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: PTPN3

Gene summary for PTPN3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTPN3

Gene ID

5774

Gene nameprotein tyrosine phosphatase non-receptor type 3
Gene AliasPTP-H1
Cytomap9q31.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

B7Z9V1


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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
5774PTPN3HTA11_1938_2000001011HumanColorectumAD7.93e-033.89e-01-0.0811
5774PTPN3HTA11_347_2000001011HumanColorectumAD5.13e-054.35e-01-0.1954
5774PTPN3HTA11_1391_2000001011HumanColorectumAD3.20e-046.31e-01-0.059
5774PTPN3HTA11_99999965104_69814HumanColorectumMSS2.61e-118.21e-010.281
5774PTPN3A015-C-203HumanColorectumFAP2.11e-17-3.26e-01-0.1294
5774PTPN3A002-C-201HumanColorectumFAP7.50e-09-3.25e-010.0324
5774PTPN3A002-C-203HumanColorectumFAP1.93e-02-3.41e-020.2786
5774PTPN3A001-C-119HumanColorectumFAP2.80e-07-4.21e-01-0.1557
5774PTPN3A001-C-108HumanColorectumFAP7.78e-09-1.66e-01-0.0272
5774PTPN3A002-C-205HumanColorectumFAP1.96e-15-3.47e-01-0.1236
5774PTPN3A015-C-006HumanColorectumFAP2.87e-08-2.94e-01-0.0994
5774PTPN3A015-C-106HumanColorectumFAP1.95e-06-7.05e-02-0.0511
5774PTPN3A002-C-114HumanColorectumFAP7.54e-13-4.05e-01-0.1561
5774PTPN3A015-C-104HumanColorectumFAP1.27e-18-2.95e-01-0.1899
5774PTPN3A001-C-014HumanColorectumFAP3.42e-08-1.52e-010.0135
5774PTPN3A002-C-016HumanColorectumFAP1.38e-19-2.87e-010.0521
5774PTPN3A015-C-002HumanColorectumFAP8.32e-10-5.03e-01-0.0763
5774PTPN3A001-C-203HumanColorectumFAP5.95e-06-3.68e-02-0.0481
5774PTPN3A002-C-116HumanColorectumFAP9.81e-26-3.58e-01-0.0452
5774PTPN3A014-C-008HumanColorectumFAP3.93e-07-2.55e-01-0.191
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0031330ColorectumADnegative regulation of cellular catabolic process104/3918262/187232.66e-123.96e-10104
GO:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0038127ColorectumADERBB signaling pathway55/3918121/187231.19e-098.85e-0855
GO:0042177ColorectumADnegative regulation of protein catabolic process55/3918121/187231.19e-098.85e-0855
GO:0007173ColorectumADepidermal growth factor receptor signaling pathway50/3918108/187233.08e-092.07e-0750
GO:1901185ColorectumADnegative regulation of ERBB signaling pathway19/391832/187232.39e-066.98e-0519
GO:0061008ColorectumADhepaticobiliary system development55/3918150/187236.34e-061.59e-0455
GO:0001889ColorectumADliver development54/3918147/187237.20e-061.77e-0454
GO:1901184ColorectumADregulation of ERBB signaling pathway34/391879/187237.46e-061.82e-0434
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0045861ColorectumADnegative regulation of proteolysis106/3918351/187232.33e-054.57e-04106
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:0042058ColorectumADregulation of epidermal growth factor receptor signaling pathway31/391873/187232.56e-054.89e-0431
GO:0002028ColorectumADregulation of sodium ion transport36/391890/187232.89e-055.37e-0436
GO:0042059ColorectumADnegative regulation of epidermal growth factor receptor signaling pathway16/391828/187232.96e-055.46e-0416
GO:0097421ColorectumADliver regeneration18/391835/187236.33e-051.05e-0318
GO:1902305ColorectumADregulation of sodium ion transmembrane transport27/391868/187233.19e-043.80e-0327
GO:2000649ColorectumADregulation of sodium ion transmembrane transporter activity23/391858/187238.82e-048.53e-0323
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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
PTPN3SNVMissense_Mutationnovelc.1734N>Ap.Phe578Leup.F578LP26045protein_codingtolerated(0.21)benign(0.267)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
PTPN3SNVMissense_Mutationrs750440450c.2231N>Tp.Thr744Metp.T744MP26045protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A1FV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
PTPN3SNVMissense_Mutationrs200472346c.406N>Ap.Glu136Lysp.E136KP26045protein_codingtolerated(0.09)possibly_damaging(0.851)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTPN3SNVMissense_Mutationc.2488T>Cp.Ser830Prop.S830PP26045protein_codingtolerated(0.4)benign(0.003)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PTPN3SNVMissense_Mutationc.1750N>Cp.Glu584Glnp.E584QP26045protein_codingdeleterious(0)possibly_damaging(0.491)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
PTPN3deletionFrame_Shift_Delnovelc.170_174delNNNNNp.Met57ThrfsTer8p.M57Tfs*8P26045protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PTPN3deletionFrame_Shift_Delnovelc.2191delNp.Val731LeufsTer13p.V731Lfs*13P26045protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PTPN3SNVMissense_Mutationrs547988784c.113N>Ap.Gly38Aspp.G38DP26045protein_codingtolerated(0.68)benign(0.398)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PTPN3SNVMissense_Mutationc.538N>Gp.Gln180Glup.Q180EP26045protein_codingdeleterious(0)probably_damaging(0.983)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PTPN3SNVMissense_Mutationrs200472346c.406G>Ap.Glu136Lysp.E136KP26045protein_codingtolerated(0.09)possibly_damaging(0.851)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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