date generated: 2020-11-05

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.

##                       x
## 1MMP        -0.17457270
## 2-Cys       -0.12789230
## 2A6         -2.99213240
## 2MMP         0.33423930
## 3AT1        -0.08714128
## 3BETAHSD/D1  0.19545883

Here are some metrics about the input data profile:

Profile metrics
Profile metrics
num_genesets 959
num_genes_in_profile 20575
duplicated_genes_present 0
num_profile_genes_in_sets 19992
num_profile_genes_not_in_sets 583

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: ../ref/Ath_AGI_LOCUS_TAIR10_Aug2012.txt.gmt

Gene sets metrics
Gene sets metrics
num_genesets 959
num_genesets_excluded 696
num_genesets_included 263

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
RNA REGULATION OF TRANSCRIPTION CCAAT BOX BINDING FACTOR FAMILY, HAP2 10 1.38e-04 -0.696 2.02e-03
REDOX THIOREDOXIN PDIL 13 7.37e-05 0.635 1.29e-03
TRANSPORT MAJOR INTRINSIC PROTEINS PIP 13 1.76e-04 0.601 2.20e-03
RNA REGULATION OF TRANSCRIPTION G2-LIKE TRANSCRIPTION FACTOR FAMILY, GARP 37 2.79e-10 -0.599 2.45e-08
CELL WALL CELLULOSE SYNTHESIS 14 1.50e-04 0.585 2.07e-03
CELL WALL CELL WALL PROTEINS HRGP 14 1.62e-04 -0.582 2.13e-03
HORMONE METABOLISM JASMONATE INDUCED-REGULATED-RESPONSIVE-ACTIVATED 13 3.26e-04 0.576 3.90e-03
RNA REGULATION OF TRANSCRIPTION NUCLEOSOME/CHROMATIN ASSEMBLY FACTOR GROUP 13 4.89e-04 -0.558 5.36e-03
NOT ASSIGNED NO ONTOLOGY PROLINE RICH FAMILY 37 1.41e-08 -0.539 9.27e-07
DEVELOPMENT LATE EMBRYOGENESIS ABUNDANT 18 9.63e-05 0.531 1.58e-03
SECONDARY METABOLISM ISOPRENOIDS NON-MEVALONATE PATHWAY GERANYLGERANYL PYROPHOSPHATE SYNTHASE 10 9.73e-03 0.472 5.22e-02
RNA REGULATION OF TRANSCRIPTION MADS BOX TRANSCRIPTION FACTOR FAMILY 27 2.42e-05 -0.469 5.80e-04
SIGNALLING RECEPTOR KINASES LEUCINE RICH REPEAT X 12 5.17e-03 0.466 3.16e-02
CELL WALL CELLULOSE SYNTHESIS CELLULOSE SYNTHASE 25 5.82e-05 0.464 1.18e-03
CELL WALL CELL WALL PROTEINS LRR 16 1.60e-03 -0.456 1.24e-02
PROTEIN SYNTHESIS ELONGATION 29 2.43e-05 0.453 5.80e-04
LIPID METABOLISM PHOSPHOLIPID SYNTHESIS 16 1.78e-03 0.451 1.34e-02
RNA REGULATION OF TRANSCRIPTION SNF7 12 7.83e-03 -0.443 4.48e-02
TRANSPORT CALCIUM 21 1.07e-03 0.413 9.66e-03
PS LIGHTREACTION PHOTOSYSTEM II LHC-II 14 1.29e-02 0.384 6.54e-02
HORMONE METABOLISM ABSCISIC ACID SYNTHESIS-DEGRADATION 10 4.05e-02 -0.374 1.44e-01
PS LIGHTREACTION CYCLIC ELECTRON FLOW-CHLORORESPIRATION 12 2.49e-02 0.374 1.06e-01
NOT ASSIGNED NO ONTOLOGY GLYCINE RICH PROTEINS 52 6.86e-06 -0.361 2.01e-04
RNA REGULATION OF TRANSCRIPTION WRKY DOMAIN TRANSCRIPTION FACTOR FAMILY 61 3.14e-06 -0.345 1.38e-04
METAL HANDLING 10 6.14e-02 -0.342 1.86e-01
HORMONE METABOLISM AUXIN SYNTHESIS-DEGRADATION 13 3.50e-02 0.338 1.36e-01
NOT ASSIGNED NO ONTOLOGY ABC1 FAMILY PROTEIN 11 5.30e-02 0.337 1.74e-01
RNA REGULATION OF TRANSCRIPTION GEBP LIKE 10 6.59e-02 0.336 1.95e-01
RNA REGULATION OF TRANSCRIPTION AUX/IAA FAMILY 23 5.90e-03 0.332 3.53e-02
RNA REGULATION OF TRANSCRIPTION ARF, AUXIN RESPONSE FACTOR FAMILY 16 2.23e-02 -0.330 9.94e-02
SIGNALLING RECEPTOR KINASES LEUCINE RICH REPEAT II 13 3.97e-02 0.329 1.44e-01
MITOCHONDRIAL ELECTRON TRANSPORT / ATP SYNTHESIS CYTOCHROME C REDUCTASE 10 7.88e-02 -0.321 2.07e-01
MITOCHONDRIAL ELECTRON TRANSPORT / ATP SYNTHESIS CYTOCHROME C 10 7.97e-02 0.320 2.07e-01
DEVELOPMENT STORAGE PROTEINS 18 1.93e-02 0.318 8.92e-02
RNA REGULATION OF TRANSCRIPTION ZF-HD 14 4.11e-02 -0.315 1.44e-01
PROTEIN DEGRADATION UBIQUITIN E2 38 1.13e-03 -0.305 9.94e-03
NOT ASSIGNED NO ONTOLOGY ARMADILLO/BETA-CATENIN REPEAT FAMILY PROTEIN 31 3.30e-03 0.305 2.28e-02
SIGNALLING RECEPTOR KINASES WHEAT LRK10 LIKE 12 6.90e-02 -0.303 1.97e-01
RNA REGULATION OF TRANSCRIPTION TRIHELIX, TRIPLE-HELIX TRANSCRIPTION FACTOR FAMILY 30 4.67e-03 -0.298 3.07e-02
PROTEIN SYNTHESIS RIBOSOME BIOGENESIS 11 8.67e-02 0.298 2.19e-01
SIGNALLING RECEPTOR KINASES WALL ASSOCIATED KINASE 22 1.57e-02 -0.298 7.61e-02
TRANSPORT NUCLEOTIDES 18 3.00e-02 -0.296 1.21e-01
LIPID METABOLISM LIPID DEGRADATION LIPASES TRIACYLGLYCEROL LIPASE 26 9.10e-03 0.295 5.01e-02
NOT ASSIGNED NO ONTOLOGY PENTATRICOPEPTIDE (PPR) REPEAT-CONTAINING PROTEIN 424 5.22e-25 0.292 6.87e-23
RNA REGULATION OF TRANSCRIPTION C2H2 ZINC FINGER FAMILY 100 6.49e-07 -0.288 3.41e-05
RNA REGULATION OF TRANSCRIPTION TCP TRANSCRIPTION FACTOR FAMILY 16 4.71e-02 -0.287 1.61e-01
NOT ASSIGNED NO ONTOLOGY AGENET DOMAIN-CONTAINING PROTEIN 16 4.78e-02 -0.286 1.61e-01
MISC GLUCO-, GALACTO- AND MANNOSIDASES BETA-GALACTOSIDASE 13 7.72e-02 -0.283 2.07e-01
REDOX ASCORBATE AND GLUTATHIONE ASCORBATE 16 5.57e-02 0.276 1.77e-01
RNA REGULATION OF TRANSCRIPTION C2C2(ZN) DOF ZINC FINGER FAMILY 31 9.14e-03 -0.271 5.01e-02


Results (complete table)


Click HERE to show results for all gene sets

Complete results
set setSize pANOVA s.dist p.adjustANOVA
RNA REGULATION OF TRANSCRIPTION CCAAT BOX BINDING FACTOR FAMILY, HAP2 10 1.38e-04 -0.696000 2.02e-03
REDOX THIOREDOXIN PDIL 13 7.37e-05 0.635000 1.29e-03
TRANSPORT MAJOR INTRINSIC PROTEINS PIP 13 1.76e-04 0.601000 2.20e-03
RNA REGULATION OF TRANSCRIPTION G2-LIKE TRANSCRIPTION FACTOR FAMILY, GARP 37 2.79e-10 -0.599000 2.45e-08
CELL WALL CELLULOSE SYNTHESIS 14 1.50e-04 0.585000 2.07e-03
CELL WALL CELL WALL PROTEINS HRGP 14 1.62e-04 -0.582000 2.13e-03
HORMONE METABOLISM JASMONATE INDUCED-REGULATED-RESPONSIVE-ACTIVATED 13 3.26e-04 0.576000 3.90e-03
RNA REGULATION OF TRANSCRIPTION NUCLEOSOME/CHROMATIN ASSEMBLY FACTOR GROUP 13 4.89e-04 -0.558000 5.36e-03
NOT ASSIGNED NO ONTOLOGY PROLINE RICH FAMILY 37 1.41e-08 -0.539000 9.27e-07
DEVELOPMENT LATE EMBRYOGENESIS ABUNDANT 18 9.63e-05 0.531000 1.58e-03
SECONDARY METABOLISM ISOPRENOIDS NON-MEVALONATE PATHWAY GERANYLGERANYL PYROPHOSPHATE SYNTHASE 10 9.73e-03 0.472000 5.22e-02
RNA REGULATION OF TRANSCRIPTION MADS BOX TRANSCRIPTION FACTOR FAMILY 27 2.42e-05 -0.469000 5.80e-04
SIGNALLING RECEPTOR KINASES LEUCINE RICH REPEAT X 12 5.17e-03 0.466000 3.16e-02
CELL WALL CELLULOSE SYNTHESIS CELLULOSE SYNTHASE 25 5.82e-05 0.464000 1.18e-03
CELL WALL CELL WALL PROTEINS LRR 16 1.60e-03 -0.456000 1.24e-02
PROTEIN SYNTHESIS ELONGATION 29 2.43e-05 0.453000 5.80e-04
LIPID METABOLISM PHOSPHOLIPID SYNTHESIS 16 1.78e-03 0.451000 1.34e-02
RNA REGULATION OF TRANSCRIPTION SNF7 12 7.83e-03 -0.443000 4.48e-02
TRANSPORT CALCIUM 21 1.07e-03 0.413000 9.66e-03
PS LIGHTREACTION PHOTOSYSTEM II LHC-II 14 1.29e-02 0.384000 6.54e-02
HORMONE METABOLISM ABSCISIC ACID SYNTHESIS-DEGRADATION 10 4.05e-02 -0.374000 1.44e-01
PS LIGHTREACTION CYCLIC ELECTRON FLOW-CHLORORESPIRATION 12 2.49e-02 0.374000 1.06e-01
NOT ASSIGNED NO ONTOLOGY GLYCINE RICH PROTEINS 52 6.86e-06 -0.361000 2.01e-04
RNA REGULATION OF TRANSCRIPTION WRKY DOMAIN TRANSCRIPTION FACTOR FAMILY 61 3.14e-06 -0.345000 1.38e-04
METAL HANDLING 10 6.14e-02 -0.342000 1.86e-01
HORMONE METABOLISM AUXIN SYNTHESIS-DEGRADATION 13 3.50e-02 0.338000 1.36e-01
NOT ASSIGNED NO ONTOLOGY ABC1 FAMILY PROTEIN 11 5.30e-02 0.337000 1.74e-01
RNA REGULATION OF TRANSCRIPTION GEBP LIKE 10 6.59e-02 0.336000 1.95e-01
RNA REGULATION OF TRANSCRIPTION AUX/IAA FAMILY 23 5.90e-03 0.332000 3.53e-02
RNA REGULATION OF TRANSCRIPTION ARF, AUXIN RESPONSE FACTOR FAMILY 16 2.23e-02 -0.330000 9.94e-02
SIGNALLING RECEPTOR KINASES LEUCINE RICH REPEAT II 13 3.97e-02 0.329000 1.44e-01
MITOCHONDRIAL ELECTRON TRANSPORT / ATP SYNTHESIS CYTOCHROME C REDUCTASE 10 7.88e-02 -0.321000 2.07e-01
MITOCHONDRIAL ELECTRON TRANSPORT / ATP SYNTHESIS CYTOCHROME C 10 7.97e-02 0.320000 2.07e-01
DEVELOPMENT STORAGE PROTEINS 18 1.93e-02 0.318000 8.92e-02
RNA REGULATION OF TRANSCRIPTION ZF-HD 14 4.11e-02 -0.315000 1.44e-01
PROTEIN DEGRADATION UBIQUITIN E2 38 1.13e-03 -0.305000 9.94e-03
NOT ASSIGNED NO ONTOLOGY ARMADILLO/BETA-CATENIN REPEAT FAMILY PROTEIN 31 3.30e-03 0.305000 2.28e-02
SIGNALLING RECEPTOR KINASES WHEAT LRK10 LIKE 12 6.90e-02 -0.303000 1.97e-01
RNA REGULATION OF TRANSCRIPTION TRIHELIX, TRIPLE-HELIX TRANSCRIPTION FACTOR FAMILY 30 4.67e-03 -0.298000 3.07e-02
PROTEIN SYNTHESIS RIBOSOME BIOGENESIS 11 8.67e-02 0.298000 2.19e-01
SIGNALLING RECEPTOR KINASES WALL ASSOCIATED KINASE 22 1.57e-02 -0.298000 7.61e-02
TRANSPORT NUCLEOTIDES 18 3.00e-02 -0.296000 1.21e-01
LIPID METABOLISM LIPID DEGRADATION LIPASES TRIACYLGLYCEROL LIPASE 26 9.10e-03 0.295000 5.01e-02
NOT ASSIGNED NO ONTOLOGY PENTATRICOPEPTIDE (PPR) REPEAT-CONTAINING PROTEIN 424 5.22e-25 0.292000 6.87e-23
RNA REGULATION OF TRANSCRIPTION C2H2 ZINC FINGER FAMILY 100 6.49e-07 -0.288000 3.41e-05
RNA REGULATION OF TRANSCRIPTION TCP TRANSCRIPTION FACTOR FAMILY 16 4.71e-02 -0.287000 1.61e-01
NOT ASSIGNED NO ONTOLOGY AGENET DOMAIN-CONTAINING PROTEIN 16 4.78e-02 -0.286000 1.61e-01
MISC GLUCO-, GALACTO- AND MANNOSIDASES BETA-GALACTOSIDASE 13 7.72e-02 -0.283000 2.07e-01
REDOX ASCORBATE AND GLUTATHIONE ASCORBATE 16 5.57e-02 0.276000 1.77e-01
RNA REGULATION OF TRANSCRIPTION C2C2(ZN) DOF ZINC FINGER FAMILY 31 9.14e-03 -0.271000 5.01e-02
RNA REGULATION OF TRANSCRIPTION PHOR1 11 1.21e-01 0.270000 2.75e-01
PROTEIN ASSEMBLY AND COFACTOR LIGATION 23 2.53e-02 0.269000 1.06e-01
MISC PROTEASE INHIBITOR/SEED STORAGE/LIPID TRANSFER PROTEIN (LTP) FAMILY PROTEIN 61 3.84e-04 -0.263000 4.39e-03
SECONDARY METABOLISM SIMPLE PHENOLS 16 7.01e-02 -0.261000 1.98e-01
NOT ASSIGNED NO ONTOLOGY HYDROXYPROLINE RICH PROTEINS 52 1.22e-03 -0.259000 1.01e-02
TRANSPORT ABC TRANSPORTERS AND MULTIDRUG RESISTANCE SYSTEMS 110 4.64e-06 0.253000 1.53e-04
MISC BETA 1,3 GLUCAN HYDROLASES 19 5.78e-02 -0.251000 1.77e-01
TRANSPORT SUGARS 59 8.82e-04 0.250000 8.60e-03
MINOR CHO METABOLISM CALLOSE 13 1.19e-01 0.249000 2.74e-01
PROTEIN DEGRADATION UBIQUITIN PROTEASOM 59 1.22e-03 0.243000 1.01e-02
NOT ASSIGNED NO ONTOLOGY FORMIN HOMOLOGY 2 DOMAIN-CONTAINING PROTEIN 17 8.29e-02 -0.243000 2.14e-01
SIGNALLING RECEPTOR KINASES PROLINE EXTENSIN LIKE 15 1.04e-01 -0.243000 2.46e-01
TRANSPORT METABOLITE TRANSPORTERS AT THE ENVELOPE MEMBRANE 26 3.39e-02 0.240000 1.33e-01
SECONDARY METABOLISM FLAVONOIDS DIHYDROFLAVONOLS 16 9.80e-02 0.239000 2.36e-01
DEVELOPMENT SQUAMOSA PROMOTER BINDING LIKE (SPL) 17 9.06e-02 -0.237000 2.25e-01
TRANSPORT UNSPECIFIED CATIONS 38 1.18e-02 0.236000 6.09e-02
SECONDARY METABOLISM N MISC ALKALOID-LIKE 20 6.90e-02 0.235000 1.97e-01
RNA REGULATION OF TRANSCRIPTION SET-DOMAIN TRANSCRIPTIONAL REGULATOR FAMILY 34 1.81e-02 0.234000 8.51e-02
PROTEIN POSTRANSLATIONAL MODIFICATION KINASE 22 5.73e-02 -0.234000 1.77e-01
STRESS BIOTIC SIGNALLING 12 1.69e-01 -0.229000 3.54e-01
SECONDARY METABOLISM PHENYLPROPANOIDS 37 1.59e-02 0.229000 7.61e-02
RNA REGULATION OF TRANSCRIPTION HB,HOMEOBOX TRANSCRIPTION FACTOR FAMILY 66 1.34e-03 -0.228000 1.07e-02
PROTEIN DEGRADATION UBIQUITIN UBIQUITIN PROTEASE 20 7.84e-02 0.227000 2.07e-01
PROTEIN SYNTHESIS RIBOSOME BIOGENESIS PRE-RRNA PROCESSING AND MODIFICATIONS SNORNPS 13 1.59e-01 0.225000 3.41e-01
PROTEIN TARGETING PEROXISOMES 11 1.99e-01 -0.224000 3.88e-01
RNA REGULATION OF TRANSCRIPTION BZIP TRANSCRIPTION FACTOR FAMILY 60 2.85e-03 -0.223000 2.03e-02
PS LIGHTREACTION PHOTOSYSTEM I PSI POLYPEPTIDE SUBUNITS 18 1.02e-01 -0.222000 2.45e-01
MITOCHONDRIAL ELECTRON TRANSPORT / ATP SYNTHESIS NADH-DH LOCALISATION NOT CLEAR 33 2.72e-02 0.222000 1.12e-01
PROTEIN DEGRADATION METALLOPROTEASE 38 2.09e-02 0.216000 9.50e-02
REDOX ASCORBATE AND GLUTATHIONE 23 7.50e-02 -0.214000 2.05e-01
HORMONE METABOLISM ETHYLENE INDUCED-REGULATED-RESPONSIVE-ACTIVATED 24 7.21e-02 -0.212000 2.00e-01
RNA REGULATION OF TRANSCRIPTION MYB DOMAIN TRANSCRIPTION FACTOR FAMILY 121 6.59e-05 -0.210000 1.24e-03
CELL WALL CELL WALL PROTEINS AGPS AGP 39 2.35e-02 -0.210000 1.01e-01
STRESS ABIOTIC UNSPECIFIED 83 9.81e-04 -0.209000 9.21e-03
PROTEIN DEGRADATION AUTOPHAGY 22 8.98e-02 -0.209000 2.25e-01
PROTEIN TARGETING SECRETORY PATHWAY ER 14 1.78e-01 0.208000 3.65e-01
RNA REGULATION OF TRANSCRIPTION C2C2(ZN) GATA TRANSCRIPTION FACTOR FAMILY 27 6.66e-02 -0.204000 1.95e-01
PROTEIN FOLDING 64 5.02e-03 0.203000 3.15e-02
SIGNALLING RECEPTOR KINASES LEGUME-LECTIN 14 1.91e-01 0.202000 3.83e-01
RNA REGULATION OF TRANSCRIPTION BHLH,BASIC HELIX-LOOP-HELIX FAMILY 121 1.27e-04 -0.202000 1.97e-03
PROTEIN SYNTHESIS INITIATION 77 2.28e-03 0.201000 1.66e-02
PROTEIN TARGETING SECRETORY PATHWAY GOLGI 17 1.52e-01 0.201000 3.31e-01
SIGNALLING RECEPTOR KINASES LEUCINE RICH REPEAT XI 27 7.60e-02 0.197000 2.06e-01
LIPID METABOLISM LIPID TRANSFER PROTEINS ETC 13 2.19e-01 -0.197000 4.14e-01
NOT ASSIGNED NO ONTOLOGY DC1 DOMAIN CONTAINING PROTEIN 101 6.33e-04 -0.197000 6.40e-03
PROTEIN POSTRANSLATIONAL MODIFICATION KINASE RECEPTOR LIKE CYTOPLASMATIC KINASE VII 41 3.12e-02 -0.194000 1.24e-01
SIGNALLING PHOSPHINOSITIDES 15 1.98e-01 0.192000 3.88e-01
HORMONE METABOLISM CYTOKININ SYNTHESIS-DEGRADATION 15 2.02e-01 0.190000 3.90e-01
RNA REGULATION OF TRANSCRIPTION 13 2.35e-01 -0.190000 4.35e-01
PROTEIN TARGETING NUCLEUS 42 3.69e-02 0.186000 1.39e-01
RNA REGULATION OF TRANSCRIPTION MYB-RELATED TRANSCRIPTION FACTOR FAMILY 42 4.01e-02 -0.183000 1.44e-01
MISC OXIDASES - COPPER, FLAVONE ETC 85 3.58e-03 0.183000 2.42e-02
RNA RNA BINDING 164 5.49e-05 -0.183000 1.18e-03
MITOCHONDRIAL ELECTRON TRANSPORT / ATP SYNTHESIS F1-ATPASE 20 1.65e-01 0.179000 3.51e-01
RNA REGULATION OF TRANSCRIPTION GENERAL TRANSCRIPTION 30 9.76e-02 -0.175000 2.36e-01
SIGNALLING 14-3-3 PROTEINS 11 3.20e-01 0.173000 5.62e-01
TRANSPORT METAL 67 1.51e-02 0.172000 7.50e-02
PROTEIN DEGRADATION UBIQUITIN E3 SCF FBOX 248 4.35e-06 0.169000 1.53e-04
CELL CYCLE 85 7.31e-03 -0.168000 4.27e-02
NUCLEOTIDE METABOLISM SALVAGE NUDIX HYDROLASES 24 1.55e-01 0.168000 3.35e-01
TRANSPORT CYCLIC NUCLEOTIDE OR CALCIUM REGULATED CHANNELS 16 2.49e-01 0.167000 4.58e-01
MISC GLUTATHIONE S TRANSFERASES 52 4.11e-02 0.164000 1.44e-01
PROTEIN SYNTHESIS RIBOSOME BIOGENESIS PRE-RRNA PROCESSING AND MODIFICATIONS DEXD-BOX HELICASES 14 2.89e-01 0.164000 5.21e-01
REDOX DISMUTASES AND CATALASES 11 3.55e-01 -0.161000 5.87e-01
CELL WALL MODIFICATION 55 4.26e-02 0.158000 1.47e-01
TRANSPORT UNSPECIFIED ANIONS 15 2.94e-01 0.157000 5.25e-01
DNA SYNTHESIS/CHROMATIN STRUCTURE HISTONE CORE H2A 13 3.30e-01 0.156000 5.74e-01
RNA REGULATION OF TRANSCRIPTION B3 TRANSCRIPTION FACTOR FAMILY 24 1.94e-01 -0.153000 3.87e-01
RNA REGULATION OF TRANSCRIPTION JUMONJI FAMILY 13 3.40e-01 0.153000 5.76e-01
TRANSPORT P- AND V-ATPASES 28 1.70e-01 0.150000 3.54e-01
SIGNALLING RECEPTOR KINASES DUF 26 39 1.08e-01 -0.149000 2.50e-01
STRESS ABIOTIC TOUCH/WOUNDING 13 3.53e-01 -0.149000 5.87e-01
MISC BETA 1,3 GLUCAN HYDROLASES GLUCAN ENDO-1,3-BETA-GLUCOSIDASE 23 2.25e-01 -0.146000 4.19e-01
LIPID METABOLISM FA SYNTHESIS AND FA ELONGATION ACYL COA LIGASE 19 2.72e-01 0.146000 4.97e-01
MISC ACID AND OTHER PHOSPHATASES 58 5.73e-02 0.144000 1.77e-01
HORMONE METABOLISM ABSCISIC ACID SIGNAL TRANSDUCTION 10 4.33e-01 -0.143000 6.55e-01
AMINO ACID METABOLISM DEGRADATION AROMATIC AA TRYPTOPHAN 12 3.91e-01 -0.143000 6.24e-01
NOT ASSIGNED NO ONTOLOGY C2 DOMAIN-CONTAINING PROTEIN 38 1.28e-01 0.143000 2.85e-01
TRANSPORT PEPTIDES AND OLIGOPEPTIDES 53 7.24e-02 0.143000 2.00e-01
MISC MISC2 28 1.96e-01 0.141000 3.88e-01
STRESS ABIOTIC DROUGHT/SALT 66 4.85e-02 0.140000 1.61e-01
RNA REGULATION OF TRANSCRIPTION NAC DOMAIN TRANSCRIPTION FACTOR FAMILY 16 3.32e-01 -0.140000 5.74e-01
CELL WALL HEMICELLULOSE SYNTHESIS 11 4.22e-01 0.140000 6.46e-01
SECONDARY METABOLISM WAX 16 3.36e-01 0.139000 5.76e-01
LIPID METABOLISM LIPID DEGRADATION LYSOPHOSPHOLIPASES PHOSPHOLIPASE D 12 4.17e-01 0.135000 6.46e-01
RNA REGULATION OF TRANSCRIPTION HDA 16 3.57e-01 0.133000 5.87e-01
PROTEIN TARGETING SECRETORY PATHWAY VACUOLE 29 2.21e-01 0.131000 4.15e-01
MISC UDP GLUCOSYL AND GLUCORONYL TRANSFERASES 157 4.81e-03 0.130000 3.08e-02
TRANSPORT PHOSPHATE 21 3.03e-01 0.130000 5.39e-01
SIGNALLING RECEPTOR KINASES MISC 73 5.73e-02 -0.129000 1.77e-01
MINOR CHO METABOLISM OTHERS 39 1.72e-01 0.126000 3.57e-01
STRESS ABIOTIC COLD 15 4.03e-01 -0.125000 6.38e-01
SIGNALLING RECEPTOR KINASES LEUCINE RICH REPEAT I 19 3.51e-01 -0.124000 5.87e-01
RNA REGULATION OF TRANSCRIPTION UNCLASSIFIED 267 5.23e-04 -0.123000 5.50e-03
PROTEIN DEGRADATION AAA TYPE 34 2.15e-01 0.123000 4.10e-01
SIGNALLING RECEPTOR KINASES LEUCINE RICH REPEAT VII 10 5.02e-01 0.123000 7.21e-01
RNA PROCESSING RIBONUCLEASES 47 1.48e-01 -0.122000 3.24e-01
SIGNALLING RECEPTOR KINASES LEUCINE RICH REPEAT VI 10 5.09e-01 -0.121000 7.22e-01
NOT ASSIGNED UNKNOWN 4443 4.57e-35 -0.121000 1.20e-32
MISC GDSL-MOTIF LIPASE 59 1.20e-01 -0.117000 2.74e-01
RNA REGULATION OF TRANSCRIPTION AS2,LATERAL ORGAN BOUNDARIES GENE FAMILY 21 3.65e-01 -0.114000 5.96e-01
HORMONE METABOLISM GIBBERELIN INDUCED-REGULATED-RESPONSIVE-ACTIVATED 11 5.14e-01 0.114000 7.22e-01
MISC GLUCO-, GALACTO- AND MANNOSIDASES 42 2.05e-01 0.113000 3.93e-01
SIGNALLING LIGHT COP9 SIGNALOSOME 12 5.02e-01 -0.112000 7.21e-01
NUCLEOTIDE METABOLISM PHOSPHOTRANSFER AND PYROPHOSPHATASES MISC 11 5.26e-01 0.110000 7.28e-01
MISC PLASTOCYANIN-LIKE 24 3.52e-01 -0.110000 5.87e-01
MISC INVERTASE/PECTIN METHYLESTERASE INHIBITOR FAMILY PROTEIN 23 3.68e-01 0.108000 5.97e-01
PROTEIN POSTRANSLATIONAL MODIFICATION KINASE RECEPTOR LIKE CYTOPLASMATIC KINASE IX 11 5.36e-01 -0.108000 7.37e-01
STRESS BIOTIC SIGNALLING MLO-LIKE 12 5.19e-01 -0.108000 7.24e-01
PROTEIN POSTRANSLATIONAL MODIFICATION KINASE RECEPTOR LIKE CYTOPLASMATIC KINASE VIII 10 5.65e-01 0.105000 7.44e-01
STRESS BIOTIC RECEPTORS 17 4.58e-01 -0.104000 6.88e-01
RNA REGULATION OF TRANSCRIPTION METHYL BINDING DOMAIN PROTEINS 10 5.73e-01 0.103000 7.44e-01
TRANSPORT AMINO ACIDS 58 1.88e-01 0.100000 3.80e-01
PROTEIN TARGETING MITOCHONDRIA 31 3.38e-01 0.099500 5.76e-01
TRANSPORT MISC 114 6.67e-02 0.099400 1.95e-01
SIGNALLING RECEPTOR KINASES S-LOCUS GLYCOPROTEIN LIKE 23 4.11e-01 -0.099100 6.46e-01
HORMONE METABOLISM ABSCISIC ACID INDUCED-REGULATED-RESPONSIVE-ACTIVATED 22 4.22e-01 -0.098800 6.46e-01
SIGNALLING MISC 16 5.03e-01 0.096600 7.21e-01
MISC O-METHYL TRANSFERASES 19 4.66e-01 0.096500 6.93e-01
RNA REGULATION OF TRANSCRIPTION C3H ZINC FINGER FAMILY 24 4.20e-01 0.095100 6.46e-01
RNA REGULATION OF TRANSCRIPTION PHD FINGER TRANSCRIPTION FACTOR 10 6.06e-01 0.094200 7.71e-01
STRESS BIOTIC PR-PROTEINS 171 3.56e-02 -0.093200 1.36e-01
NOT ASSIGNED NO ONTOLOGY TETRATRICOPEPTIDE REPEAT (TPR) 26 4.13e-01 0.092800 6.46e-01
AMINO ACID METABOLISM SYNTHESIS SERINE-GLYCINE-CYSTEINE GROUP CYSTEINE OASTL 10 6.12e-01 0.092600 7.71e-01
RNA REGULATION OF TRANSCRIPTION AP2/EREBP, APETALA2/ETHYLENE-RESPONSIVE ELEMENT BINDING PROTEIN FAMILY 90 1.47e-01 0.088400 3.24e-01
PROTEIN DEGRADATION UBIQUITIN E3 BTB/POZ CULLIN3 BTB/POZ 10 6.30e-01 -0.087900 7.86e-01
RNA REGULATION OF TRANSCRIPTION CHROMATIN REMODELING FACTORS 35 3.74e-01 -0.086800 6.04e-01
REDOX ASCORBATE AND GLUTATHIONE GLUTATHIONE 11 6.24e-01 0.085300 7.82e-01
NUCLEOTIDE METABOLISM DEGRADATION 25 4.64e-01 0.084600 6.93e-01
SIGNALLING RECEPTOR KINASES CATHARANTHUS ROSEUS-LIKE RLK1 14 5.88e-01 0.083600 7.55e-01
RNA REGULATION OF TRANSCRIPTION HISTONE ACETYLTRANSFERASES 18 5.49e-01 -0.081600 7.37e-01
STRESS ABIOTIC 21 5.20e-01 0.081100 7.24e-01
PROTEIN SYNTHESIS RELEASE 10 6.58e-01 0.080900 8.05e-01
TRANSPORT METABOLITE TRANSPORTERS AT THE MITOCHONDRIAL MEMBRANE 62 2.82e-01 0.079100 5.11e-01
RNA REGULATION OF TRANSCRIPTION HSF,HEAT-SHOCK TRANSCRIPTION FACTOR FAMILY 18 5.72e-01 -0.077000 7.44e-01
RNA REGULATION OF TRANSCRIPTION PUTATIVE TRANSCRIPTION REGULATOR 142 1.23e-01 -0.075000 2.77e-01
TRANSPORT POTASSIUM 37 4.32e-01 0.074600 6.55e-01
LIPID METABOLISM EXOTICS (STEROIDS, SQUALENE ETC) SPHINGOLIPIDS 20 5.70e-01 0.073400 7.44e-01
HORMONE METABOLISM AUXIN SIGNAL TRANSDUCTION 23 5.61e-01 0.070100 7.44e-01
MISC GCN5-RELATED N-ACETYLTRANSFERASE 25 5.46e-01 0.069800 7.37e-01
PROTEIN DEGRADATION SUBTILASES 35 4.75e-01 0.069700 7.02e-01
PROTEIN DEGRADATION UBIQUITIN E3 RING 367 2.30e-02 -0.069100 1.01e-01
TRANSPORT NITRATE 12 6.82e-01 -0.068300 8.27e-01
SIGNALLING G-PROTEINS 219 9.72e-02 0.065100 2.36e-01
PROTEIN DEGRADATION ASPARTATE PROTEASE 30 5.49e-01 0.063200 7.37e-01
DEVELOPMENT UNSPECIFIED 566 1.09e-02 -0.062600 5.74e-02
CELL VESICLE TRANSPORT 157 1.79e-01 0.062100 3.66e-01
LIPID METABOLISM LIPID DEGRADATION LIPASES 10 7.40e-01 0.060500 8.89e-01
RNA REGULATION OF TRANSCRIPTION ARR 16 6.79e-01 0.059800 8.26e-01
NOT ASSIGNED NO ONTOLOGY EPSIN N-TERMINAL HOMOLOGY (ENTH) DOMAIN-CONTAINING PROTEIN 19 6.53e-01 -0.059500 8.05e-01
RNA PROCESSING RNA HELICASE 33 5.75e-01 0.056500 7.44e-01
METAL HANDLING BINDING, CHELATION AND STORAGE 47 5.04e-01 -0.056300 7.21e-01
MISC SHORT CHAIN DEHYDROGENASE/REDUCTASE (SDR) 48 5.11e-01 0.054900 7.22e-01
MISC GLUCO-, GALACTO- AND MANNOSIDASES ENDOGLUCANASE 13 7.39e-01 -0.053400 8.89e-01
CELL ORGANISATION 346 1.06e-01 -0.050600 2.48e-01
PROTEIN SYNTHESIS RIBOSOMAL PROTEIN EUKARYOTIC 60S SUBUNIT L34 10 7.85e-01 0.049800 9.15e-01
PROTEIN POSTRANSLATIONAL MODIFICATION 503 5.72e-02 0.049600 1.77e-01
CELL WALL DEGRADATION PECTATE LYASES AND POLYGALACTURONASES 66 4.86e-01 0.049600 7.10e-01
HORMONE METABOLISM ETHYLENE SIGNAL TRANSDUCTION 30 6.40e-01 -0.049300 7.94e-01
DNA REPAIR 74 4.86e-01 -0.046900 7.10e-01
PROTEIN DEGRADATION UBIQUITIN 58 5.43e-01 -0.046200 7.37e-01
TRANSPORT SULPHATE 12 7.82e-01 0.046000 9.15e-01
PS LIGHTREACTION PHOTOSYSTEM II PSII POLYPEPTIDE SUBUNITS 43 6.13e-01 0.044600 7.71e-01
MISC MYROSINASES-LECTIN-JACALIN 46 6.10e-01 0.043500 7.71e-01
RNA REGULATION OF TRANSCRIPTION GLOBAL TRANSCRIPTION FACTOR GROUP 13 7.88e-01 -0.043100 9.15e-01
SIGNALLING IN SUGAR AND NUTRIENT PHYSIOLOGY 36 6.57e-01 -0.042800 8.05e-01
PROTEIN TARGETING SECRETORY PATHWAY UNSPECIFIED 72 5.38e-01 -0.041900 7.37e-01
DNA SYNTHESIS/CHROMATIN STRUCTURE 204 3.20e-01 -0.040400 5.62e-01
RNA REGULATION OF TRANSCRIPTION PWWP DOMAIN PROTEIN 11 8.26e-01 -0.038300 9.36e-01
PROTEIN AA ACTIVATION PSEUDOURIDYLATE SYNTHASE 16 7.92e-01 -0.038000 9.15e-01
PROTEIN DEGRADATION UBIQUITIN E3 SCF SKP 16 7.97e-01 0.037200 9.15e-01
MITOCHONDRIAL ELECTRON TRANSPORT / ATP SYNTHESIS CYTOCHROME C OXIDASE 25 7.50e-01 0.036800 8.97e-01
SIGNALLING CALCIUM 202 3.85e-01 0.035400 6.18e-01
C1-METABOLISM 10 8.54e-01 -0.033700 9.44e-01
PROTEIN DEGRADATION UBIQUITIN UBIQUITIN 24 7.75e-01 0.033600 9.15e-01
PS LIGHTREACTION NADH DH 12 8.51e-01 -0.031300 9.44e-01
SIGNALLING RECEPTOR KINASES LEUCINE RICH REPEAT VIII VIII-2 14 8.48e-01 -0.029500 9.44e-01
STRESS BIOTIC 147 5.56e-01 -0.028200 7.42e-01
NOT ASSIGNED NO ONTOLOGY 1400 8.66e-02 -0.027400 2.19e-01
PROTEIN SYNTHESIS RIBOSOME BIOGENESIS PRE-RRNA PROCESSING AND MODIFICATIONS METHYLOTRANSFERASES 16 8.61e-01 0.025200 9.44e-01
RNA REGULATION OF TRANSCRIPTION C2C2(ZN) CO-LIKE, CONSTANS-LIKE ZINC FINGER FAMILY 24 8.32e-01 -0.025000 9.40e-01
MISC CYTOCHROME P450 164 5.86e-01 0.024700 7.55e-01
TCA / ORG TRANSFORMATION CARBONIC ANHYDRASES 10 9.05e-01 0.021800 9.71e-01
DNA UNSPECIFIED 85 7.59e-01 0.019300 9.03e-01
SIGNALLING LIGHT 89 7.79e-01 -0.017200 9.15e-01
PROTEIN DEGRADATION CYSTEINE PROTEASE 48 8.40e-01 0.016900 9.44e-01
CELL DIVISION 92 7.93e-01 0.015800 9.15e-01
SIGNALLING MAP KINASES 45 8.58e-01 -0.015500 9.44e-01
RNA REGULATION OF TRANSCRIPTION ZN-FINGER(CCHC) 10 9.34e-01 0.015200 9.90e-01
SIGNALLING RECEPTOR KINASES LEUCINE RICH REPEAT III 40 8.73e-01 0.014600 9.53e-01
RNA PROCESSING 101 8.04e-01 0.014300 9.15e-01
PROTEIN GLYCOSYLATION 27 9.00e-01 -0.014000 9.70e-01
BIODEGRADATION OF XENOBIOTICS LACTOYLGLUTATHIONE LYASE 11 9.45e-01 -0.012000 9.91e-01
STRESS ABIOTIC HEAT 157 8.00e-01 -0.011700 9.15e-01
REDOX THIOREDOXIN 50 8.90e-01 0.011300 9.63e-01
MISC PEROXIDASES 59 8.85e-01 -0.010900 9.61e-01
PROTEIN DEGRADATION 129 8.58e-01 0.009100 9.44e-01
REDOX GLUTAREDOXINS 31 9.37e-01 0.008190 9.90e-01
PROTEIN DEGRADATION SERINE PROTEASE 80 9.08e-01 -0.007450 9.71e-01
LIPID METABOLISM EXOTICS(STEROIDS, SQUALENE ETC) 16 9.59e-01 0.007340 9.91e-01
HORMONE METABOLISM SALICYLIC ACID SYNTHESIS-DEGRADATION 10 9.68e-01 0.007290 9.91e-01
CELL CYCLE PEPTIDYLPROLYL ISOMERASE 32 9.46e-01 -0.006920 9.91e-01
HORMONE METABOLISM ETHYLENE SYNTHESIS-DEGRADATION 20 9.61e-01 -0.006240 9.91e-01
RNA TRANSCRIPTION 84 9.29e-01 0.005600 9.90e-01
RNA PROCESSING SPLICING 58 9.50e-01 -0.004750 9.91e-01
PROTEIN TARGETING CHLOROPLAST 36 9.66e-01 0.004050 9.91e-01
PROTEIN POSTRANSLATIONAL MODIFICATION KINASE RECEPTOR LIKE CYTOPLASMATIC KINASE VI 14 9.84e-01 0.003110 9.96e-01
CELL WALL DEGRADATION MANNAN-XYLOSE-ARABINOSE-FUCOSE 16 9.84e-01 -0.002910 9.96e-01
HORMONE METABOLISM AUXIN INDUCED-REGULATED-RESPONSIVE-ACTIVATED 108 9.67e-01 -0.002290 9.91e-01
CO-FACTOR AND VITAMINE METABOLISM 15 9.89e-01 0.002040 9.96e-01
STRESS BIOTIC PR-PROTEINS PLANT DEFENSINS 13 9.92e-01 0.001670 9.96e-01
SECONDARY METABOLISM ISOPRENOIDS TERPENOIDS 28 9.93e-01 -0.001000 9.96e-01
SIGNALLING PHOSPHINOSITIDES PHOSPHATIDYLINOSITOL-4-PHOSPHATE 5-KINASE 18 9.96e-01 -0.000616 9.96e-01



Detailed Gene set reports



RNA_REGULATION_OF_TRANSCRIPTION_CCAAT_BOX_BINDING_FACTOR_FAMILY,_HAP2

RNA_REGULATION_OF_TRANSCRIPTION_CCAAT_BOX_BINDING_FACTOR_FAMILY,_HAP2
168
set RNA_REGULATION_OF_TRANSCRIPTION_CCAAT_BOX_BINDING_FACTOR_FAMILY,_HAP2
setSize 10
pANOVA 0.000138
s.dist -0.696
p.adjustANOVA 0.00202



Top enriched genes

Top 20 genes
GeneID Gene Rank
NFYA6 -9743
NFYA8 -9720
HAP2C -9704
UNE8 -9703
NFYA10 -7718
NFYA9 -6546
NFYA5 -5986
NFYA1 -5749
NFYA7 -3676
NFYA4 1824

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
NFYA6 -9743
NFYA8 -9720
HAP2C -9704
UNE8 -9703
NFYA10 -7718
NFYA9 -6546
NFYA5 -5986
NFYA1 -5749
NFYA7 -3676
NFYA4 1824



REDOX_THIOREDOXIN_PDIL

REDOX_THIOREDOXIN_PDIL
149
set REDOX_THIOREDOXIN_PDIL
setSize 13
pANOVA 7.37e-05
s.dist 0.635
p.adjustANOVA 0.00129



Top enriched genes

Top 20 genes
GeneID Gene Rank
PDIL1-3 10487
PDIL2-2 10440
PDIL1-6 10242
PDIL2-3 9429
PDIL2-1 9360
PDIL1-4 9307
PDIL1-2 8570
PDIL1-5 7204
PDIL5-2 6256
ATPDIL5-4 5960
PDIL1-1 4329
PDIL5-1 3183
PDIL5-3 -3636

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All member genes
GeneID Gene Rank
PDIL1-3 10487
PDIL2-2 10440
PDIL1-6 10242
PDIL2-3 9429
PDIL2-1 9360
PDIL1-4 9307
PDIL1-2 8570
PDIL1-5 7204
PDIL5-2 6256
ATPDIL5-4 5960
PDIL1-1 4329
PDIL5-1 3183
PDIL5-3 -3636



TRANSPORT_MAJOR_INTRINSIC_PROTEINS_PIP

TRANSPORT_MAJOR_INTRINSIC_PROTEINS_PIP
249
set TRANSPORT_MAJOR_INTRINSIC_PROTEINS_PIP
setSize 13
pANOVA 0.000176
s.dist 0.601
p.adjustANOVA 0.0022



Top enriched genes

Top 20 genes
GeneID Gene Rank
PIP1.4 10672
PIP2-1 10635
PIP1B 10491
PIP2-7 10188
PIP2-3 10170
PIP2B 8519
PIP1-1 7596
PIP2-4 7453
PIP2-5 7181
PIP1-5 3347
PIP2-8 1946
PIP1-3 -125
PIP2-6 -1489

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All member genes
GeneID Gene Rank
PIP1.4 10672
PIP2-1 10635
PIP1B 10491
PIP2-7 10188
PIP2-3 10170
PIP2B 8519
PIP1-1 7596
PIP2-4 7453
PIP2-5 7181
PIP1-5 3347
PIP2-8 1946
PIP1-3 -125
PIP2-6 -1489



RNA_REGULATION_OF_TRANSCRIPTION_G2-LIKE_TRANSCRIPTION_FACTOR_FAMILY,_GARP

RNA_REGULATION_OF_TRANSCRIPTION_G2-LIKE_TRANSCRIPTION_FACTOR_FAMILY,_GARP
170
set RNA_REGULATION_OF_TRANSCRIPTION_G2-LIKE_TRANSCRIPTION_FACTOR_FAMILY,_GARP
setSize 37
pANOVA 2.79e-10
s.dist -0.599
p.adjustANOVA 2.45e-08



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G05090 -9501
PHL7 -9387
EFM -9385
AT3G24120 -9331
KAN1 -9326
MYBC1 -9290
AT5G06800 -9242
AT1G14600 -9191
APL -9159
AT2G38300 -8758
PHL13 -8716
MYR2 -8675
HRS1 -8626
MYR1 -8540
AT2G20400 -8108
AT2G42660 -8023
PHL1 -8017
HHO5 -7462
HHO3 -7071
PHL12 -6939

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G05090 -9501
PHL7 -9387
EFM -9385
AT3G24120 -9331
KAN1 -9326
MYBC1 -9290
AT5G06800 -9242
AT1G14600 -9191
APL -9159
AT2G38300 -8758
PHL13 -8716
MYR2 -8675
HRS1 -8626
MYR1 -8540
AT2G20400 -8108
AT2G42660 -8023
PHL1 -8017
HHO5 -7462
HHO3 -7071
PHL12 -6939
KAN2 -6853
AT4G35940 -6664
KAN3 -6556
HHO6 -6430
PCL1 -5766
AT1G69580 -5652
KAN4 -5260
AT3G10760 -5002
HHO2 -4234
PHR1 -3438
UNE16 -2296
AT2G40260 -1476
PHL11 -1063
GLK2 2352
PHL6 5175
GPRI1 5652
BOA 10460



CELL_WALL_CELLULOSE_SYNTHESIS

CELL_WALL_CELLULOSE_SYNTHESIS
10
set CELL_WALL_CELLULOSE_SYNTHESIS
setSize 14
pANOVA 0.00015
s.dist 0.585
p.adjustANOVA 0.00207



Top enriched genes

Top 20 genes
GeneID Gene Rank
CSLA15 10628
ATCSLA01 9781
CSLC5 9435
KOR 9187
CSLC4 9142
CSLC6 8494
CSLA10 6203
CSLA9 6014
PNT1 5350
CSLA14 4869
ATCSLA11 4781
CSLC12 4561
CSLA2 3284
CSLC8 -744

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
CSLA15 10628
ATCSLA01 9781
CSLC5 9435
KOR 9187
CSLC4 9142
CSLC6 8494
CSLA10 6203
CSLA9 6014
PNT1 5350
CSLA14 4869
ATCSLA11 4781
CSLC12 4561
CSLA2 3284
CSLC8 -744



CELL_WALL_CELL_WALL_PROTEINS_HRGP

CELL_WALL_CELL_WALL_PROTEINS_HRGP
13
set CELL_WALL_CELL_WALL_PROTEINS_HRGP
setSize 14
pANOVA 0.000162
s.dist -0.582
p.adjustANOVA 0.00213



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G08400 -9711
AT2G28240 -9623
AT5G12880 -9278
EXT2 -8678
EXT3 -8378
AT1G26240 -7897
AT4G08410 -7767
AT2G43150 -5514
ATEXT4 -5032
AT5G51680 -3881
AT4G28300 -3651
FRL4A -1914
AT4G16790 -1269
FRL4B 5564

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G08400 -9711
AT2G28240 -9623
AT5G12880 -9278
EXT2 -8678
EXT3 -8378
AT1G26240 -7897
AT4G08410 -7767
AT2G43150 -5514
ATEXT4 -5032
AT5G51680 -3881
AT4G28300 -3651
FRL4A -1914
AT4G16790 -1269
FRL4B 5564



HORMONE_METABOLISM_JASMONATE_INDUCED-REGULATED-RESPONSIVE-ACTIVATED

HORMONE_METABOLISM_JASMONATE_INDUCED-REGULATED-RESPONSIVE-ACTIVATED
39
set HORMONE_METABOLISM_JASMONATE_INDUCED-REGULATED-RESPONSIVE-ACTIVATED
setSize 13
pANOVA 0.000326
s.dist 0.576
p.adjustANOVA 0.0039



Top enriched genes

Top 20 genes
GeneID Gene Rank
ATMLP-300B 10006
JAL9 9450
JAL10 8573
JAL8 8537
NSP3 8352
JAL34 8249
ESP 7673
JAL35 7405
NSP5 6932
PBP2 4488
JAL33 4119
JAL20 3028
JAL14 -3605

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
ATMLP-300B 10006
JAL9 9450
JAL10 8573
JAL8 8537
NSP3 8352
JAL34 8249
ESP 7673
JAL35 7405
NSP5 6932
PBP2 4488
JAL33 4119
JAL20 3028
JAL14 -3605



RNA_REGULATION_OF_TRANSCRIPTION_NUCLEOSOME/CHROMATIN_ASSEMBLY_FACTOR_GROUP

RNA_REGULATION_OF_TRANSCRIPTION_NUCLEOSOME/CHROMATIN_ASSEMBLY_FACTOR_GROUP
184
set RNA_REGULATION_OF_TRANSCRIPTION_NUCLEOSOME/CHROMATIN_ASSEMBLY_FACTOR_GROUP
setSize 13
pANOVA 0.000489
s.dist -0.558
p.adjustANOVA 0.00536



Top enriched genes

Top 20 genes
GeneID Gene Rank
HMGB2 -9069
HMGB5 -8343
AT5G08630 -8237
FAS2 -7955
HMGB9 -7436
HMGB10 -7421
HMGB1 -5882
HMGB7 -5709
HMGB6 -5594
HMGB4 -4970
HMGB12 -3299
HMGB3 -2430
SSRP1 7985

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
HMGB2 -9069
HMGB5 -8343
AT5G08630 -8237
FAS2 -7955
HMGB9 -7436
HMGB10 -7421
HMGB1 -5882
HMGB7 -5709
HMGB6 -5594
HMGB4 -4970
HMGB12 -3299
HMGB3 -2430
SSRP1 7985



NOT_ASSIGNED_NO_ONTOLOGY_PROLINE_RICH_FAMILY

NOT_ASSIGNED_NO_ONTOLOGY_PROLINE_RICH_FAMILY
89
set NOT_ASSIGNED_NO_ONTOLOGY_PROLINE_RICH_FAMILY
setSize 37
pANOVA 1.41e-08
s.dist -0.539
p.adjustANOVA 9.27e-07



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G26080 -9649
AT2G24980 -9555
AT1G12810 -9507
AT5G06630 -9293
AT5G06640 -9187
AT1G61080 -9076
AT3G22070 -9044
AT5G11990 -9035
AT5G19810 -8954
AT4G08380 -8582
ELF5 -8523
AT3G20850 -8432
AT5G45350 -8386
AT3G54580 -8022
AT3G49845 -7797
AT4G19200 -7565
AT1G23720 -6821
WIH2 -6349
AT1G63830 -6230
AT1G70990 -6207

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G26080 -9649
AT2G24980 -9555
AT1G12810 -9507
AT5G06630 -9293
AT5G06640 -9187
AT1G61080 -9076
AT3G22070 -9044
AT5G11990 -9035
AT5G19810 -8954
AT4G08380 -8582
ELF5 -8523
AT3G20850 -8432
AT5G45350 -8386
AT3G54580 -8022
AT3G49845 -7797
AT4G19200 -7565
AT1G23720 -6821
WIH2 -6349
AT1G63830 -6230
AT1G70990 -6207
AT3G28550 -6169
AT4G00890 -5914
AT5G35190 -5850
AT1G31750 -5381
AT2G28440 -5292
AT4G18570 -4880
AT1G64450 -2950
AT3G49840 -2818
AT4G27850 -2202
AT4G13390 -1521
AT1G02110 -1504
AT4G16140 -726
AT3G51290 -437
AT2G34670 1668
AT3G09000 4734
AT2G16630 8939
MPH1 9714



DEVELOPMENT_LATE_EMBRYOGENESIS_ABUNDANT

DEVELOPMENT_LATE_EMBRYOGENESIS_ABUNDANT
20
set DEVELOPMENT_LATE_EMBRYOGENESIS_ABUNDANT
setSize 18
pANOVA 9.63e-05
s.dist 0.531
p.adjustANOVA 0.00158



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G19430 10632
LEA46 10555
LEA29 10543
AT2G44060 10525
AT1G54890 10250
AT5G54370 10029
LEA2 9946
AT5G60520 8441
LEA7 7538
ECP63 6573
SAG21 6155
AT5G60530 4824
AT4G27400 4681
AT3G50790 2795
LEA14 2533
LEA18 975
AT2G46140 -4006
AT3G53040 -6083

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G19430 10632
LEA46 10555
LEA29 10543
AT2G44060 10525
AT1G54890 10250
AT5G54370 10029
LEA2 9946
AT5G60520 8441
LEA7 7538
ECP63 6573
SAG21 6155
AT5G60530 4824
AT4G27400 4681
AT3G50790 2795
LEA14 2533
LEA18 975
AT2G46140 -4006
AT3G53040 -6083



SECONDARY_METABOLISM_ISOPRENOIDS_NON-MEVALONATE_PATHWAY_GERANYLGERANYL_PYROPHOSPHATE_SYNTHASE

SECONDARY_METABOLISM_ISOPRENOIDS_NON-MEVALONATE_PATHWAY_GERANYLGERANYL_PYROPHOSPHATE_SYNTHASE
200
set SECONDARY_METABOLISM_ISOPRENOIDS_NON-MEVALONATE_PATHWAY_GERANYLGERANYL_PYROPHOSPHATE_SYNTHASE
setSize 10
pANOVA 0.00973
s.dist 0.472
p.adjustANOVA 0.0522



Top enriched genes

Top 20 genes
GeneID Gene Rank
GGPPS1 10043
AT3G20160 9355
AT2G18620 8062
GGPP6 7757
GGPPS2 7271
GGPP4 4857
AT3G14510 3004
GGPPS9 2284
GGR 2056
AT3G29430 -1313

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
GGPPS1 10043
AT3G20160 9355
AT2G18620 8062
GGPP6 7757
GGPPS2 7271
GGPP4 4857
AT3G14510 3004
GGPPS9 2284
GGR 2056
AT3G29430 -1313



RNA_REGULATION_OF_TRANSCRIPTION_MADS_BOX_TRANSCRIPTION_FACTOR_FAMILY

RNA_REGULATION_OF_TRANSCRIPTION_MADS_BOX_TRANSCRIPTION_FACTOR_FAMILY
179
set RNA_REGULATION_OF_TRANSCRIPTION_MADS_BOX_TRANSCRIPTION_FACTOR_FAMILY
setSize 27
pANOVA 2.42e-05
s.dist -0.469
p.adjustANOVA 0.00058



Top enriched genes

Top 20 genes
GeneID Gene Rank
SOC1 -9772
AGL71 -9729
ANR1 -9635
AGL16 -9610
AGL19 -9475
MAF5 -8867
AGL42 -8735
AGL21 -8473
AGL87 -8243
AGL31 -7862
AGL102 -7413
AGL65 -6941
MAF3 -6739
AGL17 -5859
SEP3 -5510
MAF1 -4891
AT5G49420 -3875
AGL12 -3031
AGL62 -2760
AGL14 -1840

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
SOC1 -9772
AGL71 -9729
ANR1 -9635
AGL16 -9610
AGL19 -9475
MAF5 -8867
AGL42 -8735
AGL21 -8473
AGL87 -8243
AGL31 -7862
AGL102 -7413
AGL65 -6941
MAF3 -6739
AGL17 -5859
SEP3 -5510
MAF1 -4891
AT5G49420 -3875
AGL12 -3031
AGL62 -2760
AGL14 -1840
AGL80 -1508
FLC -820
AT3G49400 -482
AGL3 3720
AGL18 5251
AGL24 6638
SEP1 9299



SIGNALLING_RECEPTOR_KINASES_LEUCINE_RICH_REPEAT_X

SIGNALLING_RECEPTOR_KINASES_LEUCINE_RICH_REPEAT_X
225
set SIGNALLING_RECEPTOR_KINASES_LEUCINE_RICH_REPEAT_X
setSize 12
pANOVA 0.00517
s.dist 0.466
p.adjustANOVA 0.0316



Top enriched genes

Top 20 genes
GeneID Gene Rank
PSKR2 9858
PSKR1 9479
AT1G27190 9038
BIR2 8783
EMS1 8538
BIR1 7989
AT1G69990 5747
PXC3 5543
AT1G34420 2974
PSY1R 1654
BRL1 -909
AT5G42440 -5379

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
PSKR2 9858
PSKR1 9479
AT1G27190 9038
BIR2 8783
EMS1 8538
BIR1 7989
AT1G69990 5747
PXC3 5543
AT1G34420 2974
PSY1R 1654
BRL1 -909
AT5G42440 -5379



CELL_WALL_CELLULOSE_SYNTHESIS_CELLULOSE_SYNTHASE

CELL_WALL_CELLULOSE_SYNTHESIS_CELLULOSE_SYNTHASE
11
set CELL_WALL_CELLULOSE_SYNTHESIS_CELLULOSE_SYNTHASE
setSize 25
pANOVA 5.82e-05
s.dist 0.464
p.adjustANOVA 0.00118



Top enriched genes

Top 20 genes
GeneID Gene Rank
CSLB1 10351
CESA1 10296
CESA3 10277
CESA5 10275
CSLD3 10041
CSLE1 9988
CSLD5 9717
CESA6 9311
CESA2 8250
CSLD2 7925
CSLB5 6655
CESA4 6408
CSLB4 5732
CSLB2 5502
CSLA3 4974
CESA8 4185
CESA9 3330
CSLG3 1658
CSLG1 1490
CSLG2 925

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
CSLB1 10351
CESA1 10296
CESA3 10277
CESA5 10275
CSLD3 10041
CSLE1 9988
CSLD5 9717
CESA6 9311
CESA2 8250
CSLD2 7925
CSLB5 6655
CESA4 6408
CSLB4 5732
CSLB2 5502
CSLA3 4974
CESA8 4185
CESA9 3330
CSLG3 1658
CSLG1 1490
CSLG2 925
CSLD1 341
CSLB3 127
CESA7 -204
CESA10 -2289
CSLA7 -3891



CELL_WALL_CELL_WALL_PROTEINS_LRR

CELL_WALL_CELL_WALL_PROTEINS_LRR
14
set CELL_WALL_CELL_WALL_PROTEINS_LRR
setSize 16
pANOVA 0.0016
s.dist -0.456
p.adjustANOVA 0.0124



Top enriched genes

Top 20 genes
GeneID Gene Rank
PEX4 -9160
AT1G49490 -8976
PEX3 -8775
AT1G26250 -8444
PEX1 -8030
LRX1 -7246
AT4G06744 -6394
AT2G46630 -6311
AtRLP29 -5584
AT4G29240 -5396
LRX3 -5116
LRX5 -1803
LRX4 1165
LRX2 2124
AT2G19780 4375
LRX6 6342

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
PEX4 -9160
AT1G49490 -8976
PEX3 -8775
AT1G26250 -8444
PEX1 -8030
LRX1 -7246
AT4G06744 -6394
AT2G46630 -6311
AtRLP29 -5584
AT4G29240 -5396
LRX3 -5116
LRX5 -1803
LRX4 1165
LRX2 2124
AT2G19780 4375
LRX6 6342



PROTEIN_SYNTHESIS_ELONGATION

PROTEIN_SYNTHESIS_ELONGATION
122
set PROTEIN_SYNTHESIS_ELONGATION
setSize 29
pANOVA 2.43e-05
s.dist 0.453
p.adjustANOVA 0.00058



Top enriched genes

Top 20 genes
GeneID Gene Rank
A1 10770
LOS1 10671
AT5G12110 10358
AT1G57720 9999
TUFA 9986
CPEFG 9515
AT4G10480 9413
AT5G19510 9323
AT1G09640 9290
TFIIS 8760
CLO 8684
AT1G30230 7794
AT2G31060 7599
AT3G22980 6610
ACR7 6399
NACA2 6053
AT2G18110 6000
MEFG2 5445
AT3G08740 5182
AT5G10630 5087

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
A1 10770
LOS1 10671
AT5G12110 10358
AT1G57720 9999
TUFA 9986
CPEFG 9515
AT4G10480 9413
AT5G19510 9323
AT1G09640 9290
TFIIS 8760
CLO 8684
AT1G30230 7794
AT2G31060 7599
AT3G22980 6610
ACR7 6399
NACA2 6053
AT2G18110 6000
MEFG2 5445
AT3G08740 5182
AT5G10630 5087
AT3G12915 5048
EFTS 4097
emb2726 2905
AT5G13650 235
AT4G26310 -594
MEFG1 -3759
ATRNL -3949
GFL -8964
AT3G12390 -9043



LIPID_METABOLISM_PHOSPHOLIPID_SYNTHESIS

LIPID_METABOLISM_PHOSPHOLIPID_SYNTHESIS
48
set LIPID_METABOLISM_PHOSPHOLIPID_SYNTHESIS
setSize 16
pANOVA 0.00178
s.dist 0.451
p.adjustANOVA 0.0134



Top enriched genes

Top 20 genes
GeneID Gene Rank
GPAT4 10706
GPAT2 10623
ATGPAT3 10530
GPAT8 9910
GPAT7 9651
GPAT5 8489
AT1G73600 7004
CLS 6964
NMT2 6679
GPAT1 5970
LCKB2 2700
GPAT6 2048
PGPS1 1838
AT1G15110 191
NMT1 -5275
AT3G05510 -6099

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
GPAT4 10706
GPAT2 10623
ATGPAT3 10530
GPAT8 9910
GPAT7 9651
GPAT5 8489
AT1G73600 7004
CLS 6964
NMT2 6679
GPAT1 5970
LCKB2 2700
GPAT6 2048
PGPS1 1838
AT1G15110 191
NMT1 -5275
AT3G05510 -6099



RNA_REGULATION_OF_TRANSCRIPTION_SNF7

RNA_REGULATION_OF_TRANSCRIPTION_SNF7
190
set RNA_REGULATION_OF_TRANSCRIPTION_SNF7
setSize 12
pANOVA 0.00783
s.dist -0.443
p.adjustANOVA 0.0448



Top enriched genes

Top 20 genes
GeneID Gene Rank
VPS24-1 -9198
VPS32.1 -9079
VPS2.3 -8788
VPS2.1 -8489
VPS60.2 -7549
VPS20.1 -7077
VPS32.2 -3862
CHMP1A -2393
VPS2.2 -2215
AT3G62080 1638
VPS60.1 3703
CHMP1B 4406

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
VPS24-1 -9198
VPS32.1 -9079
VPS2.3 -8788
VPS2.1 -8489
VPS60.2 -7549
VPS20.1 -7077
VPS32.2 -3862
CHMP1A -2393
VPS2.2 -2215
AT3G62080 1638
VPS60.1 3703
CHMP1B 4406



TRANSPORT_CALCIUM

TRANSPORT_CALCIUM
247
set TRANSPORT_CALCIUM
setSize 21
pANOVA 0.00107
s.dist 0.413
p.adjustANOVA 0.00966



Top enriched genes

Top 20 genes
GeneID Gene Rank
CAX2 10413
ACA1 10085
CCX5 9887
ECA4 9568
GRXS14 9464
TPC1 9084
CXIP4 8784
CAX4 8004
ECA2 7531
CAX3 7248
CCX1 7242
ECA1 7171
ECA3 6122
CCX2 3044
CCX3 1135
ACA8 962
EAAC 320
GRXS16 -1942
CAX5 -2422
CAX1 -3821

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
CAX2 10413
ACA1 10085
CCX5 9887
ECA4 9568
GRXS14 9464
TPC1 9084
CXIP4 8784
CAX4 8004
ECA2 7531
CAX3 7248
CCX1 7242
ECA1 7171
ECA3 6122
CCX2 3044
CCX3 1135
ACA8 962
EAAC 320
GRXS16 -1942
CAX5 -2422
CAX1 -3821
AT1G54110 -8711



PS_LIGHTREACTION_PHOTOSYSTEM_II_LHC-II

PS_LIGHTREACTION_PHOTOSYSTEM_II_LHC-II
140
set PS_LIGHTREACTION_PHOTOSYSTEM_II_LHC-II
setSize 14
pANOVA 0.0129
s.dist 0.384
p.adjustANOVA 0.0654



Top enriched genes

Top 20 genes
GeneID Gene Rank
LHCB2.2 9432
LHCB2.1 8627
LHCB2.4 8016
LHCB5 7775
LHCB6 7201
LHCB1.3 5724
LHCB4.1 5208
LHCB1.1 4694
LHCB7 3644
LHCB3 1974
LHCB4.3 1527
LHB1B1 943
LHB1B2 769
LHCB4.2 -3548

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
LHCB2.2 9432
LHCB2.1 8627
LHCB2.4 8016
LHCB5 7775
LHCB6 7201
LHCB1.3 5724
LHCB4.1 5208
LHCB1.1 4694
LHCB7 3644
LHCB3 1974
LHCB4.3 1527
LHB1B1 943
LHB1B2 769
LHCB4.2 -3548



HORMONE_METABOLISM_ABSCISIC_ACID_SYNTHESIS-DEGRADATION

HORMONE_METABOLISM_ABSCISIC_ACID_SYNTHESIS-DEGRADATION
30
set HORMONE_METABOLISM_ABSCISIC_ACID_SYNTHESIS-DEGRADATION
setSize 10
pANOVA 0.0405
s.dist -0.374
p.adjustANOVA 0.144



Top enriched genes

Top 20 genes
GeneID Gene Rank
CCD8 -8759
HVA22I -8198
HVA22F -7252
HVA22G -5978
HVA22H -5451
CCD7 -3146
UGT71B6 -1891
SIR3 -1672
AAO4 767
AAO2 7942

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
CCD8 -8759
HVA22I -8198
HVA22F -7252
HVA22G -5978
HVA22H -5451
CCD7 -3146
UGT71B6 -1891
SIR3 -1672
AAO4 767
AAO2 7942



PS_LIGHTREACTION_CYCLIC_ELECTRON_FLOW-CHLORORESPIRATION

PS_LIGHTREACTION_CYCLIC_ELECTRON_FLOW-CHLORORESPIRATION
138
set PS_LIGHTREACTION_CYCLIC_ELECTRON_FLOW-CHLORORESPIRATION
setSize 12
pANOVA 0.0249
s.dist 0.374
p.adjustANOVA 0.106



Top enriched genes

Top 20 genes
GeneID Gene Rank
NDHI 10486.0
NDHB.1 10299.5
NDHB.2 10299.5
NDHA 10291.0
NDHE 10130.0
NDHH 8886.0
PGRL1A 6077.0
AOX4 2330.0
PGR5 -1364.0
PGRL1B -1911.0
NDF2 -5362.0
PIFI -8245.0

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
NDHI 10486.0
NDHB.1 10299.5
NDHB.2 10299.5
NDHA 10291.0
NDHE 10130.0
NDHH 8886.0
PGRL1A 6077.0
AOX4 2330.0
PGR5 -1364.0
PGRL1B -1911.0
NDF2 -5362.0
PIFI -8245.0



NOT_ASSIGNED_NO_ONTOLOGY_GLYCINE_RICH_PROTEINS

NOT_ASSIGNED_NO_ONTOLOGY_GLYCINE_RICH_PROTEINS
86
set NOT_ASSIGNED_NO_ONTOLOGY_GLYCINE_RICH_PROTEINS
setSize 52
pANOVA 6.86e-06
s.dist -0.361
p.adjustANOVA 0.000201



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT5G28630 -9800
HIPP33 -9739
AT5G61660 -9674
AT4G08230 -9632
AT5G46730 -9577
AT1G07135 -9544
AT2G05510 -9379
TGD5 -9276
GRP5 -9273
AT2G05580 -9258
AT3G04640 -9220
AT1G04660 -9097
AT1G27710 -8912
AT3G59640 -8888
AT1G67870 -8732
AT1G15280 -8602
AT4G21620 -8572
AT5G49350 -8232
OPSL1 -8207
GRP3S -7865

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT5G28630 -9800
HIPP33 -9739
AT5G61660 -9674
AT4G08230 -9632
AT5G46730 -9577
AT1G07135 -9544
AT2G05510 -9379
TGD5 -9276
GRP5 -9273
AT2G05580 -9258
AT3G04640 -9220
AT1G04660 -9097
AT1G27710 -8912
AT3G59640 -8888
AT1G67870 -8732
AT1G15280 -8602
AT4G21620 -8572
AT5G49350 -8232
OPSL1 -8207
GRP3S -7865
AT4G18280 -7725
P23-1 -7580
AT4G22740 -7092
AT2G05540 -7008
AT5G47020 -6434
GRP3 -6115
AT5G17650 -6039
GRP23 -5780
AT4G36230 -5257
AT1G27090 -5150
AT3G29075 -3776
DOT1 -2822
AT1G75550 -2644
OPS -144
GRDP1 173
GRDP2 1281
GIF1 1559
ATGRP9 2082
GRP18 2861
AT2G15780 2895
AT1G66820 3853
AT4G17620 4133
AT4G29020 4913
AT5G11700 5477
AT4G37682 5531
AT4G10330 5799
AT1G04800 6134
AT4G30450 6223
AT4G32920 7688
AT4G30460 8173
AT3G06780 8561
AT4G38710 10459



RNA_REGULATION_OF_TRANSCRIPTION_WRKY_DOMAIN_TRANSCRIPTION_FACTOR_FAMILY

RNA_REGULATION_OF_TRANSCRIPTION_WRKY_DOMAIN_TRANSCRIPTION_FACTOR_FAMILY
194
set RNA_REGULATION_OF_TRANSCRIPTION_WRKY_DOMAIN_TRANSCRIPTION_FACTOR_FAMILY
setSize 61
pANOVA 3.14e-06
s.dist -0.345
p.adjustANOVA 0.000138



Top enriched genes

Top 20 genes
GeneID Gene Rank
WRKY72 -9733
WRKY2 -9707
WRKY3 -9651
WRKY41 -9650
WRKY14 -9602
WRKY30 -9586
WRKY7 -9539
WRKY26 -9404
WRKY36 -9395
WRKY61 -9095
WRKY27 -9091
WRKY43 -8946
WRKY56 -8714
WRKY33 -8679
WRKY54 -8589
WRKY55 -8551
WRKY12 -8446
WRKY47 -8381
WRKY20 -8290
WRKY35 -7470

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
WRKY72 -9733
WRKY2 -9707
WRKY3 -9651
WRKY41 -9650
WRKY14 -9602
WRKY30 -9586
WRKY7 -9539
WRKY26 -9404
WRKY36 -9395
WRKY61 -9095
WRKY27 -9091
WRKY43 -8946
WRKY56 -8714
WRKY33 -8679
WRKY54 -8589
WRKY55 -8551
WRKY12 -8446
WRKY47 -8381
WRKY20 -8290
WRKY35 -7470
WRKY1 -7466
WRKY32 -7292
WRKY71 -7116
WRKY13 -6953
WRKY4 -6940
WRKY69 -6576
WRKY24 -5842
WRKY45 -4892
POLAR -4589
WRKY57 -4205
WRKY15 -3870
WRKY8 -3496
WRKY25 -3179
WRKY58 -3110
WRKY70 -2948
WRKY75 -2772
WRKY11 -2541
WRKY9 -2436
WRKY44 -1309
WRKY60 -1164
WRKY6 -746
WRKY29 -510
WRKY22 -179
WRKY65 40
WRKY53 1380
WRKY51 2166
WRKY74 2245
WRKY42 2855
WRKY59 3819
WRKY31 3918
WRKY18 3999
WRKY50 4214
WRKY46 4909
WRKY48 5395
WRKY39 5533
WRKY17 5908
WRKY19 6063
WRKY21 6551
WRKY40 6982
WRKY28 8320
WRKY23 9938



METAL_HANDLING

METAL_HANDLING
49
set METAL_HANDLING
setSize 10
pANOVA 0.0614
s.dist -0.342
p.adjustANOVA 0.186



Top enriched genes

Top 20 genes
GeneID Gene Rank
HIPP16 -9616
HIPP36 -9233
AT4G19070 -7214
ATAILP1 -6674
SELT -5076
AT5G58640 -4595
SBP3 -3736
SBP2 877
COBL9 4440
SBP1 10537

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
HIPP16 -9616
HIPP36 -9233
AT4G19070 -7214
ATAILP1 -6674
SELT -5076
AT5G58640 -4595
SBP3 -3736
SBP2 877
COBL9 4440
SBP1 10537



HORMONE_METABOLISM_AUXIN_SYNTHESIS-DEGRADATION

HORMONE_METABOLISM_AUXIN_SYNTHESIS-DEGRADATION
33
set HORMONE_METABOLISM_AUXIN_SYNTHESIS-DEGRADATION
setSize 13
pANOVA 0.035
s.dist 0.338
p.adjustANOVA 0.136



Top enriched genes

Top 20 genes
GeneID Gene Rank
NIT1 10590
UGT74B1 9962
ILL6 9637
UGT79B5 9251
ILL4 8551
ILR1 6007
UGT1 5803
ILL3 4970
NIT2 1361
IAMT1 832
ILL2 -2768
ILL1 -4788
TGG2 -8001

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
NIT1 10590
UGT74B1 9962
ILL6 9637
UGT79B5 9251
ILL4 8551
ILR1 6007
UGT1 5803
ILL3 4970
NIT2 1361
IAMT1 832
ILL2 -2768
ILL1 -4788
TGG2 -8001



NOT_ASSIGNED_NO_ONTOLOGY_ABC1_FAMILY_PROTEIN

NOT_ASSIGNED_NO_ONTOLOGY_ABC1_FAMILY_PROTEIN
79
set NOT_ASSIGNED_NO_ONTOLOGY_ABC1_FAMILY_PROTEIN
setSize 11
pANOVA 0.053
s.dist 0.337
p.adjustANOVA 0.174



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT1G71810 7492
AT3G24190 6939
AT1G61640 6878
AT5G24810 6331
AT5G50330 6052
AT1G11390 5393
ATATH8 5289
AT5G24970 5237
AT3G07700 2188
ATATH9 -4168
AT4G24810 -4209

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT1G71810 7492
AT3G24190 6939
AT1G61640 6878
AT5G24810 6331
AT5G50330 6052
AT1G11390 5393
ATATH8 5289
AT5G24970 5237
AT3G07700 2188
ATATH9 -4168
AT4G24810 -4209



RNA_REGULATION_OF_TRANSCRIPTION_GEBP_LIKE

RNA_REGULATION_OF_TRANSCRIPTION_GEBP_LIKE
171
set RNA_REGULATION_OF_TRANSCRIPTION_GEBP_LIKE
setSize 10
pANOVA 0.0659
s.dist 0.336
p.adjustANOVA 0.195



Top enriched genes

Top 20 genes
GeneID Gene Rank
GEBPL 10518
STKL1 8937
AT5G28040 7967
AT1G61730 7403
AT1G44810 7394
AT3G04930 3511
GEBP 3510
GPL1 -806
GPL3 -4305
GPL2 -4763

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
GEBPL 10518
STKL1 8937
AT5G28040 7967
AT1G61730 7403
AT1G44810 7394
AT3G04930 3511
GEBP 3510
GPL1 -806
GPL3 -4305
GPL2 -4763



RNA_REGULATION_OF_TRANSCRIPTION_AUX/IAA_FAMILY

RNA_REGULATION_OF_TRANSCRIPTION_AUX/IAA_FAMILY
159
set RNA_REGULATION_OF_TRANSCRIPTION_AUX/IAA_FAMILY
setSize 23
pANOVA 0.0059
s.dist 0.332
p.adjustANOVA 0.0353



Top enriched genes

Top 20 genes
GeneID Gene Rank
IAA5 10397
IAA19 10160
IAA8 9829
IAA7 9708
IAA17 9206
IAA9 8600
IAA13 7818
IAA14 7205
IAA30 5368
SHY2 5102
IAA12 3943
IAA6 2724
IAA2 2397
IAA4 2136
IAA18 1108
IAA16 997
IAA10 926
IAA29 694
IAA11 553
IAA28 -403

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
IAA5 10397
IAA19 10160
IAA8 9829
IAA7 9708
IAA17 9206
IAA9 8600
IAA13 7818
IAA14 7205
IAA30 5368
SHY2 5102
IAA12 3943
IAA6 2724
IAA2 2397
IAA4 2136
IAA18 1108
IAA16 997
IAA10 926
IAA29 694
IAA11 553
IAA28 -403
IAA32 -2854
IAA26 -2925
IAA1 -3206



RNA_REGULATION_OF_TRANSCRIPTION_ARF,_AUXIN_RESPONSE_FACTOR_FAMILY

RNA_REGULATION_OF_TRANSCRIPTION_ARF,_AUXIN_RESPONSE_FACTOR_FAMILY
156
set RNA_REGULATION_OF_TRANSCRIPTION_ARF,_AUXIN_RESPONSE_FACTOR_FAMILY
setSize 16
pANOVA 0.0223
s.dist -0.33
p.adjustANOVA 0.0994



Top enriched genes

Top 20 genes
GeneID Gene Rank
ARF9 -9089
ARF17 -8448
ARF20 -7053
ARF11 -7018
ARF19 -6002
ARF3 -4368
ARF4 -3858
ARF6 -3353
ARF8 -2884
ARF18 -2488
ARF10 -1413
ARF2 -467
ARF16 203
ARF14 1517
ARF1 2106
ARF5 6076

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
ARF9 -9089
ARF17 -8448
ARF20 -7053
ARF11 -7018
ARF19 -6002
ARF3 -4368
ARF4 -3858
ARF6 -3353
ARF8 -2884
ARF18 -2488
ARF10 -1413
ARF2 -467
ARF16 203
ARF14 1517
ARF1 2106
ARF5 6076



SIGNALLING_RECEPTOR_KINASES_LEUCINE_RICH_REPEAT_II

SIGNALLING_RECEPTOR_KINASES_LEUCINE_RICH_REPEAT_II
220
set SIGNALLING_RECEPTOR_KINASES_LEUCINE_RICH_REPEAT_II
setSize 13
pANOVA 0.0397
s.dist 0.329
p.adjustANOVA 0.144



Top enriched genes

Top 20 genes
GeneID Gene Rank
SERK4 9662
AT5G10290 8425
AT4G30520 7376
NIK1 6762
NIK3 6282
NIK2 5381
AT5G45780 4842
AT5G65240 3604
SERK1 2308
SERK5 1751
SERK2 1501
AT2G23950 817
AT5G63710 -8401

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
SERK4 9662
AT5G10290 8425
AT4G30520 7376
NIK1 6762
NIK3 6282
NIK2 5381
AT5G45780 4842
AT5G65240 3604
SERK1 2308
SERK5 1751
SERK2 1501
AT2G23950 817
AT5G63710 -8401



MITOCHONDRIAL_ELECTRON_TRANSPORT_/_ATP_SYNTHESIS_CYTOCHROME_C_REDUCTASE

MITOCHONDRIAL_ELECTRON_TRANSPORT_/_ATP_SYNTHESIS_CYTOCHROME_C_REDUCTASE
75
set MITOCHONDRIAL_ELECTRON_TRANSPORT_/_ATP_SYNTHESIS_CYTOCHROME_C_REDUCTASE
setSize 10
pANOVA 0.0788
s.dist -0.321
p.adjustANOVA 0.207



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT3G10860 -9688
AT3G52730 -8782
AT1G36380 -8781
AT5G05370 -8687
AT1G15120 -8310
QCR7-1 -7947
QCR7-2 3500
UCR1-1 4436
UCR1-2 5759
AT2G07727 10320

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT3G10860 -9688
AT3G52730 -8782
AT1G36380 -8781
AT5G05370 -8687
AT1G15120 -8310
QCR7-1 -7947
QCR7-2 3500
UCR1-1 4436
UCR1-2 5759
AT2G07727 10320



MITOCHONDRIAL_ELECTRON_TRANSPORT_/_ATP_SYNTHESIS_CYTOCHROME_C

MITOCHONDRIAL_ELECTRON_TRANSPORT_/_ATP_SYNTHESIS_CYTOCHROME_C
73
set MITOCHONDRIAL_ELECTRON_TRANSPORT_/_ATP_SYNTHESIS_CYTOCHROME_C
setSize 10
pANOVA 0.0797
s.dist 0.32
p.adjustANOVA 0.207



Top enriched genes

Top 20 genes
GeneID Gene Rank
CYC11 9784
CYC12 9743
ATG1 9032
CCB452 9006
CCB203 8582
CCB382 2556
CCS1 1734
CYTC-2 -2224
CYTC-1 -3501
CCMH -6970

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
CYC11 9784
CYC12 9743
ATG1 9032
CCB452 9006
CCB203 8582
CCB382 2556
CCS1 1734
CYTC-2 -2224
CYTC-1 -3501
CCMH -6970



DEVELOPMENT_STORAGE_PROTEINS

DEVELOPMENT_STORAGE_PROTEINS
22
set DEVELOPMENT_STORAGE_PROTEINS
setSize 18
pANOVA 0.0193
s.dist 0.318
p.adjustANOVA 0.0892



Top enriched genes

Top 20 genes
GeneID Gene Rank
PLP3 10522
PLP7 10374
PLP1 9992
AT1G07750 9593
PLP6 8688
PLP9 8664
AT1G33270 7780
CRB 7285
PLP8 7234
AT5G44020 6482
VSP2 3523
PLP5 1459
SDP1 -631
AT5G19120 -1326
SDP1L -3679
VSP1 -4353
PLP2 -5742
AT5G43590 -8256

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
PLP3 10522
PLP7 10374
PLP1 9992
AT1G07750 9593
PLP6 8688
PLP9 8664
AT1G33270 7780
CRB 7285
PLP8 7234
AT5G44020 6482
VSP2 3523
PLP5 1459
SDP1 -631
AT5G19120 -1326
SDP1L -3679
VSP1 -4353
PLP2 -5742
AT5G43590 -8256



RNA_REGULATION_OF_TRANSCRIPTION_ZF-HD

RNA_REGULATION_OF_TRANSCRIPTION_ZF-HD
195
set RNA_REGULATION_OF_TRANSCRIPTION_ZF-HD
setSize 14
pANOVA 0.0411
s.dist -0.315
p.adjustANOVA 0.144



Top enriched genes

Top 20 genes
GeneID Gene Rank
ZHD4 -8952
ZHD10 -8333
ZHD6 -7483
ZHD9 -6807
ZHD13 -6754
ZHD3 -6229
ZHD1 -5790
ZHD7 -3546
ATHB22 -2153
MIF1 -553
ZHD14 -73
ZHD8 3463
ZHD5 5361
ZHD11 9223

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
ZHD4 -8952
ZHD10 -8333
ZHD6 -7483
ZHD9 -6807
ZHD13 -6754
ZHD3 -6229
ZHD1 -5790
ZHD7 -3546
ATHB22 -2153
MIF1 -553
ZHD14 -73
ZHD8 3463
ZHD5 5361
ZHD11 9223



PROTEIN_DEGRADATION_UBIQUITIN_E2

PROTEIN_DEGRADATION_UBIQUITIN_E2
106
set PROTEIN_DEGRADATION_UBIQUITIN_E2
setSize 38
pANOVA 0.00113
s.dist -0.305
p.adjustANOVA 0.00994



Top enriched genes

Top 20 genes
GeneID Gene Rank
COP10 -9657
UBC8 -9609
UBC28 -9415
UBC29 -9347
UBC35 -9190
PEX4 -9160
UBC36 -8637
UBC2 -8299
UBC9 -8287
UBC3 -7933
UBC17 -7516
UBC16 -7185
RCE1 -6882
UBC19 -6534
UBC30 -6408
UBC15 -5821
MMZ3 -5581
UBC13 -4879
UBC11 -3593
ATRBL15 -3488

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
COP10 -9657
UBC8 -9609
UBC28 -9415
UBC29 -9347
UBC35 -9190
PEX4 -9160
UBC36 -8637
UBC2 -8299
UBC9 -8287
UBC3 -7933
UBC17 -7516
UBC16 -7185
RCE1 -6882
UBC19 -6534
UBC30 -6408
UBC15 -5821
MMZ3 -5581
UBC13 -4879
UBC11 -3593
ATRBL15 -3488
UBC32 -2674
UBC1 -2315
UBC22 -1630
UBC12 -1500
UBC5 -917
UBC18 -576
UBC4 1239
UEV1B 1643
UBC24 2320
UEV1A 4035
SCE1 4310
UBC10 4648
UEV1D-4 4741
UBC20 4867
UBC6 5072
UBC7 6321
UBC25 8203
UBC14 8926



NOT_ASSIGNED_NO_ONTOLOGY_ARMADILLO/BETA-CATENIN_REPEAT_FAMILY_PROTEIN

NOT_ASSIGNED_NO_ONTOLOGY_ARMADILLO/BETA-CATENIN_REPEAT_FAMILY_PROTEIN
81
set NOT_ASSIGNED_NO_ONTOLOGY_ARMADILLO/BETA-CATENIN_REPEAT_FAMILY_PROTEIN
setSize 31
pANOVA 0.0033
s.dist 0.305
p.adjustANOVA 0.0228



Top enriched genes

Top 20 genes
GeneID Gene Rank
Fes1A 10705
AT4G16490 10282
AT5G47540 10046
AT5G50900 9897
AT1G61350 9608
AT3G20170 9261
ARIA 8625
AT4G33945 8257
AT4G32050 8039
AT2G45720 7634
ARO4 7121
AT5G18940 7069
AT4G31890 5923
AT3G01400 5676
AT1G08315 4533
AT2G25130 4527
AT1G01830 4391
AT5G37290 4281
AT4G12710 3345
TIO 2295

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
Fes1A 10705
AT4G16490 10282
AT5G47540 10046
AT5G50900 9897
AT1G61350 9608
AT3G20170 9261
ARIA 8625
AT4G33945 8257
AT4G32050 8039
AT2G45720 7634
ARO4 7121
AT5G18940 7069
AT4G31890 5923
AT3G01400 5676
AT1G08315 4533
AT2G25130 4527
AT1G01830 4391
AT5G37290 4281
AT4G12710 3345
TIO 2295
AT3G03440 1901
AT1G23180 -469
AT1G51350 -1505
Fes1B -1780
ARO3 -1948
ABAP1 -2309
AT3G62530 -2960
ARO2 -3085
AT2G05810 -4639
AT4G31520 -5364
AT5G58680 -7287



SIGNALLING_RECEPTOR_KINASES_WHEAT_LRK10_LIKE

SIGNALLING_RECEPTOR_KINASES_WHEAT_LRK10_LIKE
231
set SIGNALLING_RECEPTOR_KINASES_WHEAT_LRK10_LIKE
setSize 12
pANOVA 0.069
s.dist -0.303
p.adjustANOVA 0.197



Top enriched genes

Top 20 genes
GeneID Gene Rank
LRK10L-1.1 -8835
LRK10L-2.7 -7468
LRK10L-2.1 -5640
LRK10L-2.5 -5222
AT5G38210 -4934
LRK10L-2.8 -4387
LRK10L-1.5 -4363
AT1G18390 -3666
LRK10L-2.4 -487
LRK10L-2.3 652
AT1G66880 5563
AT5G38240 7180

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
LRK10L-1.1 -8835
LRK10L-2.7 -7468
LRK10L-2.1 -5640
LRK10L-2.5 -5222
AT5G38210 -4934
LRK10L-2.8 -4387
LRK10L-1.5 -4363
AT1G18390 -3666
LRK10L-2.4 -487
LRK10L-2.3 652
AT1G66880 5563
AT5G38240 7180



RNA_REGULATION_OF_TRANSCRIPTION_TRIHELIX,_TRIPLE-HELIX_TRANSCRIPTION_FACTOR_FAMILY

RNA_REGULATION_OF_TRANSCRIPTION_TRIHELIX,_TRIPLE-HELIX_TRANSCRIPTION_FACTOR_FAMILY
192
set RNA_REGULATION_OF_TRANSCRIPTION_TRIHELIX,_TRIPLE-HELIX_TRANSCRIPTION_FACTOR_FAMILY
setSize 30
pANOVA 0.00467
s.dist -0.298
p.adjustANOVA 0.0307



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G31270 -9129
AT-GTL1 -8801
GT-4 -8652
AT1G11850 -8479
AT1G76880 -8403
UGLYAH -8250
GT-1 -7589
PTL -7547
ASIL2 -6521
AT3G24860 -6516
AT2G35640 -6404
GT-2 -5835
AT3G01560 -4935
GT-3B -4596
AT2G44730 -4396
AT5G28300 -4070
EDA31 -3765
AT5G14540 -2973
AT1G31310 -1030
AT3G58630 -285

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G31270 -9129
AT-GTL1 -8801
GT-4 -8652
AT1G11850 -8479
AT1G76880 -8403
UGLYAH -8250
GT-1 -7589
PTL -7547
ASIL2 -6521
AT3G24860 -6516
AT2G35640 -6404
GT-2 -5835
AT3G01560 -4935
GT-3B -4596
AT2G44730 -4396
AT5G28300 -4070
EDA31 -3765
AT5G14540 -2973
AT1G31310 -1030
AT3G58630 -285
AT3G10040 970
AT1G21200 1523
AT5G47660 2379
AT5G05550 3311
GT-3A 4223
AT4G29030 4242
AT3G11100 4291
AT3G24490 5631
ASIL1 6215
AT3G54390 7915



PROTEIN_SYNTHESIS_RIBOSOME_BIOGENESIS

PROTEIN_SYNTHESIS_RIBOSOME_BIOGENESIS
126
set PROTEIN_SYNTHESIS_RIBOSOME_BIOGENESIS
setSize 11
pANOVA 0.0867
s.dist 0.298
p.adjustANOVA 0.219



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT4G15770 9702
NUG2 8254
ATPK1 7880
AT3G22980 6610
MDN1 6475
AT1G42440 5061
ATPK2 4092
AT5G53920 148
AT5G38290 -1613
CRS2B -1928
AT3G53470 -5635

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT4G15770 9702
NUG2 8254
ATPK1 7880
AT3G22980 6610
MDN1 6475
AT1G42440 5061
ATPK2 4092
AT5G53920 148
AT5G38290 -1613
CRS2B -1928
AT3G53470 -5635



SIGNALLING_RECEPTOR_KINASES_WALL_ASSOCIATED_KINASE

SIGNALLING_RECEPTOR_KINASES_WALL_ASSOCIATED_KINASE
230
set SIGNALLING_RECEPTOR_KINASES_WALL_ASSOCIATED_KINASE
setSize 22
pANOVA 0.0157
s.dist -0.298
p.adjustANOVA 0.0761



Top enriched genes

Top 20 genes
GeneID Gene Rank
WAK4 -9665
WAKL10 -9591
WAKL13 -9477
WAKL6 -9019
WAKL21 -8980
WAKL2 -6609
WAK5 -6342
WAKL15 -5551
WAKL5 -5274
WAK2 -5134
WAKL11 -3658
WAKL1 -1188
WAKL22 -533
WAKL18 -480
WAKL8 -27
WAKL17 1198
WAKL14 1782
WAKL4 2753
WAK3 3219
WAKL20 3820

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
WAK4 -9665
WAKL10 -9591
WAKL13 -9477
WAKL6 -9019
WAKL21 -8980
WAKL2 -6609
WAK5 -6342
WAKL15 -5551
WAKL5 -5274
WAK2 -5134
WAKL11 -3658
WAKL1 -1188
WAKL22 -533
WAKL18 -480
WAKL8 -27
WAKL17 1198
WAKL14 1782
WAKL4 2753
WAK3 3219
WAKL20 3820
WAKL9 4755
WAK1 7337



TRANSPORT_NUCLEOTIDES

TRANSPORT_NUCLEOTIDES
255
set TRANSPORT_NUCLEOTIDES
setSize 18
pANOVA 0.03
s.dist -0.296
p.adjustANOVA 0.121



Top enriched genes

Top 20 genes
GeneID Gene Rank
PUP1 -9333
PUP7 -8950
PUP13 -7675
AT3G23870 -6647
PUP14 -6579
PUP23 -4898
AT1G34470 -4213
ATUPS3 -3591
PUP18 -3497
ATPUP5 -3174
PUP21 -2554
PUP2 -2103
PUP10 -841
PUP4 619
ATPUP12 908
PUP17 3113
NCS1 5939
PUP11 7498

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
PUP1 -9333
PUP7 -8950
PUP13 -7675
AT3G23870 -6647
PUP14 -6579
PUP23 -4898
AT1G34470 -4213
ATUPS3 -3591
PUP18 -3497
ATPUP5 -3174
PUP21 -2554
PUP2 -2103
PUP10 -841
PUP4 619
ATPUP12 908
PUP17 3113
NCS1 5939
PUP11 7498



LIPID_METABOLISM_LIPID_DEGRADATION_LIPASES_TRIACYLGLYCEROL_LIPASE

LIPID_METABOLISM_LIPID_DEGRADATION_LIPASES_TRIACYLGLYCEROL_LIPASE
45
set LIPID_METABOLISM_LIPID_DEGRADATION_LIPASES_TRIACYLGLYCEROL_LIPASE
setSize 26
pANOVA 0.0091
s.dist 0.295
p.adjustANOVA 0.0501



Top enriched genes

Top 20 genes
GeneID Gene Rank
AT2G30550 9718
AT4G18550 9537
AT5G42930 8977
PLIP3 8709
AT3G14075 8310
AT1G56630 7690
AT3G14360 7589
PLIP1 7563
AT1G18460 7260
PLA-I{gamma}1 5940
AT1G51440 5683
LIP1 5573
PLIP2 5525
AT4G10955 4701
ATTLL1 4616
AT5G67050 4532
AT2G42450 4209
AT5G24220 1425
AT5G24210 1071
AT4G13550 -693

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
AT2G30550 9718
AT4G18550 9537
AT5G42930 8977
PLIP3 8709
AT3G14075 8310
AT1G56630 7690
AT3G14360 7589
PLIP1 7563
AT1G18460 7260
PLA-I{gamma}1 5940
AT1G51440 5683
LIP1 5573
PLIP2 5525
AT4G10955 4701
ATTLL1 4616
AT5G67050 4532
AT2G42450 4209
AT5G24220 1425
AT5G24210 1071
AT4G13550 -693
AT2G05260 -1680
AT4G16070 -1688
AT3G07400 -1940
AT1G05790 -3610
LIP2 -8252
AT1G30370 -9269



NOT_ASSIGNED_NO_ONTOLOGY_PENTATRICOPEPTIDE_(PPR)_REPEAT-CONTAINING_PROTEIN

NOT_ASSIGNED_NO_ONTOLOGY_PENTATRICOPEPTIDE_(PPR)_REPEAT-CONTAINING_PROTEIN
88
set NOT_ASSIGNED_NO_ONTOLOGY_PENTATRICOPEPTIDE_(PPR)_REPEAT-CONTAINING_PROTEIN
setSize 424
pANOVA 5.22e-25
s.dist 0.292
p.adjustANOVA 6.87e-23



Top enriched genes

Top 20 genes
GeneID Gene Rank
PCMP-H90 10156
AT3G02650 10092
AtHip1 10035
PCMP-E42 10017
AT2G30780 10005
PNM1 9980
AT1G30290 9844
AT5G15980 9791
AT4G14190 9764
Phox2 9726
AT2G17670 9716
AT5G15280 9700
AT1G64580 9690
AT3G18020 9610
AT1G01970 9518
AT1G07740 9401
AT5G65820 9373
PCMP-H34 9340
AT2G37230 9302
AT2G18520 9277

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
PCMP-H90 10156
AT3G02650 10092
AtHip1 10035
PCMP-E42 10017
AT2G30780 10005
PNM1 9980
AT1G30290 9844
AT5G15980 9791
AT4G14190 9764
Phox2 9726
AT2G17670 9716
AT5G15280 9700
AT1G64580 9690
AT3G18020 9610
AT1G01970 9518
AT1G07740 9401
AT5G65820 9373
PCMP-H34 9340
AT2G37230 9302
AT2G18520 9277
NFD5 9222
AT4G17616 9208
PPR336 9103
PCMP-H58 9073
EMB1796 9063
AT3G46870 9040
PCMP-E66 8913
PCMP-H89 8848
AT5G65560 8818
AT5G38730 8803
PCMP-H64 8778
AT5G57250 8714
PCMP-E79 8656
PCMP-E10 8649
AT1G80550 8624
AT3G42630 8613
PCMP-H67 8548
AT3G54980 8467
PCMP-H44 8462
PCMP-H76 8454
PCMP-H83 8433
AT4G20740 8400
EMB2076 8358
PCMP-E12 8351
AT1G55890 8344
DYW7 8276
AT1G11630 8264
EOL2 8228
PCMP-E41 8149
EOL1 8108
AT3G61520 8103
PCMP-H6 8094
PCMP-E100 8088
AT3G02490 8084
AT5G18950 8061
PCMP-E52 8027
PCMP-E14 7977
AT1G69290 7953
AT3G04760 7908
PCMP-E78 7851
AT3G22470 7815
PCMP-H69 7814
P67 7779
AT4G21170 7776
AT3G48250 7760
AT2G01740 7732
PCMP-H52 7731
AT1G06270 7704
AT3G13160 7671
AT5G39980 7668
AT2G17033 7656
AT1G71210 7620
AT3G16010 7527
AT3G06920 7523
AT1G13800 7513
PCMP-H33 7487
AT5G12100 7485
AT1G09900 7463
AT4G30825 7428
PCMP-H23 7412
AT5G01110 7400
AT2G06000 7392
AT1G18900 7386
AT3G53170 7385
AT5G47360 7357
PCMP-A5 7310
PCMP-E45 7253
PCMP-E73 7216
AT1G22960 7215
AT5G46100 7211
PCMP-H38 7184
AT2G40240 7176
AT1G08610 7158
PCMP-E38 7141
PCMP-H86 7118
PCMP-E56 7098
PCMP-E91 7096
AT5G55840 7079
AT2G28050 7005
AT4G36680 6987
AT2G17140 6981
AT5G24830 6953
LPA1 6936
TL20.3 6913
PCMP-E98 6901
DOT4 6818
PCMP-H42 6792
PCMP-H65 6756
AT4G19890 6737
PCMP-H63 6712
AT3G07290 6664
AT4G35850 6643
AT5G64320 6603
AT5G18390 6590
PCMP-E28 6558
AT1G23450 6519
AT1G13410 6502
PCMP-E84 6495
PCMP-E29 6407
AT2G27800 6404
CRR21 6400
PCMP-E87 6376
AT3G04130 6371
AT1G11710 6358
AT1G55630 6300
AT3G46610 6296
AT1G52640 6266
PCMP-E63 6249
AT1G66345 6221
AT5G15010 6201
PCMP-H49 6198
PCMP-E16 6152
CRR2 6085
AT3G15200 6079
AT3G60050 6071
AT1G73710 6029
PCMP-H73 6018
AT5G48730 6012
AT3G22670 5994
EMB2758 5993
AT1G63230 5971
PCMP-E76 5930
AT1G16830 5917
AT3G16710 5907
AT5G43820 5875
LOJ 5863
PCMP-H18 5850
PCMP-E90 5809
PCMP-E17 5792
OTP43 5773
AT1G73400 5765
AT5G13770 5704
AT5G46680 5698
EMB976 5694
PCMP-H31 5678
AT1G74630 5664
AT2G19280 5663
AT1G11900 5614
AT1G62680 5565
AT2G15630 5556
PCMP-H32 5544
PCMP-H59 5528
PCMP-E82 5460
AT5G61990 5402
PCMP-E105 5382
PCMP-H70 5344
AT4G28010 5308
PCMP-E70 5269
PCMP-E61 5256
AT3G49730 5216
AT1G20300 5177
AT1G52620 5122
PCMP-E71 5118
AT1G03100 5059
EMB1006 5051
PCMP-E54 5016
PCMP-E47 5009
PCMP-E92 4994
PCMP-H40 4969
AT5G16420 4924
AT2G38420 4921
AT1G64100 4901
AT5G61400 4831
PCMP-E44 4772
CBSPPR1 4763
MRL1 4673
AT5G41170 4671
PCMP-E99 4636
PCMP-H1 4582
PCMP-H12 4500
PCMP-E72 4482
PCMP-A3 4461
AT1G62930 4460
AT5G11310 4451
AT3G14580 4401
AT3G22690 4385
AT4G01400 4383
PCMP-A6 4377
PCMP-E27 4360
PCMP-E53 4345
AT3G61170 4295
PCMP-E5 4285
PCMP-H84 4270
AT1G62590 4246
PCMP-H37 4196
PCMP-H61 4194
AT1G16480 4188
AT5G14080 4159
PCMP-E35 4146
PCMP-E77 4060
PCMP-H17 4054
PCMP-E26 4053
PCMP-E13 4050
PCMP-H51 4031
PCMP-E64 4007
AT4G11690 4004
PCMP-H21 3947
AT5G66631 3941
AT1G31840 3916
PCMP-E37 3908
PCMP-H22 3808
AT3G56030 3804
EMB175 3785
PCMP-E23 3761
PCMP-E21 3726
PCMP-E25 3710
AT2G32630 3709
AT3G51320 3679
AT5G18475 3639
AT2G18940 3630
ETO1 3591
PCMP-H87 3575
AT3G59040 3571
PCMP-E50 3559
AT5G28460 3460
AT4G04790 3436
PCMP-E103 3418
AT5G28340 3414
PCMP-E24 3349
PCMP-E67 3348
AT1G05600 3319
AT5G61370 3287
PCMP-E86 3276
PCMP-H11 3248
PCMP-E69 3216
PCMP-E101 3198
AT2G33680 3186
PCMP-E55 3179
AT4G19440 3164
AT4G21880 3065
PCMP-H43 3033
PCMP-E49 2996
AT5G37130 2984
RPF2 2868
AT5G59900 2843
PCMP-E36 2792
AT5G40400 2773
AT1G53330 2758
AT1G12300 2697
PCMP-H57 2651
AT5G02830 2620
PCMP-H3 2483
PCMP-E30 2472
AT3G62540 2471
AT1G26500 2464
AT2G26790 2451
PCMP-E33 2432
EMB1025 2411
AT1G09820 2344
AT2G36240 2292
AT1G03560 2264
AT3G09060 2236
AT1G77360 2214
PCMP-H36 2093
PCMP-H82 2038
PCMP-E80 2030
AT1G06710 2001
AT3G23020 1980
AT1G61690 1876
PCMP-H60 1856
PCMP-H26 1848
PCMP-E2 1827
PCMP-H27 1822
PPR40 1786
AT1G79080 1714
AT2G02150 1704
PGR3 1698
PCMP-E15 1690
EMB2261 1685
PCMP-A4 1599
AT1G06580 1594
AT1G63080 1502
PCMP-H88 1474
AT1G76280 1456
PCMP-E31 1452
PCMP-E89 1435
PCMP-H13 1430
AT4G38150 1403
AT1G02420 1399
AT3G62470 1392
PCMP-H75 1389
PCMP-E20 1284
PCMP-H5 1278
AT1G19290 1272
AT5G06400 1138
AT1G74580 1109
LOI1 1095
PCMP-H28 1067
PCMP-E4 1059
AT3G13150 1049
PCMP-E7 994
PCMP-E22 981
PCMP-E1 930
AT1G80150 873
DYW9 798
AT2G35130 736
AT3G58590 723
AT1G80880 464
AT3G48810 448
PCMP-H24 427
AT5G08310 407
ELI1 397
PCMP-E48 371
PCMP-H29 345
PCMP-E32 316
AT5G14770 304
PCMP-H68 299
EMB975 246
AT2G44880 228
PRORP1 30
PCMP-H85 27
PCMP-E83 -50
AT1G26460 -172
PDE247 -185
AT5G16640 -301
PCMP-E65 -382
AT2G16880 -425
PCMP-E94 -440
PCMP-H35 -515
AT5G62370 -599
AT1G79540 -633
PCMP-H66 -640
PCMP-H8 -690
OTP51 -707
PCMP-H81 -741
AT1G63400 -766
PPR4 -817
PCMP-H41 -929
PCMP-E68 -1057
PCMP-E34 -1059
PCMP-E40 -1087
AT1G13630 -1091
PCMP-E96 -1096
PCMP-H79 -1118
EMB2453 -1129
PCMP-E8 -1166
AT3G61360 -1182
AT1G77405 -1222
PCMP-E51 -1282
PCMP-H92 -1311
PCMP-A2 -1447
AT4G26800 -1454
PCMP-E95 -1541
CRP1 -1573
PCMP-E58 -1575
AT1G63630 -1619
AT3G09040 -1633
AT1G62720 -1669
AT1G12620 -1675
AT4G18975 -1747
PCMP-E102 -1754
AT1G71060 -1888
AT1G62914 -2006
PCMP-E46 -2023
PCMP-E43 -2027
PCMP-E57 -2119
AT2G01390 -2156
AT4G01570 -2166
PCMP-E85 -2301
PCMP-E3 -2416
AT1G10910 -2432
AT5G27300 -2505
PCMP-H80 -2536
PCMP-E74 -2686
PCMP-H91 -2690
PCMP-E75 -2735
MEE40 -2784
AT5G28380 -2856
PCMP-H15 -2910
AT1G62350 -2917
AT1G63070 -2931
AT5G14820 -3148
AT1G04590 -3175
AT1G02060 -3180
AT4G26680 -3290
PCMP-H53 -3347
AT3G25210 -3385
PCMP-H47 -3529
PCMP-E93 -3566
AT1G63150 -3614
DYW10 -3695
AT2G17525 -3842
AT2G15980 -3962
AT3G60980 -4181
GUN1 -4383
AT5G25630 -4476
AT1G63330 -4575
AT1G09680 -4957
AT2G20720 -4961
DG1 -5028
EMB2745 -5058
AT1G63320 -5371
AT1G68980 -5727
GRP23 -5780
AT5G02860 -5874
PCMP-E6 -6614
AT1G13040 -6881
AT1G63130 -6986
EMB1417 -7217
PCMP-A1 -7349
AT2G48000 -7851
EMB2744 -7890
ABO5 -7944
AT3G49140 -8217



RNA_REGULATION_OF_TRANSCRIPTION_C2H2_ZINC_FINGER_FAMILY

RNA_REGULATION_OF_TRANSCRIPTION_C2H2_ZINC_FINGER_FAMILY
166
set RNA_REGULATION_OF_TRANSCRIPTION_C2H2_ZINC_FINGER_FAMILY
setSize 100
pANOVA 6.49e-07
s.dist -0.288
p.adjustANOVA 3.41e-05



Top enriched genes

Top 20 genes
GeneID Gene Rank
WIP2 -9727
ZFP8 -9725
JKD -9700
AT3G49930 -9658
BIB -9647
ZFP1 -9618
SRS2 -9593
AT3G53820 -9511
SUF4 -9346
AtIDD16 -9245
IDD5 -9206
NUC -9200
AT5G14140 -9102
IDD4 -9063
AT5G60470 -9003
AT3G53600 -8900
AtIDD11 -8872
STOP2 -8862
IDD14 -8817
MGP -8777

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
WIP2 -9727
ZFP8 -9725
JKD -9700
AT3G49930 -9658
BIB -9647
ZFP1 -9618
SRS2 -9593
AT3G53820 -9511
SUF4 -9346
AtIDD16 -9245
IDD5 -9206
NUC -9200
AT5G14140 -9102
IDD4 -9063
AT5G60470 -9003
AT3G53600 -8900
AtIDD11 -8872
STOP2 -8862
IDD14 -8817
MGP -8777
GAF1 -8763
ZFP3 -8703
AT5G10970 -8696
AT1G14580 -8338
SGR5 -8159
TAC1 -8151
SRS5 -8048
ZFP4 -7647
ZFP7 -7416
AT5G40710 -7312
IDD7 -6964
AT5G18550 -6677
ZFP5 -6523
AT4G16610 -6212
ZAT9 -5920
AT1G26590 -5448
AT4G25610 -5427
AT4G17810 -5323
ZAT4 -5279
AT5G43540 -5252
ZAT7 -5095
SEU -4733
GIS3 -4515
AZF3 -4261
CAR9 -3937
AT1G04990 -3609
ZAT1 -3543
AT1G49900 -3449
ZFP10 -3204
ENY -2926
AT4G27240 -2837
STOP1 -2524
AT5G52010 -2363
AT5G04390 -2106
ZAT5 -1845
GIS -1634
MBS1 -1587
ZAT8 -1576
AT3G42860 -1278
ZAT11 -1274
WIP3 -1245
SRS1 -1083
ZAT10 -992
ZAT12 -732
ZFN3 -577
AT1G26610 -431
AGD13 -284
SAP12 -137
AT1G04445 362
SRS8 388
AZF2 413
AT2G28710 557
AT5G20220 742
AT1G11490 912
AT5G56200 937
AT5G03510 1068
AT3G10470 2153
MBS2 2416
AT5G22480 2635
AT4G12240 2955
AT2G29660 3126
ZFP6 3473
AGD11 3809
TFIIIA 3926
SAP6 4145
AT5G13920 4634
AT5G36240 4676
SUVR5 5900
AT2G19385 6006
ZAT6 6020
AZF1 6415
AT4G31420 6935
ZFN2 7033
SE 7457
AGD12 7669
AT1G75710 8066
AT3G14740 9074
ORTH1 9259
REIL2 9800
BTS 10178



RNA_REGULATION_OF_TRANSCRIPTION_TCP_TRANSCRIPTION_FACTOR_FAMILY

RNA_REGULATION_OF_TRANSCRIPTION_TCP_TRANSCRIPTION_FACTOR_FAMILY
191
set RNA_REGULATION_OF_TRANSCRIPTION_TCP_TRANSCRIPTION_FACTOR_FAMILY
setSize 16
pANOVA 0.0471
s.dist -0.287
p.adjustANOVA 0.161



Top enriched genes

Top 20 genes
GeneID Gene Rank
TCP2 -9478
TCP24 -9123
TCP15 -8715
TCP4 -8431
TCP22 -7678
TCP17 -6804
TCP10 -4906
TCP5 -4016
TCP23 -152
TCP9 843
TCP13 1383
TCP19 1970
TCP7 2317
BRC2 2751
TCP8 5263
TCP20 5345

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
TCP2 -9478
TCP24 -9123
TCP15 -8715
TCP4 -8431
TCP22 -7678
TCP17 -6804
TCP10 -4906
TCP5 -4016
TCP23 -152
TCP9 843
TCP13 1383
TCP19 1970
TCP7 2317
BRC2 2751
TCP8 5263
TCP20 5345



NOT_ASSIGNED_NO_ONTOLOGY_AGENET_DOMAIN-CONTAINING_PROTEIN

NOT_ASSIGNED_NO_ONTOLOGY_AGENET_DOMAIN-CONTAINING_PROTEIN
80
set NOT_ASSIGNED_NO_ONTOLOGY_AGENET_DOMAIN-CONTAINING_PROTEIN
setSize 16
pANOVA 0.0478
s.dist -0.286
p.adjustANOVA 0.161



Top enriched genes

Top 20 genes
GeneID Gene Rank
DUF1 -8847
AT5G20030 -7873
DUF6 -7798
ATDUF10 -6542
DUF8 -6021
DUF9 -4882
DUF3 -4152
DUF7 -2998
DUF2 -2205
AT4G32440 -1391
AT2G25590 -951
AT5G52070 479
ATG2484-1 1250
AT1G09320 1954
AT5G42670 5006
AT3G06520 5693

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
DUF1 -8847
AT5G20030 -7873
DUF6 -7798
ATDUF10 -6542
DUF8 -6021
DUF9 -4882
DUF3 -4152
DUF7 -2998
DUF2 -2205
AT4G32440 -1391
AT2G25590 -951
AT5G52070 479
ATG2484-1 1250
AT1G09320 1954
AT5G42670 5006
AT3G06520 5693



MISC_GLUCO-,_GALACTO-_AND_MANNOSIDASES_BETA-GALACTOSIDASE

MISC_GLUCO-,_GALACTO-_AND_MANNOSIDASES_BETA-GALACTOSIDASE
60
set MISC_GLUCO-,_GALACTO-_AND_MANNOSIDASES_BETA-GALACTOSIDASE
setSize 13
pANOVA 0.0772
s.dist -0.283
p.adjustANOVA 0.207



Top enriched genes

Top 20 genes
GeneID Gene Rank
BGAL17 -8707
BGAL14 -7599
BGAL6 -7352
BGAL10 -6345
BGAL16 -5415
BGAL2 -5187
BGAL4 -3706
BGAL12 -3621
BGAL1 -2117
BGAL5 75
BGAL3 5083
BGAL8 5978
BGAL9 7361

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
BGAL17 -8707
BGAL14 -7599
BGAL6 -7352
BGAL10 -6345
BGAL16 -5415
BGAL2 -5187
BGAL4 -3706
BGAL12 -3621
BGAL1 -2117
BGAL5 75
BGAL3 5083
BGAL8 5978
BGAL9 7361



REDOX_ASCORBATE_AND_GLUTATHIONE_ASCORBATE

REDOX_ASCORBATE_AND_GLUTATHIONE_ASCORBATE
144
set REDOX_ASCORBATE_AND_GLUTATHIONE_ASCORBATE
setSize 16
pANOVA 0.0557
s.dist 0.276
p.adjustANOVA 0.177



Top enriched genes

Top 20 genes
GeneID Gene Rank
MDAR3 10503
APX1 10090
DHAR1 9958
DHAR2 7885
MDAR2 7836
MDAR5 7477
AT5G21105 6671
MDAR4 6329
APXT 6038
AT5G21100 622
DHAR3 -430
APX3 -1718
APX5 -2745
APXS -3976
AT4G39830 -4976
APX4 -6398

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
MDAR3 10503
APX1 10090
DHAR1 9958
DHAR2 7885
MDAR2 7836
MDAR5 7477
AT5G21105 6671
MDAR4 6329
APXT 6038
AT5G21100 622
DHAR3 -430
APX3 -1718
APX5 -2745
APXS -3976
AT4G39830 -4976
APX4 -6398



RNA_REGULATION_OF_TRANSCRIPTION_C2C2(ZN)_DOF_ZINC_FINGER_FAMILY

RNA_REGULATION_OF_TRANSCRIPTION_C2C2(ZN)_DOF_ZINC_FINGER_FAMILY
164
set RNA_REGULATION_OF_TRANSCRIPTION_C2C2(ZN)_DOF_ZINC_FINGER_FAMILY
setSize 31
pANOVA 0.00914
s.dist -0.271
p.adjustANOVA 0.0501



Top enriched genes

Top 20 genes
GeneID Gene Rank
DAG1 -9603
DOF2.5 -8893
AT1G28310 -8879
DOF5.3 -8810
DOF2.2 -8786
DOF3.1 -7593
DOF2.4 -7579
DOF5.7 -7578
DOF4.6 -7497
DOF1.6 -6849
MEE47 -6245
OBP3 -5863
DOF4.1 -5067
OBP2 -4540
DOF2.1 -4519
DOF3.2 -3361
DOF5.1 -1759
CDF5 -800
DOF5.6 -117
DOF1.7 118

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
DAG1 -9603
DOF2.5 -8893
AT1G28310 -8879
DOF5.3 -8810
DOF2.2 -8786
DOF3.1 -7593
DOF2.4 -7579
DOF5.7 -7578
DOF4.6 -7497
DOF1.6 -6849
MEE47 -6245
OBP3 -5863
DOF4.1 -5067
OBP2 -4540
DOF2.1 -4519
DOF3.2 -3361
DOF5.1 -1759
CDF5 -800
DOF5.6 -117
DOF1.7 118
CDF3 1552
AT1G26790 1769
DOF1.5 2126
DOF4.7 2328
DOF1.8 2942
DOF3.4 3251
CDF1 3664
DOF5.4 3794
DOF1.2 5266
CDF2 6074
CDF4 10288



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

sessionInfo()
## R version 4.0.3 (2020-10-10)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 18.04.5 LTS
## 
## Matrix products: default
## BLAS:   /usr/lib/x86_64-linux-gnu/blas/libblas.so.3.7.1
## LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.7.1
## 
## 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] parallel  stats4    stats     graphics  grDevices utils     datasets 
## [8] methods   base     
## 
## other attached packages:
##  [1] pkgload_1.1.0               GGally_2.0.0               
##  [3] ggplot2_3.3.2               reshape2_1.4.4             
##  [5] beeswarm_0.2.3              gtools_3.8.2               
##  [7] tibble_3.0.4                dplyr_1.0.2                
##  [9] echarts4r_0.3.3             mitch_1.2.0                
## [11] DESeq2_1.30.0               SummarizedExperiment_1.20.0
## [13] Biobase_2.50.0              MatrixGenerics_1.2.0       
## [15] matrixStats_0.57.0          GenomicRanges_1.42.0       
## [17] GenomeInfoDb_1.26.0         IRanges_2.24.0             
## [19] S4Vectors_0.28.0            BiocGenerics_0.36.0        
## [21] gplots_3.1.0                getDEE2_1.0.0              
## 
## loaded via a namespace (and not attached):
##  [1] bitops_1.0-6           bit64_4.0.5            RColorBrewer_1.1-2    
##  [4] httr_1.4.2             rprojroot_1.3-2        backports_1.2.0       
##  [7] tools_4.0.3            R6_2.5.0               KernSmooth_2.23-18    
## [10] DBI_1.1.0              colorspace_1.4-1       withr_2.3.0           
## [13] htm2txt_2.1.1          tidyselect_1.1.0       gridExtra_2.3         
## [16] bit_4.0.4              compiler_4.0.3         desc_1.2.0            
## [19] DelayedArray_0.16.0    caTools_1.18.0         scales_1.1.1          
## [22] genefilter_1.72.0      stringr_1.4.0          digest_0.6.27         
## [25] rmarkdown_2.5          XVector_0.30.0         pkgconfig_2.0.3       
## [28] htmltools_0.5.0        highr_0.8              fastmap_1.0.1         
## [31] htmlwidgets_1.5.2      rlang_0.4.8            RSQLite_2.2.1         
## [34] shiny_1.5.0            generics_0.1.0         jsonlite_1.7.1        
## [37] BiocParallel_1.24.0    RCurl_1.98-1.2         magrittr_1.5          
## [40] GenomeInfoDbData_1.2.4 Matrix_1.2-18          Rcpp_1.0.5            
## [43] munsell_0.5.0          lifecycle_0.2.0        stringi_1.5.3         
## [46] yaml_2.2.1             MASS_7.3-53            zlibbioc_1.36.0       
## [49] plyr_1.8.6             grid_4.0.3             blob_1.2.1            
## [52] promises_1.1.1         crayon_1.3.4           lattice_0.20-41       
## [55] splines_4.0.3          annotate_1.68.0        locfit_1.5-9.4        
## [58] knitr_1.30             pillar_1.4.6           tcltk_4.0.3           
## [61] geneplotter_1.68.0     XML_3.99-0.5           glue_1.4.2            
## [64] evaluate_0.14          vctrs_0.3.4            httpuv_1.5.4          
## [67] testthat_3.0.0         gtable_0.3.0           purrr_0.3.4           
## [70] assertthat_0.2.1       reshape_0.8.8          xfun_0.19             
## [73] mime_0.9               xtable_1.8-4           later_1.1.0.1         
## [76] survival_3.2-7         pbmcapply_1.5.0        AnnotationDbi_1.52.0  
## [79] memoise_1.1.0          ellipsis_0.3.1

END of report