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 | COG0603 | Catalyzes the ATP-dependent conversion of 7-carboxy-7- deazaguanine (CDG) to 7-cyano-7-deazaguanine (preQ(0)) | -0.038407 |
2 | COG2184 | nucleotidyltransferase activity | 0.034181 |
3 | COG2862 | Uncharacterized protein family, UPF0114 | 0.033718 |
4 | COG1523 | belongs to the glycosyl hydrolase 13 family | 0.033709 |
5 | 30S7H | 0.033702 | |
6 | COG0381 | UDP-N-acetylglucosamine 2-epimerase activity | -0.033579 |
7 | COG1120 | ATPase activity | -0.033570 |
8 | COG2945 | thiolester hydrolase activity | -0.033137 |
9 | COG0213 | The enzymes which catalyze the reversible phosphorolysis of pyrimidine nucleosides are involved in the degradation of these compounds and in their utilization as carbon and energy sources, or in the rescue of pyrimidine bases for nucleotide synthesis | 0.032503 |
10 | COG4552 | Acetyltransferase involved in intracellular survival and related | -0.031804 |
11 | COG2089 | acid synthase | -0.031591 |
12 | COG3345 | alpha-galactosidase | 0.031483 |
13 | COG2017 | converts alpha-aldose to the beta-anomer | 0.031021 |
14 | COG0407 | Catalyzes the decarboxylation of four acetate groups of uroporphyrinogen-III to yield coproporphyrinogen-III | -0.030843 |
15 | COG1070 | Carbohydrate kinase | 0.030743 |
16 | COG1022 | Amp-dependent synthetase and ligase | 0.030083 |
17 | COG0451 | ADP-glyceromanno-heptose 6-epimerase activity | -0.029655 |
18 | COG1476 | TRANSCRIPTIONal | 0.029499 |
19 | COG3412 | dihydroxyacetone kinase, phosphotransfer subunit | 0.029403 |
20 | COG0352 | thiamine-phosphate diphosphorylase activity | -0.029310 |
21 | COG1335 | isochorismatase | -0.028907 |
22 | COG2503 | HAD superfamily, subfamily IIIB (Acid phosphatase) | -0.028902 |
23 | COG4869 | propanediol catabolic process | 0.028848 |
24 | COG1018 | Is involved in NO detoxification in an aerobic process, termed nitric oxide dioxygenase (NOD) reaction that utilizes O(2) and NAD(P)H to convert NO to nitrate, which protects the bacterium from various noxious nitrogen compounds. Therefore, plays a central role in the inducible response to nitrosative stress | 0.028291 |
25 | COG5426 | von Willebrand factor, type A | 0.028073 |
26 | COG0607 | Catalyzes the ATP-dependent transfer of a sulfur to tRNA to produce 4-thiouridine in position 8 of tRNAs, which functions as a near-UV photosensor. Also catalyzes the transfer of sulfur to the sulfur carrier protein ThiS, forming ThiS-thiocarboxylate. This is a step in the synthesis of thiazole, in the thiamine biosynthesis pathway. The sulfur is donated as persulfide by IscS | -0.027707 |
27 | COG3855 | fructose 1,6-bisphosphate 1-phosphatase activity | 0.026971 |
28 | COG0372 | Belongs to the citrate synthase family | 0.026842 |
29 | COG0413 | 3-methyl-2-oxobutanoate hydroxymethyltransferase activity | -0.026646 |
30 | COG1640 | 4-alpha-glucanotransferase | 0.026533 |
31 | COG1606 | tRNA processing | 0.026528 |
32 | COG0518 | GMP synthase (glutamine-hydrolyzing) activity | 0.026371 |
33 | COG0055 | Produces ATP from ADP in the presence of a proton gradient across the membrane. The catalytic sites are hosted primarily by the beta subunits | 0.026272 |
34 | COG0627 | Serine hydrolase involved in the detoxification of formaldehyde | 0.025870 |
35 | COG4200 | ABC-2 family transporter protein | -0.025656 |
36 | COG1168 | Bifunctional PLP-dependent enzyme with beta-cystaTHIonase and maltose regulon repressor activities | 0.025406 |
37 | COG2966 | Psort location CytoplasmicMembrane, score | 0.025321 |
38 | COG4784 | Peptidase m48 ste24p | -0.025305 |
39 | COG1494 | fructose-1,6-bisphosphatase | -0.025051 |
40 | COG2358 | TRAP transporter, solute receptor (TAXI family | -0.024800 |
41 | 2Z7PD | Psort location CytoplasmicMembrane, score | -0.024779 |
42 | COG1713 | HD superfamily hydrolase involved in NAD metabolism | 0.024400 |
43 | COG2021 | Transfers an acetyl group from acetyl-CoA to L- homoserine, forming acetyl-L-homoserine | 0.024369 |
44 | COG4099 | phospholipase Carboxylesterase | 0.024168 |
45 | COG3949 | Membrane | 0.023721 |
46 | COG1655 | Protein conserved in bacteria | -0.023684 |
47 | COG2152 | Converts 4-O-beta-D-mannopyranosyl-D-glucopyranose (Man- Glc) to mannose 1-phosphate (Man1P) and glucose | 0.023667 |
48 | 33GDE | This gene contains a nucleotide ambiguity which may be the result of a sequencing error | 0.023619 |
49 | COG4823 | Abi-like protein | -0.023605 |
50 | COG0760 | Chaperone involved in the correct folding and assembly of outer membrane proteins. Recognizes specific patterns of aromatic residues and the orientation of their side chains, which are found more frequently in integral outer membrane proteins. May act in both early periplasmic and late outer membrane-associated steps of protein maturation | -0.023408 |
51 | COG4666 | Tripartite ATP-independent periplasmic transporter, DctM component | -0.023256 |
52 | COG1858 | cytochrome C peroxidase | -0.023250 |
53 | COG0248 | Ppx GppA phosphatase | -0.023245 |
54 | COG2186 | Transcriptional regulator | 0.023174 |
55 | COG3048 | D-serine ammonia-lyase activity | 0.023024 |
56 | COG1994 | Peptidase M50 | -0.022997 |
57 | COG3837 | Cupin domain | -0.022987 |
58 | COG0657 | acetylesterase activity | 0.022880 |
59 | 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 | -0.022787 |
60 | COG0153 | Catalyzes the transfer of the gamma-phosphate of ATP to D-galactose to form alpha-D-galactose-1-phosphate (Gal-1-P) | 0.022755 |
61 | COG2944 | sequence-specific DNA binding | -0.022656 |
62 | COG1721 | protein (some members contain a von Willebrand factor type A (vWA) domain | 0.022645 |
63 | COG0388 | Catalyzes the ATP-dependent amidation of deamido-NAD to form NAD. Uses L-glutamine as a nitrogen source | -0.022356 |
64 | COG2213 | PTS system mannitol-specific | 0.022282 |
65 | COG0561 | phosphatase activity | 0.022168 |
66 | COG1015 | Phosphotransfer between the C1 and C5 carbon atoms of pentose | 0.022065 |
67 | COG4268 | DNA restriction-modification system | 0.022013 |
68 | 33VFH | -0.022001 | |
69 | COG0300 | oxidoreductase activity | 0.021910 |
70 | COG1544 | Required for dimerization of active 70S ribosomes into 100S ribosomes in stationary phase | 0.021801 |
71 | COG1934 | Involved in the assembly of lipopolysaccharide (LPS). Required for the translocation of LPS from the inner membrane to the outer membrane. May form a bridge between the inner membrane and the outer membrane, via interactions with LptC and LptD, thereby facilitating LPS transfer across the periplasm | -0.021772 |
72 | COG2364 | Membrane | -0.021659 |
73 | COG1304 | FMN binding | -0.021632 |
74 | COG1063 | alcohol dehydrogenase | -0.021609 |
75 | COG0675 | Transposase, IS605 OrfB family | 0.021587 |
76 | COG4757 | Alpha beta hydrolase | 0.021584 |
77 | COG2301 | Belongs to the HpcH HpaI aldolase family | -0.021553 |
78 | COG0390 | transport system, permease component | -0.021533 |
79 | COG0711 | Component of the F(0) channel, it forms part of the peripheral stalk, linking F(1) to F(0) | 0.021507 |
80 | COG3610 | response to peptide | 0.021498 |
81 | COG5164 | cell wall organization | 0.021413 |
82 | COG4575 | ribosome binding | -0.021329 |
83 | COG0712 | F(1)F(0) ATP synthase produces ATP from ADP in the presence of a proton or sodium gradient. F-type ATPases consist of two structural domains, F(1) containing the extramembraneous catalytic core and F(0) containing the membrane proton channel, linked together by a central stalk and a peripheral stalk. During catalysis, ATP synthesis in the catalytic domain of F(1) is coupled via a rotary mechanism of the central stalk subunits to proton translocation | 0.021271 |
84 | COG1859 | Removes the 2'-phosphate from RNA via an intermediate in which the phosphate is ADP-ribosylated by NAD followed by a presumed transesterification to release the RNA and generate ADP- ribose 1''-2''-cyclic phosphate (APPR P). May function as an ADP- ribosylase | 0.021249 |
85 | COG4587 | transport system, permease component | 0.021184 |
86 | COG0720 | synthase | -0.021179 |
87 | COG0114 | fumarate hydratase activity | -0.021178 |
88 | COG1209 | Catalyzes the formation of dTDP-glucose, from dTTP and glucose 1-phosphate, as well as its pyrophosphorolysis | 0.021175 |
89 | COG1670 | COG1670 acetyltransferases, including N-acetylases of ribosomal proteins | 0.021066 |
90 | COG1979 | alcohol dehydrogenase | -0.021021 |
91 | COG4145 | pantothenate transmembrane transporter activity | -0.021011 |
92 | COG0402 | S-adenosylhomocysteine deaminase activity | -0.020963 |
93 | COG4729 | Domain of unknown function (DUF1850) | -0.020948 |
94 | COG3279 | Response regulator of the LytR AlgR family | 0.020935 |
95 | COG3055 | Converts alpha-N-acetylneuranimic acid (Neu5Ac) to the beta-anomer, accelerating the equilibrium between the alpha- and beta-anomers. Probably facilitates sialidase-negative bacteria to compete sucessfully for limited amounts of extracellular Neu5Ac, which is likely taken up in the beta-anomer. In addition, the rapid removal of sialic acid from solution might be advantageous to the bacterium to damp down host responses | 0.020821 |
96 | COG4758 | membrane | 0.020814 |
97 | COG1788 | Acyl CoA acetate 3-ketoacid CoA transferase, alpha subunit | -0.020805 |
98 | COG2057 | Acyl CoA acetate 3-ketoacid CoA transferase beta subunit | -0.020805 |
99 | COG0683 | leucine binding | 0.020793 |
100 | COG0383 | alpha-mannosidase activity | 0.020783 |
101 | COG2828 | Protein conserved in bacteria | -0.020780 |
102 | COG1714 | RDD family | 0.020773 |
103 | COG0176 | Transaldolase is important for the balance of metabolites in the pentose-phosphate pathway | -0.020753 |
104 | COG1333 | cytochrome c biogenesis protein | 0.020740 |
105 | COG0618 | 3'(2'),5'-bisphosphate nucleotidase activity | 0.020721 |
106 | 328RQ | -0.020694 | |
107 | COG3324 | translation initiation factor activity | 0.020692 |
108 | COG1733 | regulation of RNA biosynthetic process | -0.020665 |
109 | COG5006 | permease, DMT superfamily | -0.020661 |
110 | COG1787 | Restriction endonuclease | -0.020653 |
111 | COG1977 | Involved in sulfur transfer in the conversion of molybdopterin precursor Z to molybdopterin | -0.020618 |
112 | COG4302 | ethanolamine ammonia-lyase activity | 0.020610 |
113 | COG4303 | Ethanolamine ammonia lyase large subunit | 0.020610 |
114 | COG0643 | Histidine kinase | -0.020572 |
115 | COG4938 | AAA ATPase domain | 0.020534 |
116 | COG1940 | carbohydrate kinase activity | 0.020524 |
117 | COG4824 | toxin secretion phage lysis holin | 0.020495 |
118 | COG2861 | carbohydrate metabolic process | -0.020485 |
119 | 2ZSRR | Psort location Cytoplasmic, score 8.87 | -0.020478 |
120 | COG0252 | asparaginase activity | -0.020449 |
121 | COG1762 | phosphoenolpyruvate-dependent sugar phosphotransferase system | 0.020431 |
122 | COG2005 | Transcriptional regulator | -0.020414 |
123 | COG0058 | SHG alpha-glucan phosphorylase activity | 0.020361 |
124 | COG0191 | fructose-bisphosphate aldolase activity | 0.020322 |
125 | COG1830 | Aldolase | -0.020320 |
126 | COG1112 | Superfamily I DNA and RNA helicases and helicase subunits | -0.020288 |
127 | COG4132 | (ABC) transporter, permease | 0.020238 |
128 | 333PH | -0.020202 | |
129 | COG1014 | Oxidoreductase required for the transfer of electrons from pyruvate to flavodoxin | -0.020174 |
130 | COG5545 | protein tyrosine phosphatase activity | 0.020174 |
131 | COG0647 | UMP catabolic process | 0.020141 |
132 | COG5001 | Diguanylate cyclase | -0.020131 |
133 | COG0751 | glycine-tRNA ligase activity | -0.020128 |
134 | 33EGG | -0.020085 | |
135 | COG1613 | Sulfate ABC transporter periplasmic sulfate-binding protein | 0.020041 |
136 | COG1393 | Belongs to the ArsC family | 0.020020 |
137 | COG0686 | Belongs to the AlaDH PNT family | 0.019981 |
138 | COG3585 | molybdate ion transport | -0.019962 |
139 | COG0539 | negative regulation of cytoplasmic translation | 0.019952 |
140 | COG0356 | it plays a direct role in the translocation of protons across the membrane | 0.019950 |
141 | COG0725 | ABC transporter, periplasmic molybdate-binding protein | -0.019923 |
142 | COG1194 | a g-specific adenine glycosylase | -0.019899 |
143 | COG0723 | plastoquinol--plastocyanin reductase activity | -0.019891 |
144 | COG2813 | Specifically methylates the guanine in position | -0.019836 |
145 | COG0246 | Mannitol dehydrogenase | 0.019775 |
146 | COG2214 | Heat shock protein DnaJ domain protein | -0.019673 |
147 | 31TVC | -0.019630 | |
148 | COG1012 | belongs to the aldehyde dehydrogenase family | -0.019625 |
149 | 327NZ | Heavy-metal-associated domain | -0.019550 |
150 | COG3366 | ferrous iron transmembrane transporter activity | -0.019547 |
151 | COG1199 | ATP-dependent helicase activity | -0.019538 |
152 | COG1618 | nucleotide phosphatase activity, acting on free nucleotides | -0.019494 |
153 | 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 | 0.019483 |
154 | COG1593 | TRAP-type C4-dicarboxylate transport system, large permease component | -0.019478 |
155 | 2ZING | LPXTG cell wall anchor motif | -0.019451 |
156 | COG1518 | maintenance of DNA repeat elements | -0.019401 |
157 | COG3201 | nicotinamide mononucleotide transporter | -0.019307 |
158 | COG4576 | ethanolamine utilization protein EutN carboxysome structural protein Ccml | 0.019294 |
159 | COG4577 | Carbon dioxide concentrating mechanism carboxysome shell protein | 0.019294 |
160 | COG4832 | Psort location Cytoplasmic, score | -0.019246 |
161 | COG0355 | proton-transporting ATP synthase activity, rotational mechanism | 0.019160 |
162 | COG0428 | transporter | 0.019153 |
163 | COG4208 | sulfate ABC transporter | 0.019140 |
164 | COG1254 | Belongs to the acylphosphatase family | 0.019117 |
165 | 33AHG | Protein of unknown function (DUF1659) | -0.019111 |
166 | COG0056 | Produces ATP from ADP in the presence of a proton gradient across the membrane. The alpha chain is a regulatory subunit | 0.019094 |
167 | 345XZ | -0.019067 | |
168 | COG2050 | protein possibly involved in aromatic compounds catabolism | -0.019064 |
169 | COG0220 | tRNA (guanine-N7-)-methyltransferase activity | 0.019060 |
170 | 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 | -0.019031 |
171 | COG1806 | Bifunctional serine threonine kinase and phosphorylase involved in the regulation of the | -0.019028 |
172 | COG2761 | dithiol-disulfide isomerase involved in polyketide biosynthesis | -0.018952 |
173 | COG3288 | NAD(P)+ transhydrogenase (AB-specific) activity | -0.018888 |
174 | COG3620 | sequence-specific DNA binding | 0.018767 |
175 | COG2190 | (PTS) system | 0.018758 |
176 | 30A8Q | Bacterial regulatory proteins, tetR family | 0.018747 |
177 | 33CCV | Protein of unknown function (Tiny_TM_bacill) | -0.018720 |
178 | COG1252 | NADH dehydrogenase | 0.018689 |
179 | 32H4Q | Bacterial regulatory proteins, tetR family | -0.018674 |
180 | 33AH5 | Gram-negative bacterial TonB protein C-terminal | -0.018614 |
181 | COG1820 | Belongs to the metallo-dependent hydrolases superfamily. NagA family | 0.018579 |
182 | COG1691 | (AIR) carboxylase | 0.018553 |
183 | COG1390 | Produces ATP from ADP in the presence of a proton gradient across the membrane | -0.018531 |
184 | COG4224 | UPF0291 protein | 0.018511 |
185 | COG0687 | Required for the activity of the bacterial periplasmic transport system of putrescine | 0.018507 |
186 | 32TNY | Domain of unknown function (DUF1992) | -0.018488 |
187 | 2Z8Z7 | Protein of unknown function (DUF3298) | -0.018487 |
188 | COG2610 | gluconate transmembrane transporter activity | 0.018474 |
189 | COG1666 | GTP binding | -0.018425 |
190 | COG1533 | DNA photolyase activity | 0.018412 |
191 | COG4781 | glycerophosphoryl diester phosphodiesterase | 0.018398 |
192 | COG0754 | glutathionylspermidine amidase activity | -0.018297 |
193 | COG3835 | regulator | 0.018198 |
194 | 32ZJK | Nitrous oxide-stimulated promoter | -0.018155 |
195 | COG4559 | Part of the ABC transporter complex HmuTUV involved in hemin import. Responsible for energy coupling to the transport system | -0.018141 |
196 | COG0448 | Catalyzes the synthesis of ADP-glucose, a sugar donor used in elongation reactions on alpha-glucans | 0.018133 |
197 | COG1668 | transmembrane transport | -0.018122 |
198 | 2ZDJ6 | -0.018121 | |
199 | 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 | 0.018109 |
200 | COG1834 | amidinotransferase | -0.018098 |
201 | COG5658 | integral membrane protein | 0.018084 |
202 | COG4668 | phosphoenolpyruvate-dependent sugar phosphotransferase system | 0.018069 |
203 | 32YHS | -0.018063 | |
204 | COG0247 | lactate metabolic process | -0.018061 |
205 | 33JYB | -0.018043 | |
206 | COG2065 | Also displays a weak uracil phosphoribosyltransferase activity which is not physiologically significant | 0.018003 |
207 | COG1527 | subunit (C | -0.018001 |
208 | 32RZW | -0.017988 | |
209 | COG0236 | Carrier of the growing fatty acid chain in fatty acid biosynthesis | 0.017957 |
210 | COG3311 | Transcriptional regulator | -0.017943 |
211 | 32YCI | DNA topological change | 0.017937 |
212 | COG3953 | SLT domain | -0.017930 |
213 | 2Z80D | Crispr-associated cxxc_cxxc protein Cst1 | -0.017929 |
214 | COG2151 | metal-sulfur cluster biosynthetic enzyme | 0.017927 |
215 | COG3053 | Acetylation of prosthetic group (2-(5''-phosphoribosyl)- 3'-dephosphocoenzyme-A) of the gamma subunit of citrate lyase | -0.017895 |
216 | COG1832 | CoA-binding protein | -0.017878 |
217 | COG4607 | ABC-type enterochelin transport system periplasmic component | -0.017874 |
218 | COG3442 | glutamine amidotransferase | 0.017866 |
219 | COG0622 | Phosphoesterase | 0.017865 |
220 | COG1875 | ATPase related to phosphate starvation-inducible protein PhoH | 0.017758 |
221 | COG3934 | Belongs to the glycosyl hydrolase 5 (cellulase A) family | 0.017672 |
222 | COG1155 | Produces ATP from ADP in the presence of a proton gradient across the membrane. The V-type alpha chain is a catalytic subunit | -0.017665 |
223 | COG0224 | Produces ATP from ADP in the presence of a proton gradient across the membrane. The gamma chain is believed to be important in regulating ATPase activity and the flow of protons through the CF(0) complex | 0.017626 |
224 | COG0031 | Belongs to the cysteine synthase cystathionine beta- synthase family | 0.017596 |
225 | COG5351 | Uncharacterized protein conserved in bacteria (DUF2169) | -0.017595 |
226 | COG3884 | Acyl-ACP thioesterase | 0.017595 |
227 | COG2015 | COG2015, Alkyl sulfatase and related hydrolases | -0.017576 |
228 | 2Z8AD | Carbohydrate-binding domain-containing protein Cthe_2159 | -0.017573 |
229 | 33XFG | Universal stress protein family | -0.017523 |
230 | COG2329 | Antibiotic biosynthesis monooxygenase | -0.017516 |
231 | COG3405 | Belongs to the glycosyl hydrolase 8 (cellulase D) family | -0.017515 |
232 | COG4819 | ethanolamine utilization protein | 0.017509 |
233 | COG4942 | peptidase | -0.017459 |
234 | COG2327 | Polysaccharide pyruvyl transferase | -0.017458 |
235 | COG5650 | phosphatidylinositol metabolic process | 0.017454 |
236 | COG0421 | Catalyzes the irreversible transfer of a propylamine group from the amino donor S-adenosylmethioninamine (decarboxy- AdoMet) to putrescine (1,4-diaminobutane) to yield spermidine | -0.017451 |
237 | COG0504 | CTP synthase activity | -0.017442 |
238 | COG1162 | GTPase activity | 0.017437 |
239 | 2ZQ34 | Antibiotic biosynthesis monooxygenase | -0.017433 |
240 | COG2226 | methyltransferase | 0.017424 |
241 | COG4325 | translation initiation factor activity | -0.017374 |
242 | COG1193 | negative regulation of DNA recombination | 0.017371 |
243 | COG5616 | cAMP biosynthetic process | 0.017367 |
244 | COG1737 | Transcriptional regulator | 0.017359 |
245 | COG2878 | Part of a membrane complex involved in electron transport | -0.017330 |
246 | COG2124 | cytochrome p450 | -0.017312 |
247 | COG5512 | Zn-ribbon-containing possibly RNA-binding protein and truncated derivatives | 0.017240 |
248 | COG2602 | Beta-lactamase | 0.017232 |
249 | COG4670 | ketone body catabolic process | -0.017207 |
250 | COG4637 | Psort location Cytoplasmic, score | 0.017177 |