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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: PTPN4

Gene summary for PTPN4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTPN4

Gene ID

5775

Gene nameprotein tyrosine phosphatase non-receptor type 4
Gene AliasMEG
Cytomap2q14.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A024RAE8


Top

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
5775PTPN4CA_HPV_3HumanCervixCC8.98e-039.01e-020.0414
5775PTPN4CCI_3HumanCervixCC1.14e-117.01e-010.516
5775PTPN4HTA11_3410_2000001011HumanColorectumAD5.32e-17-6.25e-010.0155
5775PTPN4HTA11_3361_2000001011HumanColorectumAD1.31e-04-5.43e-01-0.1207
5775PTPN4HTA11_696_2000001011HumanColorectumAD3.52e-12-5.02e-01-0.1464
5775PTPN4HTA11_866_2000001011HumanColorectumAD7.57e-04-3.47e-01-0.1001
5775PTPN4HTA11_5212_2000001011HumanColorectumAD1.65e-03-6.89e-01-0.2061
5775PTPN4HTA11_546_2000001011HumanColorectumAD2.81e-02-4.99e-01-0.0842
5775PTPN4HTA11_866_3004761011HumanColorectumAD7.02e-11-5.66e-010.096
5775PTPN4HTA11_7696_3000711011HumanColorectumAD4.33e-05-4.18e-010.0674
5775PTPN4HTA11_99999970781_79442HumanColorectumMSS1.24e-07-4.48e-010.294
5775PTPN4HTA11_99999973899_84307HumanColorectumMSS2.59e-02-5.20e-010.2585
5775PTPN4HTA11_99999974143_84620HumanColorectumMSS3.16e-05-3.52e-010.3005
5775PTPN4A001-C-207HumanColorectumFAP1.32e-02-2.27e-010.1278
5775PTPN4A015-C-203HumanColorectumFAP1.59e-26-2.97e-01-0.1294
5775PTPN4A015-C-204HumanColorectumFAP2.98e-04-2.45e-01-0.0228
5775PTPN4A014-C-040HumanColorectumFAP1.42e-03-3.98e-01-0.1184
5775PTPN4A002-C-201HumanColorectumFAP2.25e-12-1.62e-010.0324
5775PTPN4A002-C-203HumanColorectumFAP4.57e-02-1.33e-010.2786
5775PTPN4A001-C-119HumanColorectumFAP4.11e-05-2.94e-01-0.1557
Page: 1 2 3 4 5 6 7 8 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00064708CervixCCprotein dephosphorylation60/2311281/187231.33e-052.68e-0460
GO:00163117CervixCCdephosphorylation73/2311417/187231.23e-039.87e-0373
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:00064702ColorectumMSSprotein dephosphorylation73/3467281/187231.15e-031.12e-0273
GO:00163112ColorectumMSSdephosphorylation101/3467417/187231.98e-031.70e-02101
GO:00163113ColorectumFAPdephosphorylation95/2622417/187237.07e-073.32e-0595
GO:00064704ColorectumFAPprotein dephosphorylation69/2622281/187231.47e-066.39e-0569
GO:0035335ColorectumFAPpeptidyl-tyrosine dephosphorylation23/262297/187236.95e-034.26e-0223
GO:00163114ColorectumCRCdephosphorylation79/2078417/187231.27e-067.21e-0579
GO:00064705ColorectumCRCprotein dephosphorylation57/2078281/187234.49e-061.87e-0457
GO:00064709EndometriumAEHprotein dephosphorylation50/2100281/187236.41e-046.23e-0350
GO:000647013EndometriumEECprotein dephosphorylation51/2168281/187237.38e-047.01e-0351
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:00163115LiverNAFLDdephosphorylation69/1882417/187232.27e-056.23e-0469
GO:00064706LiverNAFLDprotein dephosphorylation50/1882281/187234.53e-051.09e-0350
GO:000647011LiverCirrhoticprotein dephosphorylation96/4634281/187232.32e-042.11e-0396
GO:001631111LiverCirrhoticdephosphorylation130/4634417/187231.58e-031.03e-02130
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
PTPN4SNVMissense_Mutationrs753446666c.2344A>Cp.Thr782Prop.T782PP29074protein_codingtolerated(0.26)possibly_damaging(0.581)TCGA-A7-A26G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
PTPN4SNVMissense_Mutationc.921N>Gp.Phe307Leup.F307LP29074protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PTPN4SNVMissense_Mutationrs745743917c.2269G>Cp.Glu757Glnp.E757QP29074protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PTPN4SNVMissense_Mutationc.517N>Ap.Asp173Asnp.D173NP29074protein_codingtolerated(0.46)benign(0.263)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PTPN4SNVMissense_Mutationrs776699595c.1403N>Cp.Lys468Thrp.K468TP29074protein_codingtolerated(0.42)probably_damaging(0.987)TCGA-BH-A0DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PTPN4SNVMissense_Mutationc.1404N>Cp.Lys468Asnp.K468NP29074protein_codingtolerated(0.29)probably_damaging(0.987)TCGA-BH-A0DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PTPN4SNVMissense_Mutationrs765409271c.2624N>Gp.Asn875Serp.N875SP29074protein_codingtolerated(0.2)benign(0)TCGA-BH-A0EA-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereCR
PTPN4SNVMissense_Mutationnovelc.2679N>Tp.Met893Ilep.M893IP29074protein_codingdeleterious(0.01)benign(0.058)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
PTPN4SNVMissense_Mutationrs536503892c.2542N>Ap.Val848Ilep.V848IP29074protein_codingtolerated(0.33)benign(0.001)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PTPN4SNVMissense_Mutationc.1397N>Gp.Pro466Argp.P466RP29074protein_codingtolerated(0.05)probably_damaging(0.996)TCGA-EA-A3QE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 9 10 11 

Top

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
5775PTPN4PROTEIN PHOSPHATASE, DRUGGABLE GENOMEALENDRONATEALENDRONIC ACID
Page: 1