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:0033673110SkincSCCnegative regulation of kinase activity81/4864237/187232.95e-031.64e-0281
GO:190118510SkincSCCnegative regulation of ERBB signaling pathway16/486432/187233.04e-031.67e-0216
GO:004508812SkincSCCregulation of innate immune response75/4864218/187233.40e-031.84e-0275
GO:004800822SkincSCCplatelet-derived growth factor receptor signaling pathway24/486456/187234.44e-032.29e-0224
GO:00507323SkincSCCnegative regulation of peptidyl-tyrosine phosphorylation25/486459/187234.46e-032.29e-0225
GO:00706706SkincSCCresponse to interleukin-417/486436/187234.85e-032.46e-0217
GO:005123527SkincSCCmaintenance of location106/4864327/187235.17e-032.61e-02106
GO:190210524SkincSCCregulation of leukocyte differentiation92/4864279/187235.20e-032.63e-0292
GO:00603393SkincSCCnegative regulation of type I interferon-mediated signaling pathway11/486420/187235.40e-032.71e-0211
GO:000828616SkincSCCinsulin receptor signaling pathway43/4864116/187235.44e-032.73e-0243
GO:00607596SkincSCCregulation of response to cytokine stimulus57/4864162/187235.77e-032.85e-0257
GO:000599610SkincSCCmonosaccharide metabolic process85/4864257/187236.43e-033.14e-0285
GO:004801211SkincSCChepatocyte growth factor receptor signaling pathway8/486413/187237.25e-033.44e-028
GO:000716224SkincSCCnegative regulation of cell adhesion98/4864303/187237.45e-033.50e-0298
GO:004562021SkincSCCnegative regulation of lymphocyte differentiation23/486455/187237.54e-033.53e-0223
GO:00458246SkincSCCnegative regulation of innate immune response28/486471/187238.86e-034.07e-0228
GO:000600610SkincSCCglucose metabolic process66/4864196/187239.75e-034.32e-0266
GO:005085221SkincSCCT cell receptor signaling pathway44/4864123/187231.02e-024.47e-0244
GO:000276123SkincSCCregulation of myeloid leukocyte differentiation43/4864120/187231.06e-024.66e-0243
GO:0034976113ThyroidPTCresponse to endoplasmic reticulum stress161/5968256/187231.14e-243.27e-22161
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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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