Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: PES1

Gene summary for PES1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PES1

Gene ID

23481

Gene namepescadillo ribosomal biogenesis factor 1
Gene AliasNOP7
Cytomap22q12.2
Gene Typeprotein-coding
GO ID

GO:0000460

UniProtAcc

O00541


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
23481PES1LZE2THumanEsophagusESCC9.83e-058.98e-010.082
23481PES1LZE4THumanEsophagusESCC1.18e-102.96e-010.0811
23481PES1LZE7THumanEsophagusESCC2.68e-056.13e-010.0667
23481PES1LZE8THumanEsophagusESCC1.10e-032.40e-010.067
23481PES1LZE24THumanEsophagusESCC2.12e-093.59e-010.0596
23481PES1LZE6THumanEsophagusESCC3.78e-042.18e-010.0845
23481PES1P1T-EHumanEsophagusESCC1.69e-043.89e-010.0875
23481PES1P2T-EHumanEsophagusESCC3.90e-264.30e-010.1177
23481PES1P4T-EHumanEsophagusESCC1.62e-175.36e-010.1323
23481PES1P5T-EHumanEsophagusESCC3.24e-162.51e-010.1327
23481PES1P8T-EHumanEsophagusESCC1.33e-254.93e-010.0889
23481PES1P9T-EHumanEsophagusESCC3.52e-205.98e-010.1131
23481PES1P10T-EHumanEsophagusESCC8.09e-591.04e+000.116
23481PES1P11T-EHumanEsophagusESCC1.34e-116.81e-010.1426
23481PES1P12T-EHumanEsophagusESCC8.52e-365.40e-010.1122
23481PES1P15T-EHumanEsophagusESCC3.35e-277.33e-010.1149
23481PES1P16T-EHumanEsophagusESCC3.77e-388.25e-010.1153
23481PES1P17T-EHumanEsophagusESCC4.56e-076.66e-010.1278
23481PES1P19T-EHumanEsophagusESCC5.15e-089.21e-010.1662
23481PES1P20T-EHumanEsophagusESCC3.68e-134.30e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0042273111EsophagusESCCribosomal large subunit biogenesis65/855272/187231.53e-159.82e-1465
GO:000047016EsophagusESCCmaturation of LSU-rRNA27/855228/187239.94e-092.00e-0727
GO:00004603EsophagusESCCmaturation of 5.8S rRNA30/855235/187231.07e-061.34e-0530
GO:00004634EsophagusESCCmaturation of LSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)15/855215/187237.81e-067.69e-0515
GO:00004663EsophagusESCCmaturation of 5.8S rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)21/855224/187232.57e-052.17e-0421
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
GO:004225412LiverCirrhoticribosome biogenesis154/4634299/187231.18e-236.72e-21154
GO:000636412LiverCirrhoticrRNA processing115/4634225/187231.12e-171.64e-15115
GO:00160724LiverCirrhoticrRNA metabolic process119/4634236/187231.19e-171.70e-15119
GO:004227312LiverCirrhoticribosomal large subunit biogenesis47/463472/187234.20e-133.29e-1147
GO:00344701LiverCirrhoticncRNA processing158/4634395/187231.09e-116.96e-10158
GO:00346603LiverCirrhoticncRNA metabolic process173/4634485/187233.64e-081.21e-06173
GO:00004702LiverCirrhoticmaturation of LSU-rRNA19/463428/187231.84e-063.48e-0519
GO:0000460LiverCirrhoticmaturation of 5.8S rRNA17/463435/187231.93e-031.21e-0217
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
PES1SNVMissense_Mutationrs774125501c.643G>Ap.Val215Metp.V215MO00541protein_codingdeleterious(0.03)possibly_damaging(0.56)TCGA-A2-A3XY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
PES1SNVMissense_Mutationc.50N>Gp.Tyr17Cysp.Y17CO00541protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PES1SNVMissense_Mutationc.1453G>Ap.Glu485Lysp.E485KO00541protein_codingtolerated(0.48)benign(0.021)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PES1insertionNonsense_Mutationnovelc.281_282insCTTTTAGTAGAGACTGGGTTTCCCCATGTTGGCCAGGCTp.Lys94delinsAsnPheTerTerArgLeuGlyPheProMetLeuAlaArgLeup.K94delinsNF**RLGFPMLARLO00541protein_codingTCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PES1insertionFrame_Shift_Insnovelc.55_56insGAGTCAAAATAAGACTTp.Thr19ArgfsTer17p.T19Rfs*17O00541protein_codingTCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PES1deletionFrame_Shift_Delnovelc.480delGp.Cys161AlafsTer170p.C161Afs*170O00541protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PES1SNVMissense_Mutationrs781772847c.673N>Ap.Glu225Lysp.E225KO00541protein_codingdeleterious(0)probably_damaging(0.976)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PES1SNVMissense_Mutationc.1463N>Tp.Ser488Leup.S488LO00541protein_codingtolerated(0.2)benign(0)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PES1SNVMissense_Mutationnovelc.1600N>Ap.Arg534Serp.R534SO00541protein_codingdeleterious(0)possibly_damaging(0.908)TCGA-AA-3939-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PES1SNVMissense_Mutationc.1052G>Ap.Gly351Aspp.G351DO00541protein_codingdeleterious(0.03)probably_damaging(0.992)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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