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 | COG5637 | Cyclase dehydrase | -0.035755 |
2 | COG3011 | Protein conserved in bacteria | -0.031025 |
3 | COG0641 | radical SAM | 0.030127 |
4 | COG0095 | Lipoate-protein ligase | 0.030118 |
5 | 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 | 0.029903 |
6 | COG3707 | response regulator | -0.029786 |
7 | COG3608 | succinylglutamate desuccinylase aspartoacylase | -0.027475 |
8 | COG1528 | Iron-storage protein | 0.026982 |
9 | 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 | -0.026321 |
10 | COG3655 | Transcriptional regulator | -0.026201 |
11 | COG0863 | Belongs to the N(4) N(6)-methyltransferase family | 0.025947 |
12 | COG0010 | Belongs to the arginase family | -0.025514 |
13 | COG4308 | Limonene-1,2-epoxide hydrolase catalytic domain | -0.025059 |
14 | COG5485 | Ester cyclase | -0.024666 |
15 | COG4700 | PFAM Protein kinase domain | -0.024636 |
16 | COG1488 | Catalyzes the synthesis of beta-nicotinate D- ribonucleotide from nicotinate and 5-phospho-D-ribose 1-phosphate at the expense of ATP | 0.024457 |
17 | COG3152 | Membrane | 0.024271 |
18 | COG3005 | denitrification pathway | 0.024075 |
19 | COG5316 | arabinan endo-1,5-alpha-L-arabinosidase activity | -0.024070 |
20 | COG2210 | Belongs to the sulfur carrier protein TusA family | 0.023872 |
21 | COG1708 | protein C-terminal S-isoprenylcysteine carboxyl O-methyltransferase activity | 0.023566 |
22 | COG3285 | dna ligase | -0.023071 |
23 | COG5426 | von Willebrand factor, type A | -0.023047 |
24 | COG1139 | Iron-sulfur cluster binding protein | 0.022823 |
25 | COG3892 | 5-dehydro-2-deoxygluconokinase | -0.022765 |
26 | COG2211 | Major facilitator Superfamily | 0.022532 |
27 | COG2343 | Domain of unknown function (DUF427) | -0.022502 |
28 | COG4101 | 3-hydroxyanthranilate 3,4-dioxygenase activity | -0.022401 |
29 | COG1032 | radical SAM domain protein | 0.022315 |
30 | COG3267 | Type II secretory pathway component ExeA | 0.022128 |
31 | COG0122 | 3-methyladenine DNA glycosylase 8-oxoguanine DNA glycosylase | -0.021988 |
32 | COG4875 | SnoaL-like domain | 0.021906 |
33 | COG0662 | Cupin 2, conserved barrel domain protein | -0.021694 |
34 | COG0655 | NAD(P)H dehydrogenase (quinone) activity | -0.021659 |
35 | COG3240 | lipase activity | 0.021625 |
36 | COG2912 | Transglutaminase-like superfamily | 0.021485 |
37 | COG0327 | Belongs to the GTP cyclohydrolase I type 2 NIF3 family | 0.021355 |
38 | COG2096 | Adenosyltransferase | -0.021251 |
39 | COG2357 | RelA SpoT domain protein | 0.021235 |
40 | COG2910 | NAD(P)H-binding | 0.021191 |
41 | COG3274 | enterobacterial common antigen metabolic process | 0.021090 |
42 | COG4219 | Peptidase M56 | -0.021083 |
43 | COG2095 | MarC family integral membrane protein | -0.020848 |
44 | 31W2T | Universal stress protein family | 0.020724 |
45 | COG1513 | Catalyzes the reaction of cyanate with bicarbonate to produce ammonia and carbon dioxide | 0.020717 |
46 | COG1075 | acetyltransferases and hydrolases with the alpha beta hydrolase fold | -0.020531 |
47 | COG1451 | nucleotide metabolic process | 0.020438 |
48 | COG3682 | Transcriptional regulator | -0.020299 |
49 | COG3620 | sequence-specific DNA binding | -0.020292 |
50 | COG5337 | Spore coat protein CotH | 0.020223 |
51 | 2Z9ZP | Conserved TM helix | -0.020219 |
52 | COG3458 | cephalosporin-C deacetylase activity | -0.020012 |
53 | COG3541 | Predicted nucleotidyltransferase | -0.019971 |
54 | COG3774 | pathogenesis | 0.019870 |
55 | COG1004 | Belongs to the UDP-glucose GDP-mannose dehydrogenase family | -0.019868 |
56 | COG0499 | May play a key role in the regulation of the intracellular concentration of adenosylhomocysteine | -0.019841 |
57 | COG1764 | response to oxidative stress | -0.019822 |
58 | COG3932 | Exopolysaccharide synthesis, ExoD | -0.019755 |
59 | COG4260 | virion core protein, lumpy skin disease virus | -0.019603 |
60 | COG3405 | Belongs to the glycosyl hydrolase 8 (cellulase D) family | -0.019509 |
61 | COG1801 | Protein of unknown function DUF72 | -0.019324 |
62 | COG1238 | metal cluster binding | 0.019296 |
63 | COG3145 | DNA-N1-methyladenine dioxygenase activity | -0.019285 |
64 | COG0230 | Belongs to the bacterial ribosomal protein bL34 family | 0.019224 |
65 | COG5271 | translation initiation factor activity | 0.019182 |
66 | COG2513 | Catalyzes the thermodynamically favored C-C bond cleavage of (2R,3S)-2-methylisocitrate to yield pyruvate and succinate | -0.019153 |
67 | COG3795 | YCII-related domain | -0.019147 |
68 | 339UG | -0.019138 | |
69 | COG0062 | Bifunctional enzyme that catalyzes the epimerization of the S- and R-forms of NAD(P)HX and the dehydration of the S-form of NAD(P)HX at the expense of ADP, which is converted to AMP. This allows the repair of both epimers of NAD(P)HX, a damaged form of NAD(P)H that is a result of enzymatic or heat-dependent hydration | 0.019069 |
70 | COG2832 | Protein of unknown function (DUF454) | 0.018981 |
71 | COG3001 | Fructosamine kinase | 0.018853 |
72 | COG5507 | 3-demethylubiquinone-9 3-methyltransferase | -0.018809 |
73 | COG5394 | Polyhydroxyalkanoate synthesis repressor PhaR | -0.018665 |
74 | COG0665 | tRNA (5-methylaminomethyl-2-thiouridylate)-methyltransferase activity | -0.018607 |
75 | COG1167 | Transcriptional regulators containing a DNA-binding HTH domain and an aminotransferase domain MocR family and their eukaryotic orthologs | 0.018551 |
76 | COG3144 | bacterial-type flagellum assembly | 0.018528 |
77 | COG4359 | Dephosphorylates 2-hydroxy-3-keto-5-methylthiopentenyl- 1-phosphate (HK-MTPenyl-1-P) yielding 1,2-dihydroxy-3-keto-5- methylthiopentene (DHK-MTPene) | -0.018510 |
78 | COG1861 | Spore coat polysaccharide biosynthesis protein F CMP-KDO synthetase | -0.018403 |
79 | COG5349 | Protein of unknown function (DUF983) | -0.018315 |
80 | COG3233 | deacetylase | 0.018219 |
81 | COG4667 | esterase of the alpha-beta hydrolase superfamily | 0.018185 |
82 | COG2124 | cytochrome p450 | -0.018129 |
83 | COG1328 | CTP reductase activity | 0.018089 |
84 | COG1412 | self proteolysis | -0.018075 |
85 | 2Z7PD | Psort location CytoplasmicMembrane, score | -0.018056 |
86 | COG3129 | Specifically methylates the adenine in position 1618 of 23S rRNA | 0.018054 |
87 | 32VR7 | Protein of unknown function (DUF2490) | -0.018050 |
88 | 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 | 0.018046 |
89 | COG1245 | 4Fe-4S binding domain | 0.018035 |
90 | COG4325 | translation initiation factor activity | -0.018030 |
91 | 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 | 0.017994 |
92 | COG0174 | glutamine synthetase | 0.017926 |
93 | COG0822 | iron-sulfur transferase activity | 0.017896 |
94 | COG3174 | membrane | 0.017889 |
95 | 31SDF | -0.017787 | |
96 | COG0367 | asparagine synthase | 0.017768 |
97 | COG3222 | Protein conserved in bacteria | -0.017759 |
98 | COG1063 | alcohol dehydrogenase | 0.017722 |
99 | COG3439 | Domain of unknown function DUF302 | -0.017692 |
100 | COG3602 | ACT domain | 0.017677 |
101 | COG0407 | Catalyzes the decarboxylation of four acetate groups of uroporphyrinogen-III to yield coproporphyrinogen-III | -0.017671 |
102 | COG1236 | Exonuclease of the beta-lactamase fold involved in RNA processing | -0.017611 |
103 | COG1122 | ATPase activity | 0.017499 |
104 | COG1721 | protein (some members contain a von Willebrand factor type A (vWA) domain | -0.017484 |
105 | COG1598 | PFAM Uncharacterised protein family UPF0150 | 0.017466 |
106 | 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 | 0.017428 |
107 | COG0819 | Catalyzes an amino-pyrimidine hydrolysis reaction at the C5' of the pyrimidine moiety of thiamine compounds, a reaction that is part of a thiamine salvage pathway | -0.017390 |
108 | COG1014 | Oxidoreductase required for the transfer of electrons from pyruvate to flavodoxin | 0.017340 |
109 | COG4880 | Secreted protein containing C-terminal beta-propeller domain distantly related to WD-40 repeats | -0.017308 |
110 | COG4963 | Pilus assembly protein | 0.017303 |
111 | COG3576 | pyridoxamine 5-phosphate | 0.017281 |
112 | COG0277 | FAD linked oxidase domain protein | -0.017271 |
113 | COG0654 | COG0654 2-polyprenyl-6-methoxyphenol hydroxylase and related FAD-dependent oxidoreductases | -0.017235 |
114 | COG4845 | Chloramphenicol acetyltransferase | 0.017217 |
115 | COG1821 | Pfam ATP-grasp domain | -0.017212 |
116 | 32Y9V | Putative peptidoglycan binding domain | -0.017198 |
117 | COG4680 | protein conserved in bacteria | -0.017197 |
118 | COG3424 | synthase | -0.017158 |
119 | COG1477 | protein flavinylation | 0.017137 |
120 | COG0375 | protein maturation | 0.017124 |
121 | 3172B | Bacterial PH domain | 0.017092 |
122 | COG3718 | enzyme involved in inositol metabolism | -0.017083 |
123 | COG1858 | cytochrome C peroxidase | -0.017066 |
124 | COG1069 | ribulokinase activity | -0.017012 |
125 | COG3408 | Glycogen debranching enzyme | -0.017000 |
126 | COG2005 | Transcriptional regulator | 0.016975 |
127 | 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 | -0.016959 |
128 | COG1289 | transmembrane transporter activity | 0.016953 |
129 | COG0005 | The purine nucleoside phosphorylases catalyze the phosphorolytic breakdown of the N-glycosidic bond in the beta- (deoxy)ribonucleoside molecules, with the formation of the corresponding free purine bases and pentose-1-phosphate | -0.016919 |
130 | COG3871 | stress protein (general stress protein 26) | -0.016916 |
131 | COG1908 | Methyl-viologen-reducing hydrogenase, delta subunit | 0.016912 |
132 | COG3619 | membrane | -0.016855 |
133 | COG3703 | Catalyzes the cleavage of glutathione into 5-oxo-L- proline and a Cys-Gly dipeptide. Acts specifically on glutathione, but not on other gamma-glutamyl peptides | -0.016854 |
134 | 2Z9A6 | Outer membrane protein SusF_SusE | 0.016853 |
135 | COG4409 | exo-alpha-(2->6)-sialidase activity | -0.016835 |
136 | COG2968 | Membrane | -0.016818 |
137 | COG1635 | Involved in the biosynthesis of the thiazole moiety of thiamine. Catalyzes the conversion of NAD and glycine to adenosine diphosphate 5-(2-hydroxyethyl)-4-methylthiazole-2-carboxylate (ADT), an adenylated thiazole intermediate, using free sulfide as a source of sulfur | 0.016795 |
138 | COG1105 | Belongs to the carbohydrate kinase PfkB family | -0.016660 |
139 | COG3804 | dihydrodipicolinate reductase | -0.016636 |
140 | COG0149 | triose-phosphate isomerase activity | 0.016630 |
141 | COG3256 | nitric oxide reductase | 0.016612 |
142 | COG0847 | DNA polymerase III is a complex, multichain enzyme responsible for most of the replicative synthesis in bacteria. The epsilon subunit contain the editing function and is a proofreading 3'-5' exonuclease | 0.016590 |
143 | COG3962 | Belongs to the TPP enzyme family | -0.016551 |
144 | COG0807 | Catalyzes the conversion of D-ribulose 5-phosphate to formate and 3,4-dihydroxy-2-butanone 4-phosphate | -0.016528 |
145 | COG2963 | transposase activity | -0.016493 |
146 | COG1913 | serine-type endopeptidase activity | -0.016492 |
147 | COG0753 | catalase activity | -0.016484 |
148 | COG5410 | chromosome segregation | 0.016483 |
149 | COG3473 | Maleate cis-trans isomerase | -0.016368 |
150 | COG3379 | PFAM type I phosphodiesterase nucleotide pyrophosphatase | -0.016359 |
151 | COG2374 | Endonuclease Exonuclease Phosphatase | 0.016344 |
152 | COG2964 | Protein conserved in bacteria | -0.016332 |
153 | COG5488 | Integral membrane protein (DUF2244) | -0.016304 |
154 | COG3816 | Protein conserved in bacteria | -0.016253 |
155 | COG1474 | Belongs to the peptidase S16 family | 0.016248 |
156 | COG3428 | Bacterial PH domain | -0.016221 |
157 | COG0785 | Cytochrome C biogenesis protein | 0.016211 |
158 | COG3832 | glyoxalase III activity | -0.016177 |
159 | COG2232 | ATP-grasp domain | -0.016135 |
160 | COG3613 | nucleoside 2-deoxyribosyltransferase | 0.016128 |
161 | COG2906 | 2 iron, 2 sulfur cluster binding | 0.016111 |
162 | COG1729 | Mediates coordination of peptidoglycan synthesis and outer membrane constriction during cell division | -0.016102 |
163 | COG4894 | glucomannan catabolic process | 0.016101 |
164 | COG1518 | maintenance of DNA repeat elements | 0.016096 |
165 | COG1228 | amidohydrolase | -0.016091 |
166 | COG2048 | Heterodisulfide reductase, subunit B | 0.016068 |
167 | COG2253 | Psort location Cytoplasmic, score | 0.016036 |
168 | COG3806 | Anti-sigma factor | -0.015981 |
169 | COG3033 | Beta-eliminating lyase | 0.015955 |
170 | COG3663 | DNA glycosylase | 0.015947 |
171 | 30XA9 | -0.015931 | |
172 | COG5401 | PFAM Sporulation and spore germination | -0.015921 |
173 | COG5580 | Activator of Hsp90 ATPase | -0.015852 |
174 | COG1359 | (4S)-4-hydroxy-5-phosphonooxypentane-2,3-dione isomerase activity | -0.015846 |
175 | COG1788 | Acyl CoA acetate 3-ketoacid CoA transferase, alpha subunit | -0.015838 |
176 | COG2826 | transposase and inactivated derivatives, IS30 family | -0.015832 |
177 | COG0714 | Associated with various cellular activities | -0.015777 |
178 | COG0674 | pyruvate-flavodoxin oxidoreductase activity | 0.015744 |
179 | COG2808 | Putative FMN-binding domain | -0.015741 |
180 | COG0286 | site-specific DNA-methyltransferase (adenine-specific) activity | 0.015739 |
181 | COG4877 | 0.015719 | |
182 | COG3062 | negative regulation of establishment of protein localization | 0.015717 |
183 | 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 | -0.015699 |
184 | COG0344 | acyl-phosphate glycerol-3-phosphate acyltransferase activity | 0.015650 |
185 | 2ZCGH | -0.015614 | |
186 | COG4785 | May be involved in cell division | 0.015613 |
187 | COG0448 | Catalyzes the synthesis of ADP-glucose, a sugar donor used in elongation reactions on alpha-glucans | 0.015576 |
188 | COG1268 | BioY protein | 0.015554 |
189 | COG2856 | Zn peptidase | 0.015544 |
190 | COG5434 | Belongs to the glycosyl hydrolase 28 family | -0.015533 |
191 | 2ZBT9 | YKOF-related Family | -0.015531 |
192 | COG1811 | Na channel or pump | 0.015524 |
193 | COG4284 | Utp--glucose-1-phosphate uridylyltransferase | 0.015518 |
194 | COG3243 | poly(R)-hydroxyalkanoic acid synthase | -0.015482 |
195 | COG3672 | Periplasmic Protein | 0.015472 |
196 | COG4577 | Carbon dioxide concentrating mechanism carboxysome shell protein | 0.015458 |
197 | COG5499 | transcription regulator containing HTH domain | -0.015385 |
198 | COG4567 | Response regulator consisting of a CheY-like receiver domain and a Fis-type HTH domain | -0.015361 |
199 | COG2017 | converts alpha-aldose to the beta-anomer | -0.015352 |
200 | COG3569 | DNA Topoisomerase | -0.015317 |
201 | COG1666 | GTP binding | -0.015268 |
202 | COG4582 | Cell division factor that enhances FtsZ-ring assembly. Directly interacts with FtsZ and promotes bundling of FtsZ protofilaments, with a reduction in FtsZ GTPase activity | 0.015224 |
203 | 33FR3 | -0.015216 | |
204 | COG0038 | chloride channel | 0.015184 |
205 | COG0282 | Catalyzes the formation of acetyl phosphate from acetate and ATP. Can also catalyze the reverse reaction | 0.015155 |
206 | COG3425 | synthase | 0.015132 |
207 | COG2853 | Lipoprotein | 0.015131 |
208 | COG3295 | Protein conserved in bacteria | 0.015126 |
209 | COG1773 | rubredoxin | 0.015035 |
210 | COG3882 | phosphopantetheine binding | 0.015025 |
211 | 331UM | -0.014995 | |
212 | COG3108 | Peptidase M15 | -0.014995 |
213 | COG3292 | Two component regulator propeller | 0.014992 |
214 | 316Z5 | Universal stress protein family | 0.014990 |
215 | COG4067 | protein conserved in archaea | -0.014973 |
216 | COG0474 | ATPase, P-type transporting, HAD superfamily, subfamily IC | 0.014952 |
217 | COG2363 | Small membrane protein | -0.014939 |
218 | COG2176 | DNA-directed DNA polymerase activity | 0.014937 |
219 | 32RVW | -0.014922 | |
220 | COG3950 | AAA domain, putative AbiEii toxin, Type IV TA system | -0.014907 |
221 | COG1443 | Catalyzes the 1,3-allylic rearrangement of the homoallylic substrate isopentenyl (IPP) to its highly electrophilic allylic isomer, dimethylallyl diphosphate (DMAPP) | -0.014899 |
222 | COG4102 | Protein conserved in bacteria | -0.014854 |
223 | COG3459 | Glycosyltransferase 36 associated | 0.014836 |
224 | COG0573 | inorganic phosphate transmembrane transporter activity | 0.014789 |
225 | COG2116 | formate transmembrane transporter activity | 0.014750 |
226 | COG2768 | binding domain, Protein | 0.014721 |
227 | COG0727 | PFAM Uncharacterised protein family (UPF0153) | 0.014718 |
228 | COG4354 | Bile acid beta-glucosidase | -0.014693 |
229 | COG2055 | Belongs to the LDH2 MDH2 oxidoreductase family | -0.014691 |
230 | COG3751 | 2OG-Fe(II) oxygenase superfamily | -0.014673 |
231 | 30MN6 | -0.014671 | |
232 | COG1496 | oxidoreductase activity | 0.014644 |
233 | COG1853 | conserved protein domain typically associated with flavoprotein oxygenases, DIM6 NTAB family | -0.014644 |
234 | COG4806 | L-rhamnose isomerase | -0.014624 |
235 | COG2043 | Uncharacterised ArCR, COG2043 | 0.014592 |
236 | COG1739 | Uncharacterized protein family UPF0029 | 0.014572 |
237 | COG5611 | PilT protein domain protein | 0.014557 |
238 | COG1918 | ferrous iron import across plasma membrane | 0.014521 |
239 | COG1550 | Protein conserved in bacteria | -0.014520 |
240 | COG1324 | tolerance protein | 0.014459 |
241 | COG4694 | Protein conserved in bacteria | 0.014452 |
242 | 2Z8Z5 | -0.014436 | |
243 | COG0826 | peptidase U32 | 0.014423 |
244 | COG2355 | Zn-dependent dipeptidase, microsomal dipeptidase | -0.014412 |
245 | COG4927 | Acyl-coenzyme A 6-aminopenicillanic acid acyl-transferase | -0.014409 |
246 | COG0244 | Forms part of the ribosomal stalk, playing a central role in the interaction of the ribosome with GTP-bound translation factors | 0.014387 |
247 | 33Y3A | GDSL-like Lipase/Acylhydrolase | -0.014354 |
248 | COG1793 | dna ligase | -0.014329 |
249 | COG0161 | adenosylmethionine-8-amino-7-oxononanoate transaminase activity | -0.014318 |
250 | COG1350 | The beta subunit is responsible for the synthesis of L- tryptophan from indole and L-serine | 0.014290 |