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 | COG5554 | nitrogen fixation | 0.129188 |
2 | COG1433 | Dinitrogenase iron-molybdenum cofactor | 0.125728 |
3 | 2ZBN7 | nitrogen fixation protein | 0.117944 |
4 | 330W8 | May protect the nitrogenase Fe-Mo protein from oxidative damage | 0.104573 |
5 | COG1348 | The key enzymatic reactions in nitrogen fixation are catalyzed by the nitrogenase complex which has 2 components the iron protein and the molybdenum-iron protein | 0.096548 |
6 | COG2710 | Component of the dark-operative protochlorophyllide reductase (DPOR) that uses Mg-ATP and reduced ferredoxin to reduce ring D of protochlorophyllide (Pchlide) to form chlorophyllide a (Chlide). This reaction is light-independent. The NB-protein | 0.096548 |
7 | 327FW | molybdenum ion binding | 0.083442 |
8 | COG5420 | small protein containing a coiled-coil domain | 0.077234 |
9 | 2Z8CH | SIR2-like domain | 0.071741 |
10 | COG1740 | oxidoreductase activity, acting on hydrogen as donor, iron-sulfur protein as acceptor | 0.042094 |
11 | 2ZV1D | 0.041405 | |
12 | COG0374 | Belongs to the NiFe NiFeSe hydrogenase large subunit family | 0.036909 |
13 | COG2461 | Hemerythrin HHE cation binding domain protein | 0.036702 |
14 | COG1355 | regulation of microtubule-based process | 0.034324 |
15 | 330EE | PFAM NifZ family protein | 0.033995 |
16 | COG3585 | molybdate ion transport | 0.033115 |
17 | COG1151 | hydroxylamine reductase activity | 0.032952 |
18 | 32SCF | MEKHLA domain | -0.032379 |
19 | COG2358 | TRAP transporter, solute receptor (TAXI family | 0.032043 |
20 | 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 | 0.031890 |
21 | COG0298 | carbon dioxide binding | 0.031271 |
22 | 2ZXZV | Outer membrane efflux protein | 0.031234 |
23 | COG2833 | Protein of unknown function (DUF455) | -0.031217 |
24 | COG0375 | protein maturation | 0.031215 |
25 | COG4916 | TIR domain | 0.030900 |
26 | COG1816 | Catalyzes the hydrolytic deamination of adenine to hypoxanthine. Plays an important role in the purine salvage pathway and in nitrogen catabolism | 0.030433 |
27 | COG2821 | murein-degrading enzyme. may play a role in recycling of muropeptides during cell elongation and or cell division | -0.030090 |
28 | COG0409 | Hydrogenase expression formation protein | 0.029604 |
29 | COG0309 | Hydrogenase expression formation protein (HypE) | 0.029533 |
30 | COG3593 | DNA synthesis involved in DNA repair | -0.029495 |
31 | 2Z8KN | PFAM Dinitrogenase reductase ADP-ribosyltransferase | 0.029251 |
32 | COG0680 | Initiates the rapid degradation of small, acid-soluble proteins during spore germination | 0.029000 |
33 | COG1022 | Amp-dependent synthetase and ligase | 0.028680 |
34 | COG1294 | oxidase, subunit | 0.028475 |
35 | COG1669 | hydrolase activity, acting on ester bonds | 0.028236 |
36 | COG5485 | Ester cyclase | 0.028209 |
37 | COG4268 | DNA restriction-modification system | -0.028085 |
38 | COG2234 | aminopeptidase activity | 0.027857 |
39 | COG0589 | response to stress | -0.027839 |
40 | 3287S | Domain of unknown function (DUF4334) | -0.027766 |
41 | COG5126 | Ca2 -binding protein (EF-Hand superfamily | 0.027757 |
42 | COG4380 | Lipoprotein | 0.027751 |
43 | COG2032 | superoxide dismutase activity | -0.027739 |
44 | COG0340 | biotin-[acetyl-CoA-carboxylase] ligase activity | -0.027622 |
45 | COG1518 | maintenance of DNA repeat elements | 0.027603 |
46 | COG0302 | gtp cyclohydrolase | -0.027589 |
47 | COG1271 | oxidase subunit | 0.027485 |
48 | COG2129 | metallophosphoesterase | -0.027319 |
49 | COG1086 | Polysaccharide biosynthesis protein | -0.027298 |
50 | COG3146 | Protein conserved in bacteria | -0.026801 |
51 | COG2253 | Psort location Cytoplasmic, score | -0.026663 |
52 | COG1190 | Belongs to the class-II aminoacyl-tRNA synthetase family | -0.026436 |
53 | COG1468 | defense response to virus | 0.026197 |
54 | COG0474 | ATPase, P-type transporting, HAD superfamily, subfamily IC | 0.026027 |
55 | COG2733 | membrane | 0.025836 |
56 | 330M2 | -0.025717 | |
57 | COG0588 | phosphoglycerate mutase activity | -0.025681 |
58 | COG1785 | Belongs to the alkaline phosphatase family | 0.025612 |
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 | 0.025432 |
60 | COG3926 | Glycosyl hydrolase 108 | 0.025276 |
61 | COG1619 | proteins homologs of microcin C7 resistance protein MccF | -0.025258 |
62 | COG5553 | Cysteine dioxygenase type I | 0.025219 |
63 | COG4237 | Hydrogenase 4 membrane | 0.025205 |
64 | 32TH1 | 0.025176 | |
65 | COG2837 | iron assimilation | 0.024989 |
66 | COG2808 | Putative FMN-binding domain | 0.024982 |
67 | COG1543 | Belongs to the glycosyl hydrolase 57 family | -0.024864 |
68 | COG3259 | Nickel-dependent hydrogenase | 0.024861 |
69 | COG5592 | hemerythrin HHE cation binding domain | 0.024769 |
70 | COG3547 | Transposase (IS116 IS110 IS902 family) | -0.024420 |
71 | COG3655 | Transcriptional regulator | 0.024380 |
72 | COG2214 | Heat shock protein DnaJ domain protein | 0.024107 |
73 | COG3772 | lysozyme | -0.024103 |
74 | COG3665 | Urea carboxylase-associated protein | 0.024069 |
75 | COG5184 | regulator of chromosome condensation, RCC1 | 0.024029 |
76 | COG0561 | phosphatase activity | -0.023987 |
77 | COG0418 | dihydroorotase activity | -0.023981 |
78 | COG1167 | Transcriptional regulators containing a DNA-binding HTH domain and an aminotransferase domain MocR family and their eukaryotic orthologs | 0.023969 |
79 | COG3428 | Bacterial PH domain | -0.023954 |
80 | COG3271 | cysteine-type peptidase activity | 0.023933 |
81 | COG4308 | Limonene-1,2-epoxide hydrolase catalytic domain | 0.023703 |
82 | 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 | 0.023643 |
83 | COG0208 | Provides the precursors necessary for DNA synthesis. Catalyzes the biosynthesis of deoxyribonucleotides from the corresponding ribonucleotides | -0.023588 |
84 | COG0861 | Integral membrane protein TerC family | -0.023461 |
85 | COG0117 | Converts 2,5-diamino-6-(ribosylamino)-4(3h)-pyrimidinone 5'-phosphate into 5-amino-6-(ribosylamino)-2,4(1h,3h)- pyrimidinedione 5'-phosphate | -0.023405 |
86 | COG0798 | PFAM Bile acid sodium symporter | 0.023382 |
87 | COG4857 | Catalyzes the phosphorylation of methylthioribose into methylthioribose-1-phosphate | 0.023342 |
88 | COG1401 | restriction endodeoxyribonuclease activity | -0.023284 |
89 | COG0863 | Belongs to the N(4) N(6)-methyltransferase family | -0.023257 |
90 | 331CC | 0.023129 | |
91 | 338SB | 0.023129 | |
92 | COG5527 | Initiator Replication protein | -0.023017 |
93 | COG2210 | Belongs to the sulfur carrier protein TusA family | 0.022795 |
94 | COG2018 | Roadblock/LC7 domain | 0.022627 |
95 | COG0610 | Subunit R is required for both nuclease and ATPase activities, but not for modification | -0.022607 |
96 | COG1929 | Belongs to the glycerate kinase type-1 family | 0.022603 |
97 | COG1833 | Belongs to the SfsA family | 0.022566 |
98 | COG4231 | catalyzes the ferredoxin-dependent oxidative decarboxylation of arylpyruvates | 0.022562 |
99 | COG3449 | Inhibits the supercoiling activity of DNA gyrase. Acts by inhibiting DNA gyrase at an early step, prior to (or at the step of) binding of DNA by the gyrase. It protects cells against toxins that target DNA gyrase, by inhibiting activity of these toxins and reducing the formation of lethal double-strand breaks in the cell | 0.022538 |
100 | COG4327 | Domain of unknown function (DUF4212) | 0.022486 |
101 | 30BDS | 0.022481 | |
102 | COG0670 | Belongs to the BI1 family | -0.022429 |
103 | COG1209 | Catalyzes the formation of dTDP-glucose, from dTTP and glucose 1-phosphate, as well as its pyrophosphorolysis | -0.022250 |
104 | COG3847 | Flp Fap pilin component | -0.022229 |
105 | 33AYK | 0.022190 | |
106 | COG2183 | response to ionizing radiation | 0.022171 |
107 | 332SV | 0.022150 | |
108 | 30A8Q | Bacterial regulatory proteins, tetR family | 0.022131 |
109 | COG4773 | Receptor | 0.022114 |
110 | COG1032 | radical SAM domain protein | 0.022112 |
111 | COG0447 | Converts o-succinylbenzoyl-CoA (OSB-CoA) to 1,4- dihydroxy-2-naphthoyl-CoA (DHNA-CoA) | 0.022085 |
112 | COG0380 | Probably involved in the osmoprotection via the biosynthesis of trehalose. Catalyzes the transfer of glucose from UDP-glucose (UDP-Glc) to D-glucose 6-phosphate (Glc-6-P) to form trehalose-6-phosphate. Acts with retention of the anomeric configuration of the UDP-sugar donor | -0.022058 |
113 | COG0388 | Catalyzes the ATP-dependent amidation of deamido-NAD to form NAD. Uses L-glutamine as a nitrogen source | -0.022014 |
114 | COG0786 | glutamate:sodium symporter activity | -0.021942 |
115 | COG4704 | Protein conserved in bacteria | 0.021902 |
116 | COG1969 | Ni Fe-hydrogenase, b-type cytochrome subunit | 0.021857 |
117 | COG2866 | Carboxypeptidase | -0.021847 |
118 | COG1145 | 4fe-4S ferredoxin, iron-sulfur binding domain protein | 0.021819 |
119 | COG4929 | membrane-anchored protein | 0.021783 |
120 | 330BP | Nitrogen fixation protein NifW | 0.021754 |
121 | COG2329 | Antibiotic biosynthesis monooxygenase | -0.021700 |
122 | 32R8H | Sulfotransferase domain | 0.021658 |
123 | COG2345 | Transcriptional regulator | 0.021521 |
124 | COG4095 | Psort location CytoplasmicMembrane, score | 0.021469 |
125 | COG0040 | Catalyzes the condensation of ATP and 5-phosphoribose 1- diphosphate to form N'-(5'-phosphoribosyl)-ATP (PR-ATP). Has a crucial role in the pathway because the rate of histidine biosynthesis seems to be controlled primarily by regulation of hisG enzymatic activity | -0.021451 |
126 | 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 | 0.021449 |
127 | COG3835 | regulator | 0.021308 |
128 | COG0783 | Belongs to the Dps family | -0.021304 |
129 | COG3916 | Acyl-homoserine-lactone synthase | -0.021303 |
130 | COG2188 | Transcriptional regulator | 0.021263 |
131 | COG3405 | Belongs to the glycosyl hydrolase 8 (cellulase D) family | -0.021211 |
132 | COG1657 | PFAM Prenyltransferase squalene oxidase | 0.021185 |
133 | COG3023 | N-Acetylmuramoyl-L-alanine amidase | -0.021106 |
134 | COG2907 | Flavin containing amine oxidoreductase | 0.021104 |
135 | COG2425 | protein containing a von Willebrand factor type A (vWA) domain | -0.020989 |
136 | COG3330 | Domain of unknown function (DUF4912) | -0.020862 |
137 | COG1694 | Mazg nucleotide pyrophosphohydrolase | -0.020854 |
138 | COG1658 | Required for correct processing of both the 5' and 3' ends of 5S rRNA precursor. Cleaves both sides of a double-stranded region yielding mature 5S rRNA in one step | 0.020749 |
139 | COG2856 | Zn peptidase | 0.020711 |
140 | COG0141 | Catalyzes the sequential NAD-dependent oxidations of L- histidinol to L-histidinaldehyde and then to L-histidine | -0.020702 |
141 | COG0186 | One of the primary rRNA binding proteins, it binds specifically to the 5'-end of 16S ribosomal RNA | -0.020642 |
142 | COG3658 | cytochrome | 0.020639 |
143 | COG1793 | dna ligase | -0.020583 |
144 | COG3558 | Protein conserved in bacteria | -0.020581 |
145 | COG3647 | Membrane | 0.020552 |
146 | COG3556 | membrane | -0.020542 |
147 | COG3550 | peptidyl-serine autophosphorylation | 0.020434 |
148 | COG4485 | Bacterial membrane protein, YfhO | 0.020411 |
149 | COG3419 | Tfp pilus assembly protein tip-associated adhesin | 0.020301 |
150 | COG3113 | response to antibiotic | 0.020211 |
151 | COG1993 | acr, cog1993 | 0.020202 |
152 | COG4447 | cellulose binding | -0.020128 |
153 | COG3249 | protein conserved in bacteria | 0.020128 |
154 | COG4382 | Mu-like prophage protein Gp16 | 0.020099 |
155 | COG1715 | Restriction endonuclease | 0.020088 |
156 | COG5470 | NIPSNAP family containing protein | -0.020030 |
157 | COG2078 | PFAM AMMECR1 domain protein | 0.019973 |
158 | COG1523 | belongs to the glycosyl hydrolase 13 family | 0.019960 |
159 | COG1051 | belongs to the nudix hydrolase family | -0.019875 |
160 | COG0389 | Poorly processive, error-prone DNA polymerase involved in untargeted mutagenesis. Copies undamaged DNA at stalled replication forks, which arise in vivo from mismatched or misaligned primer ends. These misaligned primers can be extended by PolIV. Exhibits no 3'-5' exonuclease (proofreading) activity. May be involved in translesional synthesis, in conjunction with the beta clamp from PolIII | -0.019860 |
161 | COG0199 | Binds 16S rRNA, required for the assembly of 30S particles and may also be responsible for determining the conformation of the 16S rRNA at the A site | -0.019837 |
162 | COG0257 | Belongs to the bacterial ribosomal protein bL36 family | -0.019689 |
163 | COG0267 | Belongs to the bacterial ribosomal protein bL33 family | -0.019689 |
164 | COG2801 | Transposase and inactivated derivatives | 0.019661 |
165 | COG4976 | Methyltransferase | 0.019660 |
166 | COG2246 | polysaccharide biosynthetic process | 0.019634 |
167 | 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 | 0.019611 |
168 | COG1451 | nucleotide metabolic process | -0.019591 |
169 | COG4623 | carbon-oxygen lyase activity, acting on polysaccharides | -0.019591 |
170 | 2ZITU | Cupin domain | 0.019577 |
171 | COG4118 | positive regulation of growth | -0.019567 |
172 | COG1168 | Bifunctional PLP-dependent enzyme with beta-cystaTHIonase and maltose regulon repressor activities | 0.019550 |
173 | COG1397 | ADP-ribosylglycohydrolase | 0.019539 |
174 | COG4960 | Type IV leader peptidase family | -0.019532 |
175 | COG2824 | Alkylphosphonate utilization operon protein PhnA | 0.019505 |
176 | 32YE8 | Psort location Cytoplasmic, score | -0.019502 |
177 | COG4597 | amino acid ABC transporter | 0.019475 |
178 | COG2215 | Belongs to the NiCoT transporter (TC 2.A.52) family | -0.019425 |
179 | COG2172 | sigma factor antagonist activity | 0.019354 |
180 | COG0757 | Catalyzes a trans-dehydration via an enolate intermediate | -0.019341 |
181 | COG1352 | Methylation of the membrane-bound methyl-accepting chemotaxis proteins (MCP) to form gamma-glutamyl methyl ester residues in MCP | 0.019310 |
182 | COG0662 | Cupin 2, conserved barrel domain protein | -0.019294 |
183 | COG2309 | aminopeptidase activity | 0.019289 |
184 | COG0752 | glycyl-tRNA synthetase alpha subunit | -0.019232 |
185 | 339W8 | Tautomerase enzyme | 0.019220 |
186 | COG3086 | response to oxidative stress | 0.019214 |
187 | COG4961 | PFAM TadE family protein | -0.019181 |
188 | COG1035 | Coenzyme F420 hydrogenase/dehydrogenase, beta subunit C terminus | -0.019177 |
189 | COG3221 | ABC-type phosphate phosphonate transport system periplasmic component | 0.019174 |
190 | COG4679 | PFAM Phage derived protein Gp49-like (DUF891) | -0.019162 |
191 | COG4712 | double-strand break repair protein | -0.019161 |
192 | COG3090 | Trap-type c4-dicarboxylate transport system, small permease component | 0.019140 |
193 | COG3521 | Type VI secretion | 0.019140 |
194 | COG3189 | MarR family transcriptional regulator | -0.019133 |
195 | COG1393 | Belongs to the ArsC family | 0.019128 |
196 | COG3945 | hemerythrin HHE cation binding domain | 0.019124 |
197 | COG4660 | Part of a membrane complex involved in electron transport | 0.019056 |
198 | COG1113 | amino acid transport | -0.019026 |
199 | COG3712 | iron ion homeostasis | 0.019023 |
200 | COG2610 | gluconate transmembrane transporter activity | 0.018980 |
201 | 32WCJ | 0.018936 | |
202 | COG5464 | transposase or invertase | -0.018936 |
203 | COG3946 | virulence factor family protein | -0.018850 |
204 | COG4469 | Competence protein | -0.018843 |
205 | COG3393 | -acetyltransferase | 0.018822 |
206 | COG3505 | Type IV secretory pathway VirD4 | -0.018769 |
207 | COG1803 | Methylglyoxal synthase | -0.018763 |
208 | COG1539 | Catalyzes the conversion of 7,8-dihydroneopterin to 6- hydroxymethyl-7,8-dihydropterin | -0.018750 |
209 | COG0698 | ribose 5-phosphate isomerase | -0.018743 |
210 | COG1533 | DNA photolyase activity | 0.018689 |
211 | COG3123 | guanosine phosphorylase activity | 0.018649 |
212 | COG1941 | NADH ubiquinone oxidoreductase 20 kDa subunit | 0.018615 |
213 | COG1979 | alcohol dehydrogenase | 0.018548 |
214 | COG3830 | Belongs to the UPF0237 family | -0.018540 |
215 | COG3504 | Conjugal transfer protein | -0.018473 |
216 | COG5002 | protein histidine kinase activity | 0.018460 |
217 | 33FR9 | -0.018425 | |
218 | COG5617 | Psort location CytoplasmicMembrane, score | 0.018408 |
219 | 33B1F | -0.018404 | |
220 | COG3548 | integral membrane protein | 0.018384 |
221 | 2ZS4Q | ankyrin repeats | -0.018372 |
222 | 31B87 | Bacterial regulatory proteins, tetR family | -0.018371 |
223 | COG4551 | Low molecular weight phosphotyrosine protein phosphatase | -0.018360 |
224 | 332E9 | -0.018354 | |
225 | COG1305 | Transglutaminase-like | 0.018326 |
226 | COG3336 | cytochrome c oxidase | 0.018282 |
227 | COG3272 | Protein of unknown function (DUF1722) | 0.018271 |
228 | COG1525 | nuclease | -0.018266 |
229 | COG0788 | formyltetrahydrofolate deformylase activity | -0.018249 |
230 | COG3592 | Divergent 4Fe-4S mono-cluster | 0.018242 |
231 | COG0510 | thiamine kinase activity | 0.018236 |
232 | COG0369 | Component of the sulfite reductase complex that catalyzes the 6-electron reduction of sulfite to sulfide. This is one of several activities required for the biosynthesis of L- cysteine from sulfate. The flavoprotein component catalyzes the electron flow from NADPH - FAD - FMN to the hemoprotein component | 0.018222 |
233 | 2ZC6N | Domain of unknown function (DUF4272) | -0.018213 |
234 | COG3921 | Protein conserved in bacteria | 0.018212 |
235 | COG2366 | antibiotic biosynthetic process | -0.018202 |
236 | COG2264 | protein methyltransferase activity | -0.018179 |
237 | COG2143 | COG2143 Thioredoxin-related protein | -0.018117 |
238 | COG2187 | AAA domain | 0.018108 |
239 | COG2317 | Broad specificity carboxypetidase that releases amino acids sequentially from the C-terminus, including neutral, aromatic, polar and basic residues | 0.018080 |
240 | COG2258 | MOSC domain | -0.018075 |
241 | COG3825 | VWA domain containing CoxE-like protein | 0.018059 |
242 | COG1324 | tolerance protein | -0.018045 |
243 | COG1697 | DNA topoisomerase VI subunit A | -0.018027 |
244 | COG1371 | PFAM Archease protein family (DUF101 UPF0211) | 0.018008 |
245 | COG3797 | Protein conserved in bacteria | -0.017997 |
246 | COG4641 | Protein conserved in bacteria | 0.017992 |
247 | COG0144 | Specifically methylates the cytosine at position 967 (m5C967) of 16S rRNA | -0.017991 |
248 | COG1331 | Highly conserved protein containing a thioredoxin domain | 0.017963 |
249 | COG0327 | Belongs to the GTP cyclohydrolase I type 2 NIF3 family | -0.017942 |
250 | COG2850 | peptidyl-arginine hydroxylation | -0.017937 |