date generated: 2022-09-07

Background

Mitch performs unidimensional and multidimensional gene set enrichment analysis. The concept behind this dates to work by Cox and Mann (https://doi.org/10.1186/1471-2105-13-S16-S12). This implementation is suited to R based workflows of multi-omics datasets. This software was developed by Antony Kaspi and Mark Ziemann. Learn more about Mitch at the website: https://github.com/markziemann/Mitch

Input profiles

Here is the first few lines of the input profile.

##                      stat
## 0610009B22Rik -0.08990061
## 0610009L18Rik -0.33354482
## 0610010K14Rik -1.90686802
## 0610012G03Rik  0.01318114
## 0610030E20Rik -0.84194359
## 0610040J01Rik  0.62289268
Here are some metrics about the input data profile:
Profile metrics
Profile metrics
num_genesets 674
num_genes_in_profile 9701
duplicated_genes_present 0
num_profile_genes_in_sets 2865
num_profile_genes_not_in_sets 6836

Here is a plot of the input profiles. Note the dynamic ranges.

Here is the contour plot of the profile including all detected genes.

Input genesets

Here are some metrics about the gene sets used: GMT file of genesets: https://ziemann-lab.net/public/msigdb_mouse/reactome.v5.2.symbols_mouse.gmt
Gene sets metrics
Gene sets metrics
num_genesets 674
num_genesets_excluded 201
num_genesets_included 473

Differential pathway expression


Interactive enrichment scatterplot

Significance is calculated by -log10(p-value). All points shown are FDR<0.05.

Significance is calculated by -log10(p-value). Top N sets shown irrespective of FDR.

Results table

Top N= 50 gene sets
set setSize pANOVA s.dist p.adjustANOVA
REACTOME MITOCHONDRIAL FATTY ACID BETA OXIDATION 13 2.37e-07 0.828 9.34e-06
REACTOME FORMATION OF ATP BY CHEMIOSMOTIC COUPLING 12 8.38e-07 0.821 3.05e-05
REACTOME CITRIC ACID CYCLE TCA CYCLE 19 1.33e-09 0.803 7.88e-08
REACTOME AMINO ACID SYNTHESIS AND INTERCONVERSION TRANSAMINATION 10 3.50e-05 0.756 9.20e-04
REACTOME RESPIRATORY ELECTRON TRANSPORT ATP SYNTHESIS BY CHEMIOSMOTIC COUPLING AND HEAT PRODUCTION BY UNCOUPLING PROTEINS 73 1.17e-25 0.708 2.77e-23
REACTOME REGULATION OF PYRUVATE DEHYDROGENASE PDH COMPLEX 11 5.12e-05 0.705 1.22e-03
REACTOME RESPIRATORY ELECTRON TRANSPORT 59 9.26e-21 0.703 1.46e-18
REACTOME TCA CYCLE AND RESPIRATORY ELECTRON TRANSPORT 107 3.13e-35 0.692 1.48e-32
REACTOME PYRUVATE METABOLISM AND CITRIC ACID TCA CYCLE 38 7.91e-13 0.671 9.35e-11
REACTOME PYRUVATE METABOLISM 16 5.32e-05 0.584 1.22e-03
REACTOME BRANCHED CHAIN AMINO ACID CATABOLISM 16 7.55e-04 0.487 1.23e-02
REACTOME MITOCHONDRIAL PROTEIN IMPORT 42 5.19e-08 0.486 2.45e-06
REACTOME PEPTIDE CHAIN ELONGATION 67 9.11e-12 -0.482 8.62e-10
REACTOME COMPLEMENT CASCADE 11 5.71e-03 -0.481 7.30e-02
REACTOME SIGNALING BY HIPPO 15 1.82e-03 -0.465 2.78e-02
REACTOME SEMA3A PAK DEPENDENT AXON REPULSION 10 1.18e-02 -0.460 1.20e-01
REACTOME N GLYCAN TRIMMING IN THE ER AND CALNEXIN CALRETICULIN CYCLE 13 5.54e-03 -0.444 7.27e-02
REACTOME SRP DEPENDENT COTRANSLATIONAL PROTEIN TARGETING TO MEMBRANE 89 2.59e-11 -0.410 2.04e-09
REACTOME RECEPTOR LIGAND BINDING INITIATES THE SECOND PROTEOLYTIC CLEAVAGE OF NOTCH RECEPTOR 11 2.37e-02 -0.394 1.81e-01
REACTOME INFLUENZA VIRAL RNA TRANSCRIPTION AND REPLICATION 83 9.77e-10 -0.389 6.60e-08
REACTOME ACTIVATED NOTCH1 TRANSMITS SIGNAL TO THE NUCLEUS 21 2.45e-03 -0.382 3.51e-02
REACTOME CALNEXIN CALRETICULIN CYCLE 11 2.95e-02 -0.379 2.02e-01
REACTOME SEMA4D IN SEMAPHORIN SIGNALING 23 2.16e-03 -0.370 3.19e-02
REACTOME SIGNALING BY NOTCH2 12 2.68e-02 -0.369 1.95e-01
REACTOME SOS MEDIATED SIGNALLING 13 2.14e-02 -0.369 1.69e-01
REACTOME RAP1 SIGNALLING 12 2.74e-02 -0.368 1.96e-01
REACTOME INTEGRIN ALPHAIIB BETA3 SIGNALING 18 7.50e-03 -0.364 8.65e-02
REACTOME GLUTATHIONE CONJUGATION 12 3.08e-02 0.360 2.06e-01
REACTOME PEROXISOMAL LIPID METABOLISM 16 1.38e-02 0.356 1.31e-01
REACTOME NONSENSE MEDIATED DECAY ENHANCED BY THE EXON JUNCTION COMPLEX 85 2.01e-08 -0.353 1.05e-06
REACTOME SIGNALING BY ROBO RECEPTOR 20 6.46e-03 -0.352 8.04e-02
REACTOME FORMATION OF THE TERNARY COMPLEX AND SUBSEQUENTLY THE 43S COMPLEX 42 1.32e-04 -0.341 2.60e-03
REACTOME DESTABILIZATION OF MRNA BY KSRP 14 2.80e-02 -0.339 1.96e-01
REACTOME SIGNALING BY NOTCH4 12 4.48e-02 -0.335 2.64e-01
REACTOME CYTOSOLIC TRNA AMINOACYLATION 22 6.93e-03 0.333 8.19e-02
REACTOME SHC1 EVENTS IN ERBB4 SIGNALING 13 4.17e-02 -0.326 2.53e-01
REACTOME TELOMERE MAINTENANCE 20 1.42e-02 -0.317 1.31e-01
REACTOME GRB2 EVENTS IN ERBB2 SIGNALING 14 4.04e-02 -0.317 2.51e-01
REACTOME TRAFFICKING OF AMPA RECEPTORS 16 3.14e-02 -0.311 2.06e-01
REACTOME SEMAPHORIN INTERACTIONS 44 3.79e-04 -0.310 6.40e-03
REACTOME STRIATED MUSCLE CONTRACTION 22 1.22e-02 0.309 1.20e-01
REACTOME LAGGING STRAND SYNTHESIS 10 9.32e-02 -0.307 4.27e-01
REACTOME 3 UTR MEDIATED TRANSLATIONAL REGULATION 86 1.10e-06 -0.305 3.72e-05
REACTOME SMAD2 SMAD3 SMAD4 HETEROTRIMER REGULATES TRANSCRIPTION 20 1.90e-02 -0.303 1.64e-01
REACTOME DESTABILIZATION OF MRNA BY BRF1 16 3.72e-02 -0.301 2.35e-01
REACTOME SHC1 EVENTS IN EGFR SIGNALING 14 5.19e-02 -0.300 2.92e-01
REACTOME PLATELET AGGREGATION PLUG FORMATION 19 2.37e-02 -0.300 1.81e-01
REACTOME INFLUENZA LIFE CYCLE 115 6.07e-08 -0.293 2.61e-06
REACTOME SEMA4D INDUCED CELL MIGRATION AND GROWTH CONE COLLAPSE 19 2.82e-02 -0.291 1.96e-01
REACTOME REGULATION OF KIT SIGNALING 11 9.75e-02 -0.289 4.31e-01


Results (complete table)


Click HERE to show results for all gene sets

Complete results
set setSize pANOVA s.dist p.adjustANOVA
REACTOME MITOCHONDRIAL FATTY ACID BETA OXIDATION 13 2.37e-07 0.828000 9.34e-06
REACTOME FORMATION OF ATP BY CHEMIOSMOTIC COUPLING 12 8.38e-07 0.821000 3.05e-05
REACTOME CITRIC ACID CYCLE TCA CYCLE 19 1.33e-09 0.803000 7.88e-08
REACTOME AMINO ACID SYNTHESIS AND INTERCONVERSION TRANSAMINATION 10 3.50e-05 0.756000 9.20e-04
REACTOME RESPIRATORY ELECTRON TRANSPORT ATP SYNTHESIS BY CHEMIOSMOTIC COUPLING AND HEAT PRODUCTION BY UNCOUPLING PROTEINS 73 1.17e-25 0.708000 2.77e-23
REACTOME REGULATION OF PYRUVATE DEHYDROGENASE PDH COMPLEX 11 5.12e-05 0.705000 1.22e-03
REACTOME RESPIRATORY ELECTRON TRANSPORT 59 9.26e-21 0.703000 1.46e-18
REACTOME TCA CYCLE AND RESPIRATORY ELECTRON TRANSPORT 107 3.13e-35 0.692000 1.48e-32
REACTOME PYRUVATE METABOLISM AND CITRIC ACID TCA CYCLE 38 7.91e-13 0.671000 9.35e-11
REACTOME PYRUVATE METABOLISM 16 5.32e-05 0.584000 1.22e-03
REACTOME BRANCHED CHAIN AMINO ACID CATABOLISM 16 7.55e-04 0.487000 1.23e-02
REACTOME MITOCHONDRIAL PROTEIN IMPORT 42 5.19e-08 0.486000 2.45e-06
REACTOME PEPTIDE CHAIN ELONGATION 67 9.11e-12 -0.482000 8.62e-10
REACTOME COMPLEMENT CASCADE 11 5.71e-03 -0.481000 7.30e-02
REACTOME SIGNALING BY HIPPO 15 1.82e-03 -0.465000 2.78e-02
REACTOME SEMA3A PAK DEPENDENT AXON REPULSION 10 1.18e-02 -0.460000 1.20e-01
REACTOME N GLYCAN TRIMMING IN THE ER AND CALNEXIN CALRETICULIN CYCLE 13 5.54e-03 -0.444000 7.27e-02
REACTOME SRP DEPENDENT COTRANSLATIONAL PROTEIN TARGETING TO MEMBRANE 89 2.59e-11 -0.410000 2.04e-09
REACTOME RECEPTOR LIGAND BINDING INITIATES THE SECOND PROTEOLYTIC CLEAVAGE OF NOTCH RECEPTOR 11 2.37e-02 -0.394000 1.81e-01
REACTOME INFLUENZA VIRAL RNA TRANSCRIPTION AND REPLICATION 83 9.77e-10 -0.389000 6.60e-08
REACTOME ACTIVATED NOTCH1 TRANSMITS SIGNAL TO THE NUCLEUS 21 2.45e-03 -0.382000 3.51e-02
REACTOME CALNEXIN CALRETICULIN CYCLE 11 2.95e-02 -0.379000 2.02e-01
REACTOME SEMA4D IN SEMAPHORIN SIGNALING 23 2.16e-03 -0.370000 3.19e-02
REACTOME SIGNALING BY NOTCH2 12 2.68e-02 -0.369000 1.95e-01
REACTOME SOS MEDIATED SIGNALLING 13 2.14e-02 -0.369000 1.69e-01
REACTOME RAP1 SIGNALLING 12 2.74e-02 -0.368000 1.96e-01
REACTOME INTEGRIN ALPHAIIB BETA3 SIGNALING 18 7.50e-03 -0.364000 8.65e-02
REACTOME GLUTATHIONE CONJUGATION 12 3.08e-02 0.360000 2.06e-01
REACTOME PEROXISOMAL LIPID METABOLISM 16 1.38e-02 0.356000 1.31e-01
REACTOME NONSENSE MEDIATED DECAY ENHANCED BY THE EXON JUNCTION COMPLEX 85 2.01e-08 -0.353000 1.05e-06
REACTOME SIGNALING BY ROBO RECEPTOR 20 6.46e-03 -0.352000 8.04e-02
REACTOME FORMATION OF THE TERNARY COMPLEX AND SUBSEQUENTLY THE 43S COMPLEX 42 1.32e-04 -0.341000 2.60e-03
REACTOME DESTABILIZATION OF MRNA BY KSRP 14 2.80e-02 -0.339000 1.96e-01
REACTOME SIGNALING BY NOTCH4 12 4.48e-02 -0.335000 2.64e-01
REACTOME CYTOSOLIC TRNA AMINOACYLATION 22 6.93e-03 0.333000 8.19e-02
REACTOME SHC1 EVENTS IN ERBB4 SIGNALING 13 4.17e-02 -0.326000 2.53e-01
REACTOME TELOMERE MAINTENANCE 20 1.42e-02 -0.317000 1.31e-01
REACTOME GRB2 EVENTS IN ERBB2 SIGNALING 14 4.04e-02 -0.317000 2.51e-01
REACTOME TRAFFICKING OF AMPA RECEPTORS 16 3.14e-02 -0.311000 2.06e-01
REACTOME SEMAPHORIN INTERACTIONS 44 3.79e-04 -0.310000 6.40e-03
REACTOME STRIATED MUSCLE CONTRACTION 22 1.22e-02 0.309000 1.20e-01
REACTOME LAGGING STRAND SYNTHESIS 10 9.32e-02 -0.307000 4.27e-01
REACTOME 3 UTR MEDIATED TRANSLATIONAL REGULATION 86 1.10e-06 -0.305000 3.72e-05
REACTOME SMAD2 SMAD3 SMAD4 HETEROTRIMER REGULATES TRANSCRIPTION 20 1.90e-02 -0.303000 1.64e-01
REACTOME DESTABILIZATION OF MRNA BY BRF1 16 3.72e-02 -0.301000 2.35e-01
REACTOME SHC1 EVENTS IN EGFR SIGNALING 14 5.19e-02 -0.300000 2.92e-01
REACTOME PLATELET AGGREGATION PLUG FORMATION 19 2.37e-02 -0.300000 1.81e-01
REACTOME INFLUENZA LIFE CYCLE 115 6.07e-08 -0.293000 2.61e-06
REACTOME SEMA4D INDUCED CELL MIGRATION AND GROWTH CONE COLLAPSE 19 2.82e-02 -0.291000 1.96e-01
REACTOME REGULATION OF KIT SIGNALING 11 9.75e-02 -0.289000 4.31e-01
REACTOME IMMUNOREGULATORY INTERACTIONS BETWEEN A LYMPHOID AND A NON LYMPHOID CELL 10 1.14e-01 -0.289000 4.57e-01
REACTOME DESTABILIZATION OF MRNA BY TRISTETRAPROLIN TTP 16 5.29e-02 -0.280000 2.94e-01
REACTOME PURINE SALVAGE 10 1.33e-01 -0.275000 4.71e-01
REACTOME EXTENSION OF TELOMERES 15 6.69e-02 -0.273000 3.50e-01
REACTOME CELL CELL JUNCTION ORGANIZATION 15 6.98e-02 -0.271000 3.59e-01
REACTOME TGF BETA RECEPTOR SIGNALING IN EMT EPITHELIAL TO MESENCHYMAL TRANSITION 11 1.21e-01 -0.270000 4.71e-01
REACTOME SIGNALING BY NOTCH3 12 1.06e-01 -0.270000 4.41e-01
REACTOME GLUCONEOGENESIS 19 4.47e-02 0.266000 2.64e-01
REACTOME ANTIGEN ACTIVATES B CELL RECEPTOR LEADING TO GENERATION OF SECOND MESSENGERS 21 3.72e-02 -0.263000 2.35e-01
REACTOME SIGNALLING TO P38 VIA RIT AND RIN 11 1.32e-01 -0.262000 4.71e-01
REACTOME EXTRACELLULAR MATRIX ORGANIZATION 32 1.07e-02 -0.261000 1.15e-01
REACTOME PRE NOTCH TRANSCRIPTION AND TRANSLATION 18 5.70e-02 -0.259000 3.10e-01
REACTOME NCAM1 INTERACTIONS 16 7.63e-02 -0.256000 3.81e-01
REACTOME PROLONGED ERK ACTIVATION EVENTS 16 7.65e-02 -0.256000 3.81e-01
REACTOME FATTY ACYL COA BIOSYNTHESIS 12 1.26e-01 -0.255000 4.71e-01
REACTOME SHC MEDIATED SIGNALLING 13 1.18e-01 -0.251000 4.69e-01
REACTOME PLATELET SENSITIZATION BY LDL 12 1.33e-01 -0.250000 4.71e-01
REACTOME TRANSLATION 124 1.69e-06 -0.250000 5.33e-05
REACTOME ACTIVATION OF THE MRNA UPON BINDING OF THE CAP BINDING COMPLEX AND EIFS AND SUBSEQUENT BINDING TO 43S 49 2.55e-03 -0.250000 3.54e-02
REACTOME MYOGENESIS 21 5.39e-02 -0.243000 2.97e-01
REACTOME SYNTHESIS OF GLYCOSYLPHOSPHATIDYLINOSITOL GPI 13 1.30e-01 -0.243000 4.71e-01
REACTOME GPVI MEDIATED ACTIVATION CASCADE 19 6.73e-02 -0.243000 3.50e-01
REACTOME P75NTR SIGNALS VIA NFKB 10 1.89e-01 -0.240000 5.96e-01
REACTOME REGULATION OF SIGNALING BY CBL 15 1.08e-01 -0.240000 4.45e-01
REACTOME LIPOPROTEIN METABOLISM 11 1.71e-01 -0.239000 5.65e-01
REACTOME GROWTH HORMONE RECEPTOR SIGNALING 18 8.00e-02 -0.238000 3.90e-01
REACTOME DNA STRAND ELONGATION 14 1.25e-01 -0.237000 4.71e-01
REACTOME RESPONSE TO ELEVATED PLATELET CYTOSOLIC CA2 48 4.75e-03 -0.236000 6.43e-02
REACTOME PHASE II CONJUGATION 24 4.61e-02 0.235000 2.64e-01
REACTOME TCR SIGNALING 30 2.60e-02 -0.235000 1.92e-01
REACTOME TRNA AMINOACYLATION 39 1.21e-02 0.232000 1.20e-01
REACTOME INSULIN RECEPTOR RECYCLING 15 1.29e-01 0.227000 4.71e-01
REACTOME AXON GUIDANCE 146 2.60e-06 -0.226000 7.68e-05
REACTOME GOLGI ASSOCIATED VESICLE BIOGENESIS 44 9.87e-03 -0.225000 1.09e-01
REACTOME PLATELET ACTIVATION SIGNALING AND AGGREGATION 116 5.40e-05 -0.218000 1.22e-03
REACTOME METABOLISM OF AMINO ACIDS AND DERIVATIVES 108 1.07e-04 0.216000 2.30e-03
REACTOME INTERFERON GAMMA SIGNALING 29 4.63e-02 -0.214000 2.64e-01
REACTOME ACTIVATION OF BH3 ONLY PROTEINS 11 2.19e-01 -0.214000 6.53e-01
REACTOME BIOLOGICAL OXIDATIONS 39 2.13e-02 0.213000 1.69e-01
REACTOME GLUCOSE METABOLISM 44 1.46e-02 0.213000 1.32e-01
REACTOME AKT PHOSPHORYLATES TARGETS IN THE CYTOSOL 11 2.27e-01 -0.210000 6.57e-01
REACTOME ACTIVATED AMPK STIMULATES FATTY ACID OXIDATION IN MUSCLE 18 1.23e-01 0.210000 4.71e-01
REACTOME ARMS MEDIATED ACTIVATION 14 1.75e-01 -0.210000 5.74e-01
REACTOME FRS2 MEDIATED CASCADE 18 1.25e-01 -0.209000 4.71e-01
REACTOME DOWNREGULATION OF TGF BETA RECEPTOR SIGNALING 21 9.84e-02 -0.208000 4.31e-01
REACTOME INTEGRIN CELL SURFACE INTERACTIONS 45 1.64e-02 -0.207000 1.44e-01
REACTOME SIGNAL ATTENUATION 10 2.59e-01 -0.206000 6.84e-01
REACTOME NEGATIVE REGULATORS OF RIG I MDA5 SIGNALING 20 1.12e-01 -0.205000 4.53e-01
REACTOME AMINO ACID AND OLIGOPEPTIDE SLC TRANSPORTERS 14 1.93e-01 -0.201000 6.02e-01
REACTOME NETRIN1 SIGNALING 22 1.03e-01 -0.201000 4.37e-01
REACTOME NCAM SIGNALING FOR NEURITE OUT GROWTH 35 4.15e-02 -0.199000 2.53e-01
REACTOME SIGNALING BY NOTCH1 52 1.40e-02 -0.197000 1.31e-01
REACTOME TGF BETA RECEPTOR SIGNALING ACTIVATES SMADS 24 1.02e-01 -0.193000 4.37e-01
REACTOME INHIBITION OF INSULIN SECRETION BY ADRENALINE NORADRENALINE 11 2.75e-01 0.190000 6.99e-01
REACTOME POST TRANSLATIONAL MODIFICATION SYNTHESIS OF GPI ANCHORED PROTEINS 21 1.32e-01 -0.190000 4.71e-01
REACTOME BASIGIN INTERACTIONS 14 2.19e-01 0.190000 6.53e-01
REACTOME TRANS GOLGI NETWORK VESICLE BUDDING 51 2.02e-02 -0.188000 1.65e-01
REACTOME SIGNALLING TO ERKS 28 8.52e-02 -0.188000 4.03e-01
REACTOME GLYCEROPHOSPHOLIPID BIOSYNTHESIS 44 3.11e-02 0.188000 2.06e-01
REACTOME INNATE IMMUNE SYSTEM 124 3.29e-04 -0.187000 5.77e-03
REACTOME SIGNALING BY TGF BETA RECEPTOR COMPLEX 52 1.97e-02 -0.187000 1.64e-01
REACTOME SIGNALLING TO RAS 20 1.50e-01 -0.186000 5.19e-01
REACTOME IL 3 5 AND GM CSF SIGNALING 27 1.01e-01 -0.182000 4.37e-01
REACTOME INTRINSIC PATHWAY FOR APOPTOSIS 17 1.93e-01 -0.182000 6.02e-01
REACTOME G PROTEIN BETA GAMMA SIGNALLING 13 2.65e-01 0.179000 6.96e-01
REACTOME PHASE1 FUNCTIONALIZATION OF COMPOUNDS 15 2.35e-01 0.177000 6.63e-01
REACTOME TIE2 SIGNALING 13 2.70e-01 0.177000 6.98e-01
REACTOME SIGNALING BY RHO GTPASES 69 1.20e-02 -0.175000 1.20e-01
REACTOME SHC RELATED EVENTS 14 2.57e-01 -0.175000 6.84e-01
REACTOME TRANSCRIPTIONAL ACTIVITY OF SMAD2 SMAD3 SMAD4 HETEROTRIMER 31 9.54e-02 -0.173000 4.30e-01
REACTOME PERK REGULATED GENE EXPRESSION 22 1.60e-01 -0.173000 5.44e-01
REACTOME G BETA GAMMA SIGNALLING THROUGH PI3KGAMMA 12 3.00e-01 0.173000 7.27e-01
REACTOME LIPID DIGESTION MOBILIZATION AND TRANSPORT 22 1.64e-01 -0.171000 5.55e-01
REACTOME DEVELOPMENTAL BIOLOGY 244 5.14e-06 -0.171000 1.43e-04
REACTOME REGULATORY RNA PATHWAYS 21 1.77e-01 -0.170000 5.76e-01
REACTOME MICRORNA MIRNA BIOGENESIS 18 2.13e-01 -0.169000 6.47e-01
REACTOME COLLAGEN FORMATION 27 1.28e-01 -0.169000 4.71e-01
REACTOME G1 PHASE 25 1.44e-01 -0.169000 5.04e-01
REACTOME REGULATION OF RHEB GTPASE ACTIVITY BY AMPK 10 3.55e-01 -0.169000 7.91e-01
REACTOME ACTIVATION OF NMDA RECEPTOR UPON GLUTAMATE BINDING AND POSTSYNAPTIC EVENTS 17 2.29e-01 -0.169000 6.57e-01
REACTOME POST NMDA RECEPTOR ACTIVATION EVENTS 17 2.29e-01 -0.169000 6.57e-01
REACTOME METABOLISM OF MRNA 179 1.24e-04 -0.167000 2.54e-03
REACTOME O LINKED GLYCOSYLATION OF MUCINS 13 2.97e-01 -0.167000 7.25e-01
REACTOME COSTIMULATION BY THE CD28 FAMILY 37 7.92e-02 -0.167000 3.90e-01
REACTOME ABC FAMILY PROTEINS MEDIATED TRANSPORT 16 2.50e-01 0.166000 6.79e-01
REACTOME EGFR DOWNREGULATION 23 1.69e-01 -0.166000 5.64e-01
REACTOME SIGNALING BY FGFR1 FUSION MUTANTS 17 2.39e-01 -0.165000 6.64e-01
REACTOME MRNA DECAY BY 3 TO 5 EXORIBONUCLEASE 10 3.68e-01 -0.165000 7.91e-01
REACTOME MTORC1 MEDIATED SIGNALLING 11 3.46e-01 0.164000 7.85e-01
REACTOME SULFUR AMINO ACID METABOLISM 18 2.28e-01 0.164000 6.57e-01
REACTOME GLYCOSPHINGOLIPID METABOLISM 22 1.85e-01 -0.163000 5.95e-01
REACTOME IL 2 SIGNALING 27 1.46e-01 -0.162000 5.08e-01
REACTOME MUSCLE CONTRACTION 36 9.37e-02 0.162000 4.27e-01
REACTOME RECYCLING PATHWAY OF L1 19 2.25e-01 -0.161000 6.57e-01
REACTOME NEGATIVE REGULATION OF FGFR SIGNALING 18 2.38e-01 -0.161000 6.64e-01
REACTOME GLYCOLYSIS 19 2.31e-01 0.159000 6.59e-01
REACTOME CD28 DEPENDENT PI3K AKT SIGNALING 16 2.77e-01 0.157000 6.99e-01
REACTOME SPRY REGULATION OF FGF SIGNALING 12 3.47e-01 -0.157000 7.85e-01
REACTOME AMINO ACID TRANSPORT ACROSS THE PLASMA MEMBRANE 13 3.31e-01 -0.156000 7.75e-01
REACTOME SIGNALING BY NOTCH 76 1.98e-02 -0.155000 1.64e-01
REACTOME ACTIVATION OF GENES BY ATF4 19 2.55e-01 -0.151000 6.84e-01
REACTOME RIG I MDA5 MEDIATED INDUCTION OF IFN ALPHA BETA PATHWAYS 38 1.11e-01 -0.149000 4.53e-01
REACTOME ACTIVATION OF ATR IN RESPONSE TO REPLICATION STRESS 15 3.21e-01 -0.148000 7.71e-01
REACTOME PTM GAMMA CARBOXYLATION HYPUSINE FORMATION AND ARYLSULFATASE ACTIVATION 12 3.77e-01 -0.147000 7.91e-01
REACTOME POST TRANSLATIONAL PROTEIN MODIFICATION 107 8.79e-03 -0.147000 9.89e-02
REACTOME SYNTHESIS OF PIPS AT THE EARLY ENDOSOME MEMBRANE 11 4.01e-01 -0.146000 7.97e-01
REACTOME SIGNALING BY FGFR1 MUTANTS 21 2.46e-01 -0.146000 6.74e-01
REACTOME INWARDLY RECTIFYING K CHANNELS 11 4.05e-01 0.145000 7.97e-01
REACTOME METABOLISM OF RNA 219 2.44e-04 -0.145000 4.44e-03
REACTOME HS GAG BIOSYNTHESIS 15 3.34e-01 -0.144000 7.75e-01
REACTOME INTERFERON ALPHA BETA SIGNALING 22 2.42e-01 -0.144000 6.71e-01
REACTOME HEMOSTASIS 230 2.08e-04 -0.143000 3.94e-03
REACTOME LATENT INFECTION OF HOMO SAPIENS WITH MYCOBACTERIUM TUBERCULOSIS 17 3.09e-01 0.143000 7.46e-01
REACTOME NOD1 2 SIGNALING PATHWAY 19 2.87e-01 -0.141000 7.11e-01
REACTOME REGULATION OF INSULIN SECRETION 40 1.24e-01 -0.141000 4.71e-01
REACTOME NUCLEOTIDE BINDING DOMAIN LEUCINE RICH REPEAT CONTAINING RECEPTOR NLR SIGNALING PATHWAYS 26 2.15e-01 -0.141000 6.48e-01
REACTOME SIGNALING BY ILS 68 4.58e-02 -0.140000 2.64e-01
REACTOME ASPARAGINE N LINKED GLYCOSYLATION 66 5.80e-02 -0.135000 3.12e-01
REACTOME P75 NTR RECEPTOR MEDIATED SIGNALLING 56 8.08e-02 -0.135000 3.90e-01
REACTOME E2F MEDIATED REGULATION OF DNA REPLICATION 15 3.68e-01 -0.134000 7.91e-01
REACTOME RESOLUTION OF AP SITES VIA THE MULTIPLE NUCLEOTIDE PATCH REPLACEMENT PATHWAY 11 4.41e-01 -0.134000 8.06e-01
REACTOME SYNTHESIS OF PA 11 4.53e-01 0.131000 8.08e-01
REACTOME CTLA4 INHIBITORY SIGNALING 16 3.73e-01 -0.129000 7.91e-01
REACTOME RNA POL I TRANSCRIPTION 26 2.57e-01 -0.128000 6.84e-01
REACTOME FACTORS INVOLVED IN MEGAKARYOCYTE DEVELOPMENT AND PLATELET PRODUCTION 58 9.15e-02 -0.128000 4.27e-01
REACTOME DIABETES PATHWAYS 92 3.64e-02 -0.127000 2.35e-01
REACTOME REGULATION OF IFNG SIGNALING 11 4.71e-01 -0.126000 8.28e-01
REACTOME CYTOKINE SIGNALING IN IMMUNE SYSTEM 158 6.78e-03 -0.125000 8.19e-02
REACTOME FATTY ACID TRIACYLGLYCEROL AND KETONE BODY METABOLISM 129 1.49e-02 0.125000 1.33e-01
REACTOME THROMBIN SIGNALLING THROUGH PROTEINASE ACTIVATED RECEPTORS PARS 17 3.76e-01 -0.124000 7.91e-01
REACTOME MEIOTIC SYNAPSIS 17 3.77e-01 -0.124000 7.91e-01
REACTOME G2 M CHECKPOINTS 17 3.78e-01 -0.124000 7.91e-01
REACTOME PURINE RIBONUCLEOSIDE MONOPHOSPHATE BIOSYNTHESIS 11 4.79e-01 0.123000 8.35e-01
REACTOME SHC MEDIATED CASCADE 11 4.82e-01 -0.122000 8.35e-01
REACTOME MRNA SPLICING MINOR PATHWAY 39 1.87e-01 -0.122000 5.96e-01
REACTOME RNA POL III TRANSCRIPTION INITIATION FROM TYPE 3 PROMOTER 25 2.93e-01 -0.122000 7.20e-01
REACTOME BASE EXCISION REPAIR 13 4.49e-01 -0.121000 8.07e-01
REACTOME CELL CELL COMMUNICATION 56 1.21e-01 -0.120000 4.71e-01
REACTOME CREB PHOSPHORYLATION THROUGH THE ACTIVATION OF RAS 16 4.10e-01 -0.119000 7.97e-01
REACTOME TRANSFERRIN ENDOCYTOSIS AND RECYCLING 17 3.96e-01 0.119000 7.97e-01
REACTOME CELL DEATH SIGNALLING VIA NRAGE NRIF AND NADE 41 1.89e-01 -0.119000 5.96e-01
REACTOME CELL JUNCTION ORGANIZATION 30 2.69e-01 -0.117000 6.98e-01
REACTOME CHROMOSOME MAINTENANCE 39 2.08e-01 -0.117000 6.35e-01
REACTOME APOPTOTIC CLEAVAGE OF CELLULAR PROTEINS 22 3.45e-01 -0.116000 7.85e-01
REACTOME CELL EXTRACELLULAR MATRIX INTERACTIONS 12 4.85e-01 -0.116000 8.35e-01
REACTOME TOLL RECEPTOR CASCADES 75 8.52e-02 -0.115000 4.03e-01
REACTOME SIGNALING BY BMP 17 4.18e-01 -0.114000 7.97e-01
REACTOME NEF MEDIATES DOWN MODULATION OF CELL SURFACE RECEPTORS BY RECRUITING THEM TO CLATHRIN ADAPTERS 15 4.48e-01 0.113000 8.07e-01
REACTOME TRANSCRIPTION COUPLED NER TC NER 37 2.35e-01 -0.113000 6.63e-01
REACTOME NUCLEOTIDE EXCISION REPAIR 42 2.06e-01 -0.113000 6.32e-01
REACTOME APC CDC20 MEDIATED DEGRADATION OF NEK2A 17 4.22e-01 -0.113000 7.97e-01
REACTOME G0 AND EARLY G1 11 5.20e-01 -0.112000 8.71e-01
REACTOME DEADENYLATION OF MRNA 16 4.44e-01 0.111000 8.06e-01
REACTOME MEMBRANE TRAFFICKING 95 6.72e-02 -0.109000 3.50e-01
REACTOME RNA POL III CHAIN ELONGATION 16 4.53e-01 -0.108000 8.08e-01
REACTOME TRANSPORT OF GLUCOSE AND OTHER SUGARS BILE SALTS AND ORGANIC ACIDS METAL IONS AND AMINE COMPOUNDS 25 3.69e-01 0.104000 7.91e-01
REACTOME HORMONE SENSITIVE LIPASE HSL MEDIATED TRIACYLGLYCEROL HYDROLYSIS 11 5.51e-01 -0.104000 8.83e-01
REACTOME RETROGRADE NEUROTROPHIN SIGNALLING 10 5.75e-01 -0.103000 8.83e-01
REACTOME TRANSCRIPTIONAL REGULATION OF WHITE ADIPOCYTE DIFFERENTIATION 61 1.67e-01 -0.103000 5.60e-01
REACTOME NUCLEAR SIGNALING BY ERBB4 22 4.10e-01 -0.101000 7.97e-01
REACTOME SIGNALING BY PDGF 87 1.06e-01 -0.100000 4.41e-01
REACTOME CLASS B 2 SECRETIN FAMILY RECEPTORS 22 4.18e-01 0.099900 7.97e-01
REACTOME INTERFERON SIGNALING 90 1.04e-01 -0.099500 4.37e-01
REACTOME G ALPHA I SIGNALLING EVENTS 32 3.36e-01 -0.098300 7.75e-01
REACTOME TRIGLYCERIDE BIOSYNTHESIS 23 4.18e-01 -0.097700 7.97e-01
REACTOME VIF MEDIATED DEGRADATION OF APOBEC3G 43 2.74e-01 0.096500 6.99e-01
REACTOME PYRIMIDINE METABOLISM 10 5.98e-01 0.096400 8.83e-01
REACTOME ACTIVATED TAK1 MEDIATES P38 MAPK ACTIVATION 14 5.35e-01 0.095800 8.77e-01
REACTOME VIRAL MESSENGER RNA SYNTHESIS 14 5.38e-01 -0.095200 8.77e-01
REACTOME EFFECTS OF PIP2 HYDROLYSIS 15 5.24e-01 -0.095100 8.72e-01
REACTOME MEIOSIS 27 3.93e-01 -0.095100 7.97e-01
REACTOME SYNTHESIS OF PC 10 6.03e-01 0.095000 8.83e-01
REACTOME CTNNB1 PHOSPHORYLATION CASCADE 14 5.45e-01 -0.093500 8.83e-01
REACTOME SIGNAL AMPLIFICATION 15 5.32e-01 -0.093300 8.77e-01
REACTOME A TETRASACCHARIDE LINKER SEQUENCE IS REQUIRED FOR GAG SYNTHESIS 13 5.61e-01 -0.093200 8.83e-01
REACTOME UNFOLDED PROTEIN RESPONSE 64 1.99e-01 -0.092900 6.16e-01
REACTOME POTASSIUM CHANNELS 23 4.42e-01 0.092700 8.06e-01
REACTOME SPHINGOLIPID METABOLISM 38 3.27e-01 -0.092000 7.73e-01
REACTOME NOTCH1 INTRACELLULAR DOMAIN REGULATES TRANSCRIPTION 33 3.64e-01 -0.091400 7.91e-01
REACTOME PRE NOTCH EXPRESSION AND PROCESSING 31 3.80e-01 -0.091200 7.91e-01
REACTOME VITAMIN B5 PANTOTHENATE METABOLISM 11 6.10e-01 -0.088800 8.83e-01
REACTOME GLYCOSAMINOGLYCAN METABOLISM 51 2.74e-01 -0.088700 6.99e-01
REACTOME TRANSPORT OF MATURE TRANSCRIPT TO CYTOPLASM 49 2.86e-01 0.088200 7.11e-01
REACTOME GLOBAL GENOMIC NER GG NER 26 4.40e-01 -0.087600 8.06e-01
REACTOME ACTIVATION OF KAINATE RECEPTORS UPON GLUTAMATE BINDING 11 6.19e-01 0.086700 8.83e-01
REACTOME CROSS PRESENTATION OF SOLUBLE EXOGENOUS ANTIGENS ENDOSOMES 41 3.37e-01 0.086700 7.75e-01
REACTOME GLUCOSE TRANSPORT 31 4.04e-01 0.086600 7.97e-01
REACTOME SIGNALING BY NODAL 11 6.20e-01 -0.086300 8.83e-01
REACTOME APOPTOTIC EXECUTION PHASE 29 4.22e-01 -0.086300 7.97e-01
REACTOME G ALPHA Q SIGNALLING EVENTS 45 3.23e-01 0.085300 7.71e-01
REACTOME PROCESSING OF CAPPED INTRONLESS PRE MRNA 19 5.20e-01 -0.085300 8.71e-01
REACTOME G ALPHA1213 SIGNALLING EVENTS 45 3.25e-01 -0.085000 7.71e-01
REACTOME DOWNREGULATION OF SMAD2 3 SMAD4 TRANSCRIPTIONAL ACTIVITY 18 5.38e-01 -0.083900 8.77e-01
REACTOME SIGNALLING BY NGF 159 7.33e-02 -0.082700 3.73e-01
REACTOME NRAGE SIGNALS DEATH THROUGH JNK 28 4.54e-01 -0.081800 8.08e-01
REACTOME GLUCAGON TYPE LIGAND RECEPTORS 10 6.55e-01 0.081700 8.90e-01
REACTOME IMMUNE SYSTEM 542 1.47e-03 -0.081200 2.32e-02
REACTOME BIOSYNTHESIS OF THE N GLYCAN PRECURSOR DOLICHOL LIPID LINKED OLIGOSACCHARIDE LLO AND TRANSFER TO A NASCENT PROTEIN 24 5.01e-01 -0.079400 8.49e-01
REACTOME REGULATION OF ORNITHINE DECARBOXYLASE ODC 44 3.65e-01 0.079000 7.91e-01
REACTOME INTEGRATION OF ENERGY METABOLISM 63 2.82e-01 -0.078500 7.07e-01
REACTOME PI3K EVENTS IN ERBB4 SIGNALING 28 4.79e-01 0.077400 8.35e-01
REACTOME NEUROTRANSMITTER RECEPTOR BINDING AND DOWNSTREAM TRANSMISSION IN THE POSTSYNAPTIC CELL 52 3.36e-01 -0.077300 7.75e-01
REACTOME REGULATION OF MRNA STABILITY BY PROTEINS THAT BIND AU RICH ELEMENTS 73 2.57e-01 -0.076800 6.84e-01
REACTOME SIGNALING BY FGFR MUTANTS 28 4.84e-01 -0.076500 8.35e-01
REACTOME GABA RECEPTOR ACTIVATION 16 5.97e-01 0.076400 8.83e-01
REACTOME TRANSMISSION ACROSS CHEMICAL SYNAPSES 65 2.94e-01 -0.075400 7.20e-01
REACTOME REGULATION OF INSULIN SECRETION BY GLUCAGON LIKE PEPTIDE1 21 5.50e-01 -0.075300 8.83e-01
REACTOME RNA POL I TRANSCRIPTION INITIATION 23 5.33e-01 -0.075100 8.77e-01
REACTOME METABOLISM OF PROTEINS 310 2.47e-02 -0.074900 1.85e-01
REACTOME SCF BETA TRCP MEDIATED DEGRADATION OF EMI1 43 3.97e-01 0.074800 7.97e-01
REACTOME INHIBITION OF THE PROTEOLYTIC ACTIVITY OF APC C REQUIRED FOR THE ONSET OF ANAPHASE BY MITOTIC SPINDLE CHECKPOINT COMPONENTS 15 6.22e-01 -0.073600 8.83e-01
REACTOME NUCLEAR RECEPTOR TRANSCRIPTION PATHWAY 30 4.88e-01 0.073300 8.35e-01
REACTOME MITOCHONDRIAL TRNA AMINOACYLATION 20 5.71e-01 0.073200 8.83e-01
REACTOME MRNA 3 END PROCESSING 31 4.85e-01 0.072600 8.35e-01
REACTOME CDK MEDIATED PHOSPHORYLATION AND REMOVAL OF CDC6 41 4.23e-01 0.072400 7.97e-01
REACTOME CELL SURFACE INTERACTIONS AT THE VASCULAR WALL 47 3.96e-01 -0.071700 7.97e-01
REACTOME SCFSKP2 MEDIATED DEGRADATION OF P27 P21 44 4.11e-01 0.071700 7.97e-01
REACTOME RNA POL I TRANSCRIPTION TERMINATION 19 5.89e-01 -0.071600 8.83e-01
REACTOME PPARA ACTIVATES GENE EXPRESSION 81 2.69e-01 0.071200 6.98e-01
REACTOME NEPHRIN INTERACTIONS 15 6.34e-01 0.070900 8.83e-01
REACTOME SIGNAL TRANSDUCTION BY L1 28 5.21e-01 -0.070100 8.71e-01
REACTOME APC C CDC20 MEDIATED DEGRADATION OF CYCLIN B 16 6.29e-01 -0.069700 8.83e-01
REACTOME SIGNALING BY SCF KIT 59 3.62e-01 -0.068800 7.91e-01
REACTOME KERATAN SULFATE KERATIN METABOLISM 15 6.47e-01 -0.068400 8.90e-01
REACTOME P53 INDEPENDENT G1 S DNA DAMAGE CHECKPOINT 43 4.39e-01 0.068400 8.06e-01
REACTOME AUTODEGRADATION OF THE E3 UBIQUITIN LIGASE COP1 43 4.45e-01 0.067400 8.06e-01
REACTOME L1CAM INTERACTIONS 51 4.07e-01 -0.067300 7.97e-01
REACTOME PI3K CASCADE 46 4.32e-01 0.067100 8.04e-01
REACTOME AQUAPORIN MEDIATED TRANSPORT 23 5.78e-01 0.067000 8.83e-01
REACTOME CLASS A1 RHODOPSIN LIKE RECEPTORS 19 6.14e-01 -0.066900 8.83e-01
REACTOME SIGNALING BY GPCR 154 1.57e-01 -0.066400 5.38e-01
REACTOME GPCR DOWNSTREAM SIGNALING 113 2.26e-01 -0.066100 6.57e-01
REACTOME HS GAG DEGRADATION 11 7.05e-01 0.066000 9.31e-01
REACTOME ENDOSOMAL SORTING COMPLEX REQUIRED FOR TRANSPORT ESCRT 22 5.95e-01 -0.065600 8.83e-01
REACTOME GLYCOGEN BREAKDOWN GLYCOGENOLYSIS 11 7.07e-01 0.065400 9.32e-01
REACTOME LYSOSOME VESICLE BIOGENESIS 18 6.31e-01 -0.065400 8.83e-01
REACTOME ERK MAPK TARGETS 18 6.31e-01 -0.065400 8.83e-01
REACTOME DOWNSTREAM TCR SIGNALING 20 6.17e-01 -0.064700 8.83e-01
REACTOME LOSS OF NLP FROM MITOTIC CENTROSOMES 38 4.94e-01 -0.064100 8.44e-01
REACTOME RNA POL II PRE TRANSCRIPTION EVENTS 50 4.35e-01 0.064000 8.06e-01
REACTOME TRANSPORT OF MATURE MRNA DERIVED FROM AN INTRONLESS TRANSCRIPT 30 5.49e-01 0.063300 8.83e-01
REACTOME REGULATION OF WATER BALANCE BY RENAL AQUAPORINS 22 6.12e-01 0.062500 8.83e-01
REACTOME REGULATION OF GLUCOKINASE BY GLUCOKINASE REGULATORY PROTEIN 24 5.97e-01 0.062500 8.83e-01
REACTOME PKA MEDIATED PHOSPHORYLATION OF CREB 10 7.32e-01 0.062400 9.35e-01
REACTOME FORMATION OF TUBULIN FOLDING INTERMEDIATES BY CCT TRIC 13 6.97e-01 -0.062300 9.30e-01
REACTOME P53 DEPENDENT G1 DNA DAMAGE RESPONSE 47 4.60e-01 0.062300 8.12e-01
REACTOME SIGNALING BY ERBB4 67 3.82e-01 -0.061900 7.92e-01
REACTOME PLC BETA MEDIATED EVENTS 21 6.25e-01 -0.061600 8.83e-01
REACTOME DNA REPAIR 72 3.73e-01 -0.060900 7.91e-01
REACTOME PHOSPHOLIPASE C MEDIATED CASCADE 22 6.26e-01 -0.060100 8.83e-01
REACTOME CELL CYCLE 221 1.26e-01 -0.060100 4.71e-01
REACTOME MRNA CAPPING 28 5.87e-01 0.059400 8.83e-01
REACTOME DOWNSTREAM SIGNAL TRANSDUCTION 72 3.85e-01 -0.059300 7.95e-01
REACTOME ACTIVATED TLR4 SIGNALLING 62 4.27e-01 -0.058400 8.00e-01
REACTOME SIGNALING BY CONSTITUTIVELY ACTIVE EGFR 17 6.77e-01 -0.058400 9.10e-01
REACTOME TRANSMEMBRANE TRANSPORT OF SMALL MOLECULES 177 1.84e-01 0.058200 5.95e-01
REACTOME METABOLISM OF POLYAMINES 12 7.29e-01 0.057800 9.35e-01
REACTOME METABOLISM OF LIPIDS AND LIPOPROTEINS 285 9.64e-02 0.057700 4.30e-01
REACTOME ADP SIGNALLING THROUGH P2RY12 10 7.53e-01 -0.057500 9.36e-01
REACTOME METABOLISM OF PORPHYRINS 11 7.42e-01 0.057300 9.36e-01
REACTOME SIGNALING BY EGFR IN CANCER 85 3.63e-01 -0.057200 7.91e-01
REACTOME IL1 SIGNALING 26 6.14e-01 -0.057200 8.83e-01
REACTOME ABORTIVE ELONGATION OF HIV1 TRANSCRIPT IN THE ABSENCE OF TAT 19 6.70e-01 -0.056500 9.06e-01
REACTOME ADP SIGNALLING THROUGH P2RY1 12 7.36e-01 0.056200 9.35e-01
REACTOME MITOTIC G1 G1 S PHASES 84 3.75e-01 -0.056100 7.91e-01
REACTOME ASSOCIATION OF TRIC CCT WITH TARGET PROTEINS DURING BIOSYNTHESIS 22 6.49e-01 0.056000 8.90e-01
REACTOME CDT1 ASSOCIATION WITH THE CDC6 ORC ORIGIN COMPLEX 46 5.12e-01 0.056000 8.64e-01
REACTOME PI 3K CASCADE 35 5.69e-01 0.055700 8.83e-01
REACTOME MITOTIC G2 G2 M PHASES 50 4.98e-01 -0.055500 8.47e-01
REACTOME PI3K EVENTS IN ERBB2 SIGNALING 32 5.95e-01 0.054400 8.83e-01
REACTOME SLC MEDIATED TRANSMEMBRANE TRANSPORT 99 3.57e-01 0.053700 7.91e-01
REACTOME NGF SIGNALLING VIA TRKA FROM THE PLASMA MEMBRANE 103 3.52e-01 -0.053200 7.91e-01
REACTOME DOUBLE STRAND BREAK REPAIR 13 7.40e-01 0.053200 9.36e-01
REACTOME SIGNALING BY FGFR IN DISEASE 85 4.02e-01 -0.052700 7.97e-01
REACTOME ADAPTIVE IMMUNE SYSTEM 354 9.39e-02 -0.052400 4.27e-01
REACTOME RNA POL II TRANSCRIPTION PRE INITIATION AND PROMOTER OPENING 38 5.79e-01 0.052000 8.83e-01
REACTOME CIRCADIAN CLOCK 42 5.61e-01 -0.051900 8.83e-01
REACTOME NEURONAL SYSTEM 90 3.99e-01 -0.051500 7.97e-01
REACTOME PLATELET CALCIUM HOMEOSTASIS 10 7.81e-01 0.050900 9.36e-01
REACTOME PKB MEDIATED EVENTS 27 6.54e-01 0.049900 8.90e-01
REACTOME ERKS ARE INACTIVATED 10 7.86e-01 -0.049700 9.36e-01
REACTOME ACTIVATION OF CHAPERONE GENES BY XBP1S 37 6.01e-01 -0.049700 8.83e-01
REACTOME PEPTIDE LIGAND BINDING RECEPTORS 13 7.58e-01 -0.049500 9.36e-01
REACTOME RNA POL II TRANSCRIPTION 87 4.28e-01 0.049300 8.00e-01
REACTOME DCC MEDIATED ATTRACTIVE SIGNALING 11 7.78e-01 -0.049000 9.36e-01
REACTOME FORMATION OF TRANSCRIPTION COUPLED NER TC NER REPAIR COMPLEX 28 6.54e-01 -0.049000 8.90e-01
REACTOME RNA POL III TRANSCRIPTION TERMINATION 18 7.20e-01 -0.048900 9.35e-01
REACTOME METABOLISM OF CARBOHYDRATES 135 3.28e-01 0.048900 7.73e-01
REACTOME METABOLISM OF VITAMINS AND COFACTORS 38 6.05e-01 0.048600 8.83e-01
REACTOME CELL CYCLE MITOTIC 194 2.46e-01 -0.048600 6.74e-01
REACTOME ANTIGEN PROCESSING UBIQUITINATION PROTEASOME DEGRADATION 166 2.83e-01 0.048600 7.07e-01
REACTOME INTERACTIONS OF VPR WITH HOST CELLULAR PROTEINS 29 6.52e-01 0.048400 8.90e-01
REACTOME PI3K AKT ACTIVATION 31 6.44e-01 0.048000 8.90e-01
REACTOME DOWNSTREAM SIGNALING EVENTS OF B CELL RECEPTOR BCR 82 4.60e-01 0.047300 8.12e-01
REACTOME AUTODEGRADATION OF CDH1 BY CDH1 APC C 54 5.52e-01 0.046800 8.83e-01
REACTOME TRIF MEDIATED TLR3 SIGNALING 54 5.54e-01 -0.046600 8.83e-01
REACTOME REGULATION OF MITOTIC CELL CYCLE 61 5.34e-01 0.046100 8.77e-01
REACTOME SYNTHESIS OF PIPS AT THE GOLGI MEMBRANE 14 7.65e-01 -0.046100 9.36e-01
REACTOME CONVERSION FROM APC C CDC20 TO APC C CDH1 IN LATE ANAPHASE 15 7.58e-01 0.046000 9.36e-01
REACTOME MEIOTIC RECOMBINATION 10 8.02e-01 -0.045800 9.38e-01
REACTOME CYCLIN E ASSOCIATED EVENTS DURING G1 S TRANSITION 52 5.69e-01 0.045800 8.83e-01
REACTOME NRIF SIGNALS CELL DEATH FROM THE NUCLEUS 12 7.85e-01 -0.045600 9.36e-01
REACTOME ORC1 REMOVAL FROM CHROMATIN 50 5.87e-01 0.044400 8.83e-01
REACTOME INSULIN SYNTHESIS AND PROCESSING 13 7.82e-01 0.044300 9.36e-01
REACTOME PIP3 ACTIVATES AKT SIGNALING 25 7.03e-01 0.044100 9.31e-01
REACTOME SYNTHESIS OF SUBSTRATES IN N GLYCAN BIOSYTHESIS 13 7.86e-01 -0.043600 9.36e-01
REACTOME MHC CLASS II ANTIGEN PRESENTATION 62 5.57e-01 -0.043200 8.83e-01
REACTOME SYNTHESIS OF PIPS AT THE PLASMA MEMBRANE 23 7.23e-01 -0.042800 9.35e-01
REACTOME SYNTHESIS AND INTERCONVERSION OF NUCLEOTIDE DI AND TRIPHOSPHATES 13 7.90e-01 -0.042700 9.36e-01
REACTOME SMOOTH MUSCLE CONTRACTION 18 7.57e-01 -0.042200 9.36e-01
REACTOME G ALPHA S SIGNALLING EVENTS 29 6.96e-01 0.042000 9.30e-01
REACTOME MYD88 MAL CASCADE INITIATED ON PLASMA MEMBRANE 58 5.82e-01 -0.041900 8.83e-01
REACTOME MRNA PROCESSING 142 3.92e-01 0.041800 7.97e-01
REACTOME APC C CDH1 MEDIATED DEGRADATION OF CDC20 AND OTHER APC C CDH1 TARGETED PROTEINS IN LATE MITOSIS EARLY G1 57 5.88e-01 0.041500 8.83e-01
REACTOME IL RECEPTOR SHC SIGNALING 16 7.74e-01 0.041500 9.36e-01
REACTOME ENOS ACTIVATION AND REGULATION 12 8.06e-01 -0.041000 9.38e-01
REACTOME GABA B RECEPTOR ACTIVATION 15 7.84e-01 0.040900 9.36e-01
REACTOME GLUCAGON SIGNALING IN METABOLIC REGULATION 17 7.75e-01 0.040000 9.36e-01
REACTOME ACTIVATION OF NF KAPPAB IN B CELLS 54 6.19e-01 0.039200 8.83e-01
REACTOME NFKB AND MAP KINASES ACTIVATION MEDIATED BY TLR4 SIGNALING REPERTOIRE 52 6.33e-01 -0.038300 8.83e-01
REACTOME KERATAN SULFATE BIOSYNTHESIS 12 8.18e-01 0.038300 9.42e-01
REACTOME HIV INFECTION 160 4.10e-01 0.038000 7.97e-01
REACTOME RNA POL III TRANSCRIPTION 31 7.19e-01 -0.037400 9.35e-01
REACTOME ELONGATION ARREST AND RECOVERY 24 7.54e-01 -0.037000 9.36e-01
REACTOME REGULATION OF AMPK ACTIVITY VIA LKB1 14 8.11e-01 -0.037000 9.38e-01
REACTOME SIGNALING BY INSULIN RECEPTOR 74 5.86e-01 0.036700 8.83e-01
REACTOME APC C CDC20 MEDIATED DEGRADATION OF MITOTIC PROTEINS 57 6.46e-01 0.035300 8.90e-01
REACTOME TRAF6 MEDIATED IRF7 ACTIVATION 12 8.37e-01 -0.034400 9.47e-01
REACTOME CLASS I MHC MEDIATED ANTIGEN PROCESSING PRESENTATION 192 4.21e-01 0.033900 7.97e-01
REACTOME CA DEPENDENT EVENTS 14 8.27e-01 -0.033700 9.43e-01
REACTOME SIGNALING BY WNT 57 6.63e-01 0.033400 8.98e-01
REACTOME SIGNALING BY ERBB2 69 6.33e-01 -0.033300 8.83e-01
REACTOME PRE NOTCH PROCESSING IN GOLGI 14 8.29e-01 -0.033300 9.43e-01
REACTOME TRANSPORT TO THE GOLGI AND SUBSEQUENT MODIFICATION 24 7.80e-01 0.033000 9.36e-01
REACTOME MITOTIC PROMETAPHASE 47 6.98e-01 -0.032800 9.30e-01
REACTOME PI METABOLISM 38 7.28e-01 -0.032700 9.35e-01
REACTOME PROTEIN FOLDING 40 7.23e-01 0.032400 9.35e-01
REACTOME JNK C JUN KINASES PHOSPHORYLATION AND ACTIVATION MEDIATED BY ACTIVATED HUMAN TAK1 13 8.43e-01 0.031800 9.51e-01
REACTOME DAG AND IP3 SIGNALING 17 8.23e-01 -0.031300 9.43e-01
REACTOME DESTABILIZATION OF MRNA BY AUF1 HNRNP D0 46 7.14e-01 0.031200 9.35e-01
REACTOME HOST INTERACTIONS OF HIV FACTORS 100 5.97e-01 0.030700 8.83e-01
REACTOME ION TRANSPORT BY P TYPE ATPASES 17 8.28e-01 -0.030400 9.43e-01
REACTOME METABOLISM OF NON CODING RNA 43 7.34e-01 -0.030000 9.35e-01
REACTOME CHONDROITIN SULFATE DERMATAN SULFATE METABOLISM 22 8.09e-01 -0.029700 9.38e-01
REACTOME TRANSPORT OF INORGANIC CATIONS ANIONS AND AMINO ACIDS OLIGOPEPTIDES 31 7.75e-01 -0.029600 9.36e-01
REACTOME APOPTOSIS 99 6.17e-01 -0.029200 8.83e-01
REACTOME PHOSPHOLIPID METABOLISM 119 5.91e-01 0.028600 8.83e-01
REACTOME S PHASE 73 6.77e-01 -0.028300 9.10e-01
REACTOME REGULATION OF APOPTOSIS 49 7.35e-01 0.028000 9.35e-01
REACTOME ASSEMBLY OF THE PRE REPLICATIVE COMPLEX 49 7.37e-01 0.027700 9.35e-01
REACTOME BMAL1 CLOCK NPAS2 ACTIVATES CIRCADIAN EXPRESSION 28 8.00e-01 -0.027700 9.38e-01
REACTOME FORMATION OF INCISION COMPLEX IN GG NER 19 8.35e-01 0.027600 9.47e-01
REACTOME TRAF6 MEDIATED INDUCTION OF NFKB AND MAP KINASES UPON TLR7 8 OR 9 ACTIVATION 57 7.22e-01 -0.027300 9.35e-01
REACTOME CHOLESTEROL BIOSYNTHESIS 13 8.67e-01 0.026900 9.67e-01
REACTOME TRAF6 MEDIATED NFKB ACTIVATION 13 8.68e-01 0.026700 9.67e-01
REACTOME MRNA DECAY BY 5 TO 3 EXORIBONUCLEASE 13 8.70e-01 0.026300 9.67e-01
REACTOME CLEAVAGE OF GROWING TRANSCRIPT IN THE TERMINATION REGION 37 7.89e-01 0.025500 9.36e-01
REACTOME SIGNALING BY FGFR 72 7.24e-01 -0.024200 9.35e-01
REACTOME PROCESSING OF INTRONLESS PRE MRNAS 13 8.81e-01 -0.024000 9.67e-01
REACTOME GENERIC TRANSCRIPTION PATHWAY 139 6.31e-01 -0.023700 8.83e-01
REACTOME DOWNSTREAM SIGNALING OF ACTIVATED FGFR 63 7.47e-01 -0.023600 9.36e-01
REACTOME OPIOID SIGNALLING 42 7.98e-01 0.022800 9.38e-01
REACTOME FORMATION OF RNA POL II ELONGATION COMPLEX 35 8.21e-01 0.022200 9.42e-01
REACTOME TRANSPORT OF VITAMINS NUCLEOSIDES AND RELATED MOLECULES 16 8.78e-01 0.022100 9.67e-01
REACTOME MAP KINASE ACTIVATION IN TLR CASCADE 42 8.05e-01 -0.022000 9.38e-01
REACTOME BOTULINUM NEUROTOXICITY 10 9.04e-01 -0.022000 9.73e-01
REACTOME PROTEOLYTIC CLEAVAGE OF SNARE COMPLEX PROTEINS 10 9.04e-01 -0.022000 9.73e-01
REACTOME PHOSPHORYLATION OF THE APC C 14 8.87e-01 -0.021900 9.72e-01
REACTOME RNA POL I RNA POL III AND MITOCHONDRIAL TRANSCRIPTION 56 7.83e-01 -0.021400 9.36e-01
REACTOME RECRUITMENT OF MITOTIC CENTROSOME PROTEINS AND COMPLEXES 43 8.09e-01 -0.021300 9.38e-01
REACTOME M G1 TRANSITION 52 7.94e-01 0.020900 9.38e-01
REACTOME GPCR LIGAND BINDING 43 8.13e-01 0.020900 9.38e-01
REACTOME MAPK TARGETS NUCLEAR EVENTS MEDIATED BY MAP KINASES 26 8.60e-01 -0.020000 9.64e-01
REACTOME CIRCADIAN REPRESSION OF EXPRESSION BY REV ERBA 19 8.81e-01 0.019900 9.67e-01
REACTOME TRANSCRIPTION 128 7.04e-01 0.019500 9.31e-01
REACTOME ANTIVIRAL MECHANISM BY IFN STIMULATED GENES 53 8.11e-01 0.019000 9.38e-01
REACTOME RNA POL III TRANSCRIPTION INITIATION FROM TYPE 2 PROMOTER 21 8.81e-01 -0.018900 9.67e-01
REACTOME P38MAPK EVENTS 10 9.20e-01 -0.018300 9.75e-01
REACTOME PREFOLDIN MEDIATED TRANSFER OF SUBSTRATE TO CCT TRIC 19 8.93e-01 -0.017900 9.73e-01
REACTOME TRANSPORT OF RIBONUCLEOPROTEINS INTO THE HOST NUCLEUS 25 8.80e-01 0.017400 9.67e-01
REACTOME DNA REPLICATION 112 7.52e-01 -0.017400 9.36e-01
REACTOME THROMBOXANE SIGNALLING THROUGH TP RECEPTOR 11 9.21e-01 -0.017300 9.75e-01
REACTOME TAK1 ACTIVATES NFKB BY PHOSPHORYLATION AND ACTIVATION OF IKKS COMPLEX 16 9.07e-01 -0.016800 9.73e-01
REACTOME SIGNALING BY THE B CELL RECEPTOR BCR 103 7.75e-01 -0.016300 9.36e-01
REACTOME G PROTEIN ACTIVATION 11 9.26e-01 0.016300 9.75e-01
REACTOME PROCESSING OF CAPPED INTRON CONTAINING PRE MRNA 127 7.59e-01 0.015800 9.36e-01
REACTOME HEPARAN SULFATE HEPARIN HS GAG METABOLISM 25 9.00e-01 -0.014600 9.73e-01
REACTOME THE ROLE OF NEF IN HIV1 REPLICATION AND DISEASE PATHOGENESIS 18 9.19e-01 -0.013900 9.75e-01
REACTOME DARPP 32 EVENTS 18 9.21e-01 -0.013500 9.75e-01
REACTOME SYNTHESIS OF DNA 62 8.59e-01 -0.013000 9.64e-01
REACTOME RORA ACTIVATES CIRCADIAN EXPRESSION 21 9.22e-01 0.012400 9.75e-01
REACTOME GAB1 SIGNALOSOME 33 9.06e-01 0.011900 9.73e-01
REACTOME DEADENYLATION DEPENDENT MRNA DECAY 39 8.98e-01 0.011900 9.73e-01
REACTOME PURINE METABOLISM 27 9.23e-01 -0.010700 9.75e-01
REACTOME REGULATION OF HYPOXIA INDUCIBLE FACTOR HIF BY OXYGEN 18 9.37e-01 -0.010700 9.83e-01
REACTOME MRNA SPLICING 100 8.54e-01 0.010700 9.61e-01
REACTOME CELL CYCLE CHECKPOINTS 79 8.72e-01 -0.010500 9.67e-01
REACTOME METAL ION SLC TRANSPORTERS 12 9.52e-01 0.009980 9.91e-01
REACTOME POST CHAPERONIN TUBULIN FOLDING PATHWAY 11 9.60e-01 0.008730 9.91e-01
REACTOME CD28 CO STIMULATION 23 9.43e-01 -0.008540 9.85e-01
REACTOME ANTIGEN PRESENTATION FOLDING ASSEMBLY AND PEPTIDE LOADING OF CLASS I MHC 15 9.57e-01 0.008050 9.91e-01
REACTOME PLATELET HOMEOSTASIS 35 9.35e-01 -0.007930 9.83e-01
REACTOME ANTIGEN PROCESSING CROSS PRESENTATION 58 9.17e-01 0.007920 9.75e-01
REACTOME HIV LIFE CYCLE 96 8.96e-01 -0.007750 9.73e-01
REACTOME LATE PHASE OF HIV LIFE CYCLE 88 9.03e-01 0.007550 9.73e-01
REACTOME SPHINGOLIPID DE NOVO BIOSYNTHESIS 16 9.64e-01 0.006570 9.93e-01
REACTOME FORMATION OF THE HIV1 EARLY ELONGATION COMPLEX 28 9.54e-01 -0.006370 9.91e-01
REACTOME METABOLISM OF NUCLEOTIDES 49 9.40e-01 -0.006210 9.84e-01
REACTOME ION CHANNEL TRANSPORT 18 9.70e-01 0.005130 9.94e-01
REACTOME VOLTAGE GATED POTASSIUM CHANNELS 11 9.79e-01 -0.004520 9.94e-01
REACTOME GASTRIN CREB SIGNALLING PATHWAY VIA PKC AND MAPK 63 9.60e-01 0.003680 9.91e-01
REACTOME IRON UPTAKE AND TRANSPORT 23 9.79e-01 -0.003220 9.94e-01
REACTOME NUCLEAR EVENTS KINASE AND TRANSCRIPTION FACTOR ACTIVATION 21 9.81e-01 0.003050 9.94e-01
REACTOME G ALPHA Z SIGNALLING EVENTS 22 9.82e-01 0.002820 9.94e-01
REACTOME ER PHAGOSOME PATHWAY 50 9.73e-01 0.002780 9.94e-01
REACTOME YAP1 AND WWTR1 TAZ STIMULATED GENE EXPRESSION 17 9.85e-01 -0.002610 9.96e-01
REACTOME MITOTIC M M G1 PHASES 100 9.70e-01 0.002160 9.94e-01
REACTOME INSULIN RECEPTOR SIGNALLING CASCADE 60 9.80e-01 0.001840 9.94e-01
REACTOME OXYGEN DEPENDENT PROLINE HYDROXYLATION OF HYPOXIA INDUCIBLE FACTOR ALPHA 13 9.91e-01 -0.001790 9.99e-01
REACTOME ENERGY DEPENDENT REGULATION OF MTOR BY LKB1 AMPK 17 9.95e-01 0.000875 9.99e-01
REACTOME G1 S TRANSITION 69 9.93e-01 -0.000575 9.99e-01
REACTOME NEP NS2 INTERACTS WITH THE CELLULAR EXPORT MACHINERY 25 9.98e-01 0.000347 9.99e-01
REACTOME ACTIVATION OF CHAPERONES BY ATF6 ALPHA 11 9.99e-01 -0.000188 9.99e-01



Detailed Gene set reports



REACTOME_MITOCHONDRIAL_FATTY_ACID_BETA_OXIDATION

REACTOME_MITOCHONDRIAL_FATTY_ACID_BETA_OXIDATION
170
set REACTOME_MITOCHONDRIAL_FATTY_ACID_BETA_OXIDATION
setSize 13
pANOVA 2.37e-07
s.dist 0.828
p.adjustANOVA 9.34e-06



Top enriched genes

Top 20 genes
GeneID Gene Rank
Hadhb 4623
Acadvl 4597
Acadm 4545
Acadl 4529
Mcee 4512
Hadha 4475
Decr1 4474
Eci1 4403
Hadh 4304
Echs1 4179
Acads 2545
Pccb 1703
Pcca 1484

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Hadhb 4623
Acadvl 4597
Acadm 4545
Acadl 4529
Mcee 4512
Hadha 4475
Decr1 4474
Eci1 4403
Hadh 4304
Echs1 4179
Acads 2545
Pccb 1703
Pcca 1484



REACTOME_FORMATION_OF_ATP_BY_CHEMIOSMOTIC_COUPLING

REACTOME_FORMATION_OF_ATP_BY_CHEMIOSMOTIC_COUPLING
416
set REACTOME_FORMATION_OF_ATP_BY_CHEMIOSMOTIC_COUPLING
setSize 12
pANOVA 8.38e-07
s.dist 0.821
p.adjustANOVA 3.05e-05



Top enriched genes

Top 20 genes
GeneID Gene Rank
Atp5a1 4517
Atp5b 4466
Atp5h 4384
Atp5j 4309
Atp5o 4182
Atp5j2 4117
Atp5c1 4100
Atp5d 3948
Atp5g1 3474
Atp5k 3447
Atp5l 3323
Atp5e 1861

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Atp5a1 4517
Atp5b 4466
Atp5h 4384
Atp5j 4309
Atp5o 4182
Atp5j2 4117
Atp5c1 4100
Atp5d 3948
Atp5g1 3474
Atp5k 3447
Atp5l 3323
Atp5e 1861



REACTOME_CITRIC_ACID_CYCLE_TCA_CYCLE

REACTOME_CITRIC_ACID_CYCLE_TCA_CYCLE
224
set REACTOME_CITRIC_ACID_CYCLE_TCA_CYCLE
setSize 19
pANOVA 1.33e-09
s.dist 0.803
p.adjustANOVA 7.88e-08



Top enriched genes

Top 20 genes
GeneID Gene Rank
Dld 4570
Idh3b 4508
Fh1 4444
Sdha 4425
Aco2 4361
Sdhb 4343
Sucla2 4341
Idh3a 4241
Sdhd 4125
Ogdh 4098
Mdh2 4069
Idh2 4020
Dlst 3900
Idh3g 3734
Suclg2 3624
Sdhc 3319
Cs 2932
Nnt 1203
Suclg1 1080

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Dld 4570
Idh3b 4508
Fh1 4444
Sdha 4425
Aco2 4361
Sdhb 4343
Sucla2 4341
Idh3a 4241
Sdhd 4125
Ogdh 4098
Mdh2 4069
Idh2 4020
Dlst 3900
Idh3g 3734
Suclg2 3624
Sdhc 3319
Cs 2932
Nnt 1203
Suclg1 1080



REACTOME_AMINO_ACID_SYNTHESIS_AND_INTERCONVERSION_TRANSAMINATION

REACTOME_AMINO_ACID_SYNTHESIS_AND_INTERCONVERSION_TRANSAMINATION
343
set REACTOME_AMINO_ACID_SYNTHESIS_AND_INTERCONVERSION_TRANSAMINATION
setSize 10
pANOVA 3.5e-05
s.dist 0.756
p.adjustANOVA 0.00092



Top enriched genes

Top 20 genes
GeneID Gene Rank
Gpt 4618
Got1 4495
Aldh18a1 4285
Got2 4258
Glud1 4016
Gpt2 3988
Oat 3435
Psph 3031
Glul 2624
Gls 526

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Gpt 4618
Got1 4495
Aldh18a1 4285
Got2 4258
Glud1 4016
Gpt2 3988
Oat 3435
Psph 3031
Glul 2624
Gls 526



REACTOME_RESPIRATORY_ELECTRON_TRANSPORT_ATP_SYNTHESIS_BY_CHEMIOSMOTIC_COUPLING_AND_HEAT_PRODUCTION_BY_UNCOUPLING_PROTEINS_

REACTOME_RESPIRATORY_ELECTRON_TRANSPORT_ATP_SYNTHESIS_BY_CHEMIOSMOTIC_COUPLING_AND_HEAT_PRODUCTION_BY_UNCOUPLING_PROTEINS_
410
set REACTOME_RESPIRATORY_ELECTRON_TRANSPORT_ATP_SYNTHESIS_BY_CHEMIOSMOTIC_COUPLING_AND_HEAT_PRODUCTION_BY_UNCOUPLING_PROTEINS_
setSize 73
pANOVA 1.17e-25
s.dist 0.708
p.adjustANOVA 2.77e-23



Top enriched genes

Top 20 genes
GeneID Gene Rank
Ucp3 4716
Ndufs1 4673
Uqcrc2 4586
Ndufb7 4554
Ndufa5 4546
Atp5a1 4517
Ndufv2 4479
Atp5b 4466
Ndufa9 4431
Sdha 4425
Atp5h 4384
Etfdh 4363
Sdhb 4343
Ndufv1 4333
Atp5j 4309
Ndufb9 4272
Ndufa8 4215
Etfa 4185
Atp5o 4182
Etfb 4156

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Ucp3 4716
Ndufs1 4673
Uqcrc2 4586
Ndufb7 4554
Ndufa5 4546
Atp5a1 4517
Ndufv2 4479
Atp5b 4466
Ndufa9 4431
Sdha 4425
Atp5h 4384
Etfdh 4363
Sdhb 4343
Ndufv1 4333
Atp5j 4309
Ndufb9 4272
Ndufa8 4215
Etfa 4185
Atp5o 4182
Etfb 4156
Sdhd 4125
Uqcrfs1 4121
Atp5j2 4117
Atp5c1 4100
Cycs 4041
Ndufs3 4010
Ndufb5 3995
Cox6c 3955
Atp5d 3948
Ndufb3 3856
Ndufa4 3782
Ndufs5 3749
Ndufa12 3736
Ndufa11 3700
Ndufs8 3644
Ndufs6 3622
Cox6b1 3571
Uqcrh 3512
Atp5g1 3474
Ndufa10 3453
Atp5k 3447
Cyc1 3422
Uqcr11 3372
Uqcrb 3359
Atp5l 3323
Sdhc 3319
Cox7a2l 3286
Cox7c 3236
Ndufa6 3227
Cox4i1 3204
Ndufc2 3184
Ndufs2 3105
Ndufb10 3056
Cox5a 3006
Uqcrq 2990
Ndufb6 2941
Ndufs4 2864
Ndufab1 2682
Ndufa13 2622
Uqcrc1 2252
Cox6a1 2242
Ndufa2 2000
Ndufa1 1992
Ndufa7 1888
Atp5e 1861
Ndufb2 1741
Ndufc1 1656
Ndufs7 1467
Cox8a 1151
Ndufb4 595
Ndufv3 167
Ndufa3 -404
Ucp2 -3752



REACTOME_REGULATION_OF_PYRUVATE_DEHYDROGENASE_PDH_COMPLEX

REACTOME_REGULATION_OF_PYRUVATE_DEHYDROGENASE_PDH_COMPLEX
137
set REACTOME_REGULATION_OF_PYRUVATE_DEHYDROGENASE_PDH_COMPLEX
setSize 11
pANOVA 5.12e-05
s.dist 0.705
p.adjustANOVA 0.00122



Top enriched genes

Top 20 genes
GeneID Gene Rank
Pdk4 4670
Pdhb 4657
Dld 4570
Pdha1 4537
Pdpr 3814
Dlat 3733
Pdk1 3606
Pdp2 3259
Pdhx 3050
Pdk2 1405
Pdp1 -1189

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Pdk4 4670
Pdhb 4657
Dld 4570
Pdha1 4537
Pdpr 3814
Dlat 3733
Pdk1 3606
Pdp2 3259
Pdhx 3050
Pdk2 1405
Pdp1 -1189



REACTOME_RESPIRATORY_ELECTRON_TRANSPORT

REACTOME_RESPIRATORY_ELECTRON_TRANSPORT
336
set REACTOME_RESPIRATORY_ELECTRON_TRANSPORT
setSize 59
pANOVA 9.26e-21
s.dist 0.703
p.adjustANOVA 1.46e-18



Top enriched genes

Top 20 genes
GeneID Gene Rank
Ndufs1 4673
Uqcrc2 4586
Ndufb7 4554
Ndufa5 4546
Ndufv2 4479
Ndufa9 4431
Sdha 4425
Etfdh 4363
Sdhb 4343
Ndufv1 4333
Ndufb9 4272
Ndufa8 4215
Etfa 4185
Etfb 4156
Sdhd 4125
Uqcrfs1 4121
Cycs 4041
Ndufs3 4010
Ndufb5 3995
Cox6c 3955

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Ndufs1 4673
Uqcrc2 4586
Ndufb7 4554
Ndufa5 4546
Ndufv2 4479
Ndufa9 4431
Sdha 4425
Etfdh 4363
Sdhb 4343
Ndufv1 4333
Ndufb9 4272
Ndufa8 4215
Etfa 4185
Etfb 4156
Sdhd 4125
Uqcrfs1 4121
Cycs 4041
Ndufs3 4010
Ndufb5 3995
Cox6c 3955
Ndufb3 3856
Ndufa4 3782
Ndufs5 3749
Ndufa12 3736
Ndufa11 3700
Ndufs8 3644
Ndufs6 3622
Cox6b1 3571
Uqcrh 3512
Ndufa10 3453
Cyc1 3422
Uqcr11 3372
Uqcrb 3359
Sdhc 3319
Cox7a2l 3286
Cox7c 3236
Ndufa6 3227
Cox4i1 3204
Ndufc2 3184
Ndufs2 3105
Ndufb10 3056
Cox5a 3006
Uqcrq 2990
Ndufb6 2941
Ndufs4 2864
Ndufab1 2682
Ndufa13 2622
Uqcrc1 2252
Cox6a1 2242
Ndufa2 2000
Ndufa1 1992
Ndufa7 1888
Ndufb2 1741
Ndufc1 1656
Ndufs7 1467
Cox8a 1151
Ndufb4 595
Ndufv3 167
Ndufa3 -404



REACTOME_TCA_CYCLE_AND_RESPIRATORY_ELECTRON_TRANSPORT

REACTOME_TCA_CYCLE_AND_RESPIRATORY_ELECTRON_TRANSPORT
24
set REACTOME_TCA_CYCLE_AND_RESPIRATORY_ELECTRON_TRANSPORT
setSize 107
pANOVA 3.13e-35
s.dist 0.692
p.adjustANOVA 1.48e-32



Top enriched genes

Top 20 genes
GeneID Gene Rank
Ucp3 4716
Ndufs1 4673
Pdk4 4670
Pdhb 4657
Slc16a1 4655
Uqcrc2 4586
Dld 4570
Ndufb7 4554
Ndufa5 4546
Pdha1 4537
Atp5a1 4517
Idh3b 4508
Ndufv2 4479
Atp5b 4466
Fh1 4444
Ndufa9 4431
Sdha 4425
Atp5h 4384
Etfdh 4363
Aco2 4361

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Ucp3 4716
Ndufs1 4673
Pdk4 4670
Pdhb 4657
Slc16a1 4655
Uqcrc2 4586
Dld 4570
Ndufb7 4554
Ndufa5 4546
Pdha1 4537
Atp5a1 4517
Idh3b 4508
Ndufv2 4479
Atp5b 4466
Fh1 4444
Ndufa9 4431
Sdha 4425
Atp5h 4384
Etfdh 4363
Aco2 4361
Sdhb 4343
Sucla2 4341
Ndufv1 4333
Atp5j 4309
Ndufb9 4272
Idh3a 4241
Ndufa8 4215
Idh1 4204
Etfa 4185
Atp5o 4182
Etfb 4156
Sdhd 4125
Uqcrfs1 4121
Atp5j2 4117
Atp5c1 4100
Ogdh 4098
Mdh2 4069
Cycs 4041
Adhfe1 4032
L2hgdh 4026
Idh2 4020
Ndufs3 4010
Ndufb5 3995
Cox6c 3955
Atp5d 3948
Dlst 3900
Ndufb3 3856
Pdpr 3814
Ndufa4 3782
Ldhb 3767
Ndufs5 3749
Ndufa12 3736
Idh3g 3734
Dlat 3733
Ndufa11 3700
Ndufs8 3644
Suclg2 3624
Ndufs6 3622
Pdk1 3606
Cox6b1 3571
Uqcrh 3512
Atp5g1 3474
Ndufa10 3453
Atp5k 3447
Cyc1 3422
Uqcr11 3372
Uqcrb 3359
Atp5l 3323
Sdhc 3319
Cox7a2l 3286
Pdp2 3259
Cox7c 3236
Ndufa6 3227
Cox4i1 3204
Ndufc2 3184
Ndufs2 3105
Ndufb10 3056
Pdhx 3050
Cox5a 3006
Uqcrq 2990
Ndufb6 2941
Cs 2932
Ndufs4 2864
Ndufab1 2682
Ndufa13 2622
Uqcrc1 2252
Cox6a1 2242
Ndufa2 2000
Ndufa1 1992
Ndufa7 1888
Atp5e 1861
Ndufb2 1741
Ndufc1 1656
Ndufs7 1467
Pdk2 1405
Bsg 1395
Nnt 1203
Cox8a 1151
Suclg1 1080
Ndufb4 595
Ndufv3 167
Ndufa3 -404
Pdp1 -1189
Ldha -1246
Slc16a3 -1611
Ucp2 -3752
D2hgdh -3932



REACTOME_PYRUVATE_METABOLISM_AND_CITRIC_ACID_TCA_CYCLE

REACTOME_PYRUVATE_METABOLISM_AND_CITRIC_ACID_TCA_CYCLE
5
set REACTOME_PYRUVATE_METABOLISM_AND_CITRIC_ACID_TCA_CYCLE
setSize 38
pANOVA 7.91e-13
s.dist 0.671
p.adjustANOVA 9.35e-11



Top enriched genes

Top 20 genes
GeneID Gene Rank
Pdk4 4670
Pdhb 4657
Slc16a1 4655
Dld 4570
Pdha1 4537
Idh3b 4508
Fh1 4444
Sdha 4425
Aco2 4361
Sdhb 4343
Sucla2 4341
Idh3a 4241
Idh1 4204
Sdhd 4125
Ogdh 4098
Mdh2 4069
Adhfe1 4032
L2hgdh 4026
Idh2 4020
Dlst 3900

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Pdk4 4670
Pdhb 4657
Slc16a1 4655
Dld 4570
Pdha1 4537
Idh3b 4508
Fh1 4444
Sdha 4425
Aco2 4361
Sdhb 4343
Sucla2 4341
Idh3a 4241
Idh1 4204
Sdhd 4125
Ogdh 4098
Mdh2 4069
Adhfe1 4032
L2hgdh 4026
Idh2 4020
Dlst 3900
Pdpr 3814
Ldhb 3767
Idh3g 3734
Dlat 3733
Suclg2 3624
Pdk1 3606
Sdhc 3319
Pdp2 3259
Pdhx 3050
Cs 2932
Pdk2 1405
Bsg 1395
Nnt 1203
Suclg1 1080
Pdp1 -1189
Ldha -1246
Slc16a3 -1611
D2hgdh -3932



REACTOME_PYRUVATE_METABOLISM

REACTOME_PYRUVATE_METABOLISM
295
set REACTOME_PYRUVATE_METABOLISM
setSize 16
pANOVA 5.32e-05
s.dist 0.584
p.adjustANOVA 0.00122



Top enriched genes

Top 20 genes
GeneID Gene Rank
Pdk4 4670
Pdhb 4657
Slc16a1 4655
Dld 4570
Pdha1 4537
Pdpr 3814
Ldhb 3767
Dlat 3733
Pdk1 3606
Pdp2 3259
Pdhx 3050
Pdk2 1405
Bsg 1395
Pdp1 -1189
Ldha -1246
Slc16a3 -1611

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Pdk4 4670
Pdhb 4657
Slc16a1 4655
Dld 4570
Pdha1 4537
Pdpr 3814
Ldhb 3767
Dlat 3733
Pdk1 3606
Pdp2 3259
Pdhx 3050
Pdk2 1405
Bsg 1395
Pdp1 -1189
Ldha -1246
Slc16a3 -1611



REACTOME_BRANCHED_CHAIN_AMINO_ACID_CATABOLISM

REACTOME_BRANCHED_CHAIN_AMINO_ACID_CATABOLISM
275
set REACTOME_BRANCHED_CHAIN_AMINO_ACID_CATABOLISM
setSize 16
pANOVA 0.000755
s.dist 0.487
p.adjustANOVA 0.0123



Top enriched genes

Top 20 genes
GeneID Gene Rank
Aldh6a1 4704
Acat1 4571
Dld 4570
Hibadh 4373
Ivd 4067
Dbt 3802
Acadsb 3257
Mccc2 2830
Bcat2 2319
Acad8 2081
Hsd17b10 1894
Hibch 1584
Bckdha 1141
Mccc1 -1152
Auh -1588
Bckdhb -2897

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Aldh6a1 4704
Acat1 4571
Dld 4570
Hibadh 4373
Ivd 4067
Dbt 3802
Acadsb 3257
Mccc2 2830
Bcat2 2319
Acad8 2081
Hsd17b10 1894
Hibch 1584
Bckdha 1141
Mccc1 -1152
Auh -1588
Bckdhb -2897



REACTOME_MITOCHONDRIAL_PROTEIN_IMPORT

REACTOME_MITOCHONDRIAL_PROTEIN_IMPORT
64
set REACTOME_MITOCHONDRIAL_PROTEIN_IMPORT
setSize 42
pANOVA 5.19e-08
s.dist 0.486
p.adjustANOVA 2.45e-06



Top enriched genes

Top 20 genes
GeneID Gene Rank
Timm8a1 4588
Hspa9 4568
Timm17a 4539
Timm9 4520
Atp5a1 4517
Atp5b 4466
Mtx2 4449
Timm10 4387
Grpel1 4376
Aco2 4361
Slc25a12 4257
Slc25a4 4255
Timm44 4211
Hspd1 3881
Samm50 3798
Idh3g 3734
Tomm5 3529
Vdac1 3504
Atp5g1 3474
Cyc1 3422

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Timm8a1 4588
Hspa9 4568
Timm17a 4539
Timm9 4520
Atp5a1 4517
Atp5b 4466
Mtx2 4449
Timm10 4387
Grpel1 4376
Aco2 4361
Slc25a12 4257
Slc25a4 4255
Timm44 4211
Hspd1 3881
Samm50 3798
Idh3g 3734
Tomm5 3529
Vdac1 3504
Atp5g1 3474
Cyc1 3422
Bcs1l 2997
Cs 2932
Timm8b 2856
Timm50 2707
Pmpcb 2385
Tomm7 2213
Gfer 1816
Tomm20 1556
Grpel2 1208
Timm22 1193
Timm23 694
Tomm40 653
Tomm22 434
Pmpca 202
Dnajc19 -660
Timm13 -1007
Mtx1 -1047
Fxn -1335
Hscb -1853
Coq2 -2273
Ldhd -2392
Timm17b -3204



REACTOME_PEPTIDE_CHAIN_ELONGATION

REACTOME_PEPTIDE_CHAIN_ELONGATION
168
set REACTOME_PEPTIDE_CHAIN_ELONGATION
setSize 67
pANOVA 9.11e-12
s.dist -0.482
p.adjustANOVA 8.62e-10



Top enriched genes

Top 20 genes
GeneID Gene Rank
Rpl3 -4732
Rps20 -4731
Eef1a1 -4634
Rplp0 -4478
Rps16 -4388
Rps26 -4381
Rps3 -4305
Rps9 -4270
Rps15a -4262
Rpl14 -4261
Rps14 -4156
Rpl27a -4149
Rps18 -4084
Rpl32 -3930
Rps19 -3877
Rpl12 -3867
Rpl41 -3843
Rps27a -3813
Rps27 -3774
Rps7 -3712

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Rpl3 -4732.0
Rps20 -4731.0
Eef1a1 -4634.0
Rplp0 -4478.0
Rps16 -4388.0
Rps26 -4381.0
Rps3 -4305.0
Rps9 -4270.0
Rps15a -4262.0
Rpl14 -4261.0
Rps14 -4156.0
Rpl27a -4149.0
Rps18 -4084.0
Rpl32 -3930.0
Rps19 -3877.0
Rpl12 -3867.0
Rpl41 -3843.0
Rps27a -3813.0
Rps27 -3774.0
Rps7 -3712.0
Rpl34 -3700.0
Rps6 -3544.0
Rpl19 -3518.0
Rpl8 -3455.0
Rps11 -3441.0
Rpl37a -3426.0
Rpl4 -3422.0
Rpl39 -3347.0
Rps24 -3299.0
Rps8 -3189.0
Rpl5 -3184.0
Rps23 -3168.0
Rpl18 -3150.0
Rps25 -3145.0
Rps4x -3135.0
Rps13 -3011.0
Rpl11 -2949.0
Rpl38 -2848.0
Rps21 -2572.0
Rpl23 -2441.0
Rpl30 -2322.0
Rpl28 -2306.0
Rps5 -2305.0
Rpsa -2258.0
Rplp1 -2247.0
Rpl6 -2183.0
Rps3a1 -2117.0
Rpl22 -2013.0
Rpl23a -1525.0
Rplp2 -1478.0
Rps17 -1380.0
Rpl18a -1259.0
Rpl26 -1003.0
Eef2 -727.0
Rpl15 -441.0
Uba52 -372.0
Rpl24 -180.0
Rpl37 -151.0
Rpl29 171.0
Rps29 221.0
Rpl27-ps3 399.5
Rpl35 510.0
Rpl13 621.0
Rps12-ps3 679.0
Rpl10a 1174.0
Rpl36al 2581.0
Rpl3l 2902.0



REACTOME_COMPLEMENT_CASCADE

REACTOME_COMPLEMENT_CASCADE
435
set REACTOME_COMPLEMENT_CASCADE
setSize 11
pANOVA 0.00571
s.dist -0.481
p.adjustANOVA 0.073



Top enriched genes

Top 20 genes
GeneID Gene Rank
C3 -4547
C1qb -4142
Cfd -3915
C4b -3770
C1qa -3060
Pros1 -2966
Cr1l -2755
C1s1 -1928
C1qc -670
Cd46 -59
C7 681

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
C3 -4547
C1qb -4142
Cfd -3915
C4b -3770
C1qa -3060
Pros1 -2966
Cr1l -2755
C1s1 -1928
C1qc -670
Cd46 -59
C7 681



REACTOME_SIGNALING_BY_HIPPO

REACTOME_SIGNALING_BY_HIPPO
65
set REACTOME_SIGNALING_BY_HIPPO
setSize 15
pANOVA 0.00182
s.dist -0.465
p.adjustANOVA 0.0278



Top enriched genes

Top 20 genes
GeneID Gene Rank
Yap1 -4667
Ywhab -4382
Amotl2 -4133
Wwtr1 -4014
Lats2 -3950
Tjp1 -3559
Stk4 -2565
Ywhae -2518
Sav1 -2324
Mob1b -2205
Mob1a -1819
Amot -1736
Dvl2 -500
Amotl1 828
Lats1 1744

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Yap1 -4667
Ywhab -4382
Amotl2 -4133
Wwtr1 -4014
Lats2 -3950
Tjp1 -3559
Stk4 -2565
Ywhae -2518
Sav1 -2324
Mob1b -2205
Mob1a -1819
Amot -1736
Dvl2 -500
Amotl1 828
Lats1 1744



REACTOME_SEMA3A_PAK_DEPENDENT_AXON_REPULSION

REACTOME_SEMA3A_PAK_DEPENDENT_AXON_REPULSION
254
set REACTOME_SEMA3A_PAK_DEPENDENT_AXON_REPULSION
setSize 10
pANOVA 0.0118
s.dist -0.46
p.adjustANOVA 0.12



Top enriched genes

Top 20 genes
GeneID Gene Rank
Cfl1 -4652
Plxna1 -4568
Fyn -3900
Hsp90aa1 -3295
Rac1 -3156
Plxna2 -3109
Hsp90ab1 -3066
Pak2 -2776
Pak1 678
Nrp1 4207

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Cfl1 -4652
Plxna1 -4568
Fyn -3900
Hsp90aa1 -3295
Rac1 -3156
Plxna2 -3109
Hsp90ab1 -3066
Pak2 -2776
Pak1 678
Nrp1 4207



REACTOME_N_GLYCAN_TRIMMING_IN_THE_ER_AND_CALNEXIN_CALRETICULIN_CYCLE

REACTOME_N_GLYCAN_TRIMMING_IN_THE_ER_AND_CALNEXIN_CALRETICULIN_CYCLE
348
set REACTOME_N_GLYCAN_TRIMMING_IN_THE_ER_AND_CALNEXIN_CALRETICULIN_CYCLE
setSize 13
pANOVA 0.00554
s.dist -0.444
p.adjustANOVA 0.0727



Top enriched genes

Top 20 genes
GeneID Gene Rank
Prkcsh -4768
Man1b1 -4430
Mlec -4420
Calr -4238
Edem1 -4220
Edem2 -3647
Mogs -3632
Edem3 -3245
Ganab -1907
Pdia3 -1403
Uggt1 1681
Uggt2 2203
Canx 2295

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Prkcsh -4768
Man1b1 -4430
Mlec -4420
Calr -4238
Edem1 -4220
Edem2 -3647
Mogs -3632
Edem3 -3245
Ganab -1907
Pdia3 -1403
Uggt1 1681
Uggt2 2203
Canx 2295



REACTOME_SRP_DEPENDENT_COTRANSLATIONAL_PROTEIN_TARGETING_TO_MEMBRANE

REACTOME_SRP_DEPENDENT_COTRANSLATIONAL_PROTEIN_TARGETING_TO_MEMBRANE
56
set REACTOME_SRP_DEPENDENT_COTRANSLATIONAL_PROTEIN_TARGETING_TO_MEMBRANE
setSize 89
pANOVA 2.59e-11
s.dist -0.41
p.adjustANOVA 2.04e-09



Top enriched genes

Top 20 genes
GeneID Gene Rank
Sec11c -4841
Rpl3 -4732
Rps20 -4731
Srp14 -4728
Rpn2 -4691
Rplp0 -4478
Sec61b -4447
Rps16 -4388
Rps26 -4381
Rps3 -4305
Rps9 -4270
Rps15a -4262
Rpl14 -4261
Rps14 -4156
Rpl27a -4149
Rps18 -4084
Rpl32 -3930
Rps19 -3877
Rpl12 -3867
Rpl41 -3843

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Sec11c -4841.0
Rpl3 -4732.0
Rps20 -4731.0
Srp14 -4728.0
Rpn2 -4691.0
Rplp0 -4478.0
Sec61b -4447.0
Rps16 -4388.0
Rps26 -4381.0
Rps3 -4305.0
Rps9 -4270.0
Rps15a -4262.0
Rpl14 -4261.0
Rps14 -4156.0
Rpl27a -4149.0
Rps18 -4084.0
Rpl32 -3930.0
Rps19 -3877.0
Rpl12 -3867.0
Rpl41 -3843.0
Rps27a -3813.0
Rps27 -3774.0
Rps7 -3712.0
Rpl34 -3700.0
Rps6 -3544.0
Rpl19 -3518.0
Rpl8 -3455.0
Rps11 -3441.0
Rpl37a -3426.0
Rpl4 -3422.0
Sec61a1 -3396.0
Rpl39 -3347.0
Rps24 -3299.0
Sec11a -3263.0
Rps8 -3189.0
Rpl5 -3184.0
Rps23 -3168.0
Ddost -3167.0
Rpl18 -3150.0
Rps25 -3145.0
Rps4x -3135.0
Rps13 -3011.0
Rpl11 -2949.0
Rpl38 -2848.0
Srp9 -2715.0
Rps21 -2572.0
Ssr2 -2538.0
Rpn1 -2514.0
Rpl23 -2441.0
Rpl30 -2322.0
Rpl28 -2306.0
Rps5 -2305.0
Rpsa -2258.0
Rplp1 -2247.0
Spcs3 -2221.0
Rpl6 -2183.0
Rps3a1 -2117.0
Rpl22 -2013.0
Tram1 -1946.0
Rpl23a -1525.0
Rplp2 -1478.0
Rps17 -1380.0
Srprb -1291.0
Rpl18a -1259.0
Spcs2 -1216.0
Rpl26 -1003.0
Sec61a2 -720.0
Rpl15 -441.0
Uba52 -372.0
Ssr1 -340.0
Rpl24 -180.0
Ssr4 -175.0
Rpl37 -151.0
Rpl29 171.0
Rps29 221.0
Rpl27-ps3 399.5
Ssr3 475.0
Rpl35 510.0
Rpl13 621.0
Rps12-ps3 679.0
Rpl10a 1174.0
Srp68 1458.0
Srp72 1547.0
Srp19 1870.0
Rpl36al 2581.0
Sec61g 2813.0
Rpl3l 2902.0
Spcs1 3564.0
Srp54a 4616.0



REACTOME_RECEPTOR_LIGAND_BINDING_INITIATES_THE_SECOND_PROTEOLYTIC_CLEAVAGE_OF_NOTCH_RECEPTOR

REACTOME_RECEPTOR_LIGAND_BINDING_INITIATES_THE_SECOND_PROTEOLYTIC_CLEAVAGE_OF_NOTCH_RECEPTOR
276
set REACTOME_RECEPTOR_LIGAND_BINDING_INITIATES_THE_SECOND_PROTEOLYTIC_CLEAVAGE_OF_NOTCH_RECEPTOR
setSize 11
pANOVA 0.0237
s.dist -0.394
p.adjustANOVA 0.181



Top enriched genes

Top 20 genes
GeneID Gene Rank
Jag2 -4372
Notch2 -4338
Dll1 -4188
Rps27a -3813
Dll4 -3408
Adam10 -2887
Notch4 -2317
Jag1 -2302
Uba52 -372
Notch3 1457
Adam17 4064

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Jag2 -4372
Notch2 -4338
Dll1 -4188
Rps27a -3813
Dll4 -3408
Adam10 -2887
Notch4 -2317
Jag1 -2302
Uba52 -372
Notch3 1457
Adam17 4064



REACTOME_INFLUENZA_VIRAL_RNA_TRANSCRIPTION_AND_REPLICATION

REACTOME_INFLUENZA_VIRAL_RNA_TRANSCRIPTION_AND_REPLICATION
402
set REACTOME_INFLUENZA_VIRAL_RNA_TRANSCRIPTION_AND_REPLICATION
setSize 83
pANOVA 9.77e-10
s.dist -0.389
p.adjustANOVA 6.6e-08



Top enriched genes

Top 20 genes
GeneID Gene Rank
Rpl3 -4732
Rps20 -4731
Rplp0 -4478
Rps16 -4388
Rps26 -4381
Dnajc3 -4309
Rps3 -4305
Rps9 -4270
Rps15a -4262
Rpl14 -4261
Rps14 -4156
Rpl27a -4149
Rps18 -4084
Rpl32 -3930
Rps19 -3877
Rpl12 -3867
Rpl41 -3843
Rps27a -3813
Rps27 -3774
Rps7 -3712

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Rpl3 -4732.0
Rps20 -4731.0
Rplp0 -4478.0
Rps16 -4388.0
Rps26 -4381.0
Dnajc3 -4309.0
Rps3 -4305.0
Rps9 -4270.0
Rps15a -4262.0
Rpl14 -4261.0
Rps14 -4156.0
Rpl27a -4149.0
Rps18 -4084.0
Rpl32 -3930.0
Rps19 -3877.0
Rpl12 -3867.0
Rpl41 -3843.0
Rps27a -3813.0
Rps27 -3774.0
Rps7 -3712.0
Rpl34 -3700.0
Rps6 -3544.0
Rpl19 -3518.0
Rpl8 -3455.0
Rps11 -3441.0
Rpl37a -3426.0
Rpl4 -3422.0
Rpl39 -3347.0
Rps24 -3299.0
Hsp90aa1 -3295.0
Rps8 -3189.0
Polr2a -3186.0
Rpl5 -3184.0
Rps23 -3168.0
Rpl18 -3150.0
Rps25 -3145.0
Rps4x -3135.0
Rps13 -3011.0
Rpl11 -2949.0
Rpl38 -2848.0
Rps21 -2572.0
Rpl23 -2441.0
Rpl30 -2322.0
Rpl28 -2306.0
Rps5 -2305.0
Rpsa -2258.0
Rplp1 -2247.0
Rpl6 -2183.0
Rps3a1 -2117.0
Polr2h -2056.0
Rpl22 -2013.0
Polr2j -1908.0
Polr2e -1896.0
Polr2g -1865.0
Polr2c -1533.0
Rpl23a -1525.0
Rplp2 -1478.0
Rps17 -1380.0
Rpl18a -1259.0
Rpl26 -1003.0
Polr2d -504.0
Polr2l -455.0
Rpl15 -441.0
Uba52 -372.0
Polr2k -285.0
Rpl24 -180.0
Rpl37 -151.0
Polr2b -31.0
Rpl29 171.0
Rps29 221.0
Rpl27-ps3 399.5
Polr2i 417.0
Rpl35 510.0
Rpl13 621.0
Rps12-ps3 679.0
Polr2f 1089.0
Rpl10a 1174.0
Gtf2f2 1844.0
Gtf2f1 2038.0
Rpl36al 2581.0
Rpl3l 2902.0
Ipo5 4340.0
Grsf1 4544.0



REACTOME_ACTIVATED_NOTCH1_TRANSMITS_SIGNAL_TO_THE_NUCLEUS

REACTOME_ACTIVATED_NOTCH1_TRANSMITS_SIGNAL_TO_THE_NUCLEUS
66
set REACTOME_ACTIVATED_NOTCH1_TRANSMITS_SIGNAL_TO_THE_NUCLEUS
setSize 21
pANOVA 0.00245
s.dist -0.382
p.adjustANOVA 0.0351



Top enriched genes

Top 20 genes
GeneID Gene Rank
Dtx2 -4592
Dtx4 -4501
Arrb1 -4422
Jag2 -4372
Dll1 -4188
Rps27a -3813
Dll4 -3408
Numb -3201
Adam10 -2887
Arrb2 -2424
Jag1 -2302
Psen2 -2237
Mib1 -2120
Psenen -1761
Mib2 -1522
Ncstn -1228
Uba52 -372
Psen1 843
Aph1a 1189
Aph1b 1607

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Dtx2 -4592
Dtx4 -4501
Arrb1 -4422
Jag2 -4372
Dll1 -4188
Rps27a -3813
Dll4 -3408
Numb -3201
Adam10 -2887
Arrb2 -2424
Jag1 -2302
Psen2 -2237
Mib1 -2120
Psenen -1761
Mib2 -1522
Ncstn -1228
Uba52 -372
Psen1 843
Aph1a 1189
Aph1b 1607
Adam17 4064



REACTOME_CALNEXIN_CALRETICULIN_CYCLE

REACTOME_CALNEXIN_CALRETICULIN_CYCLE
344
set REACTOME_CALNEXIN_CALRETICULIN_CYCLE
setSize 11
pANOVA 0.0295
s.dist -0.379
p.adjustANOVA 0.202



Top enriched genes

Top 20 genes
GeneID Gene Rank
Prkcsh -4768
Man1b1 -4430
Calr -4238
Edem1 -4220
Edem2 -3647
Edem3 -3245
Ganab -1907
Pdia3 -1403
Uggt1 1681
Uggt2 2203
Canx 2295

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Prkcsh -4768
Man1b1 -4430
Calr -4238
Edem1 -4220
Edem2 -3647
Edem3 -3245
Ganab -1907
Pdia3 -1403
Uggt1 1681
Uggt2 2203
Canx 2295



REACTOME_SEMA4D_IN_SEMAPHORIN_SIGNALING

REACTOME_SEMA4D_IN_SEMAPHORIN_SIGNALING
255
set REACTOME_SEMA4D_IN_SEMAPHORIN_SIGNALING
setSize 23
pANOVA 0.00216
s.dist -0.37
p.adjustANOVA 0.0319



Top enriched genes

Top 20 genes
GeneID Gene Rank
Arhgef11 -4928
Ptprc -4832
Rac2 -4775
Myl12b -4774
Myh9 -4692
Rhog -4459
Arhgap35 -4212
Limk2 -4203
Sema4d -3775
Rac1 -3156
Rock1 -3084
Rras -3069
Met -2806
Rhob -2275
Cdc42 -1959
Myl6 -652
Rhoc -570
Myh11 -454
Myh14 1285
Rock2 1956

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Arhgef11 -4928
Ptprc -4832
Rac2 -4775
Myl12b -4774
Myh9 -4692
Rhog -4459
Arhgap35 -4212
Limk2 -4203
Sema4d -3775
Rac1 -3156
Rock1 -3084
Rras -3069
Met -2806
Rhob -2275
Cdc42 -1959
Myl6 -652
Rhoc -570
Myh11 -454
Myh14 1285
Rock2 1956
Myl9 2592
Myh10 4213
Arhgef12 4407



REACTOME_SIGNALING_BY_NOTCH2

REACTOME_SIGNALING_BY_NOTCH2
73
set REACTOME_SIGNALING_BY_NOTCH2
setSize 12
pANOVA 0.0268
s.dist -0.369
p.adjustANOVA 0.195



Top enriched genes

Top 20 genes
GeneID Gene Rank
Jag2 -4372
Notch2 -4338
Dll1 -4188
Dll4 -3408
Adam10 -2887
Jag1 -2302
Psen2 -2237
Psenen -1761
Ncstn -1228
Psen1 843
Aph1a 1189
Aph1b 1607

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Jag2 -4372
Notch2 -4338
Dll1 -4188
Dll4 -3408
Adam10 -2887
Jag1 -2302
Psen2 -2237
Psenen -1761
Ncstn -1228
Psen1 843
Aph1a 1189
Aph1b 1607



REACTOME_SOS_MEDIATED_SIGNALLING

REACTOME_SOS_MEDIATED_SIGNALLING
396
set REACTOME_SOS_MEDIATED_SIGNALLING
setSize 13
pANOVA 0.0214
s.dist -0.369
p.adjustANOVA 0.169



Top enriched genes

Top 20 genes
GeneID Gene Rank
Ywhab -4382
Irs1 -4185
Grb2 -4182
Irs2 -3730
Raf1 -3169
Mapk1 -2690
Map2k1 -2327
Nras -2190
Map2k2 -1603
Mapk3 -1435
Hras 198
Sos1 1814
Kras 2923

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Ywhab -4382
Irs1 -4185
Grb2 -4182
Irs2 -3730
Raf1 -3169
Mapk1 -2690
Map2k1 -2327
Nras -2190
Map2k2 -1603
Mapk3 -1435
Hras 198
Sos1 1814
Kras 2923



REACTOME_RAP1_SIGNALLING

REACTOME_RAP1_SIGNALLING
352
set REACTOME_RAP1_SIGNALLING
setSize 12
pANOVA 0.0274
s.dist -0.368
p.adjustANOVA 0.196



Top enriched genes

Top 20 genes
GeneID Gene Rank
Sipa1 -4968
Prkacb -4780
Ywhab -4382
Rasgrp2 -3818
Rapgef3 -3640
Rap1a -3523
Rap1b -3268
Raf1 -3169
Prkaca 137
Rap1gap2 511
Rap1gap 3819
Prkg1 4086

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Sipa1 -4968
Prkacb -4780
Ywhab -4382
Rasgrp2 -3818
Rapgef3 -3640
Rap1a -3523
Rap1b -3268
Raf1 -3169
Prkaca 137
Rap1gap2 511
Rap1gap 3819
Prkg1 4086



REACTOME_INTEGRIN_ALPHAIIB_BETA3_SIGNALING

REACTOME_INTEGRIN_ALPHAIIB_BETA3_SIGNALING
194
set REACTOME_INTEGRIN_ALPHAIIB_BETA3_SIGNALING
setSize 18
pANOVA 0.0075
s.dist -0.364
p.adjustANOVA 0.0865



Top enriched genes

Top 20 genes
GeneID Gene Rank
Csk -4881
Syk -4858
Vwf -4707
Grb2 -4182
Rasgrp2 -3818
Rapgef3 -3640
Rap1a -3523
Akt1 -3392
Rap1b -3268
Ptpn1 -2296
Shc1 -2069
Bcar1 -1371
Ptk2 -1239
Crk 975
Fn1 1084
Sos1 1814
Pdpk1 2503
Tln1 2719

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Csk -4881
Syk -4858
Vwf -4707
Grb2 -4182
Rasgrp2 -3818
Rapgef3 -3640
Rap1a -3523
Akt1 -3392
Rap1b -3268
Ptpn1 -2296
Shc1 -2069
Bcar1 -1371
Ptk2 -1239
Crk 975
Fn1 1084
Sos1 1814
Pdpk1 2503
Tln1 2719



REACTOME_GLUTATHIONE_CONJUGATION

REACTOME_GLUTATHIONE_CONJUGATION
434
set REACTOME_GLUTATHIONE_CONJUGATION
setSize 12
pANOVA 0.0308
s.dist 0.36
p.adjustANOVA 0.206



Top enriched genes

Top 20 genes
GeneID Gene Rank
Mgst1 4321
Gss 4084
Gsto1 3795
Mgst3 3685
Oplah 3009
Gclc 2989
Gstm4 2100
Gclm 555
Ggct -430
Gstm2 -1081
Gstp1 -1560
Cndp2 -2137

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Mgst1 4321
Gss 4084
Gsto1 3795
Mgst3 3685
Oplah 3009
Gclc 2989
Gstm4 2100
Gclm 555
Ggct -430
Gstm2 -1081
Gstp1 -1560
Cndp2 -2137



REACTOME_PEROXISOMAL_LIPID_METABOLISM

REACTOME_PEROXISOMAL_LIPID_METABOLISM
210
set REACTOME_PEROXISOMAL_LIPID_METABOLISM
setSize 16
pANOVA 0.0138
s.dist 0.356
p.adjustANOVA 0.131



Top enriched genes

Top 20 genes
GeneID Gene Rank
Scp2 4443
Phyh 4412
Idh1 4204
Hacl1 4101
Acox1 3652
Crat 3605
Gnpat 3133
Hsd17b4 2799
Abcd1 2135
Agps 1978
Amacr 1535
Slc25a17 393
Acox3 -1567
Acot8 -1952
Crot -2644
Far1 -4808

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Scp2 4443
Phyh 4412
Idh1 4204
Hacl1 4101
Acox1 3652
Crat 3605
Gnpat 3133
Hsd17b4 2799
Abcd1 2135
Agps 1978
Amacr 1535
Slc25a17 393
Acox3 -1567
Acot8 -1952
Crot -2644
Far1 -4808



REACTOME_NONSENSE_MEDIATED_DECAY_ENHANCED_BY_THE_EXON_JUNCTION_COMPLEX

REACTOME_NONSENSE_MEDIATED_DECAY_ENHANCED_BY_THE_EXON_JUNCTION_COMPLEX
449
set REACTOME_NONSENSE_MEDIATED_DECAY_ENHANCED_BY_THE_EXON_JUNCTION_COMPLEX
setSize 85
pANOVA 2.01e-08
s.dist -0.353
p.adjustANOVA 1.05e-06



Top enriched genes

Top 20 genes
GeneID Gene Rank
Rpl3 -4732
Rps20 -4731
Rplp0 -4478
Ppp2r2a -4393
Rps16 -4388
Rps26 -4381
Rps3 -4305
Rps9 -4270
Rps15a -4262
Rpl14 -4261
Rps14 -4156
Rpl27a -4149
Rps18 -4084
Rpl32 -3930
Rps19 -3877
Rpl12 -3867
Rpl41 -3843
Rps27a -3813
Rps27 -3774
Rps7 -3712

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Rpl3 -4732.0
Rps20 -4731.0
Rplp0 -4478.0
Ppp2r2a -4393.0
Rps16 -4388.0
Rps26 -4381.0
Rps3 -4305.0
Rps9 -4270.0
Rps15a -4262.0
Rpl14 -4261.0
Rps14 -4156.0
Rpl27a -4149.0
Rps18 -4084.0
Rpl32 -3930.0
Rps19 -3877.0
Rpl12 -3867.0
Rpl41 -3843.0
Rps27a -3813.0
Rps27 -3774.0
Rps7 -3712.0
Rpl34 -3700.0
Rps6 -3544.0
Rpl19 -3518.0
Smg6 -3512.0
Rpl8 -3455.0
Rps11 -3441.0
Rpl37a -3426.0
Rpl4 -3422.0
Eif4a3 -3361.0
Rpl39 -3347.0
Rps24 -3299.0
Rps8 -3189.0
Rpl5 -3184.0
Rps23 -3168.0
Rpl18 -3150.0
Rps25 -3145.0
Rps4x -3135.0
Rps13 -3011.0
Rpl11 -2949.0
Rpl38 -2848.0
Rps21 -2572.0
Rpl23 -2441.0
Rpl30 -2322.0
Rpl28 -2306.0
Rps5 -2305.0
Rpsa -2258.0
Rplp1 -2247.0
Rpl6 -2183.0
Rps3a1 -2117.0
Rpl22 -2013.0
Upf3a -1984.0
Smg5 -1530.0
Rpl23a -1525.0
Rplp2 -1478.0
Rps17 -1380.0
Rnps1 -1266.0
Rpl18a -1259.0
Smg7 -1248.0
Rpl26 -1003.0
Ppp2r1a -533.0
Smg8 -523.0
Eif4g1 -452.0
Rpl15 -441.0
Uba52 -372.0
Rpl24 -180.0
Rpl37 -151.0
Ncbp1 -23.0
Magoh 98.0
Rpl29 171.0
Rps29 221.0
Rpl27-ps3 399.5
Rpl35 510.0
Rpl13 621.0
Rps12-ps3 679.0
Rpl10a 1174.0
Upf2 1341.0
Casc3 2042.0
Smg9 2110.0
Etf1 2185.0
Rpl36al 2581.0
Rpl3l 2902.0
Upf3b 3443.0
Smg1 3444.0
Ncbp2 3469.0
Ppp2ca 4394.0



REACTOME_SIGNALING_BY_ROBO_RECEPTOR

REACTOME_SIGNALING_BY_ROBO_RECEPTOR
266
set REACTOME_SIGNALING_BY_ROBO_RECEPTOR
setSize 20
pANOVA 0.00646
s.dist -0.352
p.adjustANOVA 0.0804



Top enriched genes

Top 20 genes
GeneID Gene Rank
Vasp -4962
Nck2 -4956
Abl1 -4948
Cap1 -4588
Pfn2 -4427
Srgap2 -4096
Pfn1 -3666
Evl -3238
Rac1 -3156
Pak2 -2776
Cdc42 -1959
Gpc1 -1681
Sos2 -1407
Enah -1347
Cap2 345
Pak1 678
Sos1 1814
Nck1 1829
Abl2 2739
Clasp1 3049

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Vasp -4962
Nck2 -4956
Abl1 -4948
Cap1 -4588
Pfn2 -4427
Srgap2 -4096
Pfn1 -3666
Evl -3238
Rac1 -3156
Pak2 -2776
Cdc42 -1959
Gpc1 -1681
Sos2 -1407
Enah -1347
Cap2 345
Pak1 678
Sos1 1814
Nck1 1829
Abl2 2739
Clasp1 3049



REACTOME_FORMATION_OF_THE_TERNARY_COMPLEX_AND_SUBSEQUENTLY_THE_43S_COMPLEX

REACTOME_FORMATION_OF_THE_TERNARY_COMPLEX_AND_SUBSEQUENTLY_THE_43S_COMPLEX
9
set REACTOME_FORMATION_OF_THE_TERNARY_COMPLEX_AND_SUBSEQUENTLY_THE_43S_COMPLEX
setSize 42
pANOVA 0.000132
s.dist -0.341
p.adjustANOVA 0.0026



Top enriched genes

Top 20 genes
GeneID Gene Rank
Rps20 -4731
Rps16 -4388
Rps26 -4381
Rps3 -4305
Rps9 -4270
Rps15a -4262
Rps14 -4156
Rps18 -4084
Rps19 -3877
Rps27a -3813
Rps27 -3774
Rps7 -3712
Rps6 -3544
Rps11 -3441
Rps24 -3299
Rps8 -3189
Eif3f -3173
Rps23 -3168
Rps25 -3145
Rps4x -3135

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Rps20 -4731
Rps16 -4388
Rps26 -4381
Rps3 -4305
Rps9 -4270
Rps15a -4262
Rps14 -4156
Rps18 -4084
Rps19 -3877
Rps27a -3813
Rps27 -3774
Rps7 -3712
Rps6 -3544
Rps11 -3441
Rps24 -3299
Rps8 -3189
Eif3f -3173
Rps23 -3168
Rps25 -3145
Rps4x -3135
Rps13 -3011
Rps21 -2572
Rps5 -2305
Rpsa -2258
Rps3a1 -2117
Eif3e -1937
Eif2s1 -1630
Eif1ax -1559
Eif3h -1512
Rps17 -1380
Eif3d -711
Eif3b -577
Eif3j2 -448
Rps29 221
Rps12-ps3 679
Eif3k 1422
Eif2s3x 2714
Eif3i 2780
Eif2s2 3333
Eif3g 3362
Eif3c 4072
Eif3a 4439



REACTOME_DESTABILIZATION_OF_MRNA_BY_KSRP

REACTOME_DESTABILIZATION_OF_MRNA_BY_KSRP
364
set REACTOME_DESTABILIZATION_OF_MRNA_BY_KSRP
setSize 14
pANOVA 0.028
s.dist -0.339
p.adjustANOVA 0.196



Top enriched genes

Top 20 genes
GeneID Gene Rank
Exosc7 -4635
Dcp2 -4299
Exosc5 -4057
Akt1 -3392
Exosc1 -3064
Parn -2545
Khsrp -2323
Exosc2 -2138
Mapk14 -1473
Exosc4 -666
Exosc8 -260
Dis3 851
Exosc9 1312
Exosc3 1805

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Exosc7 -4635
Dcp2 -4299
Exosc5 -4057
Akt1 -3392
Exosc1 -3064
Parn -2545
Khsrp -2323
Exosc2 -2138
Mapk14 -1473
Exosc4 -666
Exosc8 -260
Dis3 851
Exosc9 1312
Exosc3 1805



REACTOME_SIGNALING_BY_NOTCH4

REACTOME_SIGNALING_BY_NOTCH4
67
set REACTOME_SIGNALING_BY_NOTCH4
setSize 12
pANOVA 0.0448
s.dist -0.335
p.adjustANOVA 0.264



Top enriched genes

Top 20 genes
GeneID Gene Rank
Jag2 -4372
Dll1 -4188
Dll4 -3408
Adam10 -2887
Notch4 -2317
Jag1 -2302
Psen2 -2237
Psenen -1761
Ncstn -1228
Psen1 843
Aph1a 1189
Aph1b 1607

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Jag2 -4372
Dll1 -4188
Dll4 -3408
Adam10 -2887
Notch4 -2317
Jag1 -2302
Psen2 -2237
Psenen -1761
Ncstn -1228
Psen1 843
Aph1a 1189
Aph1b 1607



REACTOME_CYTOSOLIC_TRNA_AMINOACYLATION

REACTOME_CYTOSOLIC_TRNA_AMINOACYLATION
181
set REACTOME_CYTOSOLIC_TRNA_AMINOACYLATION
setSize 22
pANOVA 0.00693
s.dist 0.333
p.adjustANOVA 0.0819



Top enriched genes

Top 20 genes
GeneID Gene Rank
Eprs 4307
Lars 3944
Sars 3709
Aars 3669
Cars 3666
Yars 3661
Dars 3476
Iars 3473
Farsb 3377
Kars 3171
Aimp2 2814
Rars 2644
Nars 2554
Aimp1 1922
Ppa1 260
Wars -638
Hars -682
Tars -928
Gars -1989
Qars -2868

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Eprs 4307
Lars 3944
Sars 3709
Aars 3669
Cars 3666
Yars 3661
Dars 3476
Iars 3473
Farsb 3377
Kars 3171
Aimp2 2814
Rars 2644
Nars 2554
Aimp1 1922
Ppa1 260
Wars -638
Hars -682
Tars -928
Gars -1989
Qars -2868
Farsa -3492
Vars -3571



REACTOME_SHC1_EVENTS_IN_ERBB4_SIGNALING

REACTOME_SHC1_EVENTS_IN_ERBB4_SIGNALING
58
set REACTOME_SHC1_EVENTS_IN_ERBB4_SIGNALING
setSize 13
pANOVA 0.0417
s.dist -0.326
p.adjustANOVA 0.253



Top enriched genes

Top 20 genes
GeneID Gene Rank
Ywhab -4382
Grb2 -4182
Hbegf -3179
Raf1 -3169
Mapk1 -2690
Map2k1 -2327
Nras -2190
Shc1 -2069
Map2k2 -1603
Mapk3 -1435
Hras 198
Sos1 1814
Kras 2923

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Ywhab -4382
Grb2 -4182
Hbegf -3179
Raf1 -3169
Mapk1 -2690
Map2k1 -2327
Nras -2190
Shc1 -2069
Map2k2 -1603
Mapk3 -1435
Hras 198
Sos1 1814
Kras 2923



REACTOME_TELOMERE_MAINTENANCE

REACTOME_TELOMERE_MAINTENANCE
455
set REACTOME_TELOMERE_MAINTENANCE
setSize 20
pANOVA 0.0142
s.dist -0.317
p.adjustANOVA 0.131



Top enriched genes

Top 20 genes
GeneID Gene Rank
Pcna -4878
Terf2 -4056
Ruvbl1 -4026
Terf2ip -3449
Pold4 -3445
Pold3 -2822
Pold2 -2568
Ruvbl2 -2272
Nhp2 -1960
Acd -1792
Rfc2 -1455
Pola2 -1424
Tinf2 -1155
Pot1a -1044
Dkc1 -645
Rfc4 -598
Rpa1 -524
Rpa2 241
Pold1 1272
Wrap53 3234

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Pcna -4878
Terf2 -4056
Ruvbl1 -4026
Terf2ip -3449
Pold4 -3445
Pold3 -2822
Pold2 -2568
Ruvbl2 -2272
Nhp2 -1960
Acd -1792
Rfc2 -1455
Pola2 -1424
Tinf2 -1155
Pot1a -1044
Dkc1 -645
Rfc4 -598
Rpa1 -524
Rpa2 241
Pold1 1272
Wrap53 3234



REACTOME_GRB2_EVENTS_IN_ERBB2_SIGNALING

REACTOME_GRB2_EVENTS_IN_ERBB2_SIGNALING
54
set REACTOME_GRB2_EVENTS_IN_ERBB2_SIGNALING
setSize 14
pANOVA 0.0404
s.dist -0.317
p.adjustANOVA 0.251



Top enriched genes

Top 20 genes
GeneID Gene Rank
Ywhab -4382
Grb2 -4182
Hbegf -3179
Raf1 -3169
Egf -2942
Mapk1 -2690
Map2k1 -2327
Nras -2190
Map2k2 -1603
Mapk3 -1435
Egfr -174
Hras 198
Sos1 1814
Kras 2923

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Ywhab -4382
Grb2 -4182
Hbegf -3179
Raf1 -3169
Egf -2942
Mapk1 -2690
Map2k1 -2327
Nras -2190
Map2k2 -1603
Mapk3 -1435
Egfr -174
Hras 198
Sos1 1814
Kras 2923



REACTOME_TRAFFICKING_OF_AMPA_RECEPTORS

REACTOME_TRAFFICKING_OF_AMPA_RECEPTORS
232
set REACTOME_TRAFFICKING_OF_AMPA_RECEPTORS
setSize 16
pANOVA 0.0314
s.dist -0.311
p.adjustANOVA 0.206



Top enriched genes

Top 20 genes
GeneID Gene Rank
Myo6 -4658
Mdm2 -4225
Camk2d -3839
Grip2 -3740
Ap2a1 -3327
Camk2a -3194
Ap2s1 -2770
Dlg1 -2557
Ap2a2 -2043
Epb41l1 -1903
Prkca -833
Camk2b -309
Nsf 364
Pick1 1137
Ap2m1 2348
Ap2b1 3313

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Myo6 -4658
Mdm2 -4225
Camk2d -3839
Grip2 -3740
Ap2a1 -3327
Camk2a -3194
Ap2s1 -2770
Dlg1 -2557
Ap2a2 -2043
Epb41l1 -1903
Prkca -833
Camk2b -309
Nsf 364
Pick1 1137
Ap2m1 2348
Ap2b1 3313



REACTOME_SEMAPHORIN_INTERACTIONS

REACTOME_SEMAPHORIN_INTERACTIONS
256
set REACTOME_SEMAPHORIN_INTERACTIONS
setSize 44
pANOVA 0.000379
s.dist -0.31
p.adjustANOVA 0.0064



Top enriched genes

Top 20 genes
GeneID Gene Rank
Arhgef11 -4928
Plxnd1 -4835
Ptprc -4832
Rac2 -4775
Myl12b -4774
Myh9 -4692
Cfl1 -4652
Sema6d -4647
Plxna1 -4568
Rhog -4459
Arhgap35 -4212
Limk2 -4203
Fyn -3900
Sema4d -3775
Hsp90aa1 -3295
Rac1 -3156
Plxna2 -3109
Rock1 -3084
Rras -3069
Hsp90ab1 -3066

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Arhgef11 -4928
Plxnd1 -4835
Ptprc -4832
Rac2 -4775
Myl12b -4774
Myh9 -4692
Cfl1 -4652
Sema6d -4647
Plxna1 -4568
Rhog -4459
Arhgap35 -4212
Limk2 -4203
Fyn -3900
Sema4d -3775
Hsp90aa1 -3295
Rac1 -3156
Plxna2 -3109
Rock1 -3084
Rras -3069
Hsp90ab1 -3066
Pip5k1c -2992
Dpysl3 -2827
Sema7a -2819
Met -2806
Pak2 -2776
Rhob -2275
Cdc42 -1959
Dpysl2 -871
Myl6 -652
Rhoc -570
Myh11 -454
Sema6a -226
Itga1 401
Pak1 678
Myh14 1285
Rock2 1956
Cdk5 2343
Farp2 2579
Myl9 2592
Tln1 2719
Itgb1 4122
Nrp1 4207
Myh10 4213
Arhgef12 4407



REACTOME_STRIATED_MUSCLE_CONTRACTION

REACTOME_STRIATED_MUSCLE_CONTRACTION
212
set REACTOME_STRIATED_MUSCLE_CONTRACTION
setSize 22
pANOVA 0.0122
s.dist 0.309
p.adjustANOVA 0.12



Top enriched genes

Top 20 genes
GeneID Gene Rank
Mybpc1 4530
Neb 4351
Tpm2 4209
Actn2 4143
Myl2 3312
Myl4 3274
Tcap 3224
Myl3 2746
Dmd 2022
Des 1657
Tnnt1 1025
Tnni2 893
Tnnc2 865
Vim 737
Tnni1 23
Tnnc1 -62
Myl1 -262
Tpm3 -360
Tmod1 -1049
Tpm4 -1313

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Mybpc1 4530
Neb 4351
Tpm2 4209
Actn2 4143
Myl2 3312
Myl4 3274
Tcap 3224
Myl3 2746
Dmd 2022
Des 1657
Tnnt1 1025
Tnni2 893
Tnnc2 865
Vim 737
Tnni1 23
Tnnc1 -62
Myl1 -262
Tpm3 -360
Tmod1 -1049
Tpm4 -1313
Tpm1 -1988
Mybpc2 -2049



REACTOME_LAGGING_STRAND_SYNTHESIS

REACTOME_LAGGING_STRAND_SYNTHESIS
386
set REACTOME_LAGGING_STRAND_SYNTHESIS
setSize 10
pANOVA 0.0932
s.dist -0.307
p.adjustANOVA 0.427



Top enriched genes

Top 20 genes
GeneID Gene Rank
Pcna -4878
Pold4 -3445
Pold3 -2822
Pold2 -2568
Rfc2 -1455
Pola2 -1424
Rfc4 -598
Rpa1 -524
Rpa2 241
Pold1 1272

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Pcna -4878
Pold4 -3445
Pold3 -2822
Pold2 -2568
Rfc2 -1455
Pola2 -1424
Rfc4 -598
Rpa1 -524
Rpa2 241
Pold1 1272



REACTOME_3_UTR_MEDIATED_TRANSLATIONAL_REGULATION

REACTOME_3_UTR_MEDIATED_TRANSLATIONAL_REGULATION
220
set REACTOME_3_UTR_MEDIATED_TRANSLATIONAL_REGULATION
setSize 86
pANOVA 1.1e-06
s.dist -0.305
p.adjustANOVA 3.72e-05



Top enriched genes

Top 20 genes
GeneID Gene Rank
Rpl3 -4732
Rps20 -4731
Rplp0 -4478
Rps16 -4388
Rps26 -4381
Rps3 -4305
Rps9 -4270
Rps15a -4262
Rpl14 -4261
Rps14 -4156
Rpl27a -4149
Rps18 -4084
Rpl32 -3930
Rps19 -3877
Rpl12 -3867
Rpl41 -3843
Rps27a -3813
Rps27 -3774
Rps7 -3712
Rpl34 -3700

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Rpl3 -4732.0
Rps20 -4731.0
Rplp0 -4478.0
Rps16 -4388.0
Rps26 -4381.0
Rps3 -4305.0
Rps9 -4270.0
Rps15a -4262.0
Rpl14 -4261.0
Rps14 -4156.0
Rpl27a -4149.0
Rps18 -4084.0
Rpl32 -3930.0
Rps19 -3877.0
Rpl12 -3867.0
Rpl41 -3843.0
Rps27a -3813.0
Rps27 -3774.0
Rps7 -3712.0
Rpl34 -3700.0
Rps6 -3544.0
Rpl19 -3518.0
Rpl8 -3455.0
Rps11 -3441.0
Rpl37a -3426.0
Rpl4 -3422.0
Rpl39 -3347.0
Rps24 -3299.0
Rps8 -3189.0
Rpl5 -3184.0
Eif3f -3173.0
Rps23 -3168.0
Rpl18 -3150.0
Rps25 -3145.0
Rps4x -3135.0
Rps13 -3011.0
Rpl11 -2949.0
Rpl38 -2848.0
Rps21 -2572.0
Rpl23 -2441.0
Rpl30 -2322.0
Rpl28 -2306.0
Rps5 -2305.0
Rpsa -2258.0
Rplp1 -2247.0
Rpl6 -2183.0
Rps3a1 -2117.0
Rpl22 -2013.0
Eif3e -1937.0
Eif2s1 -1630.0
Eif1ax -1559.0
Rpl23a -1525.0
Eif3h -1512.0
Rplp2 -1478.0
Rps17 -1380.0
Rpl18a -1259.0
Rpl26 -1003.0
Eif3d -711.0
Eif3b -577.0
Eif4g1 -452.0
Eif3j2 -448.0
Rpl15 -441.0
Uba52 -372.0
Rpl24 -180.0
Rpl37 -151.0
Rpl29 171.0
Rps29 221.0
Rpl27-ps3 399.5
Rpl35 510.0
Rpl13 621.0
Rps12-ps3 679.0
Eif4h 1016.0
Eif4a1 1121.0
Rpl10a 1174.0
Eif3k 1422.0
Eif4b 2476.0
Rpl36al 2581.0
Eif2s3x 2714.0
Eif3i 2780.0
Eif4a2 2899.0
Rpl3l 2902.0
Eif2s2 3333.0
Eif3g 3362.0
Eif3c 4072.0
Eif4e 4162.0
Eif3a 4439.0



REACTOME_SMAD2_SMAD3_SMAD4_HETEROTRIMER_REGULATES_TRANSCRIPTION

REACTOME_SMAD2_SMAD3_SMAD4_HETEROTRIMER_REGULATES_TRANSCRIPTION
95
set REACTOME_SMAD2_SMAD3_SMAD4_HETEROTRIMER_REGULATES_TRANSCRIPTION
setSize 20
pANOVA 0.019
s.dist -0.303
p.adjustANOVA 0.164



Top enriched genes

Top 20 genes
GeneID Gene Rank
Men1 -4794
Tgif1 -4607
Hdac1 -4503
Cdk8 -4316
Wwtr1 -4014
Rps27a -3813
Junb -3517
Bmyc -3465
Cdk9 -2608
Smad7 -2197
E2f4 -1650
Tfdp1 -1161
Smad4 -1156
Uba52 -372
Ccnc 943
Ccnt1 1225
Smad2 1311
Smad3 1507
Ccnt2 2421
Sp1 2747

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Men1 -4794
Tgif1 -4607
Hdac1 -4503
Cdk8 -4316
Wwtr1 -4014
Rps27a -3813
Junb -3517
Bmyc -3465
Cdk9 -2608
Smad7 -2197
E2f4 -1650
Tfdp1 -1161
Smad4 -1156
Uba52 -372
Ccnc 943
Ccnt1 1225
Smad2 1311
Smad3 1507
Ccnt2 2421
Sp1 2747



REACTOME_DESTABILIZATION_OF_MRNA_BY_BRF1

REACTOME_DESTABILIZATION_OF_MRNA_BY_BRF1
355
set REACTOME_DESTABILIZATION_OF_MRNA_BY_BRF1
setSize 16
pANOVA 0.0372
s.dist -0.301
p.adjustANOVA 0.235



Top enriched genes

Top 20 genes
GeneID Gene Rank
Exosc7 -4635
Ywhab -4382
Zfp36l1 -4366
Dcp2 -4299
Exosc5 -4057
Dcp1a -3652
Akt1 -3392
Exosc1 -3064
Exosc2 -2138
Exosc4 -666
Exosc8 -260
Dis3 851
Xrn1 948
Exosc9 1312
Exosc3 1805
Mapkapk2 4535

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Exosc7 -4635
Ywhab -4382
Zfp36l1 -4366
Dcp2 -4299
Exosc5 -4057
Dcp1a -3652
Akt1 -3392
Exosc1 -3064
Exosc2 -2138
Exosc4 -666
Exosc8 -260
Dis3 851
Xrn1 948
Exosc9 1312
Exosc3 1805
Mapkapk2 4535



REACTOME_SHC1_EVENTS_IN_EGFR_SIGNALING

REACTOME_SHC1_EVENTS_IN_EGFR_SIGNALING
142
set REACTOME_SHC1_EVENTS_IN_EGFR_SIGNALING
setSize 14
pANOVA 0.0519
s.dist -0.3
p.adjustANOVA 0.292



Top enriched genes

Top 20 genes
GeneID Gene Rank
Ywhab -4382
Grb2 -4182
Raf1 -3169
Egf -2942
Mapk1 -2690
Map2k1 -2327
Nras -2190
Shc1 -2069
Map2k2 -1603
Mapk3 -1435
Egfr -174
Hras 198
Sos1 1814
Kras 2923

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Ywhab -4382
Grb2 -4182
Raf1 -3169
Egf -2942
Mapk1 -2690
Map2k1 -2327
Nras -2190
Shc1 -2069
Map2k2 -1603
Mapk3 -1435
Egfr -174
Hras 198
Sos1 1814
Kras 2923



REACTOME_PLATELET_AGGREGATION_PLUG_FORMATION

REACTOME_PLATELET_AGGREGATION_PLUG_FORMATION
384
set REACTOME_PLATELET_AGGREGATION_PLUG_FORMATION
setSize 19
pANOVA 0.0237
s.dist -0.3
p.adjustANOVA 0.181



Top enriched genes

Top 20 genes
GeneID Gene Rank
Csk -4881
Syk -4858
Vwf -4707
Grb2 -4182
Rasgrp2 -3818
Rapgef3 -3640
Rap1a -3523
Akt1 -3392
Rap1b -3268
Ptpn1 -2296
Shc1 -2069
Bcar1 -1371
Ptk2 -1239
Crk 975
Fn1 1084
Sos1 1814
Pdpk1 2503
Tln1 2719
Thpo 4027

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Csk -4881
Syk -4858
Vwf -4707
Grb2 -4182
Rasgrp2 -3818
Rapgef3 -3640
Rap1a -3523
Akt1 -3392
Rap1b -3268
Ptpn1 -2296
Shc1 -2069
Bcar1 -1371
Ptk2 -1239
Crk 975
Fn1 1084
Sos1 1814
Pdpk1 2503
Tln1 2719
Thpo 4027



REACTOME_INFLUENZA_LIFE_CYCLE

REACTOME_INFLUENZA_LIFE_CYCLE
401
set REACTOME_INFLUENZA_LIFE_CYCLE
setSize 115
pANOVA 6.07e-08
s.dist -0.293
p.adjustANOVA 2.61e-06



Top enriched genes

Top 20 genes
GeneID Gene Rank
Nup93 -4831
Rpl3 -4732
Rps20 -4731
Rplp0 -4478
Kpnb1 -4433
Rps16 -4388
Rps26 -4381
Nup85 -4341
Dnajc3 -4309
Rps3 -4305
Rps9 -4270
Rps15a -4262
Rpl14 -4261
Calr -4238
Hspa1b -4229
Rps14 -4156
Rpl27a -4149
Rps18 -4084
Rpl32 -3930
Rps19 -3877

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Nup93 -4831.0
Rpl3 -4732.0
Rps20 -4731.0
Rplp0 -4478.0
Kpnb1 -4433.0
Rps16 -4388.0
Rps26 -4381.0
Nup85 -4341.0
Dnajc3 -4309.0
Rps3 -4305.0
Rps9 -4270.0
Rps15a -4262.0
Rpl14 -4261.0
Calr -4238.0
Hspa1b -4229.0
Rps14 -4156.0
Rpl27a -4149.0
Rps18 -4084.0
Rpl32 -3930.0
Rps19 -3877.0
Rpl12 -3867.0
Rpl41 -3843.0
Rps27a -3813.0
Rps27 -3774.0
Rps7 -3712.0
Rpl34 -3700.0
Rps6 -3544.0
Rpl19 -3518.0
Rpl8 -3455.0
Rps11 -3441.0
Rpl37a -3426.0
Rpl4 -3422.0
Rpl39 -3347.0
Ran -3341.0
Rps24 -3299.0
Hsp90aa1 -3295.0
Rps8 -3189.0
Polr2a -3186.0
Rpl5 -3184.0
Rps23 -3168.0
Rpl18 -3150.0
Rps25 -3145.0
Rps4x -3135.0
Nup43 -3094.0
Rps13 -3011.0
Rpl11 -2949.0
Rpl38 -2848.0
Nup188 -2574.0
Rps21 -2572.0
Rpl23 -2441.0
Rpl30 -2322.0
Rpl28 -2306.0
Rps5 -2305.0
Nup214 -2265.0
Rpsa -2258.0
Rplp1 -2247.0
Rpl6 -2183.0
Rps3a1 -2117.0
Polr2h -2056.0
Rpl22 -2013.0
Clta -1929.0
Polr2j -1908.0
Polr2e -1896.0
Polr2g -1865.0
Aaas -1613.0
Polr2c -1533.0
Rpl23a -1525.0
Pom121 -1511.0
Rplp2 -1478.0
Nup153 -1471.0
Rps17 -1380.0
Rpl18a -1259.0
Rpl26 -1003.0
Xpo1 -888.0
Nup35 -821.0
Polr2d -504.0
Polr2l -455.0
Rpl15 -441.0
Uba52 -372.0
Polr2k -285.0
Rpl24 -180.0
Rpl37 -151.0
Polr2b -31.0
Nup107 24.0
Rpl29 171.0
Rps29 221.0
Nup155 369.0
Rpl27-ps3 399.5
Polr2i 417.0
Ranbp2 452.0
Rpl35 510.0
Rpl13 621.0
Nup205 668.0
Rps12-ps3 679.0
Nup54 1007.0
Polr2f 1089.0
Nup133 1108.0
Rpl10a 1174.0
Rae1 1589.0
Nupl2 1617.0
Seh1l 1813.0
Gtf2f2 1844.0
Gtf2f1 2038.0
Nup210 2093.0
Nup88 2094.0
Kpna1 2267.0
Canx 2295.0
Nup62 2535.0
Rpl36al 2581.0
Cltc 2849.0
Rpl3l 2902.0
Nup37 3867.0
Tpr 4206.0
Ipo5 4340.0
Grsf1 4544.0



REACTOME_SEMA4D_INDUCED_CELL_MIGRATION_AND_GROWTH_CONE_COLLAPSE

REACTOME_SEMA4D_INDUCED_CELL_MIGRATION_AND_GROWTH_CONE_COLLAPSE
257
set REACTOME_SEMA4D_INDUCED_CELL_MIGRATION_AND_GROWTH_CONE_COLLAPSE
setSize 19
pANOVA 0.0282
s.dist -0.291
p.adjustANOVA 0.196



Top enriched genes

Top 20 genes
GeneID Gene Rank
Arhgef11 -4928
Rac2 -4775
Myl12b -4774
Myh9 -4692
Rhog -4459
Limk2 -4203
Sema4d -3775
Rac1 -3156
Rock1 -3084
Rhob -2275
Cdc42 -1959
Myl6 -652
Rhoc -570
Myh11 -454
Myh14 1285
Rock2 1956
Myl9 2592
Myh10 4213
Arhgef12 4407

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Arhgef11 -4928
Rac2 -4775
Myl12b -4774
Myh9 -4692
Rhog -4459
Limk2 -4203
Sema4d -3775
Rac1 -3156
Rock1 -3084
Rhob -2275
Cdc42 -1959
Myl6 -652
Rhoc -570
Myh11 -454
Myh14 1285
Rock2 1956
Myl9 2592
Myh10 4213
Arhgef12 4407



REACTOME_REGULATION_OF_KIT_SIGNALING

REACTOME_REGULATION_OF_KIT_SIGNALING
34
set REACTOME_REGULATION_OF_KIT_SIGNALING
setSize 11
pANOVA 0.0975
s.dist -0.289
p.adjustANOVA 0.431



Top enriched genes

Top 20 genes
GeneID Gene Rank
Ptpn6 -4888
Lyn -4785
Cbl -4529
Grb2 -4182
Fyn -3900
Sh2b3 -2910
Prkca -833
Kitl 1652
Sos1 1814
Yes1 2111
Socs6 3591

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Ptpn6 -4888
Lyn -4785
Cbl -4529
Grb2 -4182
Fyn -3900
Sh2b3 -2910
Prkca -833
Kitl 1652
Sos1 1814
Yes1 2111
Socs6 3591



Here is the session info with all the versions of packages used.

sessionInfo()
## R version 4.2.1 (2022-06-23)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 22.04.1 LTS
## 
## Matrix products: default
## BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3
## LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.20.so
## 
## locale:
##  [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
##  [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
##  [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
##  [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
##  [9] LC_ADDRESS=C               LC_TELEPHONE=C            
## [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       
## 
## attached base packages:
## [1] stats4    stats     graphics  grDevices utils     datasets  methods  
## [8] base     
## 
## other attached packages:
##  [1] plyr_1.8.7                  pkgload_1.3.0              
##  [3] GGally_2.1.2                gtools_3.9.2.2             
##  [5] echarts4r_0.4.4             beeswarm_0.4.0             
##  [7] vioplot_0.3.7               sm_2.2-5.7                 
##  [9] kableExtra_1.3.4            topconfects_1.12.0         
## [11] limma_3.52.1                eulerr_6.1.1               
## [13] mitch_1.8.0                 MASS_7.3-58                
## [15] fgsea_1.22.0                gplots_3.1.3               
## [17] DESeq2_1.36.0               SummarizedExperiment_1.26.1
## [19] Biobase_2.56.0              MatrixGenerics_1.8.0       
## [21] matrixStats_0.62.0          GenomicRanges_1.48.0       
## [23] GenomeInfoDb_1.32.2         IRanges_2.30.0             
## [25] S4Vectors_0.34.0            BiocGenerics_0.42.0        
## [27] reshape2_1.4.4              forcats_0.5.1              
## [29] stringr_1.4.0               dplyr_1.0.9                
## [31] purrr_0.3.4                 readr_2.1.2                
## [33] tidyr_1.2.0                 tibble_3.1.7               
## [35] ggplot2_3.3.6               tidyverse_1.3.1            
## [37] zoo_1.8-10                 
## 
## loaded via a namespace (and not attached):
##   [1] readxl_1.4.0           backports_1.4.1        fastmatch_1.1-3       
##   [4] systemfonts_1.0.4      splines_4.2.1          BiocParallel_1.30.3   
##   [7] digest_0.6.29          htmltools_0.5.2        fansi_1.0.3           
##  [10] magrittr_2.0.3         memoise_2.0.1          tzdb_0.3.0            
##  [13] Biostrings_2.64.0      annotate_1.74.0        modelr_0.1.8          
##  [16] svglite_2.1.0          prettyunits_1.1.1      colorspace_2.0-3      
##  [19] blob_1.2.3             rvest_1.0.2            haven_2.5.0           
##  [22] xfun_0.31              crayon_1.5.1           RCurl_1.98-1.7        
##  [25] jsonlite_1.8.0         genefilter_1.78.0      survival_3.4-0        
##  [28] glue_1.6.2             gtable_0.3.0           zlibbioc_1.42.0       
##  [31] XVector_0.36.0         webshot_0.5.3          DelayedArray_0.22.0   
##  [34] scales_1.2.0           DBI_1.1.3              Rcpp_1.0.8.3          
##  [37] viridisLite_0.4.0      xtable_1.8-4           progress_1.2.2        
##  [40] bit_4.0.4              htmlwidgets_1.5.4      httr_1.4.3            
##  [43] RColorBrewer_1.1-3     ellipsis_0.3.2         pkgconfig_2.0.3       
##  [46] reshape_0.8.9          XML_3.99-0.10          farver_2.1.0          
##  [49] sass_0.4.1             dbplyr_2.2.1           locfit_1.5-9.5        
##  [52] utf8_1.2.2             tidyselect_1.1.2       labeling_0.4.2        
##  [55] rlang_1.0.3            later_1.3.0            AnnotationDbi_1.58.0  
##  [58] munsell_0.5.0          cellranger_1.1.0       tools_4.2.1           
##  [61] cachem_1.0.6           cli_3.3.0              generics_0.1.2        
##  [64] RSQLite_2.2.14         broom_0.8.0            evaluate_0.15         
##  [67] fastmap_1.1.0          yaml_2.3.5             knitr_1.39            
##  [70] bit64_4.0.5            fs_1.5.2               caTools_1.18.2        
##  [73] KEGGREST_1.36.2        mime_0.12              xml2_1.3.3            
##  [76] compiler_4.2.1         rstudioapi_0.13        png_0.1-7             
##  [79] reprex_2.0.1           geneplotter_1.74.0     bslib_0.3.1           
##  [82] stringi_1.7.6          highr_0.9              lattice_0.20-45       
##  [85] Matrix_1.4-1           vctrs_0.4.1            pillar_1.7.0          
##  [88] lifecycle_1.0.1        jquerylib_0.1.4        data.table_1.14.2     
##  [91] bitops_1.0-7           httpuv_1.6.5           R6_2.5.1              
##  [94] promises_1.2.0.1       KernSmooth_2.23-20     gridExtra_2.3         
##  [97] codetools_0.2-18       assertthat_0.2.1       withr_2.5.0           
## [100] GenomeInfoDbData_1.2.8 parallel_4.2.1         hms_1.1.1             
## [103] grid_4.2.1             rmarkdown_2.14         shiny_1.7.1           
## [106] lubridate_1.8.0

END of report