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: PTPN9

Gene summary for PTPN9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTPN9

Gene ID

5780

Gene nameprotein tyrosine phosphatase non-receptor type 9
Gene AliasMEG2
Cytomap15q24.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

P43378


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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
5780PTPN9LZE2THumanEsophagusESCC2.18e-043.43e-010.082
5780PTPN9LZE7THumanEsophagusESCC3.90e-021.39e-010.0667
5780PTPN9LZE20THumanEsophagusESCC3.16e-031.11e-010.0662
5780PTPN9P1T-EHumanEsophagusESCC1.09e-042.22e-010.0875
5780PTPN9P2T-EHumanEsophagusESCC1.53e-101.91e-010.1177
5780PTPN9P4T-EHumanEsophagusESCC5.16e-102.22e-010.1323
5780PTPN9P8T-EHumanEsophagusESCC2.78e-172.50e-010.0889
5780PTPN9P9T-EHumanEsophagusESCC1.65e-091.89e-010.1131
5780PTPN9P10T-EHumanEsophagusESCC1.06e-193.29e-010.116
5780PTPN9P11T-EHumanEsophagusESCC6.08e-062.47e-010.1426
5780PTPN9P12T-EHumanEsophagusESCC3.75e-162.91e-010.1122
5780PTPN9P15T-EHumanEsophagusESCC9.51e-203.42e-010.1149
5780PTPN9P16T-EHumanEsophagusESCC9.75e-133.24e-010.1153
5780PTPN9P19T-EHumanEsophagusESCC4.64e-063.56e-010.1662
5780PTPN9P20T-EHumanEsophagusESCC1.17e-041.27e-010.1124
5780PTPN9P21T-EHumanEsophagusESCC9.56e-081.32e-010.1617
5780PTPN9P22T-EHumanEsophagusESCC3.76e-081.98e-010.1236
5780PTPN9P23T-EHumanEsophagusESCC2.13e-092.16e-010.108
5780PTPN9P24T-EHumanEsophagusESCC2.05e-071.27e-010.1287
5780PTPN9P26T-EHumanEsophagusESCC2.43e-152.33e-010.1276
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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
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:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:190547519EsophagusESCCregulation of protein localization to membrane117/8552175/187231.14e-082.26e-07117
GO:190437519EsophagusESCCregulation of protein localization to cell periphery85/8552125/187233.63e-075.06e-0685
GO:1903076110EsophagusESCCregulation of protein localization to plasma membrane72/8552104/187239.74e-071.23e-0572
GO:190547719EsophagusESCCpositive regulation of protein localization to membrane73/8552106/187231.13e-061.40e-0573
GO:190437719EsophagusESCCpositive regulation of protein localization to cell periphery47/855269/187231.37e-049.27e-0447
GO:190307817EsophagusESCCpositive regulation of protein localization to plasma membrane43/855262/187231.38e-049.35e-0443
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:190382920Oral cavityOSCCpositive regulation of cellular protein localization179/7305276/187232.20e-182.41e-16179
GO:007265918Oral cavityOSCCprotein localization to plasma membrane169/7305284/187231.69e-127.21e-11169
GO:199077816Oral cavityOSCCprotein localization to cell periphery190/7305333/187231.46e-115.13e-10190
GO:000647015Oral cavityOSCCprotein dephosphorylation162/7305281/187231.56e-104.56e-09162
GO:00163119Oral cavityOSCCdephosphorylation220/7305417/187236.33e-091.34e-07220
GO:190547516Oral cavityOSCCregulation of protein localization to membrane105/7305175/187231.42e-082.85e-07105
GO:190437516Oral cavityOSCCregulation of protein localization to cell periphery78/7305125/187239.80e-081.68e-0678
GO:190307617Oral cavityOSCCregulation of protein localization to plasma membrane67/7305104/187231.34e-072.24e-0667
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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
PTPN9SNVMissense_Mutationc.713A>Gp.Tyr238Cysp.Y238CP43378protein_codingtolerated(0.18)benign(0.001)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTPN9SNVMissense_Mutationc.1086N>Gp.Phe362Leup.F362LP43378protein_codingdeleterious(0)benign(0.424)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PTPN9SNVMissense_Mutationnovelc.1741G>Tp.Val581Leup.V581LP43378protein_codingtolerated(1)benign(0)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
PTPN9SNVMissense_Mutationc.1274N>Ap.Arg425Glnp.R425QP43378protein_codingtolerated(0.64)benign(0.001)TCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
PTPN9SNVMissense_Mutationnovelc.1516N>Gp.Cys506Glyp.C506GP43378protein_codingtolerated(0.14)benign(0.006)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
PTPN9SNVMissense_Mutationnovelc.1627N>Ap.Val543Metp.V543MP43378protein_codingdeleterious(0)probably_damaging(0.956)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PTPN9SNVMissense_Mutationnovelc.1229G>Tp.Arg410Ilep.R410IP43378protein_codingtolerated(0.26)benign(0.038)TCGA-VS-A9V0-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PTPN9SNVMissense_Mutationnovelc.79C>Gp.Leu27Valp.L27VP43378protein_codingdeleterious(0.01)probably_damaging(0.946)TCGA-ZJ-AAXB-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PTPN9SNVMissense_Mutationc.1066N>Ap.Asp356Asnp.D356NP43378protein_codingdeleterious(0.03)probably_damaging(0.942)TCGA-A6-6142-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfluorouracilPD
PTPN9SNVMissense_Mutationnovelc.488N>Cp.Phe163Serp.F163SP43378protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<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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