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: PTPN6

Gene summary for PTPN6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTPN6

Gene ID

5777

Gene nameprotein tyrosine phosphatase non-receptor type 6
Gene AliasHCP
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P29350


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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
5777PTPN6LZE4THumanEsophagusESCC4.31e-112.91e-010.0811
5777PTPN6LZE5THumanEsophagusESCC3.48e-022.16e-010.0514
5777PTPN6LZE7THumanEsophagusESCC6.00e-145.70e-010.0667
5777PTPN6LZE8THumanEsophagusESCC1.15e-174.98e-010.067
5777PTPN6LZE20THumanEsophagusESCC2.50e-062.04e-010.0662
5777PTPN6LZE21D1HumanEsophagusHGIN4.54e-033.59e-010.0632
5777PTPN6LZE22THumanEsophagusESCC4.85e-115.72e-010.068
5777PTPN6LZE24THumanEsophagusESCC1.54e-214.93e-010.0596
5777PTPN6LZE21THumanEsophagusESCC9.89e-105.68e-010.0655
5777PTPN6LZE6THumanEsophagusESCC2.57e-085.67e-010.0845
5777PTPN6P1T-EHumanEsophagusESCC6.04e-185.64e-010.0875
5777PTPN6P2T-EHumanEsophagusESCC4.18e-132.63e-010.1177
5777PTPN6P4T-EHumanEsophagusESCC2.09e-418.67e-010.1323
5777PTPN6P5T-EHumanEsophagusESCC1.11e-092.01e-010.1327
5777PTPN6P8T-EHumanEsophagusESCC8.40e-346.35e-010.0889
5777PTPN6P9T-EHumanEsophagusESCC1.10e-142.05e-010.1131
5777PTPN6P11T-EHumanEsophagusESCC4.12e-073.00e-010.1426
5777PTPN6P15T-EHumanEsophagusESCC2.28e-203.89e-010.1149
5777PTPN6P17T-EHumanEsophagusESCC8.27e-042.64e-010.1278
5777PTPN6P20T-EHumanEsophagusESCC1.22e-214.58e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00182124EsophagusESCCpeptidyl-tyrosine modification202/8552378/187231.34e-036.39e-03202
GO:002240919EsophagusESCCpositive regulation of cell-cell adhesion155/8552284/187231.50e-037.06e-03155
GO:00508528EsophagusESCCT cell receptor signaling pathway73/8552123/187231.54e-037.24e-0373
GO:00181084EsophagusESCCpeptidyl-tyrosine phosphorylation200/8552375/187231.60e-037.45e-03200
GO:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
GO:190210510EsophagusESCCregulation of leukocyte differentiation152/8552279/187231.82e-038.35e-03152
GO:00507303EsophagusESCCregulation of peptidyl-tyrosine phosphorylation144/8552264/187232.22e-039.78e-03144
GO:200004513EsophagusESCCregulation of G1/S transition of mitotic cell cycle82/8552142/187232.49e-031.08e-0282
GO:190280613EsophagusESCCregulation of cell cycle G1/S phase transition95/8552168/187232.91e-031.22e-0295
GO:00336275EsophagusESCCcell adhesion mediated by integrin45/855272/187232.97e-031.24e-0245
GO:003410920EsophagusESCChomotypic cell-cell adhesion54/855290/187234.33e-031.72e-0254
GO:00022446EsophagusESCChematopoietic progenitor cell differentiation66/8552114/187235.74e-032.13e-0266
GO:00336281EsophagusESCCregulation of cell adhesion mediated by integrin31/855248/187236.41e-032.35e-0231
GO:005087015EsophagusESCCpositive regulation of T cell activation117/8552216/187237.23e-032.62e-02117
GO:00508565EsophagusESCCregulation of T cell receptor signaling pathway27/855241/187237.31e-032.63e-0227
GO:190303916EsophagusESCCpositive regulation of leukocyte cell-cell adhesion128/8552239/187238.40e-032.96e-02128
GO:000715918EsophagusESCCleukocyte cell-cell adhesion192/8552371/187231.03e-023.51e-02192
GO:00434074EsophagusESCCnegative regulation of MAP kinase activity36/855259/187231.27e-024.21e-0236
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513039EsophagusHGINPathogenic Escherichia coli infection54/1383197/84654.91e-056.15e-044.89e-0454
hsa0520528EsophagusHGINProteoglycans in cancer47/1383205/84658.23e-034.71e-023.74e-0247
hsa05130115EsophagusHGINPathogenic Escherichia coli infection54/1383197/84654.91e-056.15e-044.89e-0454
hsa05205112EsophagusHGINProteoglycans in cancer47/1383205/84658.23e-034.71e-023.74e-0247
hsa05130211EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa0520529EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0452030EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa052356EsophagusESCCPD-L1 expression and PD-1 checkpoint pathway in cancer58/420589/84652.19e-036.16e-033.16e-0358
hsa046607EsophagusESCCT cell receptor signaling pathway63/4205104/84651.60e-023.60e-021.84e-0263
hsa05130310EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa0520537EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa04520114EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa0523511EsophagusESCCPD-L1 expression and PD-1 checkpoint pathway in cancer58/420589/84652.19e-036.16e-033.16e-0358
hsa0466013EsophagusESCCT cell receptor signaling pathway63/4205104/84651.60e-023.60e-021.84e-0263
hsa0513030Oral cavityOSCCPathogenic Escherichia coli infection129/3704197/84654.32e-105.17e-092.63e-09129
hsa0520526Oral cavityOSCCProteoglycans in cancer128/3704205/84654.00e-083.12e-071.59e-07128
hsa0452029Oral cavityOSCCAdherens junction62/370493/84656.34e-063.12e-051.59e-0562
hsa046606Oral cavityOSCCT cell receptor signaling pathway67/3704104/84651.57e-056.75e-053.44e-0567
hsa05235Oral cavityOSCCPD-L1 expression and PD-1 checkpoint pathway in cancer56/370489/84651.97e-046.55e-043.33e-0456
hsa04662Oral cavityOSCCB cell receptor signaling pathway48/370484/84659.02e-032.01e-021.03e-0248
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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
PTPN6deletionFrame_Shift_Delnovelc.427delNp.Gly143GlufsTer76p.G143Efs*76P29350protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PTPN6SNVMissense_Mutationnovelc.119N>Tp.Ser40Leup.S40LP29350protein_codingdeleterious(0)possibly_damaging(0.842)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PTPN6SNVMissense_Mutationrs201976465c.1016C>Tp.Ala339Valp.A339VP29350protein_codingtolerated(1)benign(0)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PTPN6SNVMissense_Mutationrs782599498c.1660N>Tp.Arg554Cysp.R554CP29350protein_codingdeleterious(0.01)possibly_damaging(0.747)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
PTPN6SNVMissense_Mutationrs367551491c.629N>Ap.Arg210Glnp.R210QP29350protein_codingdeleterious(0.04)benign(0.201)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PTPN6SNVMissense_Mutationc.385N>Ap.Glu129Lysp.E129KP29350protein_codingtolerated(1)benign(0.006)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PTPN6SNVMissense_Mutationrs370939978c.157N>Tp.Arg53Trpp.R53WP29350protein_codingdeleterious(0)benign(0.403)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PTPN6SNVMissense_Mutationrs782346134c.1165N>Ap.Glu389Lysp.E389KP29350protein_codingtolerated(0.06)benign(0.367)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PTPN6SNVMissense_Mutationc.203A>Cp.Lys68Thrp.K68TP29350protein_codingtolerated(0.12)benign(0.24)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PTPN6SNVMissense_Mutationc.89G>Ap.Arg30Glnp.R30QP29350protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
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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
5777PTPN6PROTEIN PHOSPHATASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLEBDBM50054344
5777PTPN6PROTEIN PHOSPHATASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLEIL-415613279
5777PTPN6PROTEIN PHOSPHATASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLETOFACITINIBTOFACITINIB24978112
5777PTPN6PROTEIN PHOSPHATASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLENSC-87877CHEMBL472004
5777PTPN6PROTEIN PHOSPHATASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLEHEN EGG LYSOZYME7600299
5777PTPN6PROTEIN PHOSPHATASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLESORAFENIBSORAFENIB22871485
5777PTPN6PROTEIN PHOSPHATASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE4-HYDRAZINYLBENZENESULFONIC ACIDCHEMBL51096619007293
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