methyltransferase activity | -0.034896 |
5 | COG2978 | secondary active p-aminobenzoyl-glutamate transmembrane transporter activity | 0.034653 |
6 | COG1429 | ligase activity, forming nitrogen-metal bonds | 0.033263 |
7 | COG3681 | Belongs to the UPF0597 family | 0.031606 |
8 | COG2211 | Major facilitator Superfamily | 0.031415 |
9 | COG0631 | protein serine/threonine phosphatase activity | -0.029965 |
10 | COG1788 | Acyl CoA acetate 3-ketoacid CoA transferase, alpha subunit | 0.029366 |
11 | COG2057 | Acyl CoA acetate 3-ketoacid CoA transferase beta subunit | 0.029366 |
12 | COG1132 | (ABC) transporter | -0.029163 |
13 | COG1861 | Spore coat polysaccharide biosynthesis protein F CMP-KDO synthetase | 0.028322 |
14 | 32ZT3 | Thioredoxin domain | 0.027971 |
15 | COG3142 | Participates in the control of copper homeostasis | 0.027536 |
16 | COG0174 | glutamine synthetase | -0.027448 |
17 | COG3934 | Belongs to the glycosyl hydrolase 5 (cellulase A) family | -0.027219 |
18 | COG4823 | Abi-like protein | -0.027203 |
19 | COG2185 | Catalyzes the reversible interconversion of isobutyryl- CoA and n-butyryl-CoA, using radical chemistry. Also exhibits GTPase activity, associated with its G-protein domain (MeaI) that functions as a chaperone that assists cofactor delivery and proper holo-enzyme assembly | 0.027061 |
20 | COG3051 | citrate lyase alpha subunit | 0.026969 |
21 | COG1533 | DNA photolyase activity | 0.026941 |
22 | COG3379 | PFAM type I phosphodiesterase nucleotide pyrophosphatase | 0.026611 |
23 | COG3226 | Transcriptional regulator | -0.026241 |
24 | COG3481 | metal-dependent phosphohydrolase, HD sub domain | -0.026203 |
25 | COG3267 | Type II secretory pathway component ExeA | -0.026189 |
26 | COG0560 | Phosphoserine phosphatase | -0.026099 |
27 | COG2819 | hydrolase of the alpha beta superfamily | -0.026092 |
28 | COG3382 | B3 4 domain protein | -0.026001 |
29 | COG2035 | Membrane | 0.025943 |
30 | COG1346 | cytolysis | 0.025719 |
31 | COG1380 | Effector of murein hydrolase LrgA | 0.025719 |
32 | COG1819 | glycosyl | -0.025483 |
33 | COG2271 | Major facilitator Superfamily | -0.025075 |
34 | COG5280 | Phage tail tape measure protein TP901 | 0.024889 |
35 | COG0863 | Belongs to the N(4) N(6)-methyltransferase family | -0.024858 |
36 | COG1916 | peptidoglycan binding | 0.024747 |
37 | COG4717 | serine-type aminopeptidase activity | -0.024677 |
38 | COG1021 | 2,3-dihydroxybenzoate-AMP ligase | -0.024448 |
39 | COG5627 | protein ubiquitination | 0.024399 |
40 | COG4715 | Zinc finger, swim domain protein | 0.024334 |
41 | COG4383 | Mu-like prophage protein gp29 | 0.024247 |
42 | COG5340 | Psort location Cytoplasmic, score | -0.024113 |
43 | COG1321 | iron dependent repressor | -0.024044 |
44 | COG3618 | amidohydrolase | -0.023961 |
45 | COG0684 | Catalyzes the aldol cleavage of 4-hydroxy-4-methyl-2- oxoglutarate (HMG) into 2 molecules of pyruvate. Also contains a secondary oxaloacetate (OAA) decarboxylase activity due to the common pyruvate enolate transition state formed following C-C bond cleavage in the retro-aldol and decarboxylation reactions | -0.023658 |
46 | COG4975 | Glucose uptake | -0.023594 |
47 | COG4770 | biotin carboxylase activity | -0.023536 |
48 | COG1250 | 3-hydroxyacyl-CoA dehydrogenase | 0.023257 |
49 | COG0270 | DNA (cytosine-5-)-methyltransferase activity | -0.023073 |
50 | COG4744 | Conserved Protein | 0.022862 |
51 | 345AV | Cyclic nucleotide-monophosphate binding domain | 0.022854 |
52 | COG2807 | transmembrane transport | -0.022790 |
53 | COG0025 | NhaP-type Na H and K H | -0.022736 |
54 | COG2856 | Zn peptidase | 0.022484 |
55 | COG0373 | Catalyzes the NADPH-dependent reduction of glutamyl- tRNA(Glu) to glutamate 1-semialdehyde (GSA) | 0.022475 |
56 | COG3456 | conserved protein contains FHA domain | -0.022309 |
57 | COG0526 | COG0526, thiol-disulfide isomerase and thioredoxins | -0.022243 |
58 | COG2355 | Zn-dependent dipeptidase, microsomal dipeptidase | -0.022163 |
59 | 2Z8BH | DNA N-6-adenine-methyltransferase | 0.022129 |
60 | COG3500 | Late control gene D protein | 0.021969 |
61 | COG0741 | lytic transglycosylase activity | -0.021899 |
62 | COG1226 | (belongs to the monovalent cation proton antiporter 2 (CPA2) transporter (TC 2.A.37) family) | 0.021576 |
63 | COG1231 | oxidoreductase activity | -0.021541 |
64 | COG3448 | diguanylate cyclase activity | -0.021504 |
65 | COG3807 | Bacterial SH3 domain | 0.021488 |
66 | COG2957 | Belongs to the agmatine deiminase family | -0.021402 |
67 | COG2610 | gluconate transmembrane transporter activity | 0.021371 |
68 | COG2272 | Belongs to the type-B carboxylesterase lipase family | -0.021348 |
69 | COG0753 | catalase activity | 0.021084 |
70 | COG1164 | Oligoendopeptidase f | -0.020820 |
71 | COG4925 | sulfurtransferase activity | -0.020819 |
72 | COG1649 | PFAM Uncharacterised BCR, COG1649 | 0.020700 |
73 | COG0615 | ADP-L-glycero-beta-D-manno-heptose biosynthetic process | 0.020688 |
74 | COG4832 | Psort location Cytoplasmic, score | -0.020472 |
75 | COG2604 | Protein of unknown function DUF115 | -0.020466 |
76 | COG0371 | Dehydrogenase | 0.020450 |
77 | 31YMS | TIGRFAM Porphyromonas gingivalis paralogous family TIGR01200 | -0.020447 |
78 | COG1823 | symporter activity | 0.020396 |
79 | COG0462 | Involved in the biosynthesis of the central metabolite phospho-alpha-D-ribosyl-1-pyrophosphate (PRPP) via the transfer of pyrophosphoryl group from ATP to 1-hydroxyl of ribose-5-phosphate (Rib-5-P) | -0.020363 |
80 | COG4221 | oxidoreductase activity | 0.020335 |
81 | COG2818 | Glycosylase | 0.020331 |
82 | COG3049 | Linear amide C-N hydrolases, choloylglycine hydrolase family | -0.020302 |
83 | COG0730 | response to heat | 0.020229 |
84 | COG3504 | Conjugal transfer protein | -0.020192 |
85 | COG1794 | racemase activity, acting on amino acids and derivatives | -0.020133 |
86 | COG0162 | Catalyzes the attachment of tyrosine to tRNA(Tyr) in a two-step reaction tyrosine is first activated by ATP to form Tyr- AMP and then transferred to the acceptor end of tRNA(Tyr) | -0.020090 |
87 | COG2320 | Catalyzes the phosphorylation of the 3'-hydroxyl group of dephosphocoenzyme A to form coenzyme A | -0.020034 |
88 | 2ZBW2 | Psort location Cytoplasmic, score 8.96 | 0.020026 |
89 | COG3016 | Iron-regulated protein | -0.019920 |
90 | 30MF4 | 0.019917 | |
91 | COG3981 | Acetyltransferase (GNAT) domain | -0.019917 |
92 | COG1119 | ATPase activity | -0.019905 |
93 | COG1257 | Belongs to the HMG-CoA reductase family | -0.019854 |
94 | COG3774 | pathogenesis | -0.019798 |
95 | COG1875 | ATPase related to phosphate starvation-inducible protein PhoH | 0.019641 |
96 | COG2423 | ornithine cyclodeaminase activity | -0.019638 |
97 | COG4849 | Protein conserved in bacteria | -0.019608 |
98 | COG1381 | Involved in DNA repair and RecF pathway recombination | -0.019599 |
99 | COG3883 | PFAM NLP P60 protein | -0.019565 |
100 | COG1509 | lysine 2,3-aminomutase activity | 0.019527 |
101 | 33A5I | Psort location CytoplasmicMembrane, score | 0.019438 |
102 | 333FT | 0.019422 | |
103 | COG2076 | Multidrug Resistance protein | -0.019418 |
104 | 33EHP | -0.019380 | |
105 | COG2015 | COG2015, Alkyl sulfatase and related hydrolases | -0.019310 |
106 | COG3472 | conserved protein (DUF2081) | 0.019222 |
107 | COG3886 | PLD-like domain | -0.019165 |
108 | COG1712 | Catalyzes the reversible NADPH-dependent reductive amination of L-2-amino-6-oxopimelate, the acyclic form of L- tetrahydrodipicolinate, to generate the meso compound, D,L-2,6- diaminopimelate | 0.019165 |
109 | COG0303 | 'Molybdopterin | -0.019143 |
110 | COG0277 | FAD linked oxidase domain protein | 0.019112 |
111 | 32ZJ3 | 0.019078 | |
112 | COG2963 | transposase activity | -0.019075 |
113 | COG2066 | Belongs to the glutaminase family | 0.019038 |
114 | COG4660 | Part of a membrane complex involved in electron transport | 0.018891 |
115 | 32XPT | -0.018863 | |
116 | 32WQD | Protein of unknown function (DUF3822) | 0.018780 |
117 | COG2348 | transferase activity, transferring amino-acyl groups | 0.018741 |
118 | COG1883 | Na -transporting methylmalonyl-CoA oxaloacetate decarboxylase, beta subunit | 0.018707 |
119 | COG1066 | DNA-dependent ATPase involved in processing of recombination intermediates, plays a role in repairing DNA breaks. Stimulates the branch migration of RecA-mediated strand transfer reactions, allowing the 3' invading strand to extend heteroduplex DNA faster. Binds ssDNA in the presence of ADP but not other nucleotides, has ATPase activity that is stimulated by ssDNA and various branched DNA structures, but inhibited by SSB. Does not have RecA's homology-searching function | -0.018614 |
120 | COG1069 | ribulokinase activity | 0.018601 |
121 | COG3589 | Outer surface protein | -0.018544 |
122 | COG3614 | Histidine kinase | 0.018512 |
123 | 2Z82M | 0.018501 | |
124 | COG3311 | Transcriptional regulator | -0.018476 |
125 | COG2208 | phosphoserine phosphatase activity | -0.018462 |
126 | COG2514 | catechol 2,3-dioxygenase activity | -0.018437 |
127 | COG5523 | integral membrane protein | -0.018355 |
128 | COG3086 | response to oxidative stress | 0.018334 |
129 | COG1610 | YqeY-like protein | -0.018276 |
130 | COG2126 | Ion transport protein | -0.018253 |
131 | COG0452 | Catalyzes two steps in the biosynthesis of coenzyme A. In the first step cysteine is conjugated to 4'-phosphopantothenate to form 4-phosphopantothenoylcysteine, in the latter compound is decarboxylated to form 4'-phosphopantotheine | -0.018238 |
132 | COG0105 | UTP biosynthetic process | -0.018219 |
133 | COG3935 | DnaD domain protein | -0.018202 |
134 | COG2910 | NAD(P)H-binding | 0.018189 |
135 | COG3919 | ATP-grasp | -0.018169 |
136 | COG0507 | A helicase nuclease that prepares dsDNA breaks (DSB) for recombinational DNA repair. Binds to DSBs and unwinds DNA via a highly rapid and processive ATP-dependent bidirectional helicase activity. Unwinds dsDNA until it encounters a Chi (crossover hotspot instigator) sequence from the 3' direction. Cuts ssDNA a few nucleotides 3' to the Chi site. The properties and activities of the enzyme are changed at Chi. The Chi-altered holoenzyme produces a long 3'-ssDNA overhang and facilitates RecA-binding to the ssDNA for homologous DNA recombination and repair. Holoenzyme degrades any linearized DNA that is unable to undergo homologous recombination. In the holoenzyme this subunit has ssDNA-dependent ATPase and 5'-3' helicase activity. When added to pre-assembled RecBC greatly stimulates nuclease activity and augments holoenzyme processivity. Negatively regulates the RecA-loading ability of RecBCD | -0.018159 |
137 | COG1744 | ABC transporter substrate-binding protein PnrA-like | -0.018126 |
138 | COG1704 | LemA family | 0.018116 |
139 | COG0804 | urea catabolic process | 0.018103 |
140 | COG0831 | urea catabolic process | 0.018103 |
141 | COG0829 | nickel cation binding | 0.018103 |
142 | COG3345 | alpha-galactosidase | -0.018101 |
143 | COG0499 | May play a key role in the regulation of the intracellular concentration of adenosylhomocysteine | -0.017992 |
144 | COG1486 | melibiose metabolic process | 0.017952 |
145 | COG2110 | phosphatase homologous to the C-terminal domain of histone macroH2A1 | -0.017930 |
146 | COG2212 | antiporter activity | -0.017909 |
147 | COG3559 | Exporter of polyketide antibiotics | 0.017889 |
148 | 2Z9AE | 0.017836 | |
149 | COG1514 | Hydrolyzes RNA 2',3'-cyclic phosphodiester to an RNA 2'- phosphomonoester | -0.017829 |
150 | COG4222 | Protein conserved in bacteria | -0.017813 |
151 | COG2273 | Hydrolase Family 16 | -0.017809 |
152 | 33BGI | Parallel beta-helix repeats | -0.017772 |
153 | COG0832 | Belongs to the urease beta subunit family | 0.017756 |
154 | COG1151 | hydroxylamine reductase activity | 0.017706 |
155 | 32XR9 | Outer membrane efflux protein | -0.017699 |
156 | COG1453 | Aldo Keto reductase | -0.017675 |
157 | COG4552 | Acetyltransferase involved in intracellular survival and related | 0.017659 |
158 | COG3010 | Converts N-acetylmannosamine-6-phosphate (ManNAc-6-P) to N-acetylglucosamine-6-phosphate (GlcNAc-6-P) | 0.017654 |
159 | COG4191 | Histidine kinase | -0.017637 |
160 | COG3395 | kinase activity | 0.017601 |
161 | COG1748 | Saccharopine dehydrogenase | -0.017582 |
162 | COG2176 | DNA-directed DNA polymerase activity | -0.017540 |
163 | COG1446 | asparaginase | -0.017530 |
164 | COG0154 | amidase activity | -0.017516 |
165 | COG0714 | Associated with various cellular activities | 0.017506 |
166 | 32U7V | -0.017468 | |
167 | 33GDE | This gene contains a nucleotide ambiguity which may be the result of a sequencing error | 0.017446 |
168 | COG2377 | Catalyzes the specific phosphorylation of 1,6-anhydro-N- acetylmuramic acid (anhMurNAc) with the simultaneous cleavage of the 1,6-anhydro ring, generating MurNAc-6-P. Is required for the utilization of anhMurNAc either imported from the medium or derived from its own cell wall murein, and thus plays a role in cell wall recycling | 0.017435 |
169 | COG0799 | negative regulation of ribosome biogenesis | -0.017423 |
170 | COG5499 | transcription regulator containing HTH domain | -0.017422 |
171 | COG3303 | Catalyzes the reduction of nitrite to ammonia, consuming six electrons in the process | 0.017324 |
172 | COG2966 | Psort location CytoplasmicMembrane, score | 0.017317 |
173 | COG1638 | TRAP-type C4-dicarboxylate transport system periplasmic component | 0.017289 |
174 | COG0129 | dihydroxy-acid dehydratase activity | -0.017285 |
175 | COG4567 | Response regulator consisting of a CheY-like receiver domain and a Fis-type HTH domain | -0.017276 |
176 | COG1680 | COG1680 Beta-lactamase class C and other penicillin binding | -0.017275 |
177 | COG1142 | 4fe-4S ferredoxin, iron-sulfur binding domain protein | -0.017266 |
178 | COG0520 | Catalyzes the removal of elemental sulfur and selenium atoms from L-cysteine, L-cystine, L-selenocysteine, and L- selenocystine to produce L-alanine | -0.017233 |
179 | COG2270 | Major facilitator Superfamily | -0.017231 |
180 | COG3972 | protein homooligomerization | 0.017214 |
181 | 2ZA86 | -0.017197 | |
182 | COG2312 | Erythromycin esterase | 0.017188 |
183 | COG3075 | Conversion of glycerol 3-phosphate to dihydroxyacetone. Uses fumarate or nitrate as electron acceptor | 0.017160 |
184 | 2Z8G6 | Conjugative transposon TraJ protein | 0.017139 |
185 | COG0274 | Catalyzes a reversible aldol reaction between acetaldehyde and D-glyceraldehyde 3-phosphate to generate 2-deoxy- D-ribose 5-phosphate | 0.017129 |
186 | COG1479 | Protein of unknown function DUF262 | 0.017102 |
187 | COG3757 | hydrolase, family 25 | 0.017068 |
188 | COG0716 | FMN binding | -0.017043 |
189 | COG0122 | 3-methyladenine DNA glycosylase 8-oxoguanine DNA glycosylase | -0.017011 |
190 | COG2329 | Antibiotic biosynthesis monooxygenase | -0.016996 |
191 | COG1651 | Required for disulfide bond formation in some periplasmic proteins. Acts by transferring its disulfide bond to other proteins and is reduced in the process | -0.016965 |
192 | 2ZA26 | Psort location CytoplasmicMembrane, score 10.00 | 0.016954 |
193 | COG0524 | Catalyzes the phosphorylation of ribose at O-5 in a reaction requiring ATP and magnesium. The resulting D-ribose-5- phosphate can then be used either for sythesis of nucleotides, histidine, and tryptophan, or as a component of the pentose phosphate pathway | -0.016937 |
194 | COG2258 | MOSC domain | -0.016918 |
195 | COG2246 | polysaccharide biosynthetic process | -0.016884 |
196 | 32ZVE | 0.016873 | |
197 | COG4819 | ethanolamine utilization protein | 0.016870 |
198 | 33XR9 | Psort location Cytoplasmic, score 8.96 | 0.016837 |
199 | COG1331 | Highly conserved protein containing a thioredoxin domain | -0.016836 |
200 | COG4105 | Part of the outer membrane protein assembly complex, which is involved in assembly and insertion of beta-barrel proteins into the outer membrane | 0.016834 |
201 | 2ZUJX | -0.016833 | |
202 | COG2524 | Domain in cystathionine beta-synthase and other proteins. | -0.016826 |
203 | COG3392 | D12 class N6 adenine-specific DNA methyltransferase | 0.016824 |
204 | COG2146 | nitrite reductase [NAD(P)H] activity | -0.016809 |
205 | COG3714 | YhhN family | 0.016790 |
206 | 33DEB | Helix-turn-helix domain | 0.016789 |
207 | COG4335 | DNA alkylation repair | 0.016769 |
208 | COG5580 | Activator of Hsp90 ATPase | 0.016697 |
209 | COG1252 | NADH dehydrogenase | -0.016692 |
210 | COG1145 | 4fe-4S ferredoxin, iron-sulfur binding domain protein | -0.016667 |
211 | 33EZ9 | ECF transporter, substrate-specific component | 0.016649 |
212 | COG0852 | NDH-1 shuttles electrons from NADH, via FMN and iron- sulfur (Fe-S) centers, to quinones in the respiratory chain. The immediate electron acceptor for the enzyme in this species is believed to be ubiquinone. Couples the redox reaction to proton translocation (for every two electrons transferred, four hydrogen ions are translocated across the cytoplasmic membrane), and thus conserves the redox energy in a proton gradient | -0.016648 |
213 | 30456 | Domain of unknown function (DUF4276) | -0.016645 |
214 | COG0794 | Belongs to the SIS family. GutQ KpsF subfamily | 0.016626 |
215 | COG3955 | Domain of unknown function (DUF1919) | 0.016625 |
216 | COG3052 | prosthetic group binding | 0.016566 |
217 | COG4615 | Cyclic peptide transporter | -0.016536 |
218 | 30NZ2 | 0.016492 | |
219 | COG1264 | protein-N(PI)-phosphohistidine-sugar phosphotransferase activity | 0.016490 |
220 | COG5185 | Phage-related minor tail protein | 0.016483 |
221 | COG3491 | Belongs to the iron ascorbate-dependent oxidoreductase family | -0.016477 |
222 | COG0433 | COG0433 Predicted ATPase | 0.016471 |
223 | COG2942 | 2-epimerase | -0.016449 |
224 | COG4810 | utilization protein | 0.016430 |
225 | COG1981 | membrane | -0.016423 |
226 | COG2301 | Belongs to the HpcH HpaI aldolase family | 0.016395 |
227 | COG0460 | homoserine dehydrogenase | -0.016387 |
228 | COG2311 | Membrane | 0.016377 |
229 | COG0464 | growth | -0.016373 |
230 | 33F90 | BNR Asp-box repeat | -0.016370 |
231 | COG0775 | Catalyzes the irreversible cleavage of the glycosidic bond in both 5'-methylthioadenosine (MTA) and S- adenosylhomocysteine (SAH AdoHcy) to adenine and the corresponding thioribose, 5'-methylthioribose and S-ribosylhomocysteine, respectively | 0.016352 |
232 | COG4166 | transmembrane transport | -0.016329 |
233 | COG2964 | Protein conserved in bacteria | 0.016286 |
234 | COG0064 | 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) | -0.016224 |
235 | COG2109 | Required for both de novo synthesis of the corrin ring for the assimilation of exogenous corrinoids. Participates in the adenosylation of a variety of incomplete and complete corrinoids | 0.016224 |
236 | COG1682 | transport, permease protein | -0.016222 |
237 | 2ZAQ1 | Arylsulfotransferase Ig-like domain | 0.016205 |
238 | 301GQ | COG NOG30732 non supervised orthologous group | 0.016184 |
239 | COG2987 | Catalyzes the conversion of urocanate to 4-imidazolone- 5-propionate | 0.016184 |
240 | COG4262 | Catalyzes the irreversible transfer of a propylamine group from the amino donor S-adenosylmethioninamine (decarboxy- AdoMet) to putrescine (1,4-diaminobutane) to yield spermidine | -0.016171 |
241 | COG1024 | Enoyl-CoA hydratase | 0.016168 |
242 | COG2227 | 3-demethylubiquinone-9 3-O-methyltransferase activity | 0.016151 |
243 | COG2839 | Protein conserved in bacteria | 0.016114 |
244 | COG0079 | Belongs to the class-II pyridoxal-phosphate-dependent aminotransferase family. Histidinol-phosphate aminotransferase subfamily | -0.016104 |
245 | COG0431 | NADPH-dependent FMN reductase | -0.016090 |
246 | 32V48 | -0.016086 | |
247 | COG0386 | Belongs to the glutathione peroxidase family | 0.016055 |
248 | COG4942 | peptidase | 0.016028 |
249 | COG0095 | Lipoate-protein ligase | -0.016011 |
250 | 2ZBSZ | 0.015995 |