AME (Analysis of Motif Enrichment; tool in MEME Suite) is used to do motif enrichment analysis. For a given motif set and a set of sequences, test whether a motif occurs significantly in the sequences.
Results of top 1% windowns (window size is 50, mask size is 8) can be found: E081, Noonan.
Results of randomly selected windows can be found: E081 random, Noonan random.
Here JASPAR TFs is selected as the background protein list.
library(pander)
pandoc.table(tf.count)
Positive | Random | |
---|---|---|
E081 | 81 | 24 |
Noonan | 34 | 21 |
e081.allRes
## GO.ID Term Annotated Significant Expected classicFisher
## 1 GO:0019722 calcium-mediated signaling 5 4 0.81 0.0028
## 2 GO:0014904 myotube cell development 3 3 0.49 0.0041
## 3 GO:0048708 astrocyte differentiation 9 5 1.46 0.0072
## 4 GO:0006357 regulation of transcription from RNA pol... 303 56 49.20 0.0141
## 5 GO:0033173 calcineurin-NFAT signaling cascade 4 3 0.65 0.0145
## 6 GO:0048016 inositol phosphate-mediated signaling 4 3 0.65 0.0145
## 7 GO:0097720 calcineurin-mediated signaling 4 3 0.65 0.0145
## 8 GO:0019932 second-messenger-mediated signaling 7 4 1.14 0.0152
## 9 GO:0009890 negative regulation of biosynthetic proc... 171 36 27.77 0.0162
## 10 GO:0010558 negative regulation of macromolecule bio... 171 36 27.77 0.0162
## 11 GO:0031327 negative regulation of cellular biosynth... 171 36 27.77 0.0162
## 12 GO:0045934 negative regulation of nucleobase-contai... 171 36 27.77 0.0162
## 13 GO:0051172 negative regulation of nitrogen compound... 171 36 27.77 0.0162
## 14 GO:0051253 negative regulation of RNA metabolic pro... 171 36 27.77 0.0162
## 15 GO:1902679 negative regulation of RNA biosynthetic ... 171 36 27.77 0.0162
## 16 GO:1903507 negative regulation of nucleic acid-temp... 171 36 27.77 0.0162
## 17 GO:0031324 negative regulation of cellular metaboli... 172 36 27.93 0.0182
## 18 GO:0000082 G1/S transition of mitotic cell cycle 11 5 1.79 0.0203
## 19 GO:0044843 cell cycle G1/S phase transition 11 5 1.79 0.0203
## 20 GO:0009892 negative regulation of metabolic process 175 36 28.41 0.0252
## 21 GO:0010605 negative regulation of macromolecule met... 175 36 28.41 0.0252
## 22 GO:0048519 negative regulation of biological proces... 219 43 35.56 0.0260
## 23 GO:0000429 carbon catabolite regulation of transcri... 2 2 0.32 0.0260
## 24 GO:0000430 regulation of transcription from RNA pol... 2 2 0.32 0.0260
## 25 GO:0000432 positive regulation of transcription fro... 2 2 0.32 0.0260
## 26 GO:0000436 carbon catabolite activation of transcri... 2 2 0.32 0.0260
## 27 GO:0006816 calcium ion transport 2 2 0.32 0.0260
## 28 GO:0007520 myoblast fusion 2 2 0.32 0.0260
## 29 GO:0019086 late viral transcription 2 2 0.32 0.0260
## 30 GO:0048710 regulation of astrocyte differentiation 2 2 0.32 0.0260
## 31 GO:0048712 negative regulation of astrocyte differe... 2 2 0.32 0.0260
## 32 GO:0048715 negative regulation of oligodendrocyte d... 2 2 0.32 0.0260
## 33 GO:0048741 skeletal muscle fiber development 2 2 0.32 0.0260
## 34 GO:0051924 regulation of calcium ion transport 2 2 0.32 0.0260
## 35 GO:0060074 synapse maturation 2 2 0.32 0.0260
## 36 GO:0070838 divalent metal ion transport 2 2 0.32 0.0260
## 37 GO:0071157 negative regulation of cell cycle arrest 2 2 0.32 0.0260
## 38 GO:0072511 divalent inorganic cation transport 2 2 0.32 0.0260
## 39 GO:1901739 regulation of myoblast fusion 2 2 0.32 0.0260
## 40 GO:1901741 positive regulation of myoblast fusion 2 2 0.32 0.0260
## 41 GO:0006260 DNA replication 8 4 1.30 0.0266
## 42 GO:0000083 regulation of transcription involved in ... 5 3 0.81 0.0321
## 43 GO:0032924 activin receptor signaling pathway 5 3 0.81 0.0321
## 44 GO:0038092 nodal signaling pathway 5 3 0.81 0.0321
## 45 GO:0051302 regulation of cell division 5 3 0.81 0.0321
## 46 GO:0048523 negative regulation of cellular process 215 42 34.91 0.0331
## 47 GO:0045666 positive regulation of neuron differenti... 17 6 2.76 0.0413
## 48 GO:0019058 viral life cycle 9 4 1.46 0.0421
## 49 GO:0055088 lipid homeostasis 9 4 1.46 0.0421
## 50 GO:0006366 transcription from RNA polymerase II pro... 313 56 50.82 0.0463
noonan.allRes
## GO.ID Term Annotated Significant Expected classicFisher
## 1 GO:0033173 calcineurin-NFAT signaling cascade 4 3 0.34 0.0021
## 2 GO:0034698 response to gonadotropin 4 3 0.34 0.0021
## 3 GO:0048016 inositol phosphate-mediated signaling 4 3 0.34 0.0021
## 4 GO:0071320 cellular response to cAMP 4 3 0.34 0.0021
## 5 GO:0071371 cellular response to gonadotropin stimul... 4 3 0.34 0.0021
## 6 GO:0097720 calcineurin-mediated signaling 4 3 0.34 0.0021
## 7 GO:0030154 cell differentiation 243 28 20.67 0.0035
## 8 GO:0048869 cellular developmental process 246 28 20.92 0.0046
## 9 GO:0000083 regulation of transcription involved in ... 5 3 0.43 0.0050
## 10 GO:0019722 calcium-mediated signaling 5 3 0.43 0.0050
## 11 GO:0002429 immune response-activating cell surface ... 10 4 0.85 0.0064
## 12 GO:0007268 chemical synaptic transmission 10 4 0.85 0.0064
## 13 GO:0098916 anterograde trans-synaptic signaling 10 4 0.85 0.0064
## 14 GO:0099536 synaptic signaling 10 4 0.85 0.0064
## 15 GO:0099537 trans-synaptic signaling 10 4 0.85 0.0064
## 16 GO:0007274 neuromuscular synaptic transmission 2 2 0.17 0.0070
## 17 GO:0048168 regulation of neuronal synaptic plastici... 2 2 0.17 0.0070
## 18 GO:0060396 growth hormone receptor signaling pathwa... 2 2 0.17 0.0070
## 19 GO:0060397 JAK-STAT cascade involved in growth horm... 2 2 0.17 0.0070
## 20 GO:0060416 response to growth hormone 2 2 0.17 0.0070
## 21 GO:0060762 regulation of branching involved in mamm... 2 2 0.17 0.0070
## 22 GO:0071378 cellular response to growth hormone stim... 2 2 0.17 0.0070
## 23 GO:0071480 cellular response to gamma radiation 2 2 0.17 0.0070
## 24 GO:0072203 cell proliferation involved in metanephr... 2 2 0.17 0.0070
## 25 GO:0002220 innate immune response activating cell s... 6 3 0.51 0.0094
## 26 GO:0002223 stimulatory C-type lectin receptor signa... 6 3 0.51 0.0094
## 27 GO:0002253 activation of immune response 17 5 1.45 0.0097
## 28 GO:0002757 immune response-activating signal transd... 17 5 1.45 0.0097
## 29 GO:0045088 regulation of innate immune response 17 5 1.45 0.0097
## 30 GO:0006357 regulation of transcription from RNA pol... 303 31 25.77 0.0119
## 31 GO:0019932 second-messenger-mediated signaling 7 3 0.60 0.0155
## 32 GO:0045087 innate immune response 26 6 2.21 0.0159
## 33 GO:0050776 regulation of immune response 26 6 2.21 0.0159
## 34 GO:0002764 immune response-regulating signaling pat... 19 5 1.62 0.0160
## 35 GO:0046683 response to organophosphorus 13 4 1.11 0.0180
## 36 GO:0051591 response to cAMP 13 4 1.11 0.0180
## 37 GO:0007259 JAK-STAT cascade 3 2 0.26 0.0200
## 38 GO:0014904 myotube cell development 3 2 0.26 0.0200
## 39 GO:0016925 protein sumoylation 3 2 0.26 0.0200
## 40 GO:0072111 cell proliferation involved in kidney de... 3 2 0.26 0.0200
## 41 GO:0072215 regulation of metanephros development 3 2 0.26 0.0200
## 42 GO:0097696 STAT cascade 3 2 0.26 0.0200
## 43 GO:0050778 positive regulation of immune response 20 5 1.70 0.0200
## 44 GO:0071417 cellular response to organonitrogen comp... 20 5 1.70 0.0200
## 45 GO:0006952 defense response 44 8 3.74 0.0224
## 46 GO:0044763 single-organism cellular process 295 30 25.09 0.0231
## 47 GO:0002218 activation of innate immune response 14 4 1.19 0.0237
## 48 GO:0002758 innate immune response-activating signal... 14 4 1.19 0.0237
## 49 GO:0003013 circulatory system process 14 4 1.19 0.0237
## 50 GO:0008015 blood circulation 14 4 1.19 0.0237
e081.random.allRes
## GO.ID Term Annotated Significant Expected classicFisher
## 1 GO:0006357 regulation of transcription from RNA pol... 303 22 17.18 0.0036
## 2 GO:0006366 transcription from RNA polymerase II pro... 313 22 17.75 0.0076
## 3 GO:0030154 cell differentiation 243 19 13.78 0.0123
## 4 GO:0048869 cellular developmental process 246 19 13.95 0.0148
## 5 GO:0044763 single-organism cellular process 295 21 16.73 0.0168
## 6 GO:0033173 calcineurin-NFAT signaling cascade 4 2 0.23 0.0172
## 7 GO:0048016 inositol phosphate-mediated signaling 4 2 0.23 0.0172
## 8 GO:0097720 calcineurin-mediated signaling 4 2 0.23 0.0172
## 9 GO:0019722 calcium-mediated signaling 5 2 0.28 0.0277
## 10 GO:0046677 response to antibiotic 5 2 0.28 0.0277
## 11 GO:0060795 cell fate commitment involved in formati... 5 2 0.28 0.0277
## 12 GO:1904018 positive regulation of vasculature devel... 5 2 0.28 0.0277
## 13 GO:0044699 single-organism process 334 22 18.94 0.0335
## 14 GO:0021761 limbic system development 15 3 0.85 0.0462
## 15 GO:0019932 second-messenger-mediated signaling 7 2 0.40 0.0542
## 16 GO:0050851 antigen receptor-mediated signaling path... 7 2 0.40 0.0542
## 17 GO:0060428 lung epithelium development 7 2 0.40 0.0542
## 18 GO:0070555 response to interleukin-1 7 2 0.40 0.0542
## 19 GO:0009612 response to mechanical stimulus 16 3 0.91 0.0548
## 20 GO:0001705 ectoderm formation 1 1 0.06 0.0567
## 21 GO:0001712 ectodermal cell fate commitment 1 1 0.06 0.0567
## 22 GO:0001787 natural killer cell proliferation 1 1 0.06 0.0567
## 23 GO:0001866 NK T cell proliferation 1 1 0.06 0.0567
## 24 GO:0001941 postsynaptic membrane organization 1 1 0.06 0.0567
## 25 GO:0006997 nucleus organization 1 1 0.06 0.0567
## 26 GO:0007501 mesodermal cell fate specification 1 1 0.06 0.0567
## 27 GO:0007528 neuromuscular junction development 1 1 0.06 0.0567
## 28 GO:0008356 asymmetric cell division 1 1 0.06 0.0567
## 29 GO:0010668 ectodermal cell differentiation 1 1 0.06 0.0567
## 30 GO:0010715 regulation of extracellular matrix disas... 1 1 0.06 0.0567
## 31 GO:0010996 response to auditory stimulus 1 1 0.06 0.0567
## 32 GO:0021756 striatum development 1 1 0.06 0.0567
## 33 GO:0021757 caudate nucleus development 1 1 0.06 0.0567
## 34 GO:0021758 putamen development 1 1 0.06 0.0567
## 35 GO:0022617 extracellular matrix disassembly 1 1 0.06 0.0567
## 36 GO:0030575 nuclear body organization 1 1 0.06 0.0567
## 37 GO:0030578 PML body organization 1 1 0.06 0.0567
## 38 GO:0031223 auditory behavior 1 1 0.06 0.0567
## 39 GO:0032354 response to follicle-stimulating hormone 1 1 0.06 0.0567
## 40 GO:0034465 response to carbon monoxide 1 1 0.06 0.0567
## 41 GO:0042078 germ-line stem cell division 1 1 0.06 0.0567
## 42 GO:0042220 response to cocaine 1 1 0.06 0.0567
## 43 GO:0042297 vocal learning 1 1 0.06 0.0567
## 44 GO:0043113 receptor clustering 1 1 0.06 0.0567
## 45 GO:0044849 estrous cycle 1 1 0.06 0.0567
## 46 GO:0045601 regulation of endothelial cell different... 1 1 0.06 0.0567
## 47 GO:0045603 positive regulation of endothelial cell ... 1 1 0.06 0.0567
## 48 GO:0048133 male germ-line stem cell asymmetric divi... 1 1 0.06 0.0567
## 49 GO:0048169 regulation of long-term neuronal synapti... 1 1 0.06 0.0567
## 50 GO:0050854 regulation of antigen receptor-mediated ... 1 1 0.06 0.0567
noonan.random.allRes
## GO.ID Term Annotated Significant Expected classicFisher
## 1 GO:0060396 growth hormone receptor signaling pathwa... 2 2 0.10 0.0025
## 2 GO:0060397 JAK-STAT cascade involved in growth horm... 2 2 0.10 0.0025
## 3 GO:0060416 response to growth hormone 2 2 0.10 0.0025
## 4 GO:0071378 cellular response to growth hormone stim... 2 2 0.10 0.0025
## 5 GO:0031328 positive regulation of cellular biosynth... 244 18 12.58 0.0063
## 6 GO:0045893 positive regulation of transcription, DN... 244 18 12.58 0.0063
## 7 GO:0045935 positive regulation of nucleobase-contai... 244 18 12.58 0.0063
## 8 GO:0051173 positive regulation of nitrogen compound... 244 18 12.58 0.0063
## 9 GO:0051254 positive regulation of RNA metabolic pro... 244 18 12.58 0.0063
## 10 GO:1902680 positive regulation of RNA biosynthetic ... 244 18 12.58 0.0063
## 11 GO:1903508 positive regulation of nucleic acid-temp... 244 18 12.58 0.0063
## 12 GO:0009891 positive regulation of biosynthetic proc... 245 18 12.63 0.0067
## 13 GO:0010557 positive regulation of macromolecule bio... 245 18 12.63 0.0067
## 14 GO:0007259 JAK-STAT cascade 3 2 0.15 0.0074
## 15 GO:0097696 STAT cascade 3 2 0.15 0.0074
## 16 GO:0031325 positive regulation of cellular metaboli... 248 18 12.78 0.0081
## 17 GO:0010628 positive regulation of gene expression 249 18 12.84 0.0086
## 18 GO:0010604 positive regulation of macromolecule met... 252 18 12.99 0.0104
## 19 GO:0045944 positive regulation of transcription fro... 228 17 11.75 0.0104
## 20 GO:0009893 positive regulation of metabolic process 253 18 13.04 0.0110
## 21 GO:0000768 syncytium formation by plasma membrane f... 4 2 0.21 0.0143
## 22 GO:0006949 syncytium formation 4 2 0.21 0.0143
## 23 GO:0033173 calcineurin-NFAT signaling cascade 4 2 0.21 0.0143
## 24 GO:0048016 inositol phosphate-mediated signaling 4 2 0.21 0.0143
## 25 GO:0060142 regulation of syncytium formation by pla... 4 2 0.21 0.0143
## 26 GO:0097720 calcineurin-mediated signaling 4 2 0.21 0.0143
## 27 GO:0019722 calcium-mediated signaling 5 2 0.26 0.0230
## 28 GO:0032355 response to estradiol 5 2 0.26 0.0230
## 29 GO:0060795 cell fate commitment involved in formati... 5 2 0.26 0.0230
## 30 GO:0048522 positive regulation of cellular process 266 18 13.71 0.0236
## 31 GO:0030154 cell differentiation 243 17 12.53 0.0249
## 32 GO:0044763 single-organism cellular process 295 19 15.21 0.0275
## 33 GO:0048518 positive regulation of biological proces... 269 18 13.87 0.0279
## 34 GO:0048869 cellular developmental process 246 17 12.68 0.0292
## 35 GO:0006357 regulation of transcription from RNA pol... 303 19 15.62 0.0431
## 36 GO:0019932 second-messenger-mediated signaling 7 2 0.36 0.0454
## 37 GO:0050851 antigen receptor-mediated signaling path... 7 2 0.36 0.0454
## 38 GO:0001659 temperature homeostasis 1 1 0.05 0.0515
## 39 GO:0001705 ectoderm formation 1 1 0.05 0.0515
## 40 GO:0001712 ectodermal cell fate commitment 1 1 0.05 0.0515
## 41 GO:0001787 natural killer cell proliferation 1 1 0.05 0.0515
## 42 GO:0001866 NK T cell proliferation 1 1 0.05 0.0515
## 43 GO:0001937 negative regulation of endothelial cell ... 1 1 0.05 0.0515
## 44 GO:0003337 mesenchymal to epithelial transition inv... 1 1 0.05 0.0515
## 45 GO:0003339 regulation of mesenchymal to epithelial ... 1 1 0.05 0.0515
## 46 GO:0003340 negative regulation of mesenchymal to ep... 1 1 0.05 0.0515
## 47 GO:0006164 purine nucleotide biosynthetic process 1 1 0.05 0.0515
## 48 GO:0006754 ATP biosynthetic process 1 1 0.05 0.0515
## 49 GO:0006997 nucleus organization 1 1 0.05 0.0515
## 50 GO:0007501 mesodermal cell fate specification 1 1 0.05 0.0515
E081 hits in enriched in neuron development process but there is no brain related function enriched in Noonan hits.