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 | COG0413 | 3-methyl-2-oxobutanoate hydroxymethyltransferase activity | 0.036016 |
2 | 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 | 0.034072 |
3 | COG4594 | ABC-type Fe3 -citrate transport system, periplasmic component | 0.033635 |
4 | COG3682 | Transcriptional regulator | -0.032497 |
5 | COG3426 | butyrate kinase activity | 0.030359 |
6 | COG3274 | enterobacterial common antigen metabolic process | -0.030313 |
7 | 3432Z | Domain of unknown function (DUF4153) | -0.030024 |
8 | COG1003 | The glycine cleavage system catalyzes the degradation of glycine. The P protein binds the alpha-amino group of glycine through its pyridoxal phosphate cofactor | 0.029317 |
9 | COG1397 | ADP-ribosylglycohydrolase | 0.028892 |
10 | COG1146 | Ferredoxins are iron-sulfur proteins that transfer electrons in a wide variety of metabolic reactions | 0.028211 |
11 | COG0154 | amidase activity | -0.027499 |
12 | COG5496 | Thioesterase | -0.027356 |
13 | COG1705 | Flagellar rod assembly protein muramidase FlgJ | 0.026356 |
14 | COG0686 | Belongs to the AlaDH PNT family | 0.026042 |
15 | COG4198 | Conserved Protein | 0.025810 |
16 | COG2856 | Zn peptidase | -0.025485 |
17 | COG0404 | The glycine cleavage system catalyzes the degradation of glycine | 0.025479 |
18 | COG4626 | Terminase | -0.025360 |
19 | COG3476 | COG3476 Tryptophan-rich sensory protein (mitochondrial benzodiazepine receptor homolog) | -0.025330 |
20 | COG5545 | protein tyrosine phosphatase activity | -0.025054 |
21 | 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) | -0.024938 |
22 | COG0721 | 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) | -0.024938 |
23 | COG3504 | Conjugal transfer protein | -0.024680 |
24 | COG3509 | depolymerase | -0.024544 |
25 | COG1014 | Oxidoreductase required for the transfer of electrons from pyruvate to flavodoxin | 0.024510 |
26 | COG1129 | ABC transporter | -0.024263 |
27 | COG0509 | glycine decarboxylation via glycine cleavage system | 0.024017 |
28 | COG2382 | esterase | 0.023824 |
29 | COG3153 | acetyltransferase | -0.023684 |
30 | COG1556 | Lactate utilization protein | 0.023235 |
31 | COG1929 | Belongs to the glycerate kinase type-1 family | 0.023205 |
32 | COG2240 | Pyridoxal kinase involved in the salvage pathway of pyridoxal 5'-phosphate (PLP). Catalyzes the phosphorylation of pyridoxal to PLP | 0.023143 |
33 | COG1135 | Part of the ABC transporter complex MetNIQ involved in methionine import. Responsible for energy coupling to the transport system | -0.023046 |
34 | COG2115 | Belongs to the xylose isomerase family | -0.022977 |
35 | COG3936 | Protein involved in polysaccharide intercellular adhesin (PIA) synthesis biofilm formation | 0.022831 |
36 | COG1956 | GAF domain-containing protein | 0.022734 |
37 | COG4963 | Pilus assembly protein | -0.022727 |
38 | 319M2 | Conserved hypothetical protein (Lin0512_fam) | 0.022683 |
39 | 335CG | Psort location CytoplasmicMembrane, score | 0.022590 |
40 | COG1636 | Catalyzes the conversion of epoxyqueuosine (oQ) to queuosine (Q), which is a hypermodified base found in the wobble positions of tRNA(Asp), tRNA(Asn), tRNA(His) and tRNA(Tyr) | 0.022533 |
41 | COG0390 | transport system, permease component | -0.022452 |
42 | COG2461 | Hemerythrin HHE cation binding domain protein | -0.022451 |
43 | COG2876 | 3-deoxy-7-phosphoheptulonate synthase activity | 0.022431 |
44 | COG1464 | Belongs to the NlpA lipoprotein family | -0.022243 |
45 | COG2011 | ABC-type metal ion transport system permease component | -0.022243 |
46 | COG0575 | Belongs to the CDS family | -0.022224 |
47 | COG1451 | nucleotide metabolic process | -0.022179 |
48 | COG4290 | ribonuclease | -0.021912 |
49 | COG1075 | acetyltransferases and hydrolases with the alpha beta hydrolase fold | -0.021906 |
50 | COG1995 | Catalyzes the NAD(P)-dependent oxidation of 4- (phosphohydroxy)-L-threonine (HTP) into 2-amino-3-oxo-4- (phosphohydroxy)butyric acid which spontaneously decarboxylates to form 3-amino-2-oxopropyl phosphate (AHAP) | 0.021856 |
51 | COG2211 | Major facilitator Superfamily | -0.021841 |
52 | COG5239 | Endonuclease/Exonuclease/phosphatase family | 0.021777 |
53 | 32RWC | 23S rRNA-intervening sequence protein | 0.021747 |
54 | COG3747 | phage terminase small subunit | -0.021644 |
55 | COG1250 | 3-hydroxyacyl-CoA dehydrogenase | -0.021631 |
56 | COG3345 | alpha-galactosidase | -0.021567 |
57 | COG1754 | DNA topoisomerase type I activity | -0.021566 |
58 | COG4667 | esterase of the alpha-beta hydrolase superfamily | -0.021526 |
59 | COG0003 | Pfam Anion-transporting ATPase | 0.021506 |
60 | 32ERD | Outer membrane protein beta-barrel domain | 0.021379 |
61 | COG1897 | L-methionine biosynthetic process from homoserine via O-succinyl-L-homoserine and cystathionine | -0.021350 |
62 | COG1903 | Catalyzes the methylation of C-1 in cobalt-precorrin-5B to form cobalt-precorrin-6A | 0.021349 |
63 | COG1561 | YicC-like family, N-terminal region | 0.021098 |
64 | COG4181 | ATPase activity | -0.021043 |
65 | 2Z8FC | Psort location CytoplasmicMembrane, score 10.00 | 0.020777 |
66 | 33CJ8 | 0.020764 | |
67 | COG5627 | protein ubiquitination | -0.020665 |
68 | COG1506 | peptidase | 0.020541 |
69 | 321KG | Psort location CytoplasmicMembrane, score | 0.020435 |
70 | COG1249 | Belongs to the class-I pyridine nucleotide-disulfide oxidoreductase family | 0.020400 |
71 | COG0550 | Releases the supercoiling and torsional tension of DNA, which is introduced during the DNA replication and transcription, by transiently cleaving and rejoining one strand of the DNA duplex. Introduces a single-strand break via transesterification at a target site in duplex DNA. The scissile phosphodiester is attacked by the catalytic tyrosine of the enzyme, resulting in the formation of a DNA-(5'-phosphotyrosyl)-enzyme intermediate and the expulsion of a 3'-OH DNA strand. The free DNA strand then undergoes passage around the unbroken strand, thus removing DNA supercoils. Finally, in the religation step, the DNA 3'-OH attacks the covalent intermediate to expel the active-site tyrosine and restore the DNA phosphodiester backbone | 0.020382 |
72 | COG1687 | branched-chain amino acid | -0.020379 |
73 | COG1505 | serine-type exopeptidase activity | 0.020330 |
74 | COG2270 | Major facilitator Superfamily | 0.020286 |
75 | 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 | 0.020254 |
76 | COG0786 | glutamate:sodium symporter activity | 0.020233 |
77 | 3025Y | Psort location Cytoplasmic, score | 0.020231 |
78 | COG1101 | ABC transporter | -0.020227 |
79 | COG4120 | Belongs to the binding-protein-dependent transport system permease family | -0.020227 |
80 | COG1145 | 4fe-4S ferredoxin, iron-sulfur binding domain protein | 0.020186 |
81 | COG1141 | Ferredoxin | 0.020178 |
82 | COG1480 | 7TM receptor with intracellular HD hydrolase | 0.020166 |
83 | COG4249 | Peptidase C14 caspase catalytic subunit p20 | 0.020166 |
84 | COG3385 | transposase activity | -0.020108 |
85 | 31HS3 | -0.020030 | |
86 | COG0523 | cobalamin synthesis protein | -0.019991 |
87 | COG0791 | NLP P60 protein | 0.019957 |
88 | COG1304 | FMN binding | 0.019954 |
89 | COG4227 | nucleotidyltransferase activity | -0.019871 |
90 | COG4859 | Psort location Cytoplasmic, score | 0.019792 |
91 | COG0414 | Catalyzes the condensation of pantoate with beta-alanine in an ATP-dependent reaction via a pantoyl-adenylate intermediate | 0.019737 |
92 | COG0732 | type I restriction modification DNA specificity domain | 0.019685 |
93 | COG0790 | COG0790 FOG TPR repeat, SEL1 subfamily | 0.019610 |
94 | 32XR9 | Outer membrane efflux protein | -0.019609 |
95 | COG2035 | Membrane | -0.019481 |
96 | COG0432 | Pfam Uncharacterised protein family UPF0047 | -0.019447 |
97 | COG0737 | Belongs to the 5'-nucleotidase family | 0.019411 |
98 | COG2008 | Catalyzes the cleavage of L-allo-threonine and L- threonine to glycine and acetaldehyde | 0.019382 |
99 | 2ZRS1 | HTH-like domain | -0.019351 |
100 | COG3576 | pyridoxamine 5-phosphate | -0.019337 |
101 | 33C80 | COG NOG35566 non supervised orthologous group | 0.019330 |
102 | COG0656 | L-ascorbic acid biosynthetic process | -0.019249 |
103 | COG4194 | SdpI/YhfL protein family | 0.019216 |
104 | 2ZIC6 | Helix-turn-helix XRE-family like proteins | 0.019178 |
105 | COG3910 | aaa ATPase | -0.019128 |
106 | COG2366 | antibiotic biosynthetic process | -0.019091 |
107 | COG0601 | transmembrane transport | -0.019065 |
108 | COG1173 | ABC-type dipeptide oligopeptide nickel transport systems, permease components | -0.019065 |
109 | COG4221 | oxidoreductase activity | -0.019052 |
110 | COG0153 | Catalyzes the transfer of the gamma-phosphate of ATP to D-galactose to form alpha-D-galactose-1-phosphate (Gal-1-P) | -0.018848 |
111 | COG1083 | cytidylyl-transferase | -0.018816 |
112 | COG1069 | ribulokinase activity | -0.018765 |
113 | COG3883 | PFAM NLP P60 protein | 0.018698 |
114 | COG1666 | GTP binding | -0.018629 |
115 | COG5338 | Protein conserved in bacteria | -0.018628 |
116 | COG1373 | ATPase (AAA superfamily | -0.018606 |
117 | COG4464 | protein tyrosine phosphatase activity | 0.018593 |
118 | COG0663 | COG0663 Carbonic anhydrases acetyltransferases, isoleucine patch superfamily | -0.018549 |
119 | 33JR4 | -0.018502 | |
120 | COG0372 | Belongs to the citrate synthase family | 0.018338 |
121 | COG0219 | Methylates the ribose at the nucleotide 34 wobble position in the two leucyl isoacceptors tRNA(Leu)(CmAA) and tRNA(Leu)(cmnm5UmAA). Catalyzes the methyl transfer from S- adenosyl-L-methionine to the 2'-OH of the wobble nucleotide | -0.018296 |
122 | COG4608 | Belongs to the ABC transporter superfamily | -0.018294 |
123 | COG3579 | cysteine-type endopeptidase activity | 0.018173 |
124 | COG3199 | ATP-NAD kinase | 0.018150 |
125 | COG1925 | phosphoenolpyruvate-dependent sugar phosphotransferase system | -0.018143 |
126 | COG4542 | GHMP kinases N terminal domain | 0.018101 |
127 | COG1875 | ATPase related to phosphate starvation-inducible protein PhoH | 0.018035 |
128 | COG5280 | Phage tail tape measure protein TP901 | 0.018012 |
129 | COG1518 | maintenance of DNA repeat elements | 0.017917 |
130 | 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 | -0.017885 |
131 | 32RP7 | Domain of unknown function (DUF1911) | -0.017845 |
132 | 311B0 | Fimbrillin-like | 0.017783 |
133 | COG3710 | Transcriptional regulator | -0.017773 |
134 | COG1296 | Branched-chain amino acid permease (Azaleucine resistance) | -0.017770 |
135 | COG0045 | succinate-CoA ligase (ADP-forming) activity | 0.017726 |
136 | 32YCK | Stress responsive A/B Barrel Domain | 0.017619 |
137 | COG1530 | ribonuclease E activity | 0.017601 |
138 | 32T36 | -0.017596 | |
139 | COG1495 | Required for disulfide bond formation in some periplasmic proteins. Acts by oxidizing the DsbA protein | -0.017592 |
140 | COG1921 | L-seryl-tRNASec selenium transferase activity | 0.017501 |
141 | 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 | 0.017461 |
142 | COG3442 | glutamine amidotransferase | -0.017452 |
143 | COG1922 | lipopolysaccharide N-acetylmannosaminouronosyltransferase activity | 0.017380 |
144 | COG1580 | Controls the rotational direction of flagella during chemotaxis | -0.017356 |
145 | COG4413 | Urea transporter | -0.017292 |
146 | 2ZQU2 | -0.017288 | |
147 | 32Y88 | VRR-NUC domain protein | -0.017265 |
148 | 2ZCH9 | -0.017255 | |
149 | COG3843 | relaxase mobilization nuclease domain protein | 0.017193 |
150 | COG4641 | Protein conserved in bacteria | -0.017182 |
151 | COG3938 | Belongs to the proline racemase family | 0.017050 |
152 | 33KKK | -0.017047 | |
153 | COG0610 | Subunit R is required for both nuclease and ATPase activities, but not for modification | 0.017014 |
154 | COG2017 | converts alpha-aldose to the beta-anomer | -0.017013 |
155 | COG1359 | (4S)-4-hydroxy-5-phosphonooxypentane-2,3-dione isomerase activity | 0.017002 |
156 | COG0410 | ABC transporter | -0.016945 |
157 | COG0411 | ABC transporter | -0.016945 |
158 | COG0559 | Belongs to the binding-protein-dependent transport system permease family | -0.016945 |
159 | COG4177 | L-phenylalanine transmembrane transporter activity | -0.016945 |
160 | COG1126 | abc transporter atp-binding protein | -0.016922 |
161 | COG3958 | Transketolase | 0.016907 |
162 | COG5423 | Predicted metal-binding protein (DUF2284) | 0.016901 |
163 | 32YH4 | -0.016873 | |
164 | COG5527 | Initiator Replication protein | -0.016851 |
165 | COG1796 | DNA polymerase | 0.016813 |
166 | 3397Y | Lysine exporter LysO | 0.016754 |
167 | COG2186 | Transcriptional regulator | 0.016721 |
168 | 32RFD | Protein of unknown function (DUF3867) | 0.016700 |
169 | 33RRR | -0.016691 | |
170 | 30NZ2 | 0.016690 | |
171 | COG0639 | Hydrolyzes diadenosine 5',5'''-P1,P4-tetraphosphate to yield ADP | -0.016677 |
172 | COG3955 | Domain of unknown function (DUF1919) | -0.016660 |
173 | COG3158 | transport of potassium into the cell | -0.016657 |
174 | COG0269 | 3-dehydro-L-gulonate-6-phosphate decarboxylase activity | -0.016657 |
175 | COG1024 | Enoyl-CoA hydratase | -0.016643 |
176 | 2ZJYW | -0.016625 | |
177 | 30MM0 | -0.016625 | |
178 | COG2522 | sequence-specific DNA binding | -0.016610 |
179 | COG2249 | NAD(P)H dehydrogenase (quinone) activity | 0.016482 |
180 | COG2984 | ABC transporter substrate binding protein | -0.016419 |
181 | 34CH1 | Helix-turn-helix | 0.016416 |
182 | COG0803 | Belongs to the bacterial solute-binding protein 9 family | -0.016403 |
183 | COG1402 | creatininase | 0.016380 |
184 | COG0483 | inositol monophosphate 1-phosphatase activity | -0.016356 |
185 | COG0546 | phosphoglycolate phosphatase activity | -0.016342 |
186 | COG4907 | membrane protein (DUF2207) | -0.016341 |
187 | COG0744 | Peptidoglycan polymerase that catalyzes glycan chain elongation from lipid-linked precursors | -0.016295 |
188 | COG1715 | Restriction endonuclease | -0.016237 |
189 | COG0855 | Catalyzes the reversible transfer of the terminal phosphate of ATP to form a long-chain polyphosphate (polyP) | -0.016222 |
190 | COG1048 | Catalyzes the isomerization of citrate to isocitrate via cis-aconitate | 0.016204 |
191 | 2ZFBU | 0.016173 | |
192 | 32I9F | Domain of unknown function (DUF5067) | 0.016173 |
193 | 33AWA | 0.016173 | |
194 | 33DZD | 0.016173 | |
195 | 33ITM | Immunity protein 8 | 0.016173 |
196 | COG1672 | PFAM Archaeal ATPase | 0.016173 |
197 | COG1275 | C4-dicarboxylate transporter malic acid transport protein | 0.016169 |
198 | COG0169 | Involved in the biosynthesis of the chorismate, which leads to the biosynthesis of aromatic amino acids. Catalyzes the reversible NADPH linked reduction of 3-dehydroshikimate (DHSA) to yield shikimate (SA) | -0.016131 |
199 | COG0342 | Part of the Sec protein translocase complex. Interacts with the SecYEG preprotein conducting channel. SecDF uses the proton motive force (PMF) to complete protein translocation after the ATP-dependent function of SecA | -0.016121 |
200 | COG3408 | Glycogen debranching enzyme | 0.016115 |
201 | 2Z7R3 | CarboxypepD_reg-like domain | 0.016101 |
202 | COG0295 | cytidine deaminase activity | 0.016090 |
203 | COG1122 | ATPase activity | -0.016036 |
204 | 32YHS | 0.016036 | |
205 | 33R57 | -0.016021 | |
206 | 30CRG | Phosphopantetheine attachment site | -0.015986 |
207 | COG1045 | serine acetyltransferase | 0.015980 |
208 | 2Z86D | Glycosyl transferase | -0.015932 |
209 | 32T2Y | -0.015930 | |
210 | COG3645 | SOS response | 0.015849 |
211 | COG3379 | PFAM type I phosphodiesterase nucleotide pyrophosphatase | 0.015840 |
212 | 32RQN | Cna protein B-type domain | 0.015821 |
213 | COG2764 | glyoxalase bleomycin resistance protein dioxygenase | -0.015821 |
214 | COG3959 | Transketolase, thiamine diphosphate binding domain | 0.015768 |
215 | 32S5I | 0.015750 | |
216 | 30G7E | 0.015707 | |
217 | 304BD | -0.015706 | |
218 | 30I06 | Helix-turn-helix domain | -0.015706 |
219 | 327GG | -0.015679 | |
220 | 338RU | -0.015679 | |
221 | 32STP | 0.015642 | |
222 | 32S46 | Fe-S-cluster oxidoreductase | 0.015638 |
223 | COG4748 | type I restriction enzyme | 0.015595 |
224 | 30U0E | Protein of unknown function (DUF3188) | 0.015583 |
225 | 32Y7Q | Protein of unknown function (Porph_ging) | 0.015563 |
226 | COG2194 | sulfuric ester hydrolase activity | 0.015535 |
227 | COG0014 | Catalyzes the NADPH-dependent reduction of L-glutamate 5-phosphate into L-glutamate 5-semialdehyde and phosphate. The product spontaneously undergoes cyclization to form 1-pyrroline-5- carboxylate | -0.015525 |
228 | COG0263 | Catalyzes the transfer of a phosphate group to glutamate to form L-glutamate 5-phosphate | -0.015525 |
229 | COG0757 | Catalyzes a trans-dehydration via an enolate intermediate | -0.015475 |
230 | 2Z7RJ | InterPro IPR011630 | 0.015475 |
231 | COG3027 | Activator of cell division through the inhibition of FtsZ GTPase activity, therefore promoting FtsZ assembly into bundles of protofilaments necessary for the formation of the division Z ring. It is recruited early at mid-cell but it is not essential for cell division | -0.015471 |
232 | COG1979 | alcohol dehydrogenase | 0.015468 |
233 | COG5495 | nadp oxidoreductase, coenzyme f420-dependent | 0.015401 |
234 | COG0711 | Component of the F(0) channel, it forms part of the peripheral stalk, linking F(1) to F(0) | -0.015397 |
235 | COG1528 | Iron-storage protein | 0.015298 |
236 | 2ZB6F | -0.015292 | |
237 | COG1492 | cobalamin metabolic process | 0.015264 |
238 | COG3047 | cAMP biosynthetic process | 0.015258 |
239 | COG3643 | Formiminotransferase domain | 0.015248 |
240 | 2Z800 | Protein of unknown function (DUF1177) | 0.015246 |
241 | COG1061 | Type III restriction enzyme res subunit | -0.015244 |
242 | 338E7 | -0.015216 | |
243 | 32SEQ | -0.015196 | |
244 | 32H4Q | Bacterial regulatory proteins, tetR family | 0.015192 |
245 | COG0037 | tRNA processing | -0.015175 |
246 | COG3848 | Pyruvate phosphate dikinase | 0.015135 |
247 | 33DNC | Psort location Cytoplasmic, score | 0.015134 |
248 | COG3404 | Formiminotransferase-cyclodeaminase | 0.015129 |
249 | COG2972 | Histidine kinase | 0.015078 |
250 | COG1473 | amidohydrolase | -0.015077 |