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 | COG1398 | Fatty acid desaturase | 0.016419 |
2 | COG3415 | Transposase | 0.014401 |
3 | COG3335 | DDE superfamily endonuclease | 0.014347 |
4 | COG0588 | phosphoglycerate mutase activity | 0.014313 |
5 | COG1140 | nitrate reductase beta subunit | 0.014103 |
6 | COG3002 | Belongs to the UPF0753 family | 0.014090 |
7 | COG0701 | Predicted permease | -0.014007 |
8 | COG2180 | nitrate reductase molybdenum cofactor assembly chaperone | 0.013986 |
9 | COG2116 | formate transmembrane transporter activity | 0.013374 |
10 | COG1832 | CoA-binding protein | -0.013226 |
11 | COG2930 | (twin-arginine translocation) pathway signal | 0.013199 |
12 | 32VW1 | 0.013089 | |
13 | COG4398 | FIST C domain | 0.012839 |
14 | COG2321 | neutral zinc metallopeptidase | 0.012820 |
15 | COG1454 | alcohol dehydrogenase | -0.012733 |
16 | COG1525 | nuclease | 0.012562 |
17 | COG0122 | 3-methyladenine DNA glycosylase 8-oxoguanine DNA glycosylase | 0.012493 |
18 | COG1222 | aaa ATPase | 0.012333 |
19 | COG1513 | Catalyzes the reaction of cyanate with bicarbonate to produce ammonia and carbon dioxide | 0.012302 |
20 | 3316G | Protein of unknown function (DUF3386) | 0.012270 |
21 | COG0375 | protein maturation | -0.012217 |
22 | COG4521 | taurine ABC transporter | -0.012213 |
23 | COG2191 | Formylmethanofuran dehydrogenase, subunit e | -0.012182 |
24 | COG2391 | methyltransferase activity | -0.012181 |
25 | COG1402 | creatininase | -0.012136 |
26 | COG0648 | Endonuclease IV plays a role in DNA repair. It cleaves phosphodiester bonds at apurinic or apyrimidinic sites (AP sites) to produce new 5'-ends that are base-free deoxyribose 5-phosphate residues. It preferentially attacks modified AP sites created by bleomycin and neocarzinostatin | -0.012121 |
27 | COG0833 | amino acid | 0.011988 |
28 | COG3237 | CsbD-like | 0.011972 |
29 | COG1053 | succinate dehydrogenase | -0.011864 |
30 | COG3676 | manually curated | 0.011368 |
31 | COG3253 | May function as heme-dependent peroxidase | 0.011365 |
32 | 33AK9 | Antitoxin Phd_YefM, type II toxin-antitoxin system | 0.011300 |
33 | COG0348 | domain, Protein | -0.011270 |
34 | COG0661 | Is probably a protein kinase regulator of UbiI activity which is involved in aerobic coenzyme Q (ubiquinone) biosynthesis | -0.011245 |
35 | COG3182 | Iron-regulated membrane protein | 0.011209 |
36 | COG4314 | lipoprotein involved in nitrous oxide reduction | -0.011173 |
37 | COG1022 | Amp-dependent synthetase and ligase | -0.011071 |
38 | 2ZTJS | Protein of unknown function (DUF2958) | 0.010966 |
39 | COG1301 | dicarboxylic acid transport | 0.010931 |
40 | COG4096 | Type I site-specific restriction-modification system, R (Restriction) subunit and related | 0.010923 |
41 | COG3883 | PFAM NLP P60 protein | 0.010850 |
42 | COG0680 | Initiates the rapid degradation of small, acid-soluble proteins during spore germination | -0.010809 |
43 | COG0395 | ABC-type sugar transport system, permease component | -0.010790 |
44 | COG3587 | Type III restriction enzyme, res subunit | 0.010704 |
45 | COG4258 | 3-demethylubiquinone-9 3-O-methyltransferase activity | 0.010699 |
46 | COG0374 | Belongs to the NiFe NiFeSe hydrogenase large subunit family | -0.010646 |
47 | COG1740 | oxidoreductase activity, acting on hydrogen as donor, iron-sulfur protein as acceptor | -0.010646 |
48 | COG0298 | carbon dioxide binding | -0.010629 |
49 | COG4715 | Zinc finger, swim domain protein | 0.010601 |
50 | 2Z7UJ | Alginate export | 0.010570 |
51 | COG1924 | 4 iron, 4 sulfur cluster binding | -0.010541 |
52 | COG5555 | FG-GAP repeat | 0.010495 |
53 | COG1966 | Carbon starvation protein | 0.010456 |
54 | COG4637 | Psort location Cytoplasmic, score | -0.010383 |
55 | COG0679 | Auxin Efflux Carrier | -0.010382 |
56 | COG2186 | Transcriptional regulator | -0.010293 |
57 | COG0230 | Belongs to the bacterial ribosomal protein bL34 family | -0.010263 |
58 | COG1245 | 4Fe-4S binding domain | 0.010192 |
59 | COG3313 | Fe-S protein | -0.010186 |
60 | COG1861 | Spore coat polysaccharide biosynthesis protein F CMP-KDO synthetase | 0.010136 |
61 | COG3462 | membrane protein (DUF2078) | -0.010120 |
62 | COG3746 | phosphate-selective porin O and P | 0.010113 |
63 | 2ZAF0 | Rhamnogalacturonate lyase | 0.010106 |
64 | COG4233 | Disulphide bond corrector protein DsbC | 0.010078 |
65 | COG5496 | Thioesterase | -0.010054 |
66 | COG0334 | Belongs to the Glu Leu Phe Val dehydrogenases family | 0.010031 |
67 | COG2055 | Belongs to the LDH2 MDH2 oxidoreductase family | -0.010030 |
68 | COG0543 | 2 iron, 2 sulfur cluster binding | -0.010027 |
69 | COG1171 | 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 | -0.010020 |
70 | COG3004 | Na( ) H( ) antiporter that extrudes sodium in exchange for external protons | 0.010007 |
71 | 31W2T | Universal stress protein family | -0.010005 |
72 | COG3108 | Peptidase M15 | 0.009982 |
73 | COG4627 | Pfam Methyltransferase | 0.009919 |
74 | 33B3Z | 0.009894 | |
75 | COG1226 | (belongs to the monovalent cation proton antiporter 2 (CPA2) transporter (TC 2.A.37) family) | -0.009886 |
76 | COG3293 | Transposase | 0.009880 |
77 | COG0397 | Uncharacterized ACR, YdiU/UPF0061 family | 0.009862 |
78 | COG3320 | Male sterility | 0.009859 |
79 | COG5617 | Psort location CytoplasmicMembrane, score | -0.009858 |
80 | COG0411 | ABC transporter | -0.009855 |
81 | 33CEF | Uncharacterised nucleotidyltransferase | 0.009845 |
82 | COG2608 | mercury ion transmembrane transporter activity | -0.009833 |
83 | COG3225 | cell adhesion | 0.009780 |
84 | 30ZJ3 | Gram-negative bacterial TonB protein C-terminal | -0.009776 |
85 | COG3957 | D-xylulose 5-phosphate D-fructose 6-phosphate phosphoketolase | 0.009745 |
86 | COG4424 | Sulfotransferase | 0.009741 |
87 | COG1433 | Dinitrogenase iron-molybdenum cofactor | -0.009735 |
88 | COG2363 | Small membrane protein | 0.009691 |
89 | COG2133 | pyrroloquinoline quinone binding | 0.009690 |
90 | 33FA9 | O-antigen ligase like membrane protein | -0.009679 |
91 | COG1787 | Restriction endonuclease | -0.009605 |
92 | COG3600 | Phage-associated protein | 0.009571 |
93 | COG5426 | von Willebrand factor, type A | 0.009568 |
94 | COG0175 | sulfate reduction | 0.009528 |
95 | COG3795 | YCII-related domain | 0.009524 |
96 | 333E7 | 0.009520 | |
97 | COG0759 | Could be involved in insertion of integral membrane proteins into the membrane | -0.009506 |
98 | 2Z8T4 | Carboxysome shell peptide mid-region | 0.009503 |
99 | 2Z9V7 | carboxysome shell | 0.009503 |
100 | COG4576 | ethanolamine utilization protein EutN carboxysome structural protein Ccml | 0.009503 |
101 | COG4577 | Carbon dioxide concentrating mechanism carboxysome shell protein | 0.009503 |
102 | COG1574 | metal-dependent hydrolase with the TIM-barrel fold | -0.009498 |
103 | COG0437 | 4 iron, 4 sulfur cluster binding | -0.009455 |
104 | COG1858 | cytochrome C peroxidase | 0.009453 |
105 | COG0060 | amino acids such as valine, to avoid such errors it has two additional distinct tRNA(Ile)-dependent editing activities. One activity is designated as 'pretransfer' editing and involves the hydrolysis of activated Val-AMP. The other activity is designated 'posttransfer' editing and involves deacylation of mischarged Val-tRNA(Ile) | -0.009447 |
106 | COG1620 | l-lactate permease | -0.009427 |
107 | COG2329 | Antibiotic biosynthesis monooxygenase | 0.009417 |
108 | COG0309 | Hydrogenase expression formation protein (HypE) | -0.009413 |
109 | COG1775 | 2-hydroxyglutaryl-CoA dehydratase, D-component | -0.009399 |
110 | 2ZIIW | 0.009397 | |
111 | COG2146 | nitrite reductase [NAD(P)H] activity | 0.009397 |
112 | 2Z8M4 | 0.009395 | |
113 | COG2759 | Belongs to the formate--tetrahydrofolate ligase family | -0.009359 |
114 | COG1412 | self proteolysis | 0.009344 |
115 | COG0736 | holo-[acyl-carrier-protein] synthase activity | -0.009267 |
116 | COG5621 | secreted hydrolase | 0.009261 |
117 | 310CC | TonB C terminal | 0.009256 |
118 | COG1533 | DNA photolyase activity | 0.009253 |
119 | COG0560 | Phosphoserine phosphatase | 0.009229 |
120 | COG3221 | ABC-type phosphate phosphonate transport system periplasmic component | -0.009210 |
121 | COG1213 | nucleotidyl transferase | 0.009204 |
122 | 32ZM7 | 0.009193 | |
123 | COG4666 | Tripartite ATP-independent periplasmic transporter, DctM component | -0.009182 |
124 | COG2945 | thiolester hydrolase activity | 0.009174 |
125 | COG4638 | Rieske (2fe-2S) | -0.009162 |
126 | COG2312 | Erythromycin esterase | 0.009141 |
127 | COG3947 | sequence-specific DNA binding | -0.009139 |
128 | COG1270 | Converts cobyric acid to cobinamide by the addition of aminopropanol on the F carboxylic group | -0.009139 |
129 | COG3242 | Uncharacterized protein conserved in bacteria (DUF2065) | 0.009124 |
130 | COG1820 | Belongs to the metallo-dependent hydrolases superfamily. NagA family | -0.009121 |
131 | COG3247 | response to pH | 0.009102 |
132 | COG0444 | Belongs to the ABC transporter superfamily | -0.009076 |
133 | 31KQ8 | 0.009073 | |
134 | COG1838 | Catalyzes the reversible hydration of fumarate to (S)- malate | -0.009056 |
135 | COG0068 | Along with HypE, it catalyzes the synthesis of the CN ligands of the active site iron of NiFe -hydrogenases using carbamoylphosphate as a substrate. It functions as a carbamoyl transferase using carbamoylphosphate as a substrate and transferring the carboxamido moiety in an ATP-dependent reaction to the thiolate of the C-terminal cysteine of HypE yielding a protein-S-carboxamide | -0.009046 |
136 | COG2124 | cytochrome p450 | 0.009012 |
137 | COG3058 | Necessary for formate dehydrogenase activity | -0.009008 |
138 | COG1023 | phosphogluconate dehydrogenase (decarboxylating) activity | 0.009001 |
139 | COG4782 | Protein conserved in bacteria | 0.009000 |
140 | COG2906 | 2 iron, 2 sulfur cluster binding | 0.008982 |
141 | 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 | 0.008971 |
142 | COG4555 | ABC transporter | -0.008961 |
143 | COG1763 | Mo-molybdopterin cofactor biosynthetic process | 0.008957 |
144 | COG1175 | transmembrane transport | -0.008954 |
145 | COG1201 | RNA secondary structure unwinding | 0.008942 |
146 | COG0132 | Catalyzes a mechanistically unusual reaction, the ATP- dependent insertion of CO2 between the N7 and N8 nitrogen atoms of 7,8-diaminopelargonic acid (DAPA) to form an ureido ring | 0.008930 |
147 | COG1802 | Transcriptional regulator | -0.008903 |
148 | 2ZMK7 | 0.008886 | |
149 | 2ZP2P | 0.008886 | |
150 | 334KX | Proto-chlorophyllide reductase 57 kd subunit | 0.008886 |
151 | 33MXU | 0.008886 | |
152 | COG1937 | Protein conserved in bacteria | -0.008884 |
153 | COG2920 | part of a sulfur-relay system | -0.008868 |
154 | 33AW2 | 0.008845 | |
155 | 336WS | Replication-relaxation | 0.008845 |
156 | 33G8J | 0.008845 | |
157 | COG3636 | 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 | -0.008803 |
158 | COG2354 | Protein conserved in bacteria | 0.008796 |
159 | COG2991 | Protein conserved in bacteria | 0.008796 |
160 | COG3222 | Protein conserved in bacteria | 0.008789 |
161 | COG2192 | nodulation | 0.008758 |
162 | 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 | -0.008732 |
163 | COG1047 | Peptidyl-prolyl cis-trans | 0.008715 |
164 | COG0518 | GMP synthase (glutamine-hydrolyzing) activity | -0.008701 |
165 | COG0601 | transmembrane transport | -0.008682 |
166 | COG1173 | ABC-type dipeptide oligopeptide nickel transport systems, permease components | -0.008682 |
167 | COG1296 | Branched-chain amino acid permease (Azaleucine resistance) | -0.008681 |
168 | COG2071 | gamma-glutamyl-gamma-aminobutyrate hydrolase activity | -0.008679 |
169 | COG0665 | tRNA (5-methylaminomethyl-2-thiouridylate)-methyltransferase activity | -0.008663 |
170 | COG3189 | MarR family transcriptional regulator | 0.008656 |
171 | COG3748 | Urate oxidase N-terminal | 0.008653 |
172 | COG1089 | Catalyzes the conversion of GDP-D-mannose to GDP-4- dehydro-6-deoxy-D-mannose | 0.008653 |
173 | COG3039 | Transposase | 0.008619 |
174 | COG3832 | glyoxalase III activity | 0.008610 |
175 | COG2091 | lysine biosynthetic process via aminoadipic acid | 0.008603 |
176 | COG2113 | Glycine betaine | -0.008591 |
177 | COG4175 | Glycine betaine | -0.008591 |
178 | COG4176 | ABC-type proline glycine betaine transport system permease component | -0.008591 |
179 | COG4453 | Protein conserved in bacteria | 0.008573 |
180 | COG3385 | transposase activity | 0.008564 |
181 | COG5433 | transposase activity | 0.008545 |
182 | COG3615 | Tellurite resistance protein tehB | 0.008529 |
183 | COG2605 | GHMP kinase | 0.008523 |
184 | 32VYT | T5orf172 | 0.008501 |
185 | 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 | 0.008493 |
186 | COG2079 | MmgE PrpD family protein | -0.008492 |
187 | COG1289 | transmembrane transporter activity | -0.008476 |
188 | COG2764 | glyoxalase bleomycin resistance protein dioxygenase | 0.008471 |
189 | 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 | -0.008458 |
190 | COG2256 | atpase related to the helicase subunit of the holliday junction resolvase | -0.008446 |
191 | COG3408 | Glycogen debranching enzyme | 0.008445 |
192 | COG1034 | ATP synthesis coupled electron transport | -0.008439 |
193 | COG0003 | Pfam Anion-transporting ATPase | -0.008437 |
194 | COG0697 | spore germination | -0.008423 |
195 | COG1797 | cobyrinic acid a,c-diamide synthase activity | -0.008402 |
196 | COG0747 | negative chemotaxis | -0.008400 |
197 | COG2847 | Copper chaperone PCu(A)C | -0.008398 |
198 | 336ZC | Protein of unknown function (DUF2442) | 0.008366 |
199 | COG0709 | Synthesizes selenophosphate from selenide and ATP | -0.008329 |
200 | COG1488 | Catalyzes the synthesis of beta-nicotinate D- ribonucleotide from nicotinate and 5-phospho-D-ribose 1-phosphate at the expense of ATP | -0.008321 |
201 | COG5126 | Ca2 -binding protein (EF-Hand superfamily | -0.008317 |
202 | 3414V | Macrocin-O-methyltransferase (TylF) | 0.008314 |
203 | COG4630 | Xanthine dehydrogenase iron-sulfur cluster and FAD-binding subunit A | -0.008292 |
204 | COG4446 | Protein conserved in bacteria | 0.008286 |
205 | COG2259 | Doxx family | 0.008282 |
206 | 2ZC6I | 0.008281 | |
207 | 32ZE4 | Protein of unknown function (DUF3775) | -0.008241 |
208 | 339JC | MerR HTH family regulatory protein | 0.008231 |
209 | COG3577 | Aspartyl protease | 0.008230 |
210 | COG3379 | PFAM type I phosphodiesterase nucleotide pyrophosphatase | 0.008197 |
211 | COG3119 | arylsulfatase activity | 0.008189 |
212 | COG5006 | permease, DMT superfamily | -0.008162 |
213 | COG0232 | Belongs to the dGTPase family. Type 2 subfamily | -0.008148 |
214 | COG2873 | o-acetylhomoserine | -0.008130 |
215 | COG4263 | nitrous-oxide reductase activity | -0.008126 |
216 | COG0025 | NhaP-type Na H and K H | 0.008125 |
217 | COG2239 | Acts as a magnesium transporter | 0.008121 |
218 | COG0045 | succinate-CoA ligase (ADP-forming) activity | -0.008118 |
219 | COG3673 | conserved protein | 0.008102 |
220 | COG3622 | Belongs to the hyi family | -0.008101 |
221 | COG2032 | superoxide dismutase activity | 0.008080 |
222 | 32ZSB | Protein of unknown function (DUF3309) | 0.008080 |
223 | 32RYR | Domain of unknown function (DUF4112) | 0.008079 |
224 | 3019X | 0.008078 | |
225 | COG4584 | PFAM Integrase catalytic | 0.008068 |
226 | COG1748 | Saccharopine dehydrogenase | 0.008054 |
227 | COG2826 | transposase and inactivated derivatives, IS30 family | 0.008052 |
228 | COG3845 | ABC transporter | -0.008042 |
229 | COG0431 | NADPH-dependent FMN reductase | 0.008040 |
230 | COG0626 | cystathionine gamma-synthase activity | -0.008036 |
231 | COG3899 | AAA ATPase domain | -0.008031 |
232 | COG2165 | general secretion pathway protein | -0.008022 |
233 | COG3197 | Cytochrome oxidase maturation protein | -0.008012 |
234 | COG1765 | OsmC-like protein | -0.008011 |
235 | COG2855 | membrane | -0.008008 |
236 | COG3215 | Pilus assembly protein PilZ | 0.007993 |
237 | COG1350 | The beta subunit is responsible for the synthesis of L- tryptophan from indole and L-serine | -0.007983 |
238 | COG4774 | siderophore transport | 0.007978 |
239 | COG1742 | UPF0060 membrane protein | 0.007978 |
240 | 2ZBIP | 0.007966 | |
241 | COG0381 | UDP-N-acetylglucosamine 2-epimerase activity | 0.007962 |
242 | COG3698 | Phosphodiester glycosidase | 0.007958 |
243 | COG1125 | glycine betaine transport | 0.007945 |
244 | COG2322 | membrane | 0.007944 |
245 | COG0554 | Key enzyme in the regulation of glycerol uptake and metabolism. Catalyzes the phosphorylation of glycerol to yield sn- glycerol 3-phosphate | -0.007943 |
246 | COG1806 | Bifunctional serine threonine kinase and phosphorylase involved in the regulation of the | -0.007943 |
247 | 33DCB | 0.007942 | |
248 | COG5083 | PhoD-like phosphatase | 0.007942 |
249 | COG2355 | Zn-dependent dipeptidase, microsomal dipeptidase | -0.007941 |
250 | 2ZB8M | 0.007938 |