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: PTPN1

Gene summary for PTPN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTPN1

Gene ID

5770

Gene nameprotein tyrosine phosphatase non-receptor type 1
Gene AliasPTP1B
Cytomap20q13.13
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

B4DSN5


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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
5770PTPN1LZE2THumanEsophagusESCC4.35e-021.84e-010.082
5770PTPN1LZE4THumanEsophagusESCC1.52e-188.84e-010.0811
5770PTPN1LZE7THumanEsophagusESCC3.34e-063.47e-010.0667
5770PTPN1LZE8THumanEsophagusESCC3.14e-113.28e-010.067
5770PTPN1LZE20THumanEsophagusESCC9.57e-052.33e-010.0662
5770PTPN1LZE24THumanEsophagusESCC6.04e-133.30e-010.0596
5770PTPN1LZE6THumanEsophagusESCC4.03e-091.23e-010.0845
5770PTPN1P1T-EHumanEsophagusESCC2.84e-135.70e-010.0875
5770PTPN1P2T-EHumanEsophagusESCC1.22e-469.35e-010.1177
5770PTPN1P4T-EHumanEsophagusESCC6.90e-245.10e-010.1323
5770PTPN1P5T-EHumanEsophagusESCC9.33e-194.11e-010.1327
5770PTPN1P8T-EHumanEsophagusESCC4.73e-202.74e-010.0889
5770PTPN1P9T-EHumanEsophagusESCC3.95e-121.42e-010.1131
5770PTPN1P10T-EHumanEsophagusESCC2.96e-243.96e-010.116
5770PTPN1P11T-EHumanEsophagusESCC3.20e-077.25e-010.1426
5770PTPN1P12T-EHumanEsophagusESCC3.79e-388.06e-010.1122
5770PTPN1P15T-EHumanEsophagusESCC6.67e-206.31e-010.1149
5770PTPN1P16T-EHumanEsophagusESCC6.60e-347.10e-010.1153
5770PTPN1P17T-EHumanEsophagusESCC1.22e-156.13e-010.1278
5770PTPN1P20T-EHumanEsophagusESCC4.92e-205.70e-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
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
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
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:190223516EsophagusESCCregulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway24/855232/187237.22e-043.77e-0324
GO:00434055EsophagusESCCregulation of MAP kinase activity102/8552177/187238.89e-044.55e-03102
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:003649913EsophagusESCCPERK-mediated unfolded protein response15/855218/187231.20e-035.88e-0315
GO:00101711EsophagusESCCbody morphogenesis30/855243/187231.21e-035.88e-0330
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:00182124EsophagusESCCpeptidyl-tyrosine modification202/8552378/187231.34e-036.39e-03202
GO:002240919EsophagusESCCpositive regulation of cell-cell adhesion155/8552284/187231.50e-037.06e-03155
GO:00603253EsophagusESCCface morphogenesis21/855228/187231.57e-037.33e-0321
GO:00181084EsophagusESCCpeptidyl-tyrosine phosphorylation200/8552375/187231.60e-037.45e-03200
GO:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
GO:1902236111EsophagusESCCnegative regulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway16/855220/187231.85e-038.40e-0316
GO:00507303EsophagusESCCregulation of peptidyl-tyrosine phosphorylation144/8552264/187232.22e-039.78e-03144
GO:00610972EsophagusESCCregulation of protein tyrosine kinase activity55/855290/187232.27e-039.99e-0355
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:19038943EsophagusESCCregulation of IRE1-mediated unfolded protein response12/855214/187232.51e-031.08e-0212
GO:20006444EsophagusESCCregulation of receptor catabolic process10/855211/187232.54e-031.08e-0210
GO:00512244EsophagusESCCnegative regulation of protein transport74/8552127/187232.86e-031.21e-0274
GO:19049505EsophagusESCCnegative regulation of establishment of protein localization76/8552131/187232.96e-031.24e-0276
GO:00336275EsophagusESCCcell adhesion mediated by integrin45/855272/187232.97e-031.24e-0245
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05208211EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa0452030EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa049109EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa049318EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
hsa05208310EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa04520114EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa0491014EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa0493113EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
hsa0520842LiverHCCChemical carcinogenesis - reactive oxygen species167/4020223/84652.85e-171.91e-151.06e-15167
hsa0491041LiverHCCInsulin signaling pathway95/4020137/84651.53e-071.97e-061.10e-0695
hsa0493121LiverHCCInsulin resistance77/4020108/84653.89e-074.46e-062.48e-0677
hsa0452042LiverHCCAdherens junction68/402093/84653.99e-074.46e-062.48e-0668
hsa0520852LiverHCCChemical carcinogenesis - reactive oxygen species167/4020223/84652.85e-171.91e-151.06e-15167
hsa0491051LiverHCCInsulin signaling pathway95/4020137/84651.53e-071.97e-061.10e-0695
hsa0493131LiverHCCInsulin resistance77/4020108/84653.89e-074.46e-062.48e-0677
hsa0452052LiverHCCAdherens junction68/402093/84653.99e-074.46e-062.48e-0668
hsa0452016LungIACAdherens junction37/105393/84651.99e-112.16e-091.43e-0937
hsa0520816LungIACChemical carcinogenesis - reactive oxygen species51/1053223/84658.45e-062.14e-041.42e-0451
hsa0452017LungIACAdherens junction37/105393/84651.99e-112.16e-091.43e-0937
hsa0520817LungIACChemical carcinogenesis - reactive oxygen species51/1053223/84658.45e-062.14e-041.42e-0451
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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
PTPN1SNVMissense_Mutationnovelc.255N>Tp.Gln85Hisp.Q85HP18031protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
PTPN1SNVMissense_Mutationnovelc.1192N>Tp.Asp398Tyrp.D398YP18031protein_codingdeleterious(0.02)benign(0.071)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
PTPN1SNVMissense_Mutationnovelc.1058N>Gp.Pro353Argp.P353RP18031protein_codingtolerated(0.62)benign(0.024)TCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PTPN1insertionNonsense_Mutationnovelc.836_837insGGCTTTTGGCATCTTTATGGAAACAAAATCCTGAAAGTGGTTTp.Phe280AlafsTer11p.F280Afs*11P18031protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PTPN1insertionNonsense_Mutationnovelc.1060_1061insGTTAGAAATGAGGAAGTTTCGGATGGGGCp.Leu354CysfsTer2p.L354Cfs*2P18031protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PTPN1deletionFrame_Shift_Delc.1125delNp.Gly377GlufsTer27p.G377Efs*27P18031protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PTPN1SNVMissense_Mutationrs138343840c.1123G>Ap.Val375Metp.V375MP18031protein_codingtolerated(0.08)benign(0.031)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PTPN1SNVMissense_Mutationnovelc.845N>Cp.Met282Thrp.M282TP18031protein_codingdeleterious(0.05)benign(0.041)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PTPN1SNVMissense_Mutationc.136T>Cp.Tyr46Hisp.Y46HP18031protein_codingdeleterious(0.02)probably_damaging(0.989)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
PTPN1SNVMissense_Mutationnovelc.1027G>Ap.Asp343Asnp.D343NP18031protein_codingtolerated(0.44)benign(0.014)TCGA-AA-3984-01Colorectumcolon 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
5770PTPN1DRUGGABLE GENOME, PROTEIN PHOSPHATASE, ENZYME, KINASEinhibitor252827507
5770PTPN1DRUGGABLE GENOME, PROTEIN PHOSPHATASE, ENZYME, KINASEOLEANOLIC_ACIDOLEANOLIC_ACID21453996
5770PTPN1DRUGGABLE GENOME, PROTEIN PHOSPHATASE, ENZYME, KINASEinhibitor384403654
5770PTPN1DRUGGABLE GENOME, PROTEIN PHOSPHATASE, ENZYME, KINASEALLYL ISOTHIOCYANATEALLYL ISOTHIOCYANATE26338358
5770PTPN1DRUGGABLE GENOME, PROTEIN PHOSPHATASE, ENZYME, KINASELICOAGRODINLICOAGRODIN24047800
5770PTPN1DRUGGABLE GENOME, PROTEIN PHOSPHATASE, ENZYME, KINASEREL-HUEAFURANOID ACHEMBL220733923141910
5770PTPN1DRUGGABLE GENOME, PROTEIN PHOSPHATASE, ENZYME, KINASEISIS 113715
5770PTPN1DRUGGABLE GENOME, PROTEIN PHOSPHATASE, ENZYME, KINASETILUDRONATETILUDRONIC ACID
5770PTPN1DRUGGABLE GENOME, PROTEIN PHOSPHATASE, ENZYME, KINASEGLISOFLAVONEGLISOFLAVONE20724155
5770PTPN1DRUGGABLE GENOME, PROTEIN PHOSPHATASE, ENZYME, KINASEINSULININSULIN8826975
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