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: PEX19

Gene summary for PEX19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PEX19

Gene ID

5824

Gene nameperoxisomal biogenesis factor 19
Gene AliasD1S2223E
Cytomap1q23.2
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

P40855


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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
5824PEX19LZE4THumanEsophagusESCC6.12e-113.13e-010.0811
5824PEX19LZE7THumanEsophagusESCC2.63e-125.19e-010.0667
5824PEX19LZE20THumanEsophagusESCC3.93e-051.39e-010.0662
5824PEX19LZE24THumanEsophagusESCC1.45e-143.97e-010.0596
5824PEX19LZE6THumanEsophagusESCC5.89e-064.45e-010.0845
5824PEX19P1T-EHumanEsophagusESCC5.94e-031.64e-010.0875
5824PEX19P2T-EHumanEsophagusESCC1.18e-295.63e-010.1177
5824PEX19P4T-EHumanEsophagusESCC2.50e-276.60e-010.1323
5824PEX19P5T-EHumanEsophagusESCC9.55e-152.92e-010.1327
5824PEX19P8T-EHumanEsophagusESCC2.13e-192.72e-010.0889
5824PEX19P9T-EHumanEsophagusESCC3.70e-082.13e-010.1131
5824PEX19P10T-EHumanEsophagusESCC7.06e-192.90e-010.116
5824PEX19P11T-EHumanEsophagusESCC1.41e-124.68e-010.1426
5824PEX19P12T-EHumanEsophagusESCC9.19e-173.10e-010.1122
5824PEX19P15T-EHumanEsophagusESCC1.26e-235.07e-010.1149
5824PEX19P16T-EHumanEsophagusESCC1.71e-183.57e-010.1153
5824PEX19P17T-EHumanEsophagusESCC9.72e-082.85e-010.1278
5824PEX19P19T-EHumanEsophagusESCC1.57e-024.04e-010.1662
5824PEX19P20T-EHumanEsophagusESCC7.36e-224.10e-010.1124
5824PEX19P21T-EHumanEsophagusESCC9.50e-295.29e-010.1617
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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
∗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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:001703818EsophagusESCCprotein import149/8552206/187235.90e-153.31e-13149
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:0061077110EsophagusESCCchaperone-mediated protein folding56/855267/187231.52e-104.36e-0956
GO:0051100111EsophagusESCCnegative regulation of binding109/8552162/187232.10e-084.03e-07109
GO:00066124EsophagusESCCprotein targeting to membrane83/8552131/187233.31e-052.73e-0483
GO:00066252EsophagusESCCprotein targeting to peroxisome14/855218/187235.77e-032.14e-0214
GO:00726622EsophagusESCCprotein localization to peroxisome14/855218/187235.77e-032.14e-0214
GO:00726632EsophagusESCCestablishment of protein localization to peroxisome14/855218/187235.77e-032.14e-0214
GO:00435742EsophagusESCCperoxisomal transport16/855222/187239.46e-033.28e-0216
GO:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:007259412LiverCirrhoticestablishment of protein localization to organelle189/4634422/187231.01e-192.45e-17189
GO:003164712LiverCirrhoticregulation of protein stability144/4634298/187236.74e-191.28e-16144
GO:00066057LiverCirrhoticprotein targeting148/4634314/187233.86e-186.20e-16148
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041467EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa0414612EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa041462LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
hsa041463LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
hsa041464LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa041465LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa041466Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
hsa0414611Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
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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
PEX19SNVMissense_Mutationc.526C>Gp.Gln176Glup.Q176EP40855protein_codingtolerated(0.09)possibly_damaging(0.83)TCGA-AO-A0J3-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
PEX19SNVMissense_Mutationc.463N>Gp.Lys155Glup.K155EP40855protein_codingdeleterious(0.01)possibly_damaging(0.764)TCGA-AO-A0JE-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
PEX19SNVMissense_Mutationnovelc.280N>Gp.Leu94Valp.L94VP40855protein_codingtolerated(0.09)probably_damaging(0.953)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PEX19SNVMissense_Mutationrs868021380c.37N>Ap.Glu13Lysp.E13KP40855protein_codingtolerated_low_confidence(0.33)benign(0.024)TCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
PEX19SNVMissense_Mutationc.698N>Tp.Glu233Valp.E233VP40855protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AZ-6608-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
PEX19SNVMissense_Mutationrs749320010c.651A>Cp.Lys217Asnp.K217NP40855protein_codingdeleterious(0.01)benign(0.19)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
PEX19SNVMissense_Mutationrs149976198c.857N>Tp.Ser286Leup.S286LP40855protein_codingdeleterious(0.02)benign(0.143)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PEX19SNVMissense_Mutationrs560911616c.20G>Ap.Gly7Aspp.G7DP40855protein_codingtolerated_low_confidence(1)benign(0)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PEX19SNVMissense_Mutationc.614G>Tp.Ser205Ilep.S205IP40855protein_codingtolerated(0.17)benign(0.022)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
PEX19SNVMissense_Mutationc.649N>Cp.Lys217Glnp.K217QP40855protein_codingdeleterious(0.01)benign(0.388)TCGA-BS-A0UJ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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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