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:009719310CervixCCintrinsic apoptotic signaling pathway85/2311288/187234.56e-156.46e-1285
GO:200123310CervixCCregulation of apoptotic signaling pathway96/2311356/187234.08e-143.05e-1196
GO:200124210CervixCCregulation of intrinsic apoptotic signaling pathway52/2311164/187235.06e-111.01e-0852
GO:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00508638CervixCCregulation of T cell activation80/2311329/187231.28e-091.47e-0780
GO:00512359CervixCCmaintenance of location78/2311327/187235.18e-094.92e-0778
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:00071738CervixCCepidermal growth factor receptor signaling pathway36/2311108/187231.04e-088.44e-0736
GO:00071626CervixCCnegative regulation of cell adhesion72/2311303/187232.36e-081.70e-0672
GO:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:19030378CervixCCregulation of leukocyte cell-cell adhesion77/2311336/187234.08e-082.54e-0677
GO:00381278CervixCCERBB signaling pathway37/2311121/187238.57e-084.88e-0637
GO:003009910CervixCCmyeloid cell differentiation83/2311381/187231.31e-076.42e-0683
GO:00027644CervixCCimmune response-regulating signaling pathway97/2311468/187231.49e-077.07e-0697
GO:190370610CervixCCregulation of hemopoiesis80/2311367/187232.14e-079.55e-0680
GO:000226210CervixCCmyeloid cell homeostasis43/2311157/187232.66e-071.12e-0543
GO:20012357CervixCCpositive regulation of apoptotic signaling pathway37/2311126/187232.70e-071.12e-0537
GO:003410110CervixCCerythrocyte homeostasis37/2311129/187235.16e-071.93e-0537
GO:190589710CervixCCregulation of response to endoplasmic reticulum stress27/231182/187239.24e-073.25e-0527
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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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