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 | COG4794 | Type iii secretion | 0.073872 |
2 | COG4791 | protein targeting | 0.073566 |
3 | COG4790 | Type iii secretion | 0.072966 |
4 | COG4792 | protein secretion | 0.072269 |
5 | COG4669 | (LipO)protein | 0.071699 |
6 | COG4789 | Type iii secretion | 0.068549 |
7 | COG1450 | Type ii and iii secretion system protein | 0.040786 |
8 | COG5613 | Secretion system effector C (SseC) like family | 0.034382 |
9 | 307NE | Inner membrane component of T3SS, periplasmic domain | 0.032869 |
10 | COG2032 | superoxide dismutase activity | 0.027745 |
11 | 32SWF | 0.024530 | |
12 | COG5435 | protein kinase activity | 0.022577 |
13 | 3153I | 0.021876 | |
14 | COG4335 | DNA alkylation repair | -0.021612 |
15 | COG0367 | asparagine synthase | 0.021197 |
16 | 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 | -0.021147 |
17 | 32VH1 | HrpJ-like domain | 0.021116 |
18 | 33E8X | protein secretion | 0.021116 |
19 | COG0699 | ATPase. Has a role at an early stage in the morphogenesis of the spore coat | -0.021086 |
20 | 2ZBVJ | Type iii secretion | 0.020866 |
21 | COG1412 | self proteolysis | 0.020428 |
22 | COG2323 | membrane | -0.020416 |
23 | COG2390 | Transcriptional regulator | 0.020305 |
24 | COG3794 | PFAM blue (type 1) copper domain protein | 0.020103 |
25 | 31RN5 | Bacterial regulatory proteins, tetR family | 0.019750 |
26 | COG2378 | regulation of single-species biofilm formation | -0.019659 |
27 | COG3143 | Plays an important role in bacterial chemotaxis signal transduction pathway by accelerating the dephosphorylation of phosphorylated CheY (CheY-P) | 0.019481 |
28 | COG3232 | 5-carboxymethyl-2-hydroxymuconate isomerase | 0.019397 |
29 | COG1366 | Belongs to the anti-sigma-factor antagonist family | 0.019316 |
30 | COG3133 | Outer membrane lipoprotein | 0.019262 |
31 | COG2873 | o-acetylhomoserine | -0.019236 |
32 | 334XN | 0.018946 | |
33 | COG0612 | Peptidase, M16 | -0.018944 |
34 | COG2723 | 6-phospho-beta-galactosidase activity | 0.018853 |
35 | 32Y7R | -0.018776 | |
36 | COG4700 | PFAM Protein kinase domain | 0.018752 |
37 | 3448G | 'Pfam Bacterial regulatory proteins, tetR family | 0.018439 |
38 | COG4638 | Rieske (2fe-2S) | 0.018411 |
39 | COG3836 | Belongs to the HpcH HpaI aldolase family | 0.018342 |
40 | COG0475 | glutathione-regulated potassium exporter activity | -0.018002 |
41 | COG1448 | Aminotransferase | 0.017989 |
42 | COG2358 | TRAP transporter, solute receptor (TAXI family | -0.017970 |
43 | COG0330 | HflC and HflK could | -0.017813 |
44 | COG2073 | Cobalamin biosynthesis protein cbiG | 0.017784 |
45 | COG3524 | carbohydrate:proton symporter activity | -0.017725 |
46 | COG1929 | Belongs to the glycerate kinase type-1 family | 0.017709 |
47 | COG0154 | amidase activity | -0.017479 |
48 | COG3265 | gluconokinase activity | 0.017328 |
49 | 2ZAF8 | Type III secretion | 0.017267 |
50 | COG5517 | Aromatic-ring-hydroxylating dioxygenase beta subunit | 0.017245 |
51 | COG2133 | pyrroloquinoline quinone binding | -0.017171 |
52 | COG5599 | Phosphatase | 0.017028 |
53 | 34APG | 0.017022 | |
54 | COG3919 | ATP-grasp | 0.016927 |
55 | COG1237 | beta-lactamase domain protein | -0.016837 |
56 | COG0700 | Nucleoside recognition | 0.016786 |
57 | COG0716 | FMN binding | -0.016783 |
58 | COG0595 | An RNase that has 5'-3' exonuclease and possibly endonuclease activity. Involved in maturation of rRNA and in some organisms also mRNA maturation and or decay | -0.016777 |
59 | COG5437 | major tail protein TP901-1 family | -0.016755 |
60 | COG3153 | acetyltransferase | 0.016678 |
61 | COG5238 | GTPase activator activity | 0.016668 |
62 | COG2303 | Involved in the biosynthesis of the osmoprotectant glycine betaine. Catalyzes the oxidation of choline to betaine aldehyde and betaine aldehyde to glycine betaine at the same rate | -0.016593 |
63 | COG3597 | protein domain associated with | -0.016494 |
64 | COG3673 | conserved protein | 0.016488 |
65 | COG0858 | One of several proteins that assist in the late maturation steps of the functional core of the 30S ribosomal subunit. Associates with free 30S ribosomal subunits (but not with 30S subunits that are part of 70S ribosomes or polysomes). Required for efficient processing of 16S rRNA. May interact with the 5'-terminal helix region of 16S rRNA | -0.016474 |
66 | COG4928 | KAP family P-loop domain | -0.016435 |
67 | COG1683 | Conserved Protein | 0.016424 |
68 | COG3518 | anti-sigma factor antagonist activity | 0.016385 |
69 | COG1573 | uracil-dna glycosylase | -0.016329 |
70 | COG3121 | Chaperone | 0.016321 |
71 | 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 | -0.016282 |
72 | 2Z91M | NolX protein | 0.016205 |
73 | COG2301 | Belongs to the HpcH HpaI aldolase family | -0.016047 |
74 | COG4875 | SnoaL-like domain | 0.016025 |
75 | COG5516 | Conserved protein containing a Zn-ribbon-like motif, possibly RNA-binding | 0.015939 |
76 | COG4517 | Domain of unknown function (DUF1820) | 0.015933 |
77 | COG2317 | Broad specificity carboxypetidase that releases amino acids sequentially from the C-terminus, including neutral, aromatic, polar and basic residues | -0.015893 |
78 | COG1268 | BioY protein | 0.015864 |
79 | COG1025 | Belongs to the peptidase M16 family | 0.015851 |
80 | COG4115 | mRNA cleavage | -0.015722 |
81 | COG5410 | chromosome segregation | -0.015696 |
82 | COG3519 | Type VI secretion system, TssF | 0.015692 |
83 | COG4665 | TRAP-type mannitol chloroaromatic compound transport system small permease component | -0.015657 |
84 | COG4315 | Pfam Secreted repeat of | 0.015608 |
85 | COG3386 | PFAM SMP-30 Gluconolaconase | -0.015592 |
86 | COG1134 | teichoic acid transport | -0.015443 |
87 | COG1637 | Cleaves both 3' and 5' ssDNA extremities of branched DNA structures | -0.015442 |
88 | COG0500 | methyltransferase | 0.015364 |
89 | COG1113 | amino acid transport | 0.015360 |
90 | 32UW3 | -0.015346 | |
91 | COG2513 | Catalyzes the thermodynamically favored C-C bond cleavage of (2R,3S)-2-methylisocitrate to yield pyruvate and succinate | 0.015303 |
92 | COG2747 | anti-sigma28 factor FlgM | 0.015268 |
93 | 316UM | TonB C terminal | -0.015263 |
94 | COG1305 | Transglutaminase-like | -0.015249 |
95 | COG3062 | negative regulation of establishment of protein localization | 0.015248 |
96 | 342R0 | Trypsin-like peptidase domain | -0.015200 |
97 | COG1881 | PFAM PEBP family protein | 0.015137 |
98 | COG3126 | Type III secretion system lipoprotein chaperone (YscW) | 0.015135 |
99 | COG4222 | Protein conserved in bacteria | 0.015121 |
100 | COG4244 | Membrane | -0.015112 |
101 | 31W2T | Universal stress protein family | -0.014977 |
102 | 342NJ | -0.014968 | |
103 | 33U39 | Methyltransferase domain | 0.014947 |
104 | COG0053 | Belongs to the cation diffusion facilitator (CDF) transporter (TC 2.A.4) family | -0.014935 |
105 | 33HH1 | 0.014915 | |
106 | COG3159 | Protein conserved in bacteria | 0.014911 |
107 | COG0669 | Reversibly transfers an adenylyl group from ATP to 4'- phosphopantetheine, yielding dephospho-CoA (dPCoA) and pyrophosphate | -0.014847 |
108 | COG2208 | phosphoserine phosphatase activity | 0.014843 |
109 | COG3011 | Protein conserved in bacteria | 0.014837 |
110 | COG3511 | phospholipase C | 0.014812 |
111 | COG2240 | Pyridoxal kinase involved in the salvage pathway of pyridoxal 5'-phosphate (PLP). Catalyzes the phosphorylation of pyridoxal to PLP | 0.014796 |
112 | COG1200 | Critical role in recombination and DNA repair. Helps process Holliday junction intermediates to mature products by catalyzing branch migration. Has a DNA unwinding activity characteristic of a DNA helicase with a 3'- to 5'- polarity. Unwinds branched duplex DNA (Y-DNA) | -0.014773 |
113 | COG3228 | Belongs to the MtfA family | 0.014753 |
114 | COG2898 | Catalyzes the transfer of a lysyl group from L-lysyl- tRNA(Lys) to membrane-bound phosphatidylglycerol (PG), which produces lysylphosphatidylglycerol (LPG), a major component of the bacterial membrane with a positive net charge. LPG synthesis contributes to bacterial virulence as it is involved in the resistance mechanism against cationic antimicrobial peptides (CAMP) produces by the host's immune system (defensins, cathelicidins) and by the competing microorganisms | 0.014727 |
115 | COG4456 | Virulence-associated protein | 0.014715 |
116 | COG0027 | Involved in the de novo purine biosynthesis. Catalyzes the transfer of formate to 5-phospho-ribosyl-glycinamide (GAR), producing 5-phospho-ribosyl-N-formylglycinamide (FGAR). Formate is provided by PurU via hydrolysis of 10-formyl-tetrahydrofolate | 0.014703 |
117 | COG5621 | secreted hydrolase | -0.014665 |
118 | COG2509 | 5-formyltetrahydrofolate cyclo-ligase activity | -0.014628 |
119 | COG1208 | COG1208 Nucleoside-diphosphate-sugar pyrophosphorylase involved in lipopolysaccharide biosynthesis translation initiation factor 2B, gamma epsilon subunits eIF-2Bgamma eIF-2Bepsilon | 0.014602 |
120 | COG5164 | cell wall organization | 0.014582 |
121 | COG3467 | pyridoxamine 5'-phosphate | 0.014541 |
122 | 3330U | Type iii secretion | 0.014530 |
123 | COG0674 | pyruvate-flavodoxin oxidoreductase activity | -0.014526 |
124 | COG1181 | Belongs to the D-alanine--D-alanine ligase family | -0.014523 |
125 | COG3484 | -0.014444 | |
126 | 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 | 0.014432 |
127 | 2Z9AA | Protein of unknown function (DUF3034) | 0.014416 |
128 | COG0837 | glucose binding | 0.014400 |
129 | COG4239 | (ABC) transporter, permease | 0.014369 |
130 | COG2150 | ACT domain | -0.014345 |
131 | COG3844 | kynureninase activity | 0.014341 |
132 | COG2350 | Protein conserved in bacteria | 0.014300 |
133 | COG2206 | PFAM metal-dependent phosphohydrolase, HD sub domain | 0.014288 |
134 | COG2175 | clavaminate synthase activity | 0.014281 |
135 | COG3450 | Protein of unknown function (DUF861) | 0.014279 |
136 | COG1520 | Part of the outer membrane protein assembly complex, which is involved in assembly and insertion of beta-barrel proteins into the outer membrane | -0.014269 |
137 | COG0797 | Lytic transglycosylase with a strong preference for naked glycan strands that lack stem peptides | -0.014265 |
138 | 32ZB3 | 0.014243 | |
139 | COG1521 | Catalyzes the phosphorylation of pantothenate (Pan), the first step in CoA biosynthesis | -0.014225 |
140 | 33T8K | -0.014221 | |
141 | 31QMZ | 0.014210 | |
142 | COG5459 | Ribosomal small subunit Rsm22 | 0.014204 |
143 | COG4287 | PhoPQ-activated pathogenicity-related protein | 0.014193 |
144 | COG5448 | Glycoside hydrolase family 24 | -0.014161 |
145 | COG1762 | phosphoenolpyruvate-dependent sugar phosphotransferase system | 0.014160 |
146 | COG2184 | nucleotidyltransferase activity | -0.014108 |
147 | COG3659 | wide pore channel activity | 0.014059 |
148 | 33B37 | 0.014059 | |
149 | COG3125 | oxidoreductase activity, acting on diphenols and related substances as donors, oxygen as acceptor | 0.014048 |
150 | COG3204 | pilus organization | 0.014024 |
151 | COG3134 | Outer membrane lipoprotein | 0.014014 |
152 | COG3342 | major pilin protein fima | 0.013981 |
153 | COG2138 | Cobalamin (vitamin B12) biosynthesis CbiX protein | -0.013955 |
154 | COG4305 | rare lipoprotein A | 0.013950 |
155 | 2ZGGU | -0.013930 | |
156 | 33AZD | 0.013888 | |
157 | COG2940 | SET domain | 0.013857 |
158 | 31EBN | Bacterial regulatory proteins, tetR family | -0.013855 |
159 | COG1694 | Mazg nucleotide pyrophosphohydrolase | -0.013850 |
160 | COG0796 | Provides the (R)-glutamate required for cell wall biosynthesis | -0.013802 |
161 | 30HV0 | Family of unknown function (DUF5375) | 0.013759 |
162 | COG1669 | hydrolase activity, acting on ester bonds | -0.013747 |
163 | 2ZTY5 | Protein of unknown function (DUF1804) | 0.013713 |
164 | COG0757 | Catalyzes a trans-dehydration via an enolate intermediate | -0.013696 |
165 | COG3005 | denitrification pathway | 0.013693 |
166 | COG2165 | general secretion pathway protein | 0.013693 |
167 | 2ZQPU | Outer membrane efflux protein | -0.013689 |
168 | 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 | 0.013675 |
169 | COG4934 | collagen metabolic process | 0.013655 |
170 | COG0606 | chelatase, subunit chli | -0.013651 |
171 | COG3367 | COGs COG3367 conserved | -0.013626 |
172 | COG3784 | Protein of unknown function (DUF1318) | -0.013595 |
173 | COG0849 | cell division | -0.013594 |
174 | 3375A | Domain of unknown function (DUF4123) | 0.013592 |
175 | COG2077 | Thiol-specific peroxidase that catalyzes the reduction of hydrogen peroxide and organic hydroperoxides to water and alcohols, respectively. Plays a role in cell protection against oxidative stress by detoxifying peroxides | 0.013585 |
176 | COG3138 | arginine N-succinyltransferase | 0.013508 |
177 | 33ARA | COG0526, thiol-disulfide isomerase and thioredoxins | 0.013506 |
178 | COG2171 | N-acyltransferase activity | -0.013504 |
179 | COG0732 | type I restriction modification DNA specificity domain | 0.013495 |
180 | 2Z87K | COG0666 FOG Ankyrin repeat | 0.013450 |
181 | COG1205 | dead DEAH box helicase | 0.013441 |
182 | 3359J | PhoP regulatory network protein YrbL | 0.013416 |
183 | COG2964 | Protein conserved in bacteria | 0.013414 |
184 | COG3651 | Uncharacterized protein conserved in bacteria (DUF2237) | -0.013386 |
185 | COG2421 | Acetamidase/Formamidase family | -0.013378 |
186 | COG4254 | PFAM FecR protein | -0.013367 |
187 | COG0333 | Belongs to the bacterial ribosomal protein bL32 family | -0.013333 |
188 | COG0474 | ATPase, P-type transporting, HAD superfamily, subfamily IC | -0.013332 |
189 | COG1484 | DNA-dependent DNA replication | -0.013327 |
190 | 334KG | Replication regulatory protein RepB | 0.013325 |
191 | COG4420 | membrane | -0.013287 |
192 | COG1159 | An essential GTPase that binds both GDP and GTP, with rapid nucleotide exchange. Plays a role in 16S rRNA processing and 30S ribosomal subunit biogenesis and possibly also in cell cycle regulation and energy metabolism | -0.013268 |
193 | COG3136 | membrane protein required for alginate biosynthesis | 0.013258 |
194 | COG5449 | Phage conserved hypothetical protein BR0599 | -0.013257 |
195 | COG3225 | cell adhesion | -0.013227 |
196 | 342TQ | -0.013223 | |
197 | COG3241 | Transfers electrons from cytochrome c551 to cytochrome oxidase | 0.013208 |
198 | COG3293 | Transposase | 0.013196 |
199 | COG3043 | anaerobic respiration | 0.013195 |
200 | COG3739 | integral membrane protein | -0.013183 |
201 | COG1304 | FMN binding | -0.013181 |
202 | COG2928 | Conserved Protein | 0.013165 |
203 | COG3042 | response to heat | 0.013164 |
204 | 337DD | FlgN protein | 0.013156 |
205 | 32PGZ | helix_turn_helix multiple antibiotic resistance protein | 0.013153 |
206 | 2ZIWH | General secretion pathway protein H | 0.013146 |
207 | COG3857 | The heterodimer acts as both an ATP-dependent DNA helicase and an ATP-dependent, dual-direction single-stranded exonuclease. Recognizes the chi site generating a DNA molecule suitable for the initiation of homologous recombination | -0.013134 |
208 | COG4271 | nucleotide-binding Protein | -0.013098 |
209 | COG0336 | Belongs to the RNA methyltransferase TrmD family | -0.013063 |
210 | COG1262 | PFAM Formylglycine-generating sulfatase enzyme | -0.013061 |
211 | COG3913 | Uncharacterized protein conserved in bacteria (DUF2094) | 0.013045 |
212 | COG4718 | Minor tail | 0.013041 |
213 | 33AQ3 | 0.013029 | |
214 | COG3491 | Belongs to the iron ascorbate-dependent oxidoreductase family | 0.013026 |
215 | COG0701 | Predicted permease | -0.013023 |
216 | COG3710 | Transcriptional regulator | 0.013000 |
217 | COG4567 | Response regulator consisting of a CheY-like receiver domain and a Fis-type HTH domain | 0.012998 |
218 | 2Z9EN | PDDEXK-like domain of unknown function (DUF3799) | -0.012976 |
219 | 34B3W | 0.012968 | |
220 | 33PMM | -0.012968 | |
221 | COG1314 | P-P-bond-hydrolysis-driven protein transmembrane transporter activity | -0.012956 |
222 | COG1385 | rRNA (uridine-N3-)-methyltransferase activity | -0.012945 |
223 | COG0806 | An accessory protein needed during the final step in the assembly of 30S ribosomal subunit, possibly for assembly of the head region. Probably interacts with S19. Essential for efficient processing of 16S rRNA. May be needed both before and after RbfA during the maturation of 16S rRNA. It has affinity for free ribosomal 30S subunits but not for 70S ribosomes | -0.012945 |
224 | COG4666 | Tripartite ATP-independent periplasmic transporter, DctM component | -0.012930 |
225 | COG5639 | conserved small protein | 0.012925 |
226 | COG1286 | toxin biosynthetic process | -0.012915 |
227 | COG2335 | COG2335, Secreted and surface protein containing fasciclin-like repeats | -0.012908 |
228 | COG3724 | N-succinylarginine dihydrolase activity | 0.012904 |
229 | COG1161 | Required for a late step of 50S ribosomal subunit assembly. Has GTPase activity | -0.012896 |
230 | COG3666 | COG3666 Transposase and inactivated derivatives | -0.012896 |
231 | COG1556 | Lactate utilization protein | -0.012886 |
232 | COG1942 | 4-Oxalocrotonate Tautomerase | -0.012835 |
233 | 2ZABZ | Type iii secretion | 0.012813 |
234 | COG1988 | membrane-bound metal-dependent | 0.012808 |
235 | COG4176 | ABC-type proline glycine betaine transport system permease component | 0.012801 |
236 | COG4240 | helicase activity | -0.012796 |
237 | COG4962 | Type ii secretion system protein e | -0.012775 |
238 | 34B0R | 0.012771 | |
239 | COG1744 | ABC transporter substrate-binding protein PnrA-like | -0.012761 |
240 | COG3164 | Protein of unknown function | 0.012759 |
241 | COG0741 | lytic transglycosylase activity | 0.012736 |
242 | COG3132 | Protein of unknown function, DUF480 | 0.012714 |
243 | COG3190 | flagellar | 0.012709 |
244 | COG1074 | ATP-dependent DNA helicase activity | -0.012695 |
245 | COG2828 | Protein conserved in bacteria | 0.012693 |
246 | COG4643 | DNA integration | 0.012686 |
247 | 33CTH | MORN repeat variant | 0.012667 |
248 | COG3527 | Alpha-acetolactate decarboxylase | -0.012665 |
249 | COG0077 | Prephenate dehydratase | -0.012663 |
250 | 348VI | Type III secretion protein | 0.012648 |