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 | COG1239 | Involved in chlorophyll biosynthesis. Catalyzes the insertion of magnesium ion into protoporphyrin IX to yield Mg- protoporphyrin IX | 0.061527 |
2 | 2ZS4D | 2-vinyl bacteriochlorophyllide hydratase | 0.058038 |
3 | COG1240 | Involved in chlorophyll biosynthesis. Catalyzes the insertion of magnesium ion into protoporphyrin IX to yield Mg- protoporphyrin IX | 0.051324 |
4 | 2Z7K3 | photosynthetic reaction center L subunit | 0.050036 |
5 | 2Z87P | photosynthetic electron transport in photosystem II | 0.050035 |
6 | 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 | 0.049721 |
7 | 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 | 0.049709 |
8 | 2Z7SF | The reaction center of purple bacteria contains a tightly bound cytochrome molecule which re-reduces the photo oxidized primary electron donor | 0.046040 |
9 | COG4742 | methyltransferase activity | 0.042987 |
10 | COG1719 | 4-vinyl reductase, 4VR | 0.040284 |
11 | 3313P | PRC-barrel domain | 0.039721 |
12 | 331U4 | Antenna complexes are light-harvesting systems, which transfer the excitation energy to the reaction centers | 0.036799 |
13 | 32YH7 | Photosynthetic complex assembly protein | 0.036300 |
14 | 333MC | Antenna complexes are light-harvesting systems, which transfer the excitation energy to the reaction centers | 0.036300 |
15 | 33BSN | bacteriochlorophyll binding | 0.035154 |
16 | COG1429 | ligase activity, forming nitrogen-metal bonds | 0.034254 |
17 | COG1233 | COG1233 Phytoene dehydrogenase and related | 0.033509 |
18 | COG1017 | nitric oxide dioxygenase activity | -0.033104 |
19 | COG2346 | COG2346, Truncated hemoglobins | -0.033088 |
20 | 3325Y | 0.032725 | |
21 | COG1032 | radical SAM domain protein | 0.030531 |
22 | COG3283 | Transcriptional regulator of aromatic amino acids metabolism | 0.030174 |
23 | COG1035 | Coenzyme F420 hydrogenase/dehydrogenase, beta subunit C terminus | 0.028307 |
24 | COG5621 | secreted hydrolase | 0.028195 |
25 | COG1926 | phosphoribosyltransferase | -0.027427 |
26 | COG3666 | COG3666 Transposase and inactivated derivatives | 0.027075 |
27 | COG2309 | aminopeptidase activity | -0.026982 |
28 | COG0644 | oxidoreductase | 0.026944 |
29 | 30PIR | Uncharacterized protein conserved in bacteria (DUF2256) | 0.026642 |
30 | COG2307 | Protein conserved in bacteria | 0.026422 |
31 | COG1010 | Tetrapyrrole (Corrin/Porphyrin) Methylases | 0.026420 |
32 | COG2343 | Domain of unknown function (DUF427) | 0.025610 |
33 | 32SUV | 0.025312 | |
34 | COG0631 | protein serine/threonine phosphatase activity | -0.025297 |
35 | COG4277 | radical SAM | 0.025164 |
36 | COG1140 | nitrate reductase beta subunit | -0.025126 |
37 | 339P0 | KaiB | 0.024599 |
38 | COG2211 | Major facilitator Superfamily | 0.023675 |
39 | COG2828 | Protein conserved in bacteria | -0.023587 |
40 | COG4679 | PFAM Phage derived protein Gp49-like (DUF891) | -0.023212 |
41 | COG1574 | metal-dependent hydrolase with the TIM-barrel fold | -0.022839 |
42 | COG2175 | clavaminate synthase activity | -0.022762 |
43 | COG3046 | protein related to deoxyribodipyrimidine photolyase | 0.022686 |
44 | COG1407 | ICC-like phosphoesterases | 0.022623 |
45 | COG4094 | NnrU protein | 0.022542 |
46 | COG3189 | MarR family transcriptional regulator | -0.022415 |
47 | COG4409 | exo-alpha-(2->6)-sialidase activity | -0.022413 |
48 | 32SUX | NADH ubiquinone oxidoreductase complex i intermediate-associated protein 30 | 0.022311 |
49 | COG1509 | lysine 2,3-aminomutase activity | -0.022204 |
50 | COG2308 | Evidence 4 Homologs of previously reported genes of | 0.022141 |
51 | COG0116 | Belongs to the methyltransferase superfamily | -0.021874 |
52 | COG3166 | PFAM Fimbrial assembly family protein | -0.021758 |
53 | COG2243 | precorrin-2 c20-methyltransferase | 0.021757 |
54 | COG1122 | ATPase activity | 0.021630 |
55 | COG1251 | Belongs to the nitrite and sulfite reductase 4Fe-4S domain family | -0.021608 |
56 | COG2818 | Glycosylase | -0.021597 |
57 | COG2180 | nitrate reductase molybdenum cofactor assembly chaperone | -0.021343 |
58 | COG1022 | Amp-dependent synthetase and ligase | 0.021186 |
59 | COG4641 | Protein conserved in bacteria | -0.021174 |
60 | COG0562 | UDP-galactopyranose mutase | -0.021168 |
61 | COG3476 | COG3476 Tryptophan-rich sensory protein (mitochondrial benzodiazepine receptor homolog) | 0.020989 |
62 | COG5188 | Subtilase family | 0.020979 |
63 | COG1872 | DUF167 | -0.020957 |
64 | COG3971 | 2-oxopent-4-enoate hydratase activity | -0.020943 |
65 | COG3435 | Gentisate 1,2-dioxygenase | -0.020921 |
66 | COG5012 | cobalamin binding | 0.020759 |
67 | COG0207 | Catalyzes the reductive methylation of 2'-deoxyuridine- 5'-monophosphate (dUMP) to 2'-deoxythymidine-5'-monophosphate (dTMP) while utilizing 5,10-methylenetetrahydrofolate (mTHF) as the methyl donor and reductant in the reaction, yielding dihydrofolate (DHF) as a by-product. This enzymatic reaction provides an intracellular de novo source of dTMP, an essential precursor for DNA biosynthesis | -0.020699 |
68 | COG2241 | protein methyltransferase activity | 0.020620 |
69 | COG0698 | ribose 5-phosphate isomerase | -0.020568 |
70 | COG0393 | Putative heavy-metal-binding | -0.020550 |
71 | COG3554 | Major facilitator Superfamily | -0.020517 |
72 | COG3187 | Heat shock protein | 0.020467 |
73 | 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 | -0.020459 |
74 | COG2162 | N-hydroxyarylamine O-acetyltransferase activity | -0.020443 |
75 | COG1526 | Required for formate dehydrogenase (FDH) activity. Acts as a sulfur carrier protein that transfers sulfur from IscS to the molybdenum cofactor prior to its insertion into FDH | -0.020423 |
76 | COG1633 | Catalyzes the formation of the isocyclic ring in chlorophyll biosynthesis. Mediates the cyclase reaction, which results in the formation of divinylprotochlorophyllide (Pchlide) characteristic of all chlorophylls from magnesium-protoporphyrin IX 13-monomethyl ester (MgPMME) | 0.020417 |
77 | COG0586 | Pfam SNARE associated Golgi protein | -0.020417 |
78 | COG1053 | succinate dehydrogenase | -0.020224 |
79 | COG2327 | Polysaccharide pyruvyl transferase | -0.020047 |
80 | COG1918 | ferrous iron import across plasma membrane | 0.019905 |
81 | COG3552 | Protein containing von Willebrand factor type A (VWA) domain | 0.019865 |
82 | COG2964 | Protein conserved in bacteria | 0.019857 |
83 | COG2998 | abc-type tungstate transport system, permease component | -0.019760 |
84 | 3358U | Antenna complexes are light-harvesting systems, which transfer the excitation energy to the reaction centers | 0.019738 |
85 | COG4327 | Domain of unknown function (DUF4212) | 0.019737 |
86 | COG1783 | phage Terminase large subunit | -0.019712 |
87 | COG2172 | sigma factor antagonist activity | 0.019667 |
88 | COG4757 | Alpha beta hydrolase | -0.019651 |
89 | COG2875 | Belongs to the precorrin methyltransferase family | 0.019644 |
90 | 2ZA89 | Glycosyl transferase family 2 | -0.019627 |
91 | COG0310 | cobalt ion transport | 0.019471 |
92 | COG2910 | NAD(P)H-binding | 0.019449 |
93 | COG0069 | glutamate synthase activity | -0.019326 |
94 | COG3004 | Na( ) H( ) antiporter that extrudes sodium in exchange for external protons | -0.019275 |
95 | COG3577 | Aspartyl protease | 0.019242 |
96 | COG4662 | Binding-protein-dependent transport system inner membrane component | -0.019231 |
97 | 33KDF | F subunit of K+-transporting ATPase (Potass_KdpF) | 0.019229 |
98 | COG1105 | Belongs to the carbohydrate kinase PfkB family | -0.019162 |
99 | 2ZA2F | 0.019106 | |
100 | 33APD | 0.019058 | |
101 | COG3563 | Capsule polysaccharide | -0.018975 |
102 | COG4691 | Plasmid stability protein | 0.018953 |
103 | COG5271 | translation initiation factor activity | 0.018923 |
104 | 33EHH | Antenna complexes are light-harvesting systems, which transfer the excitation energy to the reaction centers | 0.018914 |
105 | COG2169 | Transcriptional regulator | 0.018781 |
106 | COG4451 | ribulose bisphosphate carboxylase, small | 0.018751 |
107 | 32YT2 | Protein of unknown function (DUF2442) | 0.018649 |
108 | COG4852 | Membrane | 0.018648 |
109 | COG4552 | Acetyltransferase involved in intracellular survival and related | -0.018570 |
110 | COG2363 | Small membrane protein | -0.018568 |
111 | COG3405 | Belongs to the glycosyl hydrolase 8 (cellulase D) family | -0.018549 |
112 | 30WUD | -0.018501 | |
113 | COG2840 | Smr protein MutS2 | -0.018461 |
114 | COG2357 | RelA SpoT domain protein | -0.018379 |
115 | COG2378 | regulation of single-species biofilm formation | -0.018359 |
116 | COG2842 | Transposition protein | 0.018291 |
117 | COG0432 | Pfam Uncharacterised protein family UPF0047 | -0.018255 |
118 | COG3332 | Transport and Golgi organisation 2 | -0.018214 |
119 | 2ZTDD | -0.018214 | |
120 | COG2044 | PFAM DsrE DsrF-like family | 0.018183 |
121 | 32ZJ3 | 0.018166 | |
122 | COG5325 | Glycosyltransferase like family | 0.018115 |
123 | COG3698 | Phosphodiester glycosidase | 0.018114 |
124 | COG2833 | Protein of unknown function (DUF455) | -0.018051 |
125 | COG3381 | protein complex oligomerization | 0.017977 |
126 | COG3945 | hemerythrin HHE cation binding domain | -0.017975 |
127 | COG1331 | Highly conserved protein containing a thioredoxin domain | -0.017959 |
128 | COG0689 | Phosphorolytic exoribonuclease that removes nucleotide residues following the -CCA terminus of tRNA and adds nucleotides to the ends of RNA molecules by using nucleoside diphosphates as substrates | 0.017954 |
129 | 32372 | T4-like virus tail tube protein gp19 | 0.017936 |
130 | COG2158 | Cysteine-rich small domain | 0.017910 |
131 | COG5637 | Cyclase dehydrase | -0.017905 |
132 | COG1797 | cobyrinic acid a,c-diamide synthase activity | 0.017871 |
133 | COG3232 | 5-carboxymethyl-2-hydroxymuconate isomerase | -0.017867 |
134 | COG4256 | Hemin uptake protein | 0.017767 |
135 | COG1850 | ribulose-bisphosphate carboxylase activity | 0.017738 |
136 | COG2520 | Methyltransferase fkbm family | 0.017725 |
137 | COG4548 | von Willebrand factor, type A | 0.017657 |
138 | COG2269 | With EpmB is involved in the beta-lysylation step of the post-translational modification of translation elongation factor P (EF-P). Catalyzes the ATP-dependent activation of (R)-beta-lysine produced by EpmB, forming a lysyl-adenylate, from which the beta- lysyl moiety is then transferred to the epsilon-amino group of a conserved specific lysine residue in EF-P | -0.017588 |
139 | 30G1W | spheroidene monooxygenase | 0.017571 |
140 | COG2099 | Precorrin-6x reductase | 0.017444 |
141 | COG1489 | DNA binding | -0.017437 |
142 | COG0415 | Belongs to the DNA photolyase family | 0.017413 |
143 | 2ZWCV | 0.017396 | |
144 | COG3608 | succinylglutamate desuccinylase aspartoacylase | 0.017347 |
145 | COG1366 | Belongs to the anti-sigma-factor antagonist family | 0.017340 |
146 | COG3735 | TraB family | -0.017335 |
147 | 32H4Q | Bacterial regulatory proteins, tetR family | -0.017319 |
148 | COG5606 | Transcriptional regulator | -0.017286 |
149 | COG2132 | Multicopper oxidase | -0.017282 |
150 | COG1830 | Aldolase | -0.017269 |
151 | COG1758 | RNA polymerase activity | -0.017223 |
152 | 33AK9 | Antitoxin Phd_YefM, type II toxin-antitoxin system | 0.017159 |
153 | 33DHE | 0.017159 | |
154 | COG1770 | oligopeptidase | 0.017113 |
155 | COG4689 | acetoacetate decarboxylase | -0.017109 |
156 | COG0668 | transmembrane transport | 0.017071 |
157 | 33IKX | 0.017047 | |
158 | COG4875 | SnoaL-like domain | 0.017017 |
159 | COG3523 | ImpA, N-terminal, type VI secretion system | -0.017005 |
160 | COG5343 | regulation of RNA biosynthetic process | 0.016956 |
161 | COG1063 | alcohol dehydrogenase | 0.016916 |
162 | COG3320 | Male sterility | 0.016842 |
163 | COG3128 | pkhd-type hydroxylase | -0.016840 |
164 | COG5135 | pyridoxamine 5-phosphate | 0.016837 |
165 | COG2721 | sulfolactate sulfo-lyase activity | -0.016825 |
166 | COG1139 | Iron-sulfur cluster binding protein | -0.016814 |
167 | 339KW | 0.016801 | |
168 | COG4585 | Histidine kinase | 0.016790 |
169 | 331C5 | 0.016764 | |
170 | COG5302 | Post-segregation antitoxin (ccd killing mechanism protein) encoded by the F plasmid | -0.016756 |
171 | COG0447 | Converts o-succinylbenzoyl-CoA (OSB-CoA) to 1,4- dihydroxy-2-naphthoyl-CoA (DHNA-CoA) | 0.016724 |
172 | COG3913 | Uncharacterized protein conserved in bacteria (DUF2094) | -0.016688 |
173 | COG3030 | protein affecting phage T7 exclusion by the F plasmid | -0.016640 |
174 | COG2376 | Dihydroxyacetone kinase | -0.016638 |
175 | COG3383 | formate dehydrogenase (NAD+) activity | -0.016623 |
176 | COG5615 | integral membrane protein | -0.016594 |
177 | COG3911 | COG3911 Predicted ATPase | 0.016576 |
178 | COG2138 | Cobalamin (vitamin B12) biosynthesis CbiX protein | -0.016540 |
179 | COG0301 | tRNA thio-modification | -0.016522 |
180 | 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 | 0.016504 |
181 | COG1079 | Belongs to the binding-protein-dependent transport system permease family | 0.016502 |
182 | COG4603 | Belongs to the binding-protein-dependent transport system permease family | 0.016502 |
183 | 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 | -0.016485 |
184 | COG3473 | Maleate cis-trans isomerase | -0.016479 |
185 | COG1763 | Mo-molybdopterin cofactor biosynthetic process | -0.016476 |
186 | COG1392 | Phosphate transport regulator | -0.016413 |
187 | 2Z7P1 | Domain of unknown function (DUF4331) | 0.016367 |
188 | COG0634 | Belongs to the purine pyrimidine phosphoribosyltransferase family | -0.016317 |
189 | COG3378 | Phage plasmid primase P4 family | -0.016293 |
190 | COG3832 | glyoxalase III activity | -0.016291 |
191 | 33C8H | 0.016246 | |
192 | COG2146 | nitrite reductase [NAD(P)H] activity | -0.016196 |
193 | COG2082 | Precorrin-8x methylmutase | 0.016178 |
194 | COG2331 | Regulatory protein, FmdB family | 0.016170 |
195 | COG0780 | Catalyzes the NADPH-dependent reduction of 7-cyano-7- deazaguanine (preQ0) to 7-aminomethyl-7-deazaguanine (preQ1) | 0.016139 |
196 | COG3585 | molybdate ion transport | 0.016121 |
197 | COG1441 | menaquinone biosynthetic process | 0.016059 |
198 | 332UY | Protein of unknown function (DUF1761) | -0.016028 |
199 | COG4117 | Thiosulfate reductase cytochrome B subunit (Membrane anchoring protein) | 0.015982 |
200 | COG1533 | DNA photolyase activity | -0.015982 |
201 | COG2137 | regulation of response to DNA damage stimulus | -0.015959 |
202 | COG4118 | positive regulation of growth | 0.015898 |
203 | COG2336 | PFAM SpoVT AbrB | 0.015855 |
204 | COG2032 | superoxide dismutase activity | -0.015850 |
205 | COG3183 | HNH endonuclease | 0.015822 |
206 | COG3520 | type VI secretion protein | -0.015798 |
207 | COG2055 | Belongs to the LDH2 MDH2 oxidoreductase family | 0.015795 |
208 | COG3619 | membrane | -0.015791 |
209 | COG0386 | Belongs to the glutathione peroxidase family | 0.015781 |
210 | COG3342 | major pilin protein fima | -0.015780 |
211 | COG4692 | amylo-alpha-1,6-glucosidase activity | -0.015661 |
212 | COG3602 | ACT domain | 0.015659 |
213 | COG4634 | DNA integration | 0.015575 |
214 | COG1862 | Preprotein translocase | -0.015566 |
215 | COG3484 | 0.015513 | |
216 | COG3970 | fumarylacetoacetate (FAA) hydrolase | -0.015512 |
217 | COG3839 | Belongs to the ABC transporter superfamily | 0.015509 |
218 | 33AXN | Gamma-glutamyl cyclotransferase, AIG2-like | -0.015499 |
219 | COG3676 | manually curated | -0.015498 |
220 | COG1836 | PFAM Integral membrane protein DUF92 | 0.015491 |
221 | 32XD7 | 0.015481 | |
222 | COG3123 | guanosine phosphorylase activity | -0.015457 |
223 | COG3299 | homolog of phage Mu protein gp47 | 0.015385 |
224 | 2Z7K2 | Bacterial cellulose synthase subunit | -0.015294 |
225 | COG2318 | DinB family | -0.015284 |
226 | COG1776 | CheC inhibitor of MCP methylation | -0.015283 |
227 | COG3254 | rhamnose metabolic process | -0.015261 |
228 | COG0846 | NAD-dependent lysine deacetylase and desuccinylase that specifically removes acetyl and succinyl groups on target proteins. Modulates the activities of several proteins which are inactive in their acylated form | -0.015244 |
229 | COG1796 | DNA polymerase | -0.015209 |
230 | COG3623 | hexulose-6-phosphate isomerase | -0.015175 |
231 | COG3513 | 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 spacers, sequences complementary to antecedent mobile elements, and target invading nucleic acids. CRISPR clusters are transcribed and processed into CRISPR RNA (crRNA). In type II CRISPR systems correct processing of pre-crRNA requires a trans-encoded small RNA (tracrRNA), endogenous ribonuclease 3 (rnc) and this protein. The tracrRNA serves as a guide for ribonuclease 3-aided processing of pre-crRNA. Subsequently Cas9 crRNA tracrRNA endonucleolytically cleaves linear or circular dsDNA target complementary to the spacer | 0.015174 |
232 | COG4967 | type IV pilus modification protein PilV | -0.015162 |
233 | COG1744 | ABC transporter substrate-binding protein PnrA-like | 0.015105 |
234 | COG3077 | Addiction module antitoxin, RelB DinJ family | -0.015043 |
235 | 3483J | 0.015042 | |
236 | COG2975 | iron-sulfur cluster assembly | -0.015032 |
237 | COG1487 | ribonuclease activity | 0.014985 |
238 | 32U3U | 0.014977 | |
239 | COG3618 | amidohydrolase | -0.014952 |
240 | COG0724 | RNA recognition motif | 0.014946 |
241 | 30CV1 | Type II secretion system (T2SS), protein M subtype b | -0.014902 |
242 | COG4388 | Caudovirus prohead serine protease | 0.014887 |
243 | COG0510 | thiamine kinase activity | -0.014879 |
244 | COG0803 | Belongs to the bacterial solute-binding protein 9 family | -0.014876 |
245 | COG2379 | hydroxypyruvate reductase | -0.014841 |
246 | COG3721 | Heme iron utilization protein | 0.014833 |
247 | COG0798 | PFAM Bile acid sodium symporter | 0.014824 |
248 | 33DC0 | 0.014808 | |
249 | COG3162 | membrane | -0.014790 |
250 | COG2854 | intermembrane phospholipid transfer | -0.014767 |