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: PTPRN2

Gene summary for PTPRN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTPRN2

Gene ID

5799

Gene nameprotein tyrosine phosphatase receptor type N2
Gene AliasIA-2beta
Cytomap7q36.3
Gene Typeprotein-coding
GO ID

GO:0001505

UniProtAcc

E7EM83


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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
5799PTPRN2HTA11_2487_2000001011HumanColorectumSER1.59e-065.30e-01-0.1808
5799PTPRN2HTA11_78_2000001011HumanColorectumAD1.82e-054.80e-01-0.1088
5799PTPRN2HTA11_411_2000001011HumanColorectumSER2.07e-071.87e+00-0.2602
5799PTPRN2HTA11_2112_2000001011HumanColorectumSER3.25e-021.15e+00-0.2196
5799PTPRN2HTA11_696_2000001011HumanColorectumAD2.37e-207.77e-01-0.1464
5799PTPRN2HTA11_866_2000001011HumanColorectumAD2.67e-085.31e-01-0.1001
5799PTPRN2HTA11_6818_2000001021HumanColorectumAD3.55e-086.12e-010.0588
5799PTPRN2HTA11_99999965062_69753HumanColorectumMSI-H1.90e-091.74e+000.3487
5799PTPRN2HTA11_99999965104_69814HumanColorectumMSS6.29e-095.55e-010.281
5799PTPRN2HTA11_99999971662_82457HumanColorectumMSS3.07e-063.32e-010.3859
5799PTPRN2HTA11_99999974143_84620HumanColorectumMSS7.11e-124.31e-010.3005
5799PTPRN2A015-C-005HumanColorectumFAP1.21e-147.75e-01-0.0336
5799PTPRN2A015-C-006HumanColorectumFAP1.12e-199.12e-01-0.0994
5799PTPRN2F072BHumanColorectumFAP2.34e-023.84e-010.257
5799PTPRN2CRC-1-8810HumanColorectumCRC4.15e-145.93e-010.6257
5799PTPRN2CRC-3-11773HumanColorectumCRC4.57e-328.98e-010.2564
5799PTPRN2HTA12-15-2HumanPancreasPDAC4.30e-058.49e-010.2315
5799PTPRN2HTA12-23-1HumanPancreasPDAC2.27e-171.53e+000.3405
5799PTPRN2HTA12-25-1HumanPancreasPDAC1.15e-201.44e+000.313
5799PTPRN2HTA12-26-1HumanPancreasPDAC1.45e-411.68e+000.3728
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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
∗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:0009743ColorectumADresponse to carbohydrate86/3918253/187238.43e-072.90e-0586
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0034284ColorectumADresponse to monosaccharide76/3918225/187234.64e-061.23e-0476
GO:0033500ColorectumADcarbohydrate homeostasis84/3918259/187239.10e-062.15e-0484
GO:0009746ColorectumADresponse to hexose73/3918219/187231.20e-052.65e-0473
GO:0009749ColorectumADresponse to glucose71/3918212/187231.31e-052.85e-0471
GO:0042593ColorectumADglucose homeostasis83/3918258/187231.44e-053.11e-0483
GO:0001678ColorectumADcellular glucose homeostasis60/3918172/187231.49e-053.18e-0460
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:0071322ColorectumADcellular response to carbohydrate stimulus56/3918163/187234.61e-057.97e-0456
GO:0071333ColorectumADcellular response to glucose stimulus52/3918151/187237.88e-051.25e-0352
GO:0009306ColorectumADprotein secretion105/3918359/187231.05e-041.57e-03105
GO:0071331ColorectumADcellular response to hexose stimulus52/3918153/187231.16e-041.71e-0352
GO:0035592ColorectumADestablishment of protein localization to extracellular region105/3918360/187231.18e-041.73e-03105
GO:0071326ColorectumADcellular response to monosaccharide stimulus52/3918154/187231.40e-041.98e-0352
GO:0071692ColorectumADprotein localization to extracellular region106/3918368/187231.86e-042.49e-03106
GO:0030073ColorectumADinsulin secretion61/3918195/187234.28e-044.81e-0361
GO:0015833ColorectumADpeptide transport77/3918264/187238.90e-048.60e-0377
GO:0035773ColorectumADinsulin secretion involved in cellular response to glucose stimulus27/391873/187231.17e-031.05e-0227
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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
PTPRN2SNVMissense_Mutationrs748134802c.1046N>Ap.Arg349Glnp.R349QQ92932protein_codingtolerated(0.91)benign(0)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PTPRN2SNVMissense_Mutationc.2518N>Ap.Val840Metp.V840MQ92932protein_codingdeleterious(0)possibly_damaging(0.529)TCGA-AN-A0AL-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PTPRN2SNVMissense_Mutationc.2377N>Tp.Asn793Tyrp.N793YQ92932protein_codingdeleterious(0.02)possibly_damaging(0.862)TCGA-AR-A255-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
PTPRN2SNVMissense_Mutationrs541201905c.907N>Ap.Asp303Asnp.D303NQ92932protein_codingdeleterious(0.04)benign(0.075)TCGA-B6-A0X5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PTPRN2SNVMissense_Mutationrs551350068c.832N>Ap.Pro278Thrp.P278TQ92932protein_codingtolerated(0.17)benign(0.244)TCGA-D8-A27T-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
PTPRN2SNVMissense_Mutationc.2800T>Cp.Tyr934Hisp.Y934HQ92932protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PTPRN2SNVMissense_Mutationc.1754N>Ap.Ser585Tyrp.S585YQ92932protein_codingdeleterious(0)possibly_damaging(0.808)TCGA-E9-A1N9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PTPRN2SNVMissense_Mutationrs756980461c.248N>Ap.Arg83Hisp.R83HQ92932protein_codingdeleterious(0.01)possibly_damaging(0.474)TCGA-EW-A1OZ-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
PTPRN2deletionFrame_Shift_Delc.2305delNp.Glu769ArgfsTer12p.E769Rfs*12Q92932protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PTPRN2SNVMissense_Mutationrs376560632c.2701C>Tp.Arg901Cysp.R901CQ92932protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-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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