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 | COG3527 | Alpha-acetolactate decarboxylase | 0.065154 |
2 | COG0643 | Histidine kinase | -0.041826 |
3 | COG3393 | -acetyltransferase | 0.040926 |
4 | COG0395 | ABC-type sugar transport system, permease component | -0.039647 |
5 | COG4213 | ABC transporter substrate-binding protein | -0.038247 |
6 | COG1788 | Acyl CoA acetate 3-ketoacid CoA transferase, alpha subunit | -0.037968 |
7 | COG2057 | Acyl CoA acetate 3-ketoacid CoA transferase beta subunit | -0.037968 |
8 | COG3843 | relaxase mobilization nuclease domain protein | -0.035871 |
9 | COG0738 | Major facilitator superfamily | 0.035779 |
10 | COG0210 | DNA helicase | -0.034170 |
11 | COG3250 | beta-galactosidase activity | -0.033565 |
12 | COG3669 | Alpha-L-fucosidase | -0.032472 |
13 | COG1199 | ATP-dependent helicase activity | 0.032190 |
14 | COG1080 | General (non sugar-specific) component of the phosphoenolpyruvate-dependent sugar phosphotransferase system (sugar PTS). This major carbohydrate active-transport system catalyzes the phosphorylation of incoming sugar substrates concomitantly with their translocation across the cell membrane. Enzyme I transfers the phosphoryl group from phosphoenolpyruvate (PEP) to the phosphoryl carrier protein (HPr) | -0.031737 |
15 | COG4758 | membrane | 0.031559 |
16 | COG3247 | response to pH | -0.031490 |
17 | COG0071 | Belongs to the small heat shock protein (HSP20) family | -0.030368 |
18 | COG1228 | amidohydrolase | -0.030283 |
19 | COG2524 | Domain in cystathionine beta-synthase and other proteins. | 0.030273 |
20 | COG3587 | Type III restriction enzyme, res subunit | -0.030180 |
21 | COG4857 | Catalyzes the phosphorylation of methylthioribose into methylthioribose-1-phosphate | 0.029968 |
22 | 33KDK | Ribosomal protein L33 | -0.029914 |
23 | COG2409 | Drug exporters of the RND superfamily | 0.029820 |
24 | COG2259 | Doxx family | 0.029567 |
25 | COG4977 | sequence-specific DNA binding | -0.029503 |
26 | 32D2I | 0.029218 | |
27 | COG1501 | Belongs to the glycosyl hydrolase 31 family | -0.029157 |
28 | COG1134 | teichoic acid transport | 0.028955 |
29 | COG4225 | unsaturated rhamnogalacturonyl hydrolase activity | 0.028372 |
30 | 2ZB5J | Domain of unknown function (DUF4299) | -0.028317 |
31 | COG2918 | glutathione biosynthetic process | 0.028300 |
32 | COG0348 | domain, Protein | -0.028253 |
33 | COG2873 | o-acetylhomoserine | -0.028010 |
34 | COG3837 | Cupin domain | -0.027694 |
35 | 2Z7S8 | Bacterial cellulose synthase subunit | 0.027607 |
36 | COG3275 | phosphorelay sensor kinase activity | 0.027589 |
37 | COG4732 | ThiW protein | -0.027583 |
38 | COG0644 | oxidoreductase | -0.027354 |
39 | 33E1E | Protein of unknown function (DUF3042) | 0.027241 |
40 | COG1182 | Catalyzes the reductive cleavage of azo bond in aromatic azo compounds to the corresponding amines. Requires NADH, but not NADPH, as an electron donor for its activity | 0.027181 |
41 | COG0239 | Important for reducing fluoride concentration in the cell, thus reducing its toxicity | -0.027133 |
42 | COG4099 | phospholipase Carboxylesterase | 0.026953 |
43 | COG4409 | exo-alpha-(2->6)-sialidase activity | -0.026734 |
44 | COG4894 | glucomannan catabolic process | 0.026437 |
45 | COG3010 | Converts N-acetylmannosamine-6-phosphate (ManNAc-6-P) to N-acetylglucosamine-6-phosphate (GlcNAc-6-P) | -0.026334 |
46 | COG4464 | protein tyrosine phosphatase activity | 0.026291 |
47 | COG1077 | Cell shape determining protein MreB Mrl | -0.026047 |
48 | COG3410 | Uncharacterized conserved protein (DUF2075) | -0.025800 |
49 | COG0673 | inositol 2-dehydrogenase activity | -0.025748 |
50 | COG2213 | PTS system mannitol-specific | 0.025532 |
51 | COG1021 | 2,3-dihydroxybenzoate-AMP ligase | 0.024915 |
52 | COG0289 | 4-hydroxy-tetrahydrodipicolinate reductase | 0.024863 |
53 | COG3212 | peptidase | 0.024722 |
54 | 33F46 | -0.024575 | |
55 | COG1061 | Type III restriction enzyme res subunit | 0.024565 |
56 | 345AV | Cyclic nucleotide-monophosphate binding domain | 0.024547 |
57 | COG1797 | cobyrinic acid a,c-diamide synthase activity | -0.024405 |
58 | COG2944 | sequence-specific DNA binding | 0.024398 |
59 | COG3072 | Adenylate cyclase | 0.024308 |
60 | COG1455 | protein-N(PI)-phosphohistidine-lactose phosphotransferase system transporter activity | 0.024250 |
61 | COG3559 | Exporter of polyketide antibiotics | -0.024125 |
62 | COG0610 | Subunit R is required for both nuclease and ATPase activities, but not for modification | -0.024105 |
63 | 2ZCE3 | 0.024085 | |
64 | COG3272 | Protein of unknown function (DUF1722) | -0.024052 |
65 | COG3878 | Protein conserved in bacteria | 0.024035 |
66 | 32AVZ | helix_turn_helix multiple antibiotic resistance protein | 0.024014 |
67 | COG4886 | Leucine-rich repeat (LRR) protein | -0.023955 |
68 | COG4707 | Protein conserved in bacteria | 0.023916 |
69 | COG1055 | Involved in arsenical resistance. Thought to form the channel of an arsenite pump | -0.023907 |
70 | COG3214 | Protein conserved in bacteria | 0.023903 |
71 | COG1443 | Catalyzes the 1,3-allylic rearrangement of the homoallylic substrate isopentenyl (IPP) to its highly electrophilic allylic isomer, dimethylallyl diphosphate (DMAPP) | -0.023884 |
72 | COG3619 | membrane | -0.023788 |
73 | COG3081 | Nucleoid-associated protein | 0.023591 |
74 | 2Z844 | 2-dehydro-3-deoxyphosphooctonate aldolase | 0.023585 |
75 | 32YHS | 0.023561 | |
76 | COG3246 | L-lysine catabolic process to acetate | -0.023542 |
77 | 33G6Z | Heavy-metal-associated domain | 0.023533 |
78 | COG3957 | D-xylulose 5-phosphate D-fructose 6-phosphate phosphoketolase | -0.023513 |
79 | COG0662 | Cupin 2, conserved barrel domain protein | 0.023449 |
80 | COG2503 | HAD superfamily, subfamily IIIB (Acid phosphatase) | 0.023410 |
81 | COG4550 | Control of competence regulator ComK, YlbF/YmcA | 0.023381 |
82 | COG3768 | UPF0283 membrane protein | 0.023354 |
83 | COG2456 | Psort location CytoplasmicMembrane, score | 0.023348 |
84 | COG0655 | NAD(P)H dehydrogenase (quinone) activity | -0.023342 |
85 | COG1092 | Specifically methylates the guanine in position 2445 (m2G2445) and the guanine in position 2069 (m7G2069) of 23S rRNA | 0.023340 |
86 | COG3041 | Addiction module toxin RelE StbE family | -0.023324 |
87 | COG1904 | glucuronate isomerase | 0.023256 |
88 | COG0368 | Joins adenosylcobinamide-GDP and alpha-ribazole to generate adenosylcobalamin (Ado-cobalamin). Also synthesizes adenosylcobalamin 5'-phosphate from adenosylcobinamide-GDP and alpha-ribazole 5'-phosphate | -0.023201 |
89 | COG2227 | 3-demethylubiquinone-9 3-O-methyltransferase activity | -0.023189 |
90 | COG0387 | Pfam Sodium calcium exchanger | 0.023122 |
91 | 32ESZ | Domain of unknown function (DUF4352) | 0.023095 |
92 | 30A8Q | Bacterial regulatory proteins, tetR family | 0.023057 |
93 | COG1878 | Catalyzes the hydrolysis of N-formyl-L-kynurenine to L- kynurenine, the second step in the kynurenine pathway of tryptophan degradation | -0.023041 |
94 | COG3564 | Protein conserved in bacteria | -0.023009 |
95 | 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 | -0.022938 |
96 | COG0400 | carboxylic ester hydrolase activity | 0.022853 |
97 | COG0501 | Belongs to the peptidase M48B family | -0.022758 |
98 | COG0433 | COG0433 Predicted ATPase | -0.022714 |
99 | COG2031 | fatty acid transporter | -0.022651 |
100 | COG4529 | Protein conserved in bacteria | 0.022641 |
101 | COG3404 | Formiminotransferase-cyclodeaminase | -0.022629 |
102 | COG4300 | Cadmium resistance transporter | -0.022398 |
103 | COG3507 | Belongs to the glycosyl hydrolase 43 family | 0.022384 |
104 | COG0560 | Phosphoserine phosphatase | -0.022372 |
105 | COG1621 | beta-fructofuranosidase activity | 0.022353 |
106 | COG3378 | Phage plasmid primase P4 family | -0.022332 |
107 | COG0715 | COG0715 ABC-type nitrate sulfonate bicarbonate transport systems periplasmic components | 0.022319 |
108 | COG0716 | FMN binding | -0.022228 |
109 | COG2129 | metallophosphoesterase | -0.022175 |
110 | 32NI4 | Domain of unknown function (DUF4355) | -0.022142 |
111 | 337J0 | 0.022133 | |
112 | COG3775 | system Galactitol-specific IIC component | -0.022091 |
113 | COG4690 | dipeptidase activity | -0.022076 |
114 | 3399Y | 0.022062 | |
115 | COG0697 | spore germination | -0.022060 |
116 | COG4106 | trans-aconitate 2-methyltransferase activity | -0.021964 |
117 | COG4633 | Protein conserved in bacteria | -0.021925 |
118 | COG1479 | Protein of unknown function DUF262 | -0.021889 |
119 | 33GUG | LPXTG cell wall anchor motif | 0.021852 |
120 | COG0253 | Catalyzes the stereoinversion of LL-2,6- diaminoheptanedioate (L,L-DAP) to meso-diaminoheptanedioate (meso- DAP), a precursor of L-lysine and an essential component of the bacterial peptidoglycan | 0.021751 |
121 | COG1146 | Ferredoxins are iron-sulfur proteins that transfer electrons in a wide variety of metabolic reactions | -0.021713 |
122 | COG4652 | -0.021679 | |
123 | COG1554 | hydrolase, family 65, central catalytic | -0.021644 |
124 | 316PQ | 0.021638 | |
125 | COG3464 | Transposase | -0.021635 |
126 | COG3475 | LICD family | -0.021611 |
127 | COG2513 | Catalyzes the thermodynamically favored C-C bond cleavage of (2R,3S)-2-methylisocitrate to yield pyruvate and succinate | -0.021591 |
128 | COG2318 | DinB family | 0.021349 |
129 | 333U0 | Lipoprotein | 0.021333 |
130 | 339YM | Domain of unknown function (DUF1707) | 0.021276 |
131 | COG0698 | ribose 5-phosphate isomerase | -0.021257 |
132 | COG3708 | Transcriptional regulator | 0.021170 |
133 | COG2150 | ACT domain | 0.021132 |
134 | COG2087 | Catalyzes ATP-dependent phosphorylation of adenosylcobinamide and addition of GMP to adenosylcobinamide phosphate | -0.021111 |
135 | COG2066 | Belongs to the glutaminase family | 0.021079 |
136 | COG4627 | Pfam Methyltransferase | 0.021074 |
137 | COG3458 | cephalosporin-C deacetylase activity | -0.021004 |
138 | COG2128 | Antioxidant protein with alkyl hydroperoxidase activity. Required for the reduction of the AhpC active site cysteine residues and for the regeneration of the AhpC enzyme activity | 0.020989 |
139 | COG3303 | Catalyzes the reduction of nitrite to ammonia, consuming six electrons in the process | -0.020900 |
140 | COG0619 | Transmembrane (T) component of an energy-coupling factor (ECF) ABC-transporter complex. Unlike classic ABC transporters this ECF transporter provides the energy necessary to transport a number of different substrates | -0.020726 |
141 | 33Y3W | 0.020695 | |
142 | COG0639 | Hydrolyzes diadenosine 5',5'''-P1,P4-tetraphosphate to yield ADP | -0.020615 |
143 | COG1082 | Xylose isomerase domain protein TIM barrel | -0.020601 |
144 | COG1022 | Amp-dependent synthetase and ligase | -0.020563 |
145 | COG1131 | (ABC) transporter | 0.020551 |
146 | COG1017 | nitric oxide dioxygenase activity | 0.020549 |
147 | COG1329 | Transcriptional regulator | -0.020545 |
148 | COG2764 | glyoxalase bleomycin resistance protein dioxygenase | -0.020542 |
149 | COG3333 | protein conserved in bacteria | -0.020520 |
150 | 33TTG | CAAX protease self-immunity | 0.020442 |
151 | COG1478 | Catalyzes the GTP-dependent successive addition of multiple gamma-linked L-glutamates to the L-lactyl phosphodiester of 7,8-didemethyl-8-hydroxy-5-deazariboflavin (F420-0) to form polyglutamated F420 derivatives | -0.020440 |
152 | COG0019 | diaminopimelate decarboxylase activity | 0.020393 |
153 | COG2816 | NAD+ diphosphatase activity | -0.020375 |
154 | COG0460 | homoserine dehydrogenase | 0.020373 |
155 | 2ZUJH | Protein of unknown function (DUF3042) | -0.020315 |
156 | 33E5K | An automated process has identified a potential problem with this gene model | 0.020247 |
157 | COG1705 | Flagellar rod assembly protein muramidase FlgJ | 0.020225 |
158 | COG2146 | nitrite reductase [NAD(P)H] activity | 0.020212 |
159 | COG2440 | electron transfer flavoprotein-ubiquinone oxidoreductase | -0.020204 |
160 | COG1719 | 4-vinyl reductase, 4VR | -0.020157 |
161 | COG1252 | NADH dehydrogenase | 0.020148 |
162 | COG1802 | Transcriptional regulator | 0.020058 |
163 | COG0371 | Dehydrogenase | 0.020024 |
164 | COG2032 | superoxide dismutase activity | -0.020023 |
165 | 329UX | NUDIX domain | 0.019985 |
166 | 33UC0 | Prophage endopeptidase tail | -0.019963 |
167 | COG2520 | Methyltransferase fkbm family | -0.019949 |
168 | COG4589 | Belongs to the CDS family | -0.019906 |
169 | COG1292 | Belongs to the BCCT transporter (TC 2.A.15) family | 0.019877 |
170 | COG2309 | aminopeptidase activity | 0.019850 |
171 | COG4695 | Portal protein | 0.019820 |
172 | COG1312 | Catalyzes the dehydration of D-mannonate | 0.019749 |
173 | COG4111 | nicotinate-nucleotide adenylyltransferase activity | -0.019732 |
174 | 32Z18 | Protein of unknown function (DUF1471) | 0.019706 |
175 | COG3325 | Belongs to the glycosyl hydrolase 18 family | 0.019688 |
176 | 342NQ | 0.019670 | |
177 | COG1521 | Catalyzes the phosphorylation of pantothenate (Pan), the first step in CoA biosynthesis | -0.019669 |
178 | 2ZI99 | Phosphopantetheine attachment site | -0.019590 |
179 | COG3684 | Belongs to the aldolase LacD family | 0.019565 |
180 | COG3629 | intracellular signal transduction | -0.019536 |
181 | COG1535 | isochorismatase | 0.019531 |
182 | COG1454 | alcohol dehydrogenase | -0.019520 |
183 | COG2272 | Belongs to the type-B carboxylesterase lipase family | 0.019461 |
184 | 2ZSWH | 0.019454 | |
185 | COG4978 | Transcriptional regulator | -0.019449 |
186 | COG1661 | DNA-binding protein with PD1-like DNA-binding motif | -0.019434 |
187 | COG5551 | CRISPR-associated protein Cas6 | -0.019418 |
188 | COG0466 | ATP-dependent serine protease that mediates the selective degradation of mutant and abnormal proteins as well as certain short-lived regulatory proteins. Required for cellular homeostasis and for survival from DNA damage and developmental changes induced by stress. Degrades polypeptides processively to yield small peptide fragments that are 5 to 10 amino acids long. Binds to DNA in a double-stranded, site-specific manner | -0.019405 |
189 | COG4268 | DNA restriction-modification system | -0.019391 |
190 | 341F6 | 0.019389 | |
191 | COG5504 | Zn-dependent protease | 0.019375 |
192 | 346DU | GDSL-like Lipase/Acylhydrolase | -0.019328 |
193 | 346VS | -0.019228 | |
194 | 30BKD | Bacterial regulatory proteins, lacI family | 0.019220 |
195 | 349T2 | Family of unknown function (DUF5322) | 0.019210 |
196 | 32QV8 | 0.019178 | |
197 | COG4604 | ABC transporter, ATP-binding protein | 0.019173 |
198 | 2ZHSG | 0.019169 | |
199 | 34CA1 | Phage uncharacterised protein (Phage_XkdX) | -0.019167 |
200 | COG0527 | aspartate kinase activity | 0.019145 |
201 | COG3538 | Metal-independent alpha-mannosidase (GH125) | -0.019117 |
202 | COG1539 | Catalyzes the conversion of 7,8-dihydroneopterin to 6- hydroxymethyl-7,8-dihydropterin | 0.019104 |
203 | COG1296 | Branched-chain amino acid permease (Azaleucine resistance) | 0.019073 |
204 | COG2866 | Carboxypeptidase | -0.019068 |
205 | COG4960 | Type IV leader peptidase family | -0.019062 |
206 | COG4833 | Hydrolase | 0.019044 |
207 | COG2215 | Belongs to the NiCoT transporter (TC 2.A.52) family | 0.019018 |
208 | 34BY3 | Transposase IS200 like | 0.019010 |
209 | COG2082 | Precorrin-8x methylmutase | -0.019010 |
210 | COG1142 | 4fe-4S ferredoxin, iron-sulfur binding domain protein | 0.018996 |
211 | COG2021 | Transfers an acetyl group from acetyl-CoA to L- homoserine, forming acetyl-L-homoserine | -0.018966 |
212 | COG1230 | cation diffusion facilitator family transporter | -0.018961 |
213 | COG0363 | glucosamine-6-phosphate deaminase activity | 0.018928 |
214 | COG1827 | regulation of RNA biosynthetic process | 0.018916 |
215 | 305F1 | -0.018900 | |
216 | 305FJ | -0.018900 | |
217 | 305GS | -0.018900 | |
218 | 305QY | -0.018900 | |
219 | 33A21 | -0.018900 | |
220 | 34BDF | -0.018900 | |
221 | COG1285 | pathogenesis | -0.018865 |
222 | COG1857 | crispr-associated protein | -0.018785 |
223 | COG2910 | NAD(P)H-binding | 0.018724 |
224 | COG1654 | Acts both as a biotin-- acetyl-CoA-carboxylase ligase and a biotin-operon repressor. In the presence of ATP, BirA activates biotin to form the BirA-biotinyl-5'-adenylate (BirA-bio- 5'-AMP or holoBirA) complex. HoloBirA can either transfer the biotinyl moiety to the biotin carboxyl carrier protein (BCCP) subunit of acetyl-CoA carboxylase, or bind to the biotin operator site and inhibit transcription of the operon | 0.018717 |
225 | COG2962 | Rard protein | 0.018714 |
226 | COG3328 | transposase activity | -0.018711 |
227 | COG1160 | GTP binding | -0.018675 |
228 | 30970 | -0.018608 | |
229 | COG0067 | glutamate synthase | 0.018601 |
230 | 32SWP | Putative HNHc nuclease | 0.018593 |
231 | 2Z7NQ | membrane | 0.018556 |
232 | 2Z7QV | Domain of unknown function (DUF4310) | 0.018556 |
233 | 2ZPWH | Glycine-rich SFCGS | 0.018556 |
234 | 31AM7 | cytoplasmic protein' | 0.018556 |
235 | 32S2X | 0.018556 | |
236 | COG0117 | Converts 2,5-diamino-6-(ribosylamino)-4(3h)-pyrimidinone 5'-phosphate into 5-amino-6-(ribosylamino)-2,4(1h,3h)- pyrimidinedione 5'-phosphate | 0.018551 |
237 | COG2846 | Di-iron-containing protein involved in the repair of iron-sulfur clusters | 0.018540 |
238 | 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 | 0.018530 |
239 | COG0307 | riboflavin synthase, alpha | 0.018527 |
240 | 2Z86A | Psort location Cytoplasmic, score | -0.018491 |
241 | 31SP3 | -0.018483 | |
242 | COG0732 | type I restriction modification DNA specificity domain | -0.018477 |
243 | COG0427 | acetyl-CoA hydrolase | -0.018476 |
244 | COG3877 | Protein conserved in bacteria | -0.018464 |
245 | COG4918 | Iron-sulphur cluster biosynthesis | 0.018459 |
246 | COG3649 | crispr-associated protein | -0.018438 |
247 | COG3548 | integral membrane protein | -0.018406 |
248 | COG1854 | S-ribosylhomocysteine lyase activity | 0.018398 |
249 | COG3575 | Nucleotidyltransferase | 0.018391 |
250 | COG1473 | amidohydrolase | 0.018381 |