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 | COG1704 | LemA family | -0.028493 |
2 | COG1835 | transferase activity, transferring acyl groups other than amino-acyl groups | -0.025372 |
3 | COG0039 | L-malate dehydrogenase activity | -0.022584 |
4 | COG0220 | tRNA (guanine-N7-)-methyltransferase activity | -0.021948 |
5 | COG1680 | COG1680 Beta-lactamase class C and other penicillin binding | -0.021184 |
6 | COG1858 | cytochrome C peroxidase | 0.020129 |
7 | COG5557 | Pfam Polysulphide reductase, NrfD | 0.020079 |
8 | COG0207 | Catalyzes the reductive methylation of 2'-deoxyuridine- 5'-monophosphate (dUMP) to 2'-deoxythymidine-5'-monophosphate (dTMP) while utilizing 5,10-methylenetetrahydrofolate (mTHF) as the methyl donor and reductant in the reaction, yielding dihydrofolate (DHF) as a by-product. This enzymatic reaction provides an intracellular de novo source of dTMP, an essential precursor for DNA biosynthesis | -0.019927 |
9 | COG4392 | branched-chain amino acid | 0.019853 |
10 | COG0780 | Catalyzes the NADPH-dependent reduction of 7-cyano-7- deazaguanine (preQ0) to 7-aminomethyl-7-deazaguanine (preQ1) | 0.019239 |
11 | 2Z9UG | 0.019236 | |
12 | COG3760 | aminoacyl-tRNA metabolism involved in translational fidelity | 0.019145 |
13 | COG0794 | Belongs to the SIS family. GutQ KpsF subfamily | -0.018915 |
14 | COG5611 | PilT protein domain protein | 0.018724 |
15 | COG1671 | Belongs to the UPF0178 family | -0.018355 |
16 | 33HZK | Putative peptidoglycan binding domain | 0.018308 |
17 | COG4320 | Protein conserved in bacteria | 0.018302 |
18 | 31XCZ | 0.018260 | |
19 | COG0738 | Major facilitator superfamily | -0.018061 |
20 | COG0469 | pyruvate kinase activity | -0.017969 |
21 | COG2221 | Nitrite and sulphite reductase 4Fe-4S | 0.017872 |
22 | COG1102 | Psort location Cytoplasmic, score | -0.017799 |
23 | COG1297 | OPT oligopeptide transporter protein | -0.017614 |
24 | COG3304 | Inner membrane component domain | 0.017598 |
25 | COG1794 | racemase activity, acting on amino acids and derivatives | 0.017215 |
26 | COG4928 | KAP family P-loop domain | 0.017155 |
27 | COG4373 | Mu-like prophage FluMu protein gp28 | 0.017132 |
28 | COG0637 | HAD-superfamily hydrolase subfamily IA, variant 3 | -0.017074 |
29 | COG0474 | ATPase, P-type transporting, HAD superfamily, subfamily IC | -0.017047 |
30 | COG4978 | Transcriptional regulator | -0.017040 |
31 | COG0229 | Has an important function as a repair enzyme for proteins that have been inactivated by oxidation. Catalyzes the reversible oxidation-reduction of methionine sulfoxide in proteins to methionine | -0.016817 |
32 | COG1200 | Critical role in recombination and DNA repair. Helps process Holliday junction intermediates to mature products by catalyzing branch migration. Has a DNA unwinding activity characteristic of a DNA helicase with a 3'- to 5'- polarity. Unwinds branched duplex DNA (Y-DNA) | -0.016809 |
33 | COG0552 | protein localization to endoplasmic reticulum | -0.016638 |
34 | COG1541 | Catalyzes the activation of phenylacetic acid (PA) to phenylacetyl-CoA (PA-CoA) | 0.016557 |
35 | COG0588 | phosphoglycerate mutase activity | -0.016553 |
36 | COG2049 | 5-oxoprolinase (ATP-hydrolyzing) activity | -0.016365 |
37 | COG0673 | inositol 2-dehydrogenase activity | -0.016307 |
38 | COG2249 | NAD(P)H dehydrogenase (quinone) activity | -0.016119 |
39 | COG1433 | Dinitrogenase iron-molybdenum cofactor | 0.016031 |
40 | COG0841 | Belongs to the resistance-nodulation-cell division (RND) (TC 2.A.6) family | 0.016025 |
41 | COG0450 | alkyl hydroperoxide reductase | -0.016014 |
42 | COG1011 | Hydrolase | -0.016010 |
43 | COG0076 | glutamate decarboxylase activity | -0.015854 |
44 | COG0191 | fructose-bisphosphate aldolase activity | -0.015815 |
45 | COG0412 | Dienelactone hydrolase | 0.015748 |
46 | COG1633 | Catalyzes the formation of the isocyclic ring in chlorophyll biosynthesis. Mediates the cyclase reaction, which results in the formation of divinylprotochlorophyllide (Pchlide) characteristic of all chlorophylls from magnesium-protoporphyrin IX 13-monomethyl ester (MgPMME) | -0.015694 |
47 | COG2908 | Hydrolyzes the pyrophosphate bond of UDP-2,3- diacylglucosamine to yield 2,3-diacylglucosamine 1-phosphate (lipid X) and UMP by catalyzing the attack of water at the alpha-P atom. Involved in the biosynthesis of lipid A, a phosphorylated glycolipid that anchors the lipopolysaccharide to the outer membrane of the cell | -0.015638 |
48 | COG3093 | addiction module antidote protein HigA | 0.015622 |
49 | COG3872 | metal-dependent enzyme | 0.015535 |
50 | COG3664 | PFAM glycoside hydrolase family 39 | 0.015508 |
51 | COG3022 | response to hydroperoxide | -0.015387 |
52 | COG1488 | Catalyzes the synthesis of beta-nicotinate D- ribonucleotide from nicotinate and 5-phospho-D-ribose 1-phosphate at the expense of ATP | -0.015373 |
53 | COG3383 | formate dehydrogenase (NAD+) activity | 0.015368 |
54 | COG0752 | glycyl-tRNA synthetase alpha subunit | -0.015290 |
55 | COG3624 | Phosphonate C-P lyase system protein PhnG | 0.015269 |
56 | COG3625 | alpha-D-ribose 1-methylphosphonate 5-triphosphate synthase activity | 0.015269 |
57 | COG3626 | phosphonate metabolism | 0.015269 |
58 | COG3627 | carbon phosphorus lyase activity | 0.015269 |
59 | COG4107 | phosphonate C-P lyase system protein PhnK | 0.015269 |
60 | COG4778 | phosphonate C-P lyase system protein PhnL | 0.015269 |
61 | COG1640 | 4-alpha-glucanotransferase | -0.015253 |
62 | COG2818 | Glycosylase | -0.015235 |
63 | COG1438 | arginine binding | -0.015155 |
64 | 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 | 0.015098 |
65 | 335R8 | 0.015039 | |
66 | COG4803 | membrane protein of uknown function UCP014873 | 0.015037 |
67 | COG3454 | Phosphonate metabolism | 0.015029 |
68 | COG4200 | ABC-2 family transporter protein | -0.014983 |
69 | COG3371 | Protein of unknown function (DUF998) | 0.014943 |
70 | COG0561 | phosphatase activity | -0.014924 |
71 | COG5305 | Membrane | -0.014917 |
72 | COG2331 | Regulatory protein, FmdB family | 0.014898 |
73 | COG1125 | glycine betaine transport | -0.014857 |
74 | COG1793 | dna ligase | -0.014849 |
75 | COG0237 | dephospho-CoA kinase activity | -0.014841 |
76 | 33D13 | 0.014819 | |
77 | COG1823 | symporter activity | -0.014773 |
78 | COG1002 | Type II restriction enzyme, methylase subunits | -0.014736 |
79 | COG0296 | Catalyzes the formation of the alpha-1,6-glucosidic linkages in glycogen by scission of a 1,4-alpha-linked oligosaccharide from growing alpha-1,4-glucan chains and the subsequent attachment of the oligosaccharide to the alpha-1,6 position | -0.014703 |
80 | COG1975 | Xanthine and CO dehydrogenases maturation factor, XdhC CoxF family | 0.014689 |
81 | COG0755 | Required for the export of heme to the periplasm for the biogenesis of c-type cytochromes | 0.014586 |
82 | COG3808 | pump that utilizes the energy of pyrophosphate hydrolysis as the driving force for | -0.014555 |
83 | COG3593 | DNA synthesis involved in DNA repair | -0.014526 |
84 | COG2936 | dipeptidyl-peptidase activity | -0.014517 |
85 | COG1273 | With LigD forms a non-homologous end joining (NHEJ) DNA repair enzyme, which repairs dsDNA breaks with reduced fidelity. Binds linear dsDNA with 5'- and 3'- overhangs but not closed circular dsDNA nor ssDNA. Recruits and stimulates the ligase activity of LigD | -0.014487 |
86 | COG2183 | response to ionizing radiation | -0.014427 |
87 | COG4624 | Iron only hydrogenase large subunit, C-terminal domain | 0.014409 |
88 | COG4464 | protein tyrosine phosphatase activity | -0.014300 |
89 | COG3926 | Glycosyl hydrolase 108 | 0.014179 |
90 | COG1386 | Participates in chromosomal partition during cell division. May act via the formation of a condensin-like complex containing Smc and ScpA that pull DNA away from mid-cell into both cell halves | -0.014171 |
91 | COG1984 | allophanate hydrolase subunit 2 | -0.014121 |
92 | COG4640 | response to antibiotic | -0.014095 |
93 | COG3005 | denitrification pathway | 0.014079 |
94 | COG1560 | Kdo2-lipid A biosynthetic process | -0.013979 |
95 | COG1006 | Multisubunit Na H antiporter MnhC subunit | -0.013968 |
96 | COG1174 | glycine betaine transport | -0.013937 |
97 | COG5519 | DNA primase | 0.013923 |
98 | 31W2T | Universal stress protein family | -0.013866 |
99 | COG4925 | sulfurtransferase activity | 0.013825 |
100 | COG1479 | Protein of unknown function DUF262 | -0.013805 |
101 | COG2211 | Major facilitator Superfamily | -0.013798 |
102 | COG4915 | 5-bromo-4-chloroindolyl phosphate hydrolysis protein | 0.013785 |
103 | COG2720 | vancomycin resistance protein | 0.013764 |
104 | COG5416 | Lipopolysaccharide assembly protein A domain | 0.013755 |
105 | COG4285 | Biotin-protein ligase, N terminal | 0.013752 |
106 | COG3605 | phosphoenolpyruvate-protein phosphotransferase activity | 0.013677 |
107 | COG4988 | ABC transporter | -0.013677 |
108 | COG4469 | Competence protein | 0.013651 |
109 | COG0174 | glutamine synthetase | -0.013619 |
110 | COG1512 | COG1512 Beta-propeller domains of methanol dehydrogenase type | -0.013600 |
111 | COG2267 | carboxylic ester hydrolase activity | 0.013572 |
112 | COG0717 | Belongs to the dCTP deaminase family | -0.013568 |
113 | COG3707 | response regulator | -0.013534 |
114 | COG0262 | Key enzyme in folate metabolism. Catalyzes an essential reaction for de novo glycine and purine synthesis, and for DNA precursor synthesis | -0.013474 |
115 | COG4237 | Hydrogenase 4 membrane | 0.013384 |
116 | COG0639 | Hydrolyzes diadenosine 5',5'''-P1,P4-tetraphosphate to yield ADP | -0.013323 |
117 | COG3450 | Protein of unknown function (DUF861) | 0.013311 |
118 | 31PR8 | 0.013307 | |
119 | 33C41 | 0.013307 | |
120 | 2Z83C | 0.013307 | |
121 | 2ZABJ | 0.013307 | |
122 | 32V6V | 0.013307 | |
123 | COG1310 | metal-dependent protease of the Pad1 Jab1 superfamily | -0.013291 |
124 | COG2414 | aldehyde ferredoxin oxidoreductase | 0.013234 |
125 | COG0735 | belongs to the Fur family | -0.013230 |
126 | COG0120 | Catalyzes the reversible conversion of ribose-5- phosphate to ribulose 5-phosphate | -0.013213 |
127 | COG3366 | ferrous iron transmembrane transporter activity | 0.013210 |
128 | COG1597 | lipid kinase activity | -0.013203 |
129 | COG0575 | Belongs to the CDS family | -0.013163 |
130 | COG0686 | Belongs to the AlaDH PNT family | 0.013090 |
131 | COG4245 | von Willebrand factor, type A | 0.013088 |
132 | COG1767 | triphosphoribosyl-dephospho-CoA synthase activity | -0.013023 |
133 | COG2819 | hydrolase of the alpha beta superfamily | -0.013021 |
134 | COG3498 | tail tube protein | 0.012968 |
135 | COG3499 | P2 GpU family protein | 0.012968 |
136 | COG1178 | ABC-type Fe3 transport system permease component | -0.012948 |
137 | COG4635 | menaquinone-dependent protoporphyrinogen oxidase activity | -0.012934 |
138 | COG2897 | thiosulfate sulfurtransferase activity | 0.012922 |
139 | COG4927 | Acyl-coenzyme A 6-aminopenicillanic acid acyl-transferase | 0.012920 |
140 | COG0123 | including yeast histone deacetylase and acetoin utilization protein | 0.012912 |
141 | COG1285 | pathogenesis | 0.012842 |
142 | COG2314 | TM2 domain | -0.012771 |
143 | COG1209 | Catalyzes the formation of dTDP-glucose, from dTTP and glucose 1-phosphate, as well as its pyrophosphorolysis | -0.012759 |
144 | 341CM | Bacterial regulatory proteins, tetR family | -0.012755 |
145 | COG1448 | Aminotransferase | -0.012741 |
146 | COG1214 | PFAM Peptidase M22, glycoprotease | -0.012655 |
147 | COG3666 | COG3666 Transposase and inactivated derivatives | -0.012642 |
148 | COG0067 | glutamate synthase | 0.012559 |
149 | 32US0 | Putative redox-active protein (C_GCAxxG_C_C) | -0.012508 |
150 | COG5625 | HemY protein N-terminus | 0.012476 |
151 | COG0382 | Catalyzes the prenylation of para-hydroxybenzoate (PHB) with an all-trans polyprenyl group. Mediates the second step in the final reaction sequence of ubiquinone-8 (UQ-8) biosynthesis, which is the condensation of the polyisoprenoid side chain with PHB, generating the first membrane-bound Q intermediate 3- octaprenyl-4-hydroxybenzoate | -0.012421 |
152 | COG0243 | molybdopterin cofactor binding | 0.012417 |
153 | COG1708 | protein C-terminal S-isoprenylcysteine carboxyl O-methyltransferase activity | 0.012396 |
154 | COG1373 | ATPase (AAA superfamily | -0.012362 |
155 | COG1526 | Required for formate dehydrogenase (FDH) activity. Acts as a sulfur carrier protein that transfers sulfur from IscS to the molybdenum cofactor prior to its insertion into FDH | 0.012317 |
156 | COG2421 | Acetamidase/Formamidase family | 0.012300 |
157 | 2Z7XJ | Bacteriophage head to tail connecting protein | 0.012298 |
158 | COG2309 | aminopeptidase activity | -0.012261 |
159 | COG1550 | Protein conserved in bacteria | 0.012239 |
160 | COG2021 | Transfers an acetyl group from acetyl-CoA to L- homoserine, forming acetyl-L-homoserine | -0.012214 |
161 | COG4152 | abc transporter atp-binding protein | -0.012208 |
162 | COG3830 | Belongs to the UPF0237 family | -0.012202 |
163 | COG1522 | sequence-specific DNA binding | 0.012119 |
164 | COG2252 | PERMEase | -0.012110 |
165 | COG4540 | Baseplate assembly protein | 0.012107 |
166 | 33JI9 | PFAM FeoA family protein | -0.012088 |
167 | COG4592 | Periplasmic binding protein | 0.012058 |
168 | COG4145 | pantothenate transmembrane transporter activity | 0.012042 |
169 | COG0512 | Glutamine amidotransferase of anthranilate synthase | -0.012035 |
170 | COG2764 | glyoxalase bleomycin resistance protein dioxygenase | -0.012031 |
171 | COG1188 | Ribosome-associated heat shock protein implicated in the recycling of the 50S subunit, (S4 paralog)) | -0.011999 |
172 | 33BC0 | PFAM Coenzyme PQQ synthesis protein D (PqqD) | 0.011997 |
173 | COG3273 | potassium ion transport | -0.011989 |
174 | COG1540 | 5-oxoprolinase (ATP-hydrolyzing) activity | -0.011987 |
175 | COG0336 | Belongs to the RNA methyltransferase TrmD family | -0.011974 |
176 | COG0858 | One of several proteins that assist in the late maturation steps of the functional core of the 30S ribosomal subunit. Associates with free 30S ribosomal subunits (but not with 30S subunits that are part of 70S ribosomes or polysomes). Required for efficient processing of 16S rRNA. May interact with the 5'-terminal helix region of 16S rRNA | -0.011974 |
177 | COG0560 | Phosphoserine phosphatase | -0.011971 |
178 | COG1121 | (ABC) transporter | -0.011929 |
179 | 30TKF | 0.011922 | |
180 | COG1296 | Branched-chain amino acid permease (Azaleucine resistance) | 0.011911 |
181 | COG0037 | tRNA processing | -0.011866 |
182 | COG1116 | anion transmembrane transporter activity | -0.011863 |
183 | COG1866 | Involved in the gluconeogenesis. Catalyzes the conversion of oxaloacetate (OAA) to phosphoenolpyruvate (PEP) through direct phosphoryl transfer between the nucleoside triphosphate and OAA | -0.011761 |
184 | COG2839 | Protein conserved in bacteria | 0.011761 |
185 | COG3600 | Phage-associated protein | -0.011746 |
186 | COG1434 | Gram-negative-bacterium-type cell wall biogenesis | -0.011735 |
187 | COG1690 | Belongs to the RtcB family | -0.011732 |
188 | COG2232 | ATP-grasp domain | 0.011682 |
189 | COG3293 | Transposase | 0.011681 |
190 | 32YT2 | Protein of unknown function (DUF2442) | 0.011664 |
191 | COG2176 | DNA-directed DNA polymerase activity | -0.011658 |
192 | COG2230 | cyclopropane-fatty-acyl-phospholipid synthase | -0.011602 |
193 | 32TNY | Domain of unknown function (DUF1992) | 0.011578 |
194 | COG0214 | Catalyzes the formation of pyridoxal 5'-phosphate from ribose 5-phosphate (RBP), glyceraldehyde 3-phosphate (G3P) and ammonia. The ammonia is provided by the PdxT subunit. Can also use ribulose 5-phosphate and dihydroxyacetone phosphate as substrates, resulting from enzyme-catalyzed isomerization of RBP and G3P, respectively | 0.011554 |
195 | COG1343 | CRISPR (clustered regularly interspaced short palindromic repeat), is an adaptive immune system that provides protection against mobile genetic elements (viruses, transposable elements and conjugative plasmids). CRISPR clusters contain sequences complementary to antecedent mobile elements and target invading nucleic acids. CRISPR clusters are transcribed and processed into CRISPR RNA (crRNA). Functions as a ssRNA-specific endoribonuclease. Involved in the integration of spacer DNA into the CRISPR cassette | -0.011550 |
196 | COG3811 | Belongs to the UPF0386 family | 0.011483 |
197 | COG0171 | NAD+ synthase (glutamine-hydrolyzing) activity | -0.011478 |
198 | COG2996 | Protein conserved in bacteria | -0.011442 |
199 | COG3602 | ACT domain | 0.011426 |
200 | 32SGE | Protein of unknown function (DUF3793) | -0.011424 |
201 | COG2510 | membrane | 0.011400 |
202 | COG3641 | Membrane | -0.011394 |
203 | COG0692 | Excises uracil residues from the DNA which can arise as a result of misincorporation of dUMP residues by DNA polymerase or due to deamination of cytosine | -0.011359 |
204 | COG3862 | protein with conserved CXXC pairs | -0.011344 |
205 | COG1392 | Phosphate transport regulator | 0.011320 |
206 | COG0312 | modulator of DNA gyrase | -0.011297 |
207 | COG3311 | Transcriptional regulator | 0.011273 |
208 | COG5005 | Phage virion morphogenesis | 0.011263 |
209 | COG1484 | DNA-dependent DNA replication | -0.011261 |
210 | COG2173 | Catalyzes hydrolysis of the D-alanyl-D-alanine dipeptide | -0.011243 |
211 | COG1764 | response to oxidative stress | -0.011231 |
212 | COG1788 | Acyl CoA acetate 3-ketoacid CoA transferase, alpha subunit | -0.011206 |
213 | COG2057 | Acyl CoA acetate 3-ketoacid CoA transferase beta subunit | -0.011206 |
214 | COG0641 | radical SAM | -0.011189 |
215 | COG1465 | 3-dehydroquinate synthase | 0.011161 |
216 | 2ZK16 | Histidine Phosphotransfer domain | 0.011112 |
217 | COG1225 | Alkyl hydroperoxide reductase Thiol specific antioxidant Mal allergen | 0.011106 |
218 | COG1148 | 4fe-4S ferredoxin, iron-sulfur binding domain protein | 0.011088 |
219 | COG3090 | Trap-type c4-dicarboxylate transport system, small permease component | 0.011075 |
220 | COG5547 | Small integral membrane protein | -0.011054 |
221 | COG4767 | VanZ like family | 0.011050 |
222 | COG4709 | membrane | -0.011036 |
223 | COG0378 | Facilitates the functional incorporation of the urease nickel metallocenter. This process requires GTP hydrolysis, probably effectuated by UreG | 0.011032 |
224 | COG1245 | 4Fe-4S binding domain | 0.011019 |
225 | COG1138 | Cytochrome C-type biogenesis protein | 0.010999 |
226 | COG2332 | Heme chaperone required for the biogenesis of c-type cytochromes. Transiently binds heme delivered by CcmC and transfers the heme to apo-cytochromes in a process facilitated by CcmF and CcmH | 0.010999 |
227 | COG3576 | pyridoxamine 5-phosphate | -0.010999 |
228 | COG2356 | endonuclease I | 0.010989 |
229 | COG1063 | alcohol dehydrogenase | -0.010965 |
230 | COG3344 | reverse transcriptase | 0.010964 |
231 | COG0620 | Catalyzes the transfer of a methyl group from 5- methyltetrahydrofolate to homocysteine resulting in methionine formation | -0.010910 |
232 | COG4643 | DNA integration | 0.010905 |
233 | COG3970 | fumarylacetoacetate (FAA) hydrolase | 0.010904 |
234 | 32TMV | Bacterial inner membrane protein | 0.010870 |
235 | COG1830 | Aldolase | 0.010830 |
236 | COG0337 | Catalyzes the conversion of 3-deoxy-D-arabino- heptulosonate 7-phosphate (DAHP) to dehydroquinate (DHQ) | -0.010811 |
237 | COG2094 | Belongs to the DNA glycosylase MPG family | -0.010809 |
238 | COG1259 | PFAM Uncharacterised ACR, COG1259 | 0.010794 |
239 | COG0807 | Catalyzes the conversion of D-ribulose 5-phosphate to formate and 3,4-dihydroxy-2-butanone 4-phosphate | -0.010729 |
240 | COG1813 | peptidyl-tyrosine sulfation | 0.010716 |
241 | COG1765 | OsmC-like protein | 0.010701 |
242 | COG2111 | Na H antiporter | -0.010691 |
243 | COG1863 | multisubunit Na H antiporter MnhE subunit | -0.010691 |
244 | 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 | 0.010625 |
245 | COG0404 | The glycine cleavage system catalyzes the degradation of glycine | 0.010625 |
246 | COG1922 | lipopolysaccharide N-acetylmannosaminouronosyltransferase activity | -0.010621 |
247 | 312Q2 | 0.010620 | |
248 | COG2816 | NAD+ diphosphatase activity | -0.010619 |
249 | COG0580 | Belongs to the MIP aquaporin (TC 1.A.8) family | -0.010599 |
250 | COG2912 | Transglutaminase-like superfamily | -0.010595 |