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: PTPN2

Gene summary for PTPN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTPN2

Gene ID

5771

Gene nameprotein tyrosine phosphatase non-receptor type 2
Gene AliasPTN2
Cytomap18p11.21
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P17706


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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
5771PTPN2CA_HPV_1HumanCervixCC3.73e-021.63e-010.0264
5771PTPN2CCI_1HumanCervixCC9.44e-036.25e-010.528
5771PTPN2CCI_3HumanCervixCC1.55e-025.66e-010.516
5771PTPN2LZE2DHumanEsophagusHGIN1.02e-022.93e-010.0642
5771PTPN2LZE3DHumanEsophagusHGIN1.23e-028.78e-010.0668
5771PTPN2LZE4THumanEsophagusESCC1.79e-113.85e-010.0811
5771PTPN2LZE5THumanEsophagusESCC2.36e-024.60e-010.0514
5771PTPN2LZE7THumanEsophagusESCC1.70e-087.10e-010.0667
5771PTPN2LZE8THumanEsophagusESCC1.57e-083.58e-010.067
5771PTPN2LZE20THumanEsophagusESCC9.63e-082.16e-010.0662
5771PTPN2LZE22D1HumanEsophagusHGIN1.37e-021.68e-010.0595
5771PTPN2LZE22THumanEsophagusESCC1.76e-037.01e-010.068
5771PTPN2LZE24THumanEsophagusESCC3.56e-248.39e-010.0596
5771PTPN2LZE21THumanEsophagusESCC1.18e-097.07e-010.0655
5771PTPN2P1T-EHumanEsophagusESCC8.38e-087.06e-010.0875
5771PTPN2P2T-EHumanEsophagusESCC7.05e-451.06e+000.1177
5771PTPN2P4T-EHumanEsophagusESCC1.01e-359.74e-010.1323
5771PTPN2P5T-EHumanEsophagusESCC3.79e-531.19e+000.1327
5771PTPN2P8T-EHumanEsophagusESCC7.97e-367.79e-010.0889
5771PTPN2P9T-EHumanEsophagusESCC5.37e-258.11e-010.1131
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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
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
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:00346126LiverCirrhoticresponse to tumor necrosis factor89/4634253/187231.24e-041.22e-0389
GO:00603332LiverCirrhoticinterferon-gamma-mediated signaling pathway16/463427/187231.41e-041.36e-0316
GO:005134812LiverCirrhoticnegative regulation of transferase activity93/4634268/187231.55e-041.47e-0393
GO:004426211LiverCirrhoticcellular carbohydrate metabolic process97/4634283/187231.89e-041.76e-0397
GO:00700596LiverCirrhoticintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress29/463463/187231.90e-041.76e-0329
GO:00160511LiverCirrhoticcarbohydrate biosynthetic process73/4634202/187231.91e-041.77e-0373
GO:000647011LiverCirrhoticprotein dephosphorylation96/4634281/187232.32e-042.11e-0396
GO:000226212LiverCirrhoticmyeloid cell homeostasis59/4634157/187232.33e-042.11e-0359
GO:004205912LiverCirrhoticnegative regulation of epidermal growth factor receptor signaling pathway16/463428/187232.53e-042.27e-0316
GO:00109061LiverCirrhoticregulation of glucose metabolic process47/4634119/187232.61e-042.33e-0347
GO:00108831LiverCirrhoticregulation of lipid storage26/463457/187234.79e-043.85e-0326
GO:00193191LiverCirrhotichexose biosynthetic process33/463478/187234.94e-043.96e-0333
GO:00060941LiverCirrhoticgluconeogenesis32/463475/187235.00e-043.98e-0332
GO:190118511LiverCirrhoticnegative regulation of ERBB signaling pathway17/463432/187235.24e-044.14e-0317
GO:19022353LiverCirrhoticregulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway17/463432/187235.24e-044.14e-0317
GO:00713566LiverCirrhoticcellular response to tumor necrosis factor79/4634229/187235.68e-044.45e-0379
GO:1905898LiverCirrhoticpositive regulation of response to endoplasmic reticulum stress18/463435/187236.04e-044.67e-0318
GO:00713572LiverCirrhoticcellular response to type I interferon24/463452/187236.32e-044.83e-0324
GO:00106751LiverCirrhoticregulation of cellular carbohydrate metabolic process54/4634146/187236.53e-044.96e-0354
GO:003812711LiverCirrhoticERBB signaling pathway46/4634121/187238.08e-045.93e-0346
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04630Oral cavityEOLPJAK-STAT signaling pathway35/1218166/84651.15e-023.07e-021.81e-0235
hsa046301Oral cavityEOLPJAK-STAT signaling pathway35/1218166/84651.15e-023.07e-021.81e-0235
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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
PTPN2SNVMissense_Mutationc.193G>Cp.Glu65Glnp.E65QP17706protein_codingtolerated(0.11)benign(0.153)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PTPN2SNVMissense_Mutationc.491T>Gp.Ile164Serp.I164SP17706protein_codingdeleterious(0.03)benign(0.143)TCGA-C8-A12L-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTPN2SNVMissense_Mutationrs779158537c.1054N>Tp.Arg352Cysp.R352CP17706protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PTPN2SNVMissense_Mutationc.312N>Cp.Gln104Hisp.Q104HP17706protein_codingdeleterious(0)probably_damaging(0.973)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
PTPN2SNVMissense_Mutationnovelc.890N>Cp.Leu297Serp.L297SP17706protein_codingtolerated(0.25)benign(0.137)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PTPN2SNVMissense_Mutationc.49C>Tp.Arg17Cysp.R17CP17706protein_codingtolerated(0.05)benign(0.003)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PTPN2insertionFrame_Shift_Insnovelc.891_892insCTGTp.Ser298LeufsTer6p.S298Lfs*6P17706protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PTPN2deletionFrame_Shift_Delnovelc.922_925delATAAp.Ile308Terp.I308*P17706protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PTPN2SNVMissense_Mutationnovelc.139N>Gp.Arg47Glyp.R47GP17706protein_codingdeleterious(0)probably_damaging(1)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
PTPN2SNVMissense_Mutationc.242N>Cp.Arg81Thrp.R81TP17706protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
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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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