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Coexpression cluster:C1373: Difference between revisions

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|ontology_enrichment_uberon=UBERON:0007023!1.26e-35!115;UBERON:0001049!1.16e-29!57;UBERON:0005068!1.16e-29!57;UBERON:0006241!1.16e-29!57;UBERON:0007135!1.16e-29!57;UBERON:0003080!1.04e-25!42;UBERON:0002780!1.17e-25!41;UBERON:0001890!1.17e-25!41;UBERON:0006240!1.17e-25!41;UBERON:0001017!3.30e-25!82;UBERON:0002616!8.28e-25!59;UBERON:0000073!2.51e-24!94;UBERON:0001016!2.51e-24!94;UBERON:0005743!1.39e-23!86;UBERON:0000955!5.11e-22!69;UBERON:0006238!5.11e-22!69;UBERON:0002020!1.22e-21!34;UBERON:0003528!1.22e-21!34;UBERON:0001893!1.79e-21!34;UBERON:0002791!6.94e-21!33;UBERON:0001869!1.82e-20!32;UBERON:0003075!1.59e-19!86;UBERON:0007284!1.59e-19!86;UBERON:0002346!2.13e-19!90;UBERON:0000956!3.30e-16!25;UBERON:0000203!3.30e-16!25;UBERON:0002619!6.78e-16!22;UBERON:0003056!1.05e-14!61;UBERON:0001950!1.41e-14!20;UBERON:0000924!7.67e-14!173;UBERON:0006601!7.67e-14!173;UBERON:0004121!1.09e-13!169;UBERON:0000153!5.15e-12!129;UBERON:0007811!5.15e-12!129;UBERON:0000033!7.15e-12!123;UBERON:0002420!5.43e-07!9;UBERON:0007245!5.43e-07!9;UBERON:0010009!5.43e-07!9;UBERON:0010011!5.43e-07!9;UBERON:0000454!5.43e-07!9;UBERON:0002308!6.89e-07!9;UBERON:0000125!6.89e-07!9
|ontology_enrichment_uberon=UBERON:0007023!1.26e-35!115;UBERON:0001049!1.16e-29!57;UBERON:0005068!1.16e-29!57;UBERON:0006241!1.16e-29!57;UBERON:0007135!1.16e-29!57;UBERON:0003080!1.04e-25!42;UBERON:0002780!1.17e-25!41;UBERON:0001890!1.17e-25!41;UBERON:0006240!1.17e-25!41;UBERON:0001017!3.30e-25!82;UBERON:0002616!8.28e-25!59;UBERON:0000073!2.51e-24!94;UBERON:0001016!2.51e-24!94;UBERON:0005743!1.39e-23!86;UBERON:0000955!5.11e-22!69;UBERON:0006238!5.11e-22!69;UBERON:0002020!1.22e-21!34;UBERON:0003528!1.22e-21!34;UBERON:0001893!1.79e-21!34;UBERON:0002791!6.94e-21!33;UBERON:0001869!1.82e-20!32;UBERON:0003075!1.59e-19!86;UBERON:0007284!1.59e-19!86;UBERON:0002346!2.13e-19!90;UBERON:0000956!3.30e-16!25;UBERON:0000203!3.30e-16!25;UBERON:0002619!6.78e-16!22;UBERON:0003056!1.05e-14!61;UBERON:0001950!1.41e-14!20;UBERON:0000924!7.67e-14!173;UBERON:0006601!7.67e-14!173;UBERON:0004121!1.09e-13!169;UBERON:0000153!5.15e-12!129;UBERON:0007811!5.15e-12!129;UBERON:0000033!7.15e-12!123;UBERON:0002420!5.43e-07!9;UBERON:0007245!5.43e-07!9;UBERON:0010009!5.43e-07!9;UBERON:0010011!5.43e-07!9;UBERON:0000454!5.43e-07!9;UBERON:0002308!6.89e-07!9;UBERON:0000125!6.89e-07!9
|pathway_enrichment=2.74916378593662e-05;0.00193357852944209;2;87;ErbB signaling pathway (KEGG):04012!0.000114222896616409;0.00449698106778368;2;177;Calcium signaling pathway (KEGG):04020!2.20729154564608e-05;0.00193357852944209;2;78;Phosphatidylinositol signaling system (KEGG):04070!4.73033289875392e-05;0.00249525060409269;2;114;Oocyte meiosis (KEGG):04114!1.77542685881244e-05;0.00193357852944209;2;70;Long-term potentiation (KEGG):04720!8.59991458038641e-08;2.7218729646923e-05;3;127;Neurotrophin signaling pathway (KEGG):04722!0.0005478423184049;0.0173392093775151;2;388;Olfactory transduction (KEGG):04740!6.93847325306698e-05;0.00337850274553184;2;138;Insulin signaling pathway (KEGG):04910!3.70989802916306e-05;0.00213487768405474;2;101;GnRH signaling pathway (KEGG):04912!3.70989802916306e-05;0.00213487768405474;2;101;Melanogenesis (KEGG):04916!1.98549864581673e-05;0.00193357852944209;2;74;Gastric acid secretion (KEGG):04971!0.000120772003400194;0.00449698106778368;2;182;Tuberculosis (KEGG):05152!1.12679195761913e-08;7.13259309172909e-06;3;65;Glioma (KEGG):05214!2.74916378593662e-05;0.00193357852944209;2;87;MicroRNAs in cardiomyocyte hypertrophy (Wikipathways):WP1544!8.75676438203826e-05;0.00369535456922015;2;155;Myometrial Relaxation and Contraction Pathways (Wikipathways):WP289!0.00136564166399986;0.0360187988879963;1;13;Keap1-Nrf2 Pathway (Wikipathways):WP3!5.73832218607515e-06;0.000908089485946393;2;40;G13 Signaling Pathway (Wikipathways):WP524!8.09096463176418e-05;0.00365827186564766;2;149;Calcium Regulation in the Cardiac Cell (Wikipathways):WP536!0.000948076017669582;0.0272787326902202;2;511;Signaling in Immune system (Reactome):REACT_6900!0.000176480147893589;0.00587957545350747;2;220;Signalling by NGF (Reactome):REACT_11061!0.000789137438324553;0.0237868570694972;2;466;Hemostasis (Reactome):REACT_604!0.000141509562041495;0.00497641959845924;2;197;Synaptic Transmission (Reactome):REACT_13685!0.00115562392354087;0.0318047801565813;1;11;Metabolism of nitric oxide (Reactome):REACT_12508!3.20096624129033e-06;0.00067540387691226;2;30;{CALM1,30} (Static Module):NA
|pathway_enrichment=2.74916378593662e-05;0.00193357852944209;2;87;ErbB signaling pathway (KEGG):04012!0.000114222896616409;0.00449698106778368;2;177;Calcium signaling pathway (KEGG):04020!2.20729154564608e-05;0.00193357852944209;2;78;Phosphatidylinositol signaling system (KEGG):04070!4.73033289875392e-05;0.00249525060409269;2;114;Oocyte meiosis (KEGG):04114!1.77542685881244e-05;0.00193357852944209;2;70;Long-term potentiation (KEGG):04720!8.59991458038641e-08;2.7218729646923e-05;3;127;Neurotrophin signaling pathway (KEGG):04722!0.0005478423184049;0.0173392093775151;2;388;Olfactory transduction (KEGG):04740!6.93847325306698e-05;0.00337850274553184;2;138;Insulin signaling pathway (KEGG):04910!3.70989802916306e-05;0.00213487768405474;2;101;GnRH signaling pathway (KEGG):04912!3.70989802916306e-05;0.00213487768405474;2;101;Melanogenesis (KEGG):04916!1.98549864581673e-05;0.00193357852944209;2;74;Gastric acid secretion (KEGG):04971!0.000120772003400194;0.00449698106778368;2;182;Tuberculosis (KEGG):05152!1.12679195761913e-08;7.13259309172909e-06;3;65;Glioma (KEGG):05214!2.74916378593662e-05;0.00193357852944209;2;87;MicroRNAs in cardiomyocyte hypertrophy (Wikipathways):WP1544!8.75676438203826e-05;0.00369535456922015;2;155;Myometrial Relaxation and Contraction Pathways (Wikipathways):WP289!0.00136564166399986;0.0360187988879963;1;13;Keap1-Nrf2 Pathway (Wikipathways):WP3!5.73832218607515e-06;0.000908089485946393;2;40;G13 Signaling Pathway (Wikipathways):WP524!8.09096463176418e-05;0.00365827186564766;2;149;Calcium Regulation in the Cardiac Cell (Wikipathways):WP536!0.000948076017669582;0.0272787326902202;2;511;Signaling in Immune system (Reactome):REACT_6900!0.000176480147893589;0.00587957545350747;2;220;Signalling by NGF (Reactome):REACT_11061!0.000789137438324553;0.0237868570694972;2;466;Hemostasis (Reactome):REACT_604!0.000141509562041495;0.00497641959845924;2;197;Synaptic Transmission (Reactome):REACT_13685!0.00115562392354087;0.0318047801565813;1;11;Metabolism of nitric oxide (Reactome):REACT_12508!3.20096624129033e-06;0.00067540387691226;2;30;{CALM1,30} (Static Module):NA
|tfbs_overrepresentation=0.272825,0.113895,0.462362,0.093154,0.359621,0.492787,0.0841651,0.290264,0.0643695,0.0507505,0.259407,0.399944,0.341907,0.236085,0.275252,0.119969,0.262088,0.18676,0.102909,0.204438,0.0664627,0.247578,0.157234,0.180791,0.0814159,0.384547,0.37494,0.173212,0.266831,0.178021,0.3679,0.215086,0.0357376,0.373119,0.128625,0.161809,0.902769,0.0840902,0.226218,0.128959,0.183651,0.0486174,0.260466,0.334176,0.227213,0.0711697,0.074588,0.330075,0.210181,0.227712,0.284405,0.105423,0.135407,0.177342,0.0735121,0.0753565,0.203364,0.380173,0.150513,0.199999,0.0579941,0.276509,0.205409,0.146128,0.10616,0.0984283,0.580456,0.116417,0.164736,0.3062,0.61426,0.130776,0.170145,0.224513,0.0148962,0.0339424,0.183676,0.0854797,0.0731115,0.0144524,0.182113,0.402334,0.0831938,0.216503,0.497782,0.440248,0.124542,0.37437,0.559841,0.121557,0.164159,0.0967167,0.181667,0.0925031,0.163486,0.216824,0.524679,0.28366,0.17689,0.473112,0.111667,0.137451,0.263619,0.0727591,0.0885665,0.080182,0.12949,0.200319,0.267635,0.466115,0.331856,0.0668385,0.276738,0.0350582,0.192196,0.0663658,0.0402636,0.1101,0.258716,0.160649,0.305628,0.383317,0.260612,0.164207,0.194257,0.322526,0.173151,0.0293679,0.161604,0.251658,0.115605,0.144069,0.111159,0.045053,0.235761,0.204515,0.125521,0.10761,0.0649881,0.00789487,0.0450332,0.238929,0.366262,0.28766,0.273522,0.133829,0.18788,0.161361,0.0763672,0.227065,0.361034,0.266711,0.328768,0.0524571,0.0835935,0.221281,0.14393,0.40461,0.100724,0.0663128,0.403582,0.181487,0.219679,0.273735,0.134895,0.215506,0.0784618,0.0310218,0.0790799,0.0402665,0.327089,0.256483,0.354336,0.10534,0.153476,0.172044,0.260974,0.330576,0.325054,0.069998,0.292457,0.229948,0.0540612,0.0256543,0.142014,0.223569,0.332561,0.0787371,0.158872,0.317,0.20281,0.339514,0.230757,0.405269,0.212647,0.0919303,0.150381,0.116937,0.130723,0.207318,0.170629,0.117148,0.0607132,0.117534,0.254283,0.451528,0.472314,0.280641,0.370039,0.324906,0.0896296,0.197823,0.22763,0.213053,0.527451,0.309534,0.301442,0.191696,0.122022,0.195373,0.263715,0.606181,0.287766,0.296123,0.142265,0.237192,0.258424,0.164555,0.117251,0.116204,0.502602,0.62151,0.0819301,0.147153,0.18264,0.177704,0.092224,0.45696,0.30027,0.383466,0.331647,0.57619,0.187116,0.15928,0.219044,0.254951,0.156377,0.21083,0.606625,0.220359,0.292806,0.336043,0.336985,0.186448,0.186558,0.293852,0.202983,0.362971,0.134325,0.521047,0.120009,0.319541,0.300061,0.239783,0.0678354,0.155564,0.0128112,0.175654,0.222213,0.145331,0.479224,0.122578,0.444637,0.693924,0.165683,0.0746442,0.243403,0.827706,0.455691,0.589073,0.86741,0.809072,0.269194,0.418125,0.558337,0.0160594,0.454695,0.0322516,0.0688778,0.522841,0.741357,0.552041,0.26714,0.00906701,0.19878,0.852347,0.469955,0.498953,0.646895,0.63674,0.520043,0.837729,0.339439,0.593966,0.33041,0.6682,0.207878,0.552298,0.0879811,0.671702,0.611777,0.353295,0.61673,0.443154,0.432462,0.604085,0.658531,0.734265,0.442844,0.477024,0.512499,0.731446,0.53335,0.397052,0.753214,0.842556,0.486953,0.530428,0.821632,0.498324,0.695401,0.512667,0.659897,0.15337,0.371535,0.322161,0.240856,0.514078,0.847056,0.331481,0.102292,0.451054,0.519866,0.474883,0.417024,0.336852,0.572701,0.78433,0.468536,0.860083,0.407671,0.422744,0.434325,0.43545,0.483867,0.365638,0.29984,0.129605,0.140844,0.335439,0.837308,0.548986,0.254373,0.288102,0.185722,0.212262,0.798903,0.69534,0.38945,0.527767,0.90708,0.0881806,0.143918,0.405564,0.350549,0.831347,0.752145,0.155199,0.053511,0.142315,0.494769,0.188457,0.403664,0.00448577,0.418593,0.673583,0.404165,0.559521,0.356202,0.288188,0.499303,0.0984804,0.73237,0.664325,0.766191,0.901955,0.557914,0.268648,0.269896,0.254659,0.610862,0.332296,0.348945,0.440842,0.282051,0.0909735,0.2554,0.451268,0.251408,0.187452,0.794085,0.501137,0.488193,0.569315,0.519135,0.518055,0.280048,0.407705,0.186152,0.488244,0.456149,0.589702,0.401321,0.0881106,0.293412,0.595103,0.355542,0.530882,0.369917,0.774751,0.878565,0.319077,0.46597,0.0516588,0.47744,0.142358,0.263421,0.703388,0.770075,0.293756,0.42025,0.605969,0.410562,0.343113,0.170331,0.115576,0.774372,0.0494034,0.57398,0.78784,0.577344,0.369266,0.645462,0.606765,0.863295,0.176949,0.134669,0.108266,0.348016,0.149912,0.111821,0.267815,0.0919183,0.365836,0.689622,0.68834,0.346776,0.211334,0.494962,0.0851816,0.514659,0.23696,0.251518,0.202355,0.471945,0.121642,0.617317,0.0354999,0.164413,0.481305,0.260521,0.0908048,0.310441,0.216037,0.198185,0.171816,0.165877,0.0482532,0.202749,0.0858038,0.00776602,0.0292507,0.241631,0.376483,0.349839,0.572771,0.0974547,0.15892,0.128942,0.331179,0.210172,0.390637,0.194576,0.352924,0.246924,0.341783,0.0940377,0.359953,0.64718,0.239194,0.32067,0.334938,0.309827,0.167604,0.181395,0.0223847,0.395388,0.202628,0.136538,0.00960329,0.317242,0.262323,0.378417,0.0592343,0.245796,0.0870651,0.101982,0.374106,0.282907,0.153213,0.185351,0.29465,0.231794,0.173078,0.108497,0.143495,0.767403,0.255803,0.0289867,0.127078,0.378656,0.392439,0.153874,0.0111922,0.297422,0.349099,0.106792,0.0118367,0.109211,0.081783,0.06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}}
}}

Revision as of 17:12, 8 August 2012


Full id: C1373_occipital_hippocampus_caudate_amygdala_medial_thalamus_parietal



Phase1 CAGE Peaks

Hg19::chr12:93800048..93800052,-p@chr12:93800048..93800052
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Hg19::chr14:90872497..90872510,+p4@CALM1
Hg19::chr3:178865887..178865938,+p2@PIK3CA
Hg19::chr7:44259054..44259069,-p5@CAMK2B
Hg19::chrX:102564877..102564913,-p@chrX:102564877..102564913
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Hg19::chrX:13805158..13805159,-p@chrX:13805158..13805159
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Enriched pathways on this co-expression cluster<b>Summary:</b><br>Canonical pathway gene sets were compiled from Reactome, Wikipathways and KEGG. For the major signaling pathways, the transcriptionally-regulated genes (downstream targets) were obtained from Netpath. Combined, the canonical pathways and downstream targets totaled 489 human gene sets. The corresponding M. musculus gene sets were inferred by homology using the HomoloGene database. Enrichment for each of the canonical 489 pathways and gene sets included in the co-expression cluster was assessed by the hypergeometric probability. The resulting P values were also then adjusted by the Benjamini-Hochberg method for multiple comparisons.<br><b>Analyst: </b>Emmanuel Dimont<br><br>link to source dataset<br>data


p.valueFDRnGenesnPathwayName
2.74916378593662e-050.00193357852944209287ErbB signaling pathway (KEGG):04012
0.0001142228966164090.004496981067783682177Calcium signaling pathway (KEGG):04020
2.20729154564608e-050.00193357852944209278Phosphatidylinositol signaling system (KEGG):04070
4.73033289875392e-050.002495250604092692114Oocyte meiosis (KEGG):04114
1.77542685881244e-050.00193357852944209270Long-term potentiation (KEGG):04720
8.59991458038641e-082.7218729646923e-053127Neurotrophin signaling pathway (KEGG):04722
0.00054784231840490.01733920937751512388Olfactory transduction (KEGG):04740
6.93847325306698e-050.003378502745531842138Insulin signaling pathway (KEGG):04910
3.70989802916306e-050.002134877684054742101GnRH signaling pathway (KEGG):04912
3.70989802916306e-050.002134877684054742101Melanogenesis (KEGG):04916
1.98549864581673e-050.00193357852944209274Gastric acid secretion (KEGG):04971
0.0001207720034001940.004496981067783682182Tuberculosis (KEGG):05152
1.12679195761913e-087.13259309172909e-06365Glioma (KEGG):05214
2.74916378593662e-050.00193357852944209287MicroRNAs in cardiomyocyte hypertrophy (Wikipathways):WP1544
8.75676438203826e-050.003695354569220152155Myometrial Relaxation and Contraction Pathways (Wikipathways):WP289
0.001365641663999860.0360187988879963113Keap1-Nrf2 Pathway (Wikipathways):WP3
5.73832218607515e-060.000908089485946393240G13 Signaling Pathway (Wikipathways):WP524
8.09096463176418e-050.003658271865647662149Calcium Regulation in the Cardiac Cell (Wikipathways):WP536
0.0009480760176695820.02727873269022022511Signaling in Immune system (Reactome):REACT_6900
0.0001764801478935890.005879575453507472220Signalling by NGF (Reactome):REACT_11061
0.0007891374383245530.02378685706949722466Hemostasis (Reactome):REACT_604
0.0001415095620414950.004976419598459242197Synaptic Transmission (Reactome):REACT_13685
0.001155623923540870.0318047801565813111Metabolism of nitric oxide (Reactome):REACT_12508
3.20096624129033e-060.00067540387691226230{CALM1,30} (Static Module):NA



Enriched Gene Ontology terms on this co-expression cluster<b>Summary:</b> Results for GOStat analysis on co-expressed clusters. Each cluster with promoters mapping to at least two different genes was analysed with GOStat (PMID: 14962934) with default parameter. <br><b>Analyst:</b> Erik Arner<br><br>link to source dataset<br>data


GO IDGO nameFDR corrected p-value
GO:0046934phosphatidylinositol-4,5-bisphosphate 3-kinase activity0.0111097667590962
GO:0035004phosphoinositide 3-kinase activity0.0111097667590962
GO:00163031-phosphatidylinositol-3-kinase activity0.0111097667590962
GO:0005942phosphoinositide 3-kinase complex0.0111097667590962
GO:0004683calmodulin-dependent protein kinase activity0.0111097667590962
GO:0046854phosphoinositide phosphorylation0.0111097667590962
GO:0046834lipid phosphorylation0.0111097667590962
GO:0016310phosphorylation0.0111097667590962
GO:0016773phosphotransferase activity, alcohol group as acceptor0.0111097667590962
GO:0001727lipid kinase activity0.0113184485970462
GO:0006793phosphorus metabolic process0.0113184485970462
GO:0006796phosphate metabolic process0.0113184485970462
GO:0016301kinase activity0.0113184485970462
GO:0030258lipid modification0.0128916966733399
GO:0016772transferase activity, transferring phosphorus-containing groups0.0130998092213604
GO:0004428inositol or phosphatidylinositol kinase activity0.0143142684290914
GO:0030384phosphoinositide metabolic process0.0163266350470889
GO:0006650glycerophospholipid metabolic process0.0194612206254854
GO:0043412biopolymer modification0.0213143187492112
GO:0048015phosphoinositide-mediated signaling0.0223615365053458
GO:0005516calmodulin binding0.0232736708268528
GO:0016740transferase activity0.0247950620212862
GO:0044445cytosolic part0.0286138871299826
GO:0006644phospholipid metabolic process0.0310183030141691
GO:0019932second-messenger-mediated signaling0.0361926776864339
GO:0006643membrane lipid metabolic process0.0361926776864339



Enriched sample ontology terms on this co-expression cluster<b>Summary:</b>To summarize promoter activities (expression profile of a TSS region) across ~1000 samples, we performed enrichment analysis based on FANTOM5 Sample Ontology (FF ontology). The question here is “in which type of samples the promoter is more active”. To answer this question, we compared expressions (TPMs) in the samples associated with a sample ontology term and the rest of the samples by using the Mann-Whitney rank sum test. To summarize ontologies enriched in this co-expression cluster, we ran the same analysis on an averaged expression profile of all promoters that make up. <b>Analyst:</b> Hideya Kawaji <br><br>links to source dataset<br><br><br>uberon_data<br><br>


Uber Anatomy
Ontology termp-valuen
adult organism1.26e-35115
neural tube1.16e-2957
neural rod1.16e-2957
future spinal cord1.16e-2957
neural keel1.16e-2957
anterior neural tube1.04e-2542
regional part of forebrain1.17e-2541
forebrain1.17e-2541
future forebrain1.17e-2541
central nervous system3.30e-2582
regional part of brain8.28e-2559
regional part of nervous system2.51e-2494
nervous system2.51e-2494
brain5.11e-2269
future brain5.11e-2269
gray matter1.22e-2134
brain grey matter1.22e-2134
telencephalon1.79e-2134
regional part of telencephalon6.94e-2133
cerebral hemisphere1.82e-2032
neural plate1.59e-1986
presumptive neural plate1.59e-1986
neurectoderm2.13e-1990
cerebral cortex3.30e-1625
pallium3.30e-1625
regional part of cerebral cortex6.78e-1622
pre-chordal neural plate1.05e-1461
neocortex1.41e-1420
ectoderm7.67e-14173
presumptive ectoderm7.67e-14173
ectoderm-derived structure1.09e-13169
anterior region of body5.15e-12129
craniocervical region5.15e-12129
head7.15e-12123
basal ganglion5.43e-079
nuclear complex of neuraxis5.43e-079
aggregate regional part of brain5.43e-079
collection of basal ganglia5.43e-079
cerebral subcortex5.43e-079
nucleus of brain6.89e-079
neural nucleus6.89e-079


Overrepresented TFBS (DNA) motifs on this co-expression cluster<b>Summary:</b>The values shown are the p-values for overrepresentation of the motif in this coexpression cluster. So a small p-value means a strong overrepresentation. <b>Analyst:</b> Michiel de Hoon <br><br>link to source data <br> Novel motifs <br>data <br><br> Jaspar motifs <br>data


Novel motifs



JASPAR motifs

Motifs-log10(p-value)

{{{tfbs_overrepresentation_jaspar}}}



ENCODE TF ChIP-seq peak enrichment analysis<b>Summary:</b> For each TF and each co-expression cluster, the number of promoters with ENCODE TF ChIP signal was compared with the rest of promoters from the robust set using Fisher's exact test. Clusters with significant ChIP enrichment (q <= 0.05) after Benjamini-Hochberg correction were retained. <br><b>Analyst:</b> Erik Arner<br><br>link to source dataset<br><br>data


No analysis results for this cluster

Relative expression of the co-expression cluster<b>Summary:</b>Co-expression clusters are compared against FANTOM5 samples to obtain relative expression. <br><b>Analyst:</b>NA<br><br>link to data source<br> data


This analysis result is provided for C0 - C305 clusters.