bioNLP-UNAM / related_regulators

Go to a project
Toggle navigation Toggle navigation pinning
Ignacio Arroyo
dc51e675 1 parent eba36be4

sorted the report

Inline Side-by-side
Showing 3 changed files with 51 additions and 174 deletions
...@@ -5,7 +5,7 @@ import matplotlib.pyplot as plt ...@@ -5,7 +5,7 @@ import matplotlib.pyplot as plt
5 from numpy import log10 5 from numpy import log10
6 6
7 7
8 -def analyze_pair(group_anlized, gropus_dir, rev, eigenvectors): 8 +def analyze_pair(group_anlized, gropus_dir, rev, eigenvectors, fo):
9 dic_part = {} 9 dic_part = {}
10 with open(eigenvectors) as f: 10 with open(eigenvectors) as f:
11 11
...@@ -21,18 +21,20 @@ def analyze_pair(group_anlized, gropus_dir, rev, eigenvectors): ...@@ -21,18 +21,20 @@ def analyze_pair(group_anlized, gropus_dir, rev, eigenvectors):
21 21
22 init_gfile = "gus_originales_" + str(rev).zfill(3) + ".cls" 22 init_gfile = "gus_originales_" + str(rev).zfill(3) + ".cls"
23 23
24 - with open(gropus_dir + init_gfile, 'r') as f: 24 + with open(gropus_dir + init_gfile, 'r') as f, open(fo, 'a+') as fO:
25 groups = f.readlines() 25 groups = f.readlines()
26 del groups[-1] 26 del groups[-1]
27 tfs = [c for c in groups if c.startswith(str(group_anlized))][0] 27 tfs = [c for c in groups if c.startswith(str(group_anlized))][0]
28 28
29 - print("The analized group = %s" % tfs.split('\t')[0]) 29 + fO.write("%f\t%f\t%s\t%s\t%s\n" % (abs(eigen['value']), eigen['value'],
30 - print("The corresponding TFs: %s" % tfs.split('\t')[1]) 30 + tfs.split('\t')[0], tfs.split('\t')[1].strip(),
31 - print("The corresponding eigenvector: %s" % eigenvector) 31 + eigenvector.strip()))
32 - group = {} 32 + #print("The corresponding TFs: %s" % tfs.split('\t')[1])
33 - ss = tfs.split(",") 33 + #print("The corresponding eigenvector: %s" % eigenvector)
34 + group = {}
35 + ss = tfs.split(",")
34 36
35 - TFs = {[s for s in tf.strip().partition("(")[0].partition("\t") 37 + TFs = {[s for s in tf.strip().partition("(")[0].partition("\t")
36 if s.replace('-', '').isalpha()][0]: [float( 38 if s.replace('-', '').isalpha()][0]: [float(
37 tf.partition("(")[-1].strip().strip(")"))] for tf in ss} 39 tf.partition("(")[-1].strip().strip(")"))] for tf in ss}
38 40
...@@ -76,7 +78,7 @@ def get_cmap(n, name='hsv'): ...@@ -76,7 +78,7 @@ def get_cmap(n, name='hsv'):
76 return plt.cm.get_cmap(name, n) 78 return plt.cm.get_cmap(name, n)
77 79
78 rev = 120 80 rev = 120
79 - 81 +ff = "report_persistence.csv"
80 eigenvectors = "one-by-one/eigen_vectors/eigenBOs_120-eigens.txt" 82 eigenvectors = "one-by-one/eigen_vectors/eigenBOs_120-eigens.txt"
81 gropus_dir = "one-by-one/groups/" 83 gropus_dir = "one-by-one/groups/"
82 84
...@@ -86,11 +88,15 @@ groups_analyzed = [97, 80, 74, 68, 63, 53, 52, 49, 47, 44, 43, 40, 39, 38, 37, ...@@ -86,11 +88,15 @@ groups_analyzed = [97, 80, 74, 68, 63, 53, 52, 49, 47, 44, 43, 40, 39, 38, 37,
86 13, 12, 9] 88 13, 12, 9]
87 cmap = get_cmap(len(groups_analyzed)) 89 cmap = get_cmap(len(groups_analyzed))
88 90
91 +
92 +with open(ff, "w") as f:
93 + f.write("Singular value (abs)\tSingular value\tThe analized group\tThe corresponding TFs\tThe corresponding eigenvector\n")
94 +
89 plots = [] 95 plots = []
90 96
91 for g in groups_analyzed: 97 for g in groups_analyzed:
92 partition = analyze_pair(group_anlized=g, gropus_dir=gropus_dir, 98 partition = analyze_pair(group_anlized=g, gropus_dir=gropus_dir,
93 - rev=rev, eigenvectors=eigenvectors) 99 + rev=rev, eigenvectors=eigenvectors, fo=ff)
94 plots.append(partition) 100 plots.append(partition)
95 101
96 fig = plt.figure() 102 fig = plt.figure()
...@@ -103,6 +109,7 @@ for i, p in enumerate(plots): ...@@ -103,6 +109,7 @@ for i, p in enumerate(plots):
103 else: 109 else:
104 width = 2 110 width = 2
105 mark = "" 111 mark = ""
112 +
106 ax1.plot(p['part'], log10(p['n_tfs']), c=cmap(i), linewidth=width, marker=mark, 113 ax1.plot(p['part'], log10(p['n_tfs']), c=cmap(i), linewidth=width, marker=mark,
107 label=" ".join(p['tfs'][0])) 114 label=" ".join(p['tfs'][0]))
108 115
......
1 +0.717000 -0.717000 23 ZntR(-0.94), Zur(-0.94) (23, u'-0.717*"zinc" + -0.614*"zinc_ext" + -0.146*"zint" + -0.117*"poly-beta-1,6-n-acetyl-d-glucosamine" + -0.073*"zint_mrna" + -0.066*"acetyl-coa" + -0.058*"n-deacetylated" + -0.058*"partially" + -0.055*"poly-beta-1,6-n-acetyl-d-glucosamine_ext" + -0.047*"coenzyme"')
2 +0.616000 -0.616000 19 TdcA(-0.94), TdcR(-0.94) (19, u'-0.616*"tdcabcdefg" + -0.616*"tdcabcdefg_mrna" + -0.132*"tdca" + -0.130*"serine" + -0.112*"serine_ext" + -0.101*"dehydroalanine" + -0.088*"propanoyl-p" + -0.088*"tdce" + -0.088*"threonine_ext" + -0.088*"tdcd"')
3 +0.595000 -0.595000 24 YefM(-0.98), YefM-YoeB(-0.98) (24, u'-0.595*"yefm-yoeb" + -0.478*"yefm-yoeb_mrna" + -0.478*"yoeb-yefm" + -0.362*"yefm" + -0.239*"yoeb" + 0.000*"zinc" + 0.000*"zinc_ext" + 0.000*"zint" + 0.000*"poly-beta-1,6-n-acetyl-d-glucosamine" + 0.000*"acetyl-coa"')
4 +0.527000 0.527000 21 RelB(0.993), RelB-RelE(0.993) (21, u'0.527*"relbe-hokd_mrna" + 0.527*"relb-rele" + 0.527*"relbe-hokd" + 0.260*"relb" + 0.260*"rele" + 0.176*"hokd" + 0.000*"7,8-dihydrofolate" + 0.000*"yefm-yoeb" + -0.000*"poly-beta-1,6-n-acetyl-d-glucosamine" + 0.000*"yoeb-yefm"')
5 +0.490000 0.490000 68 DinJ-YafQ(-0.49), SdiA(0.692) (68, u'0.490*"ftsq" + -0.337*"dinj-yafq" + 0.325*"ftsq-ftsb-ftsl" + 0.258*"gadw" + -0.225*"yafq-dinj" + -0.225*"dinj-yafq_mrna" + -0.189*"rna" + 0.151*"ftsz" + 0.151*"ftsa" + 0.148*"gadw_mrna"')
6 +0.482000 -0.482000 15 AlaS(-0.48), IscR(-0.75), OxyR(-0.69) (15, u'-0.482*"alanine" + -0.215*"desulfurase]" + -0.210*"persulfide" + -0.210*"[l-cysteine" + -0.210*"l-cysteine" + -0.199*"cysteines" + -0.167*"protein" + -0.159*"unsulfurated" + -0.159*"donor]" + -0.159*"[sulfur"')
7 +0.442000 -0.442000 74 BetI(0.395), YqhC(-0.56) (74, u'-0.442*"rcho" + -0.346*"alcohol" + 0.250*"arsenite" + 0.247*"rna" + -0.235*"hns" + 0.217*"betaine" + 0.203*"rpos" + 0.176*"choline" + 0.155*"aldehyde" + -0.141*"dna"')
8 +0.437000 -0.437000 43 ArsR(-0.36), NikR(-0.56), RcnR(-0.70) (43, u'-0.437*"ion" + -0.330*"cobalt" + -0.322*"nickel" + -0.250*"nickel_ext" + -0.225*"arsenite" + -0.180*"nikabcder_mrna" + -0.180*"nikabcder" + -0.159*"melibiose" + -0.150*"nikd-nike-nikb-nikc-nika" + -0.139*"ion_ext"')
9 +0.436000 -0.436000 32 AllR(-0.77), CdaR(-0.58) (32, u'-0.436*"glycerate" + -0.435*"tartronate-s-ald" + -0.284*"ureidoglycolate" + -0.249*"glyoxylate" + -0.224*"allantoate" + -0.186*"5-kdg" + -0.164*"allantoin" + -0.164*"alls" + -0.127*"methionine" + -0.116*"2-p-d-glycerate"')
10 +0.408000 0.408000 20 NhaR(0.547), OmpR(0.564) (20, u'0.408*"poly-beta-1,6-n-acetyl-d-glucosamine" + 0.204*"n-deacetylated" + 0.204*"partially" + 0.191*"poly-beta-1,6-n-acetyl-d-glucosamine_ext" + 0.187*"7,8-dihydrofolate" + -0.171*"mazefg_mrna" + -0.171*"mazefg" + -0.157*"acetyl-coa" + -0.130*"biodex" + -0.128*"coenzyme"')
11 +0.387000 0.387000 44 Ada(0.367), AidB(0.413) (44, u'0.387*"aidb" + 0.299*"carbonate" + -0.189*"marrab_mrna" + -0.189*"marrab" + 0.166*"co2" + -0.149*"hyfabcdefghijr-focb_mrna" + -0.149*"hyfabcdefghijr-focb" + 0.145*"aidb_mrna" + 0.124*"dna" + -0.115*"hydrogenase"')
12 +0.385000 0.385000 27 CadC(0.619), GadE-RcsB(0.606) (27, u'0.385*"biodex" + 0.287*"lysine" + -0.255*"ketoglutarate" + 0.190*"1-_ext" + 0.179*"cadba_mrna" + 0.179*"cadba" + -0.170*"thioredoxin" + 0.160*"acid" + 0.149*"lysine_ext" + 0.142*"cadc"')
13 +0.361000 0.361000 38 AlsR(0.390), RhaR(0.500) (38, u'0.361*"fructose-6-p" + -0.265*"1,6-diphosphate" + -0.265*"tagatofuranose" + 0.262*"rhasr" + 0.262*"rhasr_mrna" + 0.220*"rhar" + 0.214*"rhamnose" + 0.196*"fumarate" + 0.172*"rhas" + -0.169*"tagaaldol-rxn"')
14 +0.356000 -0.356000 12 ArgP(-0.43), DnaA(-0.44), NrdR(-0.34) (12, u'-0.356*"thioredoxin" + 0.267*"udpg" + 0.245*"udp-galactose" + 0.236*"d-glucose" + -0.206*"flda" + 0.200*"1-phosphate" + 0.171*"galactose-1-p" + -0.170*"disulfide" + 0.162*"amylose" + 0.162*"acetyl-coa"')
15 +0.349000 -0.349000 26 AgaR(-0.55), CreB(-0.40) (26, u'-0.349*"glyceraldehyde-p" + -0.304*"dhap" + -0.247*"1,6-diphosphate" + -0.247*"tagatofuranose" + 0.195*"phosphate" + -0.182*"fructose-6-p" + 0.176*"3-keto-l-gulonate" + 0.170*"ribulose-5-p" + -0.167*"tagaaldol-rxn" + -0.153*"sedoheptulose-7-p"')
16 +0.343000 -0.343000 47 TorR(-0.39), TrpR(-0.57) (47, u'-0.343*"tryptophan" + -0.218*"indole" + -0.205*"flda" + -0.205*"serine" + 0.192*"fructose-6-p" + -0.166*"vitamin" + -0.142*"chorismate" + -0.131*"shikimate" + -0.131*"shikimate-5-p" + -0.122*"tryptophan_ext"')
17 +0.336000 0.336000 40 FhlA(0.723), HyfR(0.703) (40, u'0.336*"hyfabcdefghijr-focb_mrna" + 0.336*"hyfabcdefghijr-focb" + 0.322*"hydrogenase" + 0.261*"hydrogen" + 0.260*"electron" + 0.252*"hyfg-hyfi-hyfa-hyfb-hyfc-hyfd-hyfe-hyff-hyfh" + 0.252*"mvhmeth-rxn" + 0.181*"3" + 0.136*"aidb" + -0.134*"vitamin"')
18 +0.331000 0.331000 30 ExuR(0.560), UxuR(0.695) (30, u'0.331*"fructuronate" + 0.280*"uidabc_mrna" + 0.280*"uidabc" + 0.241*"uxur" + 0.220*"mannonate" + -0.188*"hyaabcdef_mrna" + -0.188*"hyaabcdef" + 0.182*"uxuab_mrna" + 0.182*"uxuab" + -0.154*"appcbxa"')
19 +0.316000 0.316000 36 Cbl(0.548), CysB(0.546) (36, u'0.316*"fmn" + 0.282*"flavin" + -0.274*"amylose" + 0.213*"sulfite" + 0.202*"mononucleotide" + 0.199*"sulfide" + -0.168*"thioredoxin" + -0.158*"d-glucose" + -0.149*"flda" + -0.146*"maltohexaose"')
20 +0.313000 -0.313000 9 RcsB-BglJ(-0.52), StpA(-0.53) (9, u'-0.313*"gluconate" + 0.298*"6-phosphate" + -0.265*"arbutin-6p" + -0.235*"salicin-6-p" + -0.207*"beta-d-glucose-6-p" + -0.202*"6-p" + -0.161*"xylulose-p" + -0.159*"bglg" + -0.159*"bglgfb" + -0.159*"bglgfb_mrna"')
21 +0.308000 0.308000 49 MetR(0.311), RbsR(0.586) (49, u'0.308*"aicar" + 0.282*"5\'-p-ribosylglycinamide" + 0.249*"faicar" + 0.181*"thf" + 0.181*"polyglutamate" + 0.174*"5-phosphoribosylamine" + 0.167*"glycine" + 0.131*"aidb" + 0.112*"lactate" + -0.111*"lactose"')
22 +0.308000 -0.308000 18 AtoC(-0.32), PaaX(-0.30) (18, u'-0.308*"acetyl-coa" + 0.234*"acpp" + 0.181*"ketoglutarate" + -0.170*"tdcabcdefg_mrna" + -0.170*"tdcabcdefg" + 0.169*"trans" + -0.167*"coenzyme" + -0.129*"hyaabcdef_mrna" + -0.129*"hyaabcdef" + 0.127*"hexadecenoyl-[acp]"')
23 +0.297000 0.297000 63 DpiA(-0.34), UidR(0.453) (63, u'0.297*"uidabc" + 0.297*"uidabc_mrna" + 0.202*"hyacinthin" + -0.165*"exut" + -0.158*"ftsq" + -0.149*"tartrate" + -0.130*"ureidoglycolate" + -0.129*"rpos" + 0.128*"i-cit" + -0.123*"lyase"')
24 +0.293000 0.293000 13 GalR(0.610), GalS(0.610), HU(0.443) (13, u'0.293*"udpg" + 0.269*"udp-galactose" + 0.244*"thioredoxin" + 0.241*"d-glucose" + 0.202*"1-phosphate" + -0.199*"oxygen" + 0.188*"galactose-1-p" + -0.179*"acetyl-coa" + 0.143*"alanine" + -0.141*"ketoglutarate"')
25 +0.277000 0.277000 37 MalT(0.398), MhpR(-0.31) (37, u'0.277*"amylose" + 0.211*"fmn" + -0.206*"acid" + 0.195*"flavin" + 0.177*"d-glucose" + 0.174*"1-phosphate" + -0.168*"2,3-dihydroxycinnamic" + -0.165*"carbonate" + 0.162*"maltohexaose" + 0.155*"fumarate"')
26 +0.273000 -0.273000 97 ArgR(0.374), PuuR(-0.39) (97, u'-0.273*"putrescine_ext" + -0.265*"glrr" + -0.247*"putrescine" + 0.247*"n2-succinylornithine" + -0.230*"alanine" + 0.216*"n2-succinylarginine" + 0.184*"arginine" + -0.161*"gaba" + 0.125*"2-acetamido-5-oxopentanoate" + -0.115*"tyrosine"')
27 +0.267000 -0.267000 39 BasR(-0.44), PutA(-0.53) (39, u'-0.267*"puta" + 0.233*"flda" + -0.229*"glutamate-semialdehyde" + -0.229*"5-carboxylate" + -0.229*"pyrroline" + -0.199*"thioredoxin" + -0.198*"proline" + -0.176*"qsebc_mrna" + -0.176*"qsebc" + -0.155*"fumarate"')
28 +0.262000 0.262000 31 AppY(0.558), YdeO(0.502) (31, u'0.262*"hyaabcdef_mrna" + 0.262*"hyaabcdef" + 0.217*"fructuronate" + 0.214*"appcbxa_mrna" + 0.214*"appcbxa" + 0.184*"uidabc_mrna" + 0.184*"uidabc" + 0.171*"flda" + 0.159*"uxur" + -0.155*"methionine"')
29 +0.249000 -0.249000 34 HcaR(-0.35), HypT(0.409), MetJ(0.412) (34, u'-0.249*"oxygen" + 0.237*"methionine" + 0.221*"ketoglutarate" + -0.166*"2,3-dihydroxycinnamic" + 0.159*"acetyl-coa" + 0.155*"biodex" + -0.146*"2,3-dhp" + -0.139*"fmn" + -0.138*"gaba" + 0.136*"lysine"')
30 +0.242000 0.242000 80 BaeR(0.339), MntR(0.406) (80, u'0.242*"mn(ii)" + 0.220*"mdtabcd-baesr_mrna" + 0.220*"mdtabcd-baesr" + 0.182*"mn(ii)_ext" + -0.175*"tartrate" + -0.155*"fe+2" + 0.133*"dps" + 0.133*"mntp" + 0.129*"mannitol-1-p" + 0.122*"marrab"')
31 +0.227000 0.227000 29 PepA(0.337), RutR(0.353) (29, u'0.227*"carbonate" + -0.221*"methionine" + -0.193*"oxygen" + -0.183*"succinate" + -0.174*"fumarate" + 0.151*"aminoacrylate" + 0.151*"glutamine" + -0.148*"hyaabcdef_mrna" + -0.148*"hyaabcdef" + -0.147*"aspartate"')
32 +0.226000 -0.226000 53 CueR(0.408), CusR(0.522) (53, u'-0.226*"fructose-6-p" + 0.177*"cu(i)" + 0.166*"cu(i)_ext" + 0.150*"carbonate" + 0.143*"silver" + -0.140*"alpha-d-mannose-6-p" + 0.132*"silver_ext" + 0.132*"trans-rxn-90" + 0.132*"cuscfba_mrna" + 0.132*"cuscfba"')
33 +0.216000 -0.216000 52 EnvY(0.408), NanR(0.398) (52, u'-0.216*"ribulose" + 0.214*"beta-neu5ac" + 0.199*"n-acetylneuraminate" + 0.147*"short-chain" + -0.147*"nickel" + 0.139*"alpha-neu5ac" + 0.124*"3-keto-l-gulonate" + -0.123*"fe+2" + 0.122*"alcohol" + -0.120*"lactate"')
34 +Singular value (abs) Singular value The analized group The corresponding TFs The corresponding eigenvector
1 -The analized group = 97
2 -The corresponding TFs: ArgR(0.374), PuuR(-0.39)
3 -
4 -The corresponding eigenvector: (97, u'-0.273*"putrescine_ext" + -0.265*"glrr" + -0.247*"putrescine" + 0.247*"n2-succinylornithine" + -0.230*"alanine" + 0.216*"n2-succinylarginine" + 0.184*"arginine" + -0.161*"gaba" + 0.125*"2-acetamido-5-oxopentanoate" + -0.115*"tyrosine"')
5 -
6 -The analized group = 80
7 -The corresponding TFs: BaeR(0.339), MntR(0.406)
8 -
9 -The corresponding eigenvector: (80, u'0.242*"mn(ii)" + 0.220*"mdtabcd-baesr_mrna" + 0.220*"mdtabcd-baesr" + 0.182*"mn(ii)_ext" + -0.175*"tartrate" + -0.155*"fe+2" + 0.133*"dps" + 0.133*"mntp" + 0.129*"mannitol-1-p" + 0.122*"marrab"')
10 -
11 -The analized group = 74
12 -The corresponding TFs: BetI(0.395), YqhC(-0.56)
13 -
14 -The corresponding eigenvector: (74, u'-0.442*"rcho" + -0.346*"alcohol" + 0.250*"arsenite" + 0.247*"rna" + -0.235*"hns" + 0.217*"betaine" + 0.203*"rpos" + 0.176*"choline" + 0.155*"aldehyde" + -0.141*"dna"')
15 -
16 -The analized group = 68
17 -The corresponding TFs: DinJ-YafQ(-0.49), SdiA(0.692)
18 -
19 -The corresponding eigenvector: (68, u'0.490*"ftsq" + -0.337*"dinj-yafq" + 0.325*"ftsq-ftsb-ftsl" + 0.258*"gadw" + -0.225*"yafq-dinj" + -0.225*"dinj-yafq_mrna" + -0.189*"rna" + 0.151*"ftsz" + 0.151*"ftsa" + 0.148*"gadw_mrna"')
20 -
21 -The analized group = 63
22 -The corresponding TFs: DpiA(-0.34), UidR(0.453)
23 -
24 -The corresponding eigenvector: (63, u'0.297*"uidabc" + 0.297*"uidabc_mrna" + 0.202*"hyacinthin" + -0.165*"exut" + -0.158*"ftsq" + -0.149*"tartrate" + -0.130*"ureidoglycolate" + -0.129*"rpos" + 0.128*"i-cit" + -0.123*"lyase"')
25 -
26 -The analized group = 53
27 -The corresponding TFs: CueR(0.408), CusR(0.522)
28 -
29 -The corresponding eigenvector: (53, u'-0.226*"fructose-6-p" + 0.177*"cu(i)" + 0.166*"cu(i)_ext" + 0.150*"carbonate" + 0.143*"silver" + -0.140*"alpha-d-mannose-6-p" + 0.132*"silver_ext" + 0.132*"trans-rxn-90" + 0.132*"cuscfba_mrna" + 0.132*"cuscfba"')
30 -
31 -The analized group = 52
32 -The corresponding TFs: EnvY(0.408), NanR(0.398)
33 -
34 -The corresponding eigenvector: (52, u'-0.216*"ribulose" + 0.214*"beta-neu5ac" + 0.199*"n-acetylneuraminate" + 0.147*"short-chain" + -0.147*"nickel" + 0.139*"alpha-neu5ac" + 0.124*"3-keto-l-gulonate" + -0.123*"fe+2" + 0.122*"alcohol" + -0.120*"lactate"')
35 -
36 -The analized group = 49
37 -The corresponding TFs: MetR(0.311), RbsR(0.586)
38 -
39 -The corresponding eigenvector: (49, u'0.308*"aicar" + 0.282*"5\'-p-ribosylglycinamide" + 0.249*"faicar" + 0.181*"thf" + 0.181*"polyglutamate" + 0.174*"5-phosphoribosylamine" + 0.167*"glycine" + 0.131*"aidb" + 0.112*"lactate" + -0.111*"lactose"')
40 -
41 -The analized group = 47
42 -The corresponding TFs: TorR(-0.39), TrpR(-0.57)
43 -
44 -The corresponding eigenvector: (47, u'-0.343*"tryptophan" + -0.218*"indole" + -0.205*"flda" + -0.205*"serine" + 0.192*"fructose-6-p" + -0.166*"vitamin" + -0.142*"chorismate" + -0.131*"shikimate" + -0.131*"shikimate-5-p" + -0.122*"tryptophan_ext"')
45 -
46 -The analized group = 44
47 -The corresponding TFs: Ada(0.367), AidB(0.413)
48 -
49 -The corresponding eigenvector: (44, u'0.387*"aidb" + 0.299*"carbonate" + -0.189*"marrab_mrna" + -0.189*"marrab" + 0.166*"co2" + -0.149*"hyfabcdefghijr-focb_mrna" + -0.149*"hyfabcdefghijr-focb" + 0.145*"aidb_mrna" + 0.124*"dna" + -0.115*"hydrogenase"')
50 -
51 -The analized group = 43
52 -The corresponding TFs: ArsR(-0.36), NikR(-0.56), RcnR(-0.70)
53 -
54 -The corresponding eigenvector: (43, u'-0.437*"ion" + -0.330*"cobalt" + -0.322*"nickel" + -0.250*"nickel_ext" + -0.225*"arsenite" + -0.180*"nikabcder_mrna" + -0.180*"nikabcder" + -0.159*"melibiose" + -0.150*"nikd-nike-nikb-nikc-nika" + -0.139*"ion_ext"')
55 -
56 -The analized group = 40
57 -The corresponding TFs: FhlA(0.723), HyfR(0.703)
58 -
59 -The corresponding eigenvector: (40, u'0.336*"hyfabcdefghijr-focb_mrna" + 0.336*"hyfabcdefghijr-focb" + 0.322*"hydrogenase" + 0.261*"hydrogen" + 0.260*"electron" + 0.252*"hyfg-hyfi-hyfa-hyfb-hyfc-hyfd-hyfe-hyff-hyfh" + 0.252*"mvhmeth-rxn" + 0.181*"3" + 0.136*"aidb" + -0.134*"vitamin"')
60 -
61 -The analized group = 39
62 -The corresponding TFs: BasR(-0.44), PutA(-0.53)
63 -
64 -The corresponding eigenvector: (39, u'-0.267*"puta" + 0.233*"flda" + -0.229*"glutamate-semialdehyde" + -0.229*"5-carboxylate" + -0.229*"pyrroline" + -0.199*"thioredoxin" + -0.198*"proline" + -0.176*"qsebc_mrna" + -0.176*"qsebc" + -0.155*"fumarate"')
65 -
66 -The analized group = 38
67 -The corresponding TFs: AlsR(0.390), RhaR(0.500)
68 -
69 -The corresponding eigenvector: (38, u'0.361*"fructose-6-p" + -0.265*"1,6-diphosphate" + -0.265*"tagatofuranose" + 0.262*"rhasr" + 0.262*"rhasr_mrna" + 0.220*"rhar" + 0.214*"rhamnose" + 0.196*"fumarate" + 0.172*"rhas" + -0.169*"tagaaldol-rxn"')
70 -
71 -The analized group = 37
72 -The corresponding TFs: MalT(0.398), MhpR(-0.31)
73 -
74 -The corresponding eigenvector: (37, u'0.277*"amylose" + 0.211*"fmn" + -0.206*"acid" + 0.195*"flavin" + 0.177*"d-glucose" + 0.174*"1-phosphate" + -0.168*"2,3-dihydroxycinnamic" + -0.165*"carbonate" + 0.162*"maltohexaose" + 0.155*"fumarate"')
75 -
76 -The analized group = 36
77 -The corresponding TFs: Cbl(0.548), CysB(0.546)
78 -
79 -The corresponding eigenvector: (36, u'0.316*"fmn" + 0.282*"flavin" + -0.274*"amylose" + 0.213*"sulfite" + 0.202*"mononucleotide" + 0.199*"sulfide" + -0.168*"thioredoxin" + -0.158*"d-glucose" + -0.149*"flda" + -0.146*"maltohexaose"')
80 -
81 -The analized group = 34
82 -The corresponding TFs: HcaR(-0.35), HypT(0.409), MetJ(0.412)
83 -
84 -The corresponding eigenvector: (34, u'-0.249*"oxygen" + 0.237*"methionine" + 0.221*"ketoglutarate" + -0.166*"2,3-dihydroxycinnamic" + 0.159*"acetyl-coa" + 0.155*"biodex" + -0.146*"2,3-dhp" + -0.139*"fmn" + -0.138*"gaba" + 0.136*"lysine"')
85 -
86 -The analized group = 32
87 -The corresponding TFs: AllR(-0.77), CdaR(-0.58)
88 -
89 -The corresponding eigenvector: (32, u'-0.436*"glycerate" + -0.435*"tartronate-s-ald" + -0.284*"ureidoglycolate" + -0.249*"glyoxylate" + -0.224*"allantoate" + -0.186*"5-kdg" + -0.164*"allantoin" + -0.164*"alls" + -0.127*"methionine" + -0.116*"2-p-d-glycerate"')
90 -
91 -The analized group = 31
92 -The corresponding TFs: AppY(0.558), YdeO(0.502)
93 -
94 -The corresponding eigenvector: (31, u'0.262*"hyaabcdef_mrna" + 0.262*"hyaabcdef" + 0.217*"fructuronate" + 0.214*"appcbxa_mrna" + 0.214*"appcbxa" + 0.184*"uidabc_mrna" + 0.184*"uidabc" + 0.171*"flda" + 0.159*"uxur" + -0.155*"methionine"')
95 -
96 -The analized group = 30
97 -The corresponding TFs: ExuR(0.560), UxuR(0.695)
98 -
99 -The corresponding eigenvector: (30, u'0.331*"fructuronate" + 0.280*"uidabc_mrna" + 0.280*"uidabc" + 0.241*"uxur" + 0.220*"mannonate" + -0.188*"hyaabcdef_mrna" + -0.188*"hyaabcdef" + 0.182*"uxuab_mrna" + 0.182*"uxuab" + -0.154*"appcbxa"')
100 -
101 -The analized group = 29
102 -The corresponding TFs: PepA(0.337), RutR(0.353)
103 -
104 -The corresponding eigenvector: (29, u'0.227*"carbonate" + -0.221*"methionine" + -0.193*"oxygen" + -0.183*"succinate" + -0.174*"fumarate" + 0.151*"aminoacrylate" + 0.151*"glutamine" + -0.148*"hyaabcdef_mrna" + -0.148*"hyaabcdef" + -0.147*"aspartate"')
105 -
106 -The analized group = 27
107 -The corresponding TFs: CadC(0.619), GadE-RcsB(0.606)
108 -
109 -The corresponding eigenvector: (27, u'0.385*"biodex" + 0.287*"lysine" + -0.255*"ketoglutarate" + 0.190*"1-_ext" + 0.179*"cadba_mrna" + 0.179*"cadba" + -0.170*"thioredoxin" + 0.160*"acid" + 0.149*"lysine_ext" + 0.142*"cadc"')
110 -
111 -The analized group = 26
112 -The corresponding TFs: AgaR(-0.55), CreB(-0.40)
113 -
114 -The corresponding eigenvector: (26, u'-0.349*"glyceraldehyde-p" + -0.304*"dhap" + -0.247*"1,6-diphosphate" + -0.247*"tagatofuranose" + 0.195*"phosphate" + -0.182*"fructose-6-p" + 0.176*"3-keto-l-gulonate" + 0.170*"ribulose-5-p" + -0.167*"tagaaldol-rxn" + -0.153*"sedoheptulose-7-p"')
115 -
116 -The analized group = 24
117 -The corresponding TFs: YefM(-0.98), YefM-YoeB(-0.98)
118 -
119 -The corresponding eigenvector: (24, u'-0.595*"yefm-yoeb" + -0.478*"yefm-yoeb_mrna" + -0.478*"yoeb-yefm" + -0.362*"yefm" + -0.239*"yoeb" + 0.000*"zinc" + 0.000*"zinc_ext" + 0.000*"zint" + 0.000*"poly-beta-1,6-n-acetyl-d-glucosamine" + 0.000*"acetyl-coa"')
120 -
121 -The analized group = 23
122 -The corresponding TFs: ZntR(-0.94), Zur(-0.94)
123 -
124 -The corresponding eigenvector: (23, u'-0.717*"zinc" + -0.614*"zinc_ext" + -0.146*"zint" + -0.117*"poly-beta-1,6-n-acetyl-d-glucosamine" + -0.073*"zint_mrna" + -0.066*"acetyl-coa" + -0.058*"n-deacetylated" + -0.058*"partially" + -0.055*"poly-beta-1,6-n-acetyl-d-glucosamine_ext" + -0.047*"coenzyme"')
125 -
126 -The analized group = 21
127 -The corresponding TFs: RelB(0.993), RelB-RelE(0.993)
128 -
129 -The corresponding eigenvector: (21, u'0.527*"relbe-hokd_mrna" + 0.527*"relb-rele" + 0.527*"relbe-hokd" + 0.260*"relb" + 0.260*"rele" + 0.176*"hokd" + 0.000*"7,8-dihydrofolate" + 0.000*"yefm-yoeb" + -0.000*"poly-beta-1,6-n-acetyl-d-glucosamine" + 0.000*"yoeb-yefm"')
130 -
131 -The analized group = 20
132 -The corresponding TFs: NhaR(0.547), OmpR(0.564)
133 -
134 -The corresponding eigenvector: (20, u'0.408*"poly-beta-1,6-n-acetyl-d-glucosamine" + 0.204*"n-deacetylated" + 0.204*"partially" + 0.191*"poly-beta-1,6-n-acetyl-d-glucosamine_ext" + 0.187*"7,8-dihydrofolate" + -0.171*"mazefg_mrna" + -0.171*"mazefg" + -0.157*"acetyl-coa" + -0.130*"biodex" + -0.128*"coenzyme"')
135 -
136 -The analized group = 19
137 -The corresponding TFs: TdcA(-0.94), TdcR(-0.94)
138 -
139 -The corresponding eigenvector: (19, u'-0.616*"tdcabcdefg" + -0.616*"tdcabcdefg_mrna" + -0.132*"tdca" + -0.130*"serine" + -0.112*"serine_ext" + -0.101*"dehydroalanine" + -0.088*"propanoyl-p" + -0.088*"tdce" + -0.088*"threonine_ext" + -0.088*"tdcd"')
140 -
141 -The analized group = 18
142 -The corresponding TFs: AtoC(-0.32), PaaX(-0.30)
143 -
144 -The corresponding eigenvector: (18, u'-0.308*"acetyl-coa" + 0.234*"acpp" + 0.181*"ketoglutarate" + -0.170*"tdcabcdefg_mrna" + -0.170*"tdcabcdefg" + 0.169*"trans" + -0.167*"coenzyme" + -0.129*"hyaabcdef_mrna" + -0.129*"hyaabcdef" + 0.127*"hexadecenoyl-[acp]"')
145 -
146 -The analized group = 15
147 -The corresponding TFs: AlaS(-0.48), IscR(-0.75), OxyR(-0.69)
148 -
149 -The corresponding eigenvector: (15, u'-0.482*"alanine" + -0.215*"desulfurase]" + -0.210*"persulfide" + -0.210*"[l-cysteine" + -0.210*"l-cysteine" + -0.199*"cysteines" + -0.167*"protein" + -0.159*"unsulfurated" + -0.159*"donor]" + -0.159*"[sulfur"')
150 -
151 -The analized group = 13
152 -The corresponding TFs: GalR(0.610), GalS(0.610), HU(0.443)
153 -
154 -The corresponding eigenvector: (13, u'0.293*"udpg" + 0.269*"udp-galactose" + 0.244*"thioredoxin" + 0.241*"d-glucose" + 0.202*"1-phosphate" + -0.199*"oxygen" + 0.188*"galactose-1-p" + -0.179*"acetyl-coa" + 0.143*"alanine" + -0.141*"ketoglutarate"')
155 -
156 -The analized group = 12
157 -The corresponding TFs: ArgP(-0.43), DnaA(-0.44), NrdR(-0.34)
158 -
159 -The corresponding eigenvector: (12, u'-0.356*"thioredoxin" + 0.267*"udpg" + 0.245*"udp-galactose" + 0.236*"d-glucose" + -0.206*"flda" + 0.200*"1-phosphate" + 0.171*"galactose-1-p" + -0.170*"disulfide" + 0.162*"amylose" + 0.162*"acetyl-coa"')
160 -
161 -The analized group = 9
162 -The corresponding TFs: RcsB-BglJ(-0.52), StpA(-0.53)
163 -
164 -The corresponding eigenvector: (9, u'-0.313*"gluconate" + 0.298*"6-phosphate" + -0.265*"arbutin-6p" + -0.235*"salicin-6-p" + -0.207*"beta-d-glucose-6-p" + -0.202*"6-p" + -0.161*"xylulose-p" + -0.159*"bglg" + -0.159*"bglgfb" + -0.159*"bglgfb_mrna"')