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: PTPRC

Gene summary for PTPRC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTPRC

Gene ID

5788

Gene nameprotein tyrosine phosphatase receptor type C
Gene AliasB220
Cytomap1q31.3-q32.1
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

M9MML4


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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
5788PTPRCGSM4909317HumanBreastIDC1.75e-041.71e-010.1355
5788PTPRCM1HumanBreastIDC1.22e-541.03e+000.1577
5788PTPRCNCCBC3HumanBreastDCIS5.98e-074.41e-010.1198
5788PTPRCP1HumanBreastIDC1.49e-168.31e-010.1527
5788PTPRCCA_HPV_1HumanCervixCC1.01e-094.82e-010.0264
5788PTPRCHSIL_HPV_1HumanCervixHSIL_HPV1.68e-074.65e-010.0116
5788PTPRCHSIL_HPV_2HumanCervixHSIL_HPV2.18e-032.62e-010.0208
5788PTPRCN_HPV_2HumanCervixN_HPV9.41e-043.92e-01-0.0131
5788PTPRCCCI_1HumanCervixCC1.00e-05-7.16e-010.528
5788PTPRCCCII_1HumanCervixCC3.87e-17-7.57e-010.3249
5788PTPRCTumorHumanCervixCC1.41e-43-7.57e-010.1241
5788PTPRCsample1HumanCervixCC4.31e-10-7.15e-010.0959
5788PTPRCsample3HumanCervixCC5.89e-36-7.42e-010.1387
5788PTPRCH2HumanCervixHSIL_HPV3.16e-22-6.29e-010.0632
5788PTPRCL1HumanCervixCC5.43e-11-6.65e-010.0802
5788PTPRCT1HumanCervixCC1.15e-24-7.33e-010.0918
5788PTPRCT2HumanCervixCC2.75e-05-7.24e-010.0709
5788PTPRCT3HumanCervixCC5.48e-39-7.53e-010.1389
5788PTPRCLZE4THumanEsophagusESCC8.30e-189.53e-010.0811
5788PTPRCLZE7THumanEsophagusESCC1.53e-131.11e+000.0667
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
∗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:200123314BreastIDCregulation of apoptotic signaling pathway82/1434356/187236.27e-205.93e-1782
GO:200123514BreastIDCpositive regulation of apoptotic signaling pathway31/1434126/187234.13e-093.35e-0731
GO:009719114BreastIDCextrinsic apoptotic signaling pathway42/1434219/187232.56e-081.73e-0642
GO:200123614BreastIDCregulation of extrinsic apoptotic signaling pathway32/1434151/187231.07e-076.26e-0632
GO:004578514BreastIDCpositive regulation of cell adhesion62/1434437/187231.70e-067.16e-0562
GO:005165114BreastIDCmaintenance of location in cell37/1434214/187232.39e-069.35e-0537
GO:001033211BreastIDCresponse to gamma radiation16/143456/187232.84e-061.08e-0416
GO:001021213BreastIDCresponse to ionizing radiation28/1434148/187236.85e-062.09e-0428
GO:000931412BreastIDCresponse to radiation62/1434456/187236.91e-062.10e-0462
GO:005123513BreastIDCmaintenance of location48/1434327/187239.90e-062.77e-0448
GO:004211012BreastIDCT cell activation64/1434487/187231.49e-053.77e-0464
GO:005086311BreastIDCregulation of T cell activation47/1434329/187232.49e-055.91e-0447
GO:000181911BreastIDCpositive regulation of cytokine production61/1434467/187232.81e-056.58e-0461
GO:005087011BreastIDCpositive regulation of T cell activation34/1434216/187234.59e-051.03e-0334
GO:007149614BreastIDCcellular response to external stimulus45/1434320/187235.40e-051.15e-0345
GO:005134814BreastIDCnegative regulation of transferase activity39/1434268/187237.89e-051.56e-0339
GO:190370612BreastIDCregulation of hemopoiesis49/1434367/187239.74e-051.86e-0349
GO:000715912BreastIDCleukocyte cell-cell adhesion49/1434371/187231.27e-042.33e-0349
GO:003530414BreastIDCregulation of protein dephosphorylation18/143490/187231.39e-042.48e-0318
GO:000268311BreastIDCnegative regulation of immune system process55/1434434/187231.53e-042.67e-0355
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513243BreastDCISSalmonella infection55/846249/84658.71e-091.87e-071.38e-0755
hsa0513253BreastDCISSalmonella infection55/846249/84658.71e-091.87e-071.38e-0755
hsa0513220CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa0466612CervixCCFc gamma R-mediated phagocytosis31/126797/84651.78e-051.42e-048.40e-0531
hsa045147CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa046604CervixCCT cell receptor signaling pathway25/1267104/84659.52e-032.94e-021.74e-0225
hsa05132110CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa0466613CervixCCFc gamma R-mediated phagocytosis31/126797/84651.78e-051.42e-048.40e-0531
hsa0451412CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa0466011CervixCCT cell receptor signaling pathway25/1267104/84659.52e-032.94e-021.74e-0225
hsa0513225CervixHSIL_HPVSalmonella infection34/459249/84655.03e-071.13e-059.17e-0634
hsa0451421CervixHSIL_HPVCell adhesion molecules20/459157/84653.03e-043.06e-032.47e-0320
hsa0513235CervixHSIL_HPVSalmonella infection34/459249/84655.03e-071.13e-059.17e-0634
hsa0451431CervixHSIL_HPVCell adhesion molecules20/459157/84653.03e-043.06e-032.47e-0320
hsa0513244CervixN_HPVSalmonella infection28/349249/84651.18e-061.64e-051.28e-0528
hsa0513254CervixN_HPVSalmonella infection28/349249/84651.18e-061.64e-051.28e-0528
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0466620EsophagusESCCFc gamma R-mediated phagocytosis63/420597/84651.63e-034.89e-032.50e-0363
hsa046607EsophagusESCCT cell receptor signaling pathway63/4205104/84651.60e-023.60e-021.84e-0263
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
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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
LGALS9PTPRCLGALS9_CD45GALECTINBreastADJ
LGALS9PTPRCLGALS9_CD45GALECTINBreastDCIS
PTPRCCD22PTPRC_CD22CD45BreastDCIS
PTPRCMRC1PTPRC_MRC1CD45BreastDCIS
CD22PTPRCCD22_PTPRCCD22BreastDCIS
LGALS9PTPRCLGALS9_CD45GALECTINBreastHealthy
PTPRCMRC1PTPRC_MRC1CD45BreastHealthy
PTPRCCD22PTPRC_CD22CD45BreastIDC
PTPRCMRC1PTPRC_MRC1CD45BreastIDC
LGALS9PTPRCLGALS9_CD45GALECTINBreastIDC
CD22PTPRCCD22_PTPRCCD22BreastIDC
PTPRCCD22PTPRC_CD22CD45CervixADJ
PTPRCMRC1PTPRC_MRC1CD45CervixADJ
LGALS9PTPRCLGALS9_CD45GALECTINCervixADJ
CD22PTPRCCD22_PTPRCCD22CervixADJ
LGALS9PTPRCLGALS9_CD45GALECTINCervixCC
PTPRCCD22PTPRC_CD22CD45CervixCC
PTPRCMRC1PTPRC_MRC1CD45CervixCC
CD22PTPRCCD22_PTPRCCD22CervixCC
CD22PTPRCCD22_PTPRCCD22CervixHealthy
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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
PTPRCSNVMissense_Mutationc.794N>Ap.Cys265Tyrp.C265Yprotein_codingtolerated(0.08)possibly_damaging(0.9)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTPRCSNVMissense_Mutationc.2299N>Tp.Pro767Serp.P767Sprotein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTPRCSNVMissense_Mutationc.448N>Ap.Gly150Argp.G150Rprotein_codingtolerated(0.11)possibly_damaging(0.486)TCGA-AC-A2FM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PTPRCSNVMissense_Mutationnovelc.977A>Cp.Lys326Thrp.K326Tprotein_codingtolerated(0.35)benign(0.003)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTPRCSNVMissense_Mutationnovelc.319N>Tp.Pro107Serp.P107Sprotein_codingtolerated(0.07)benign(0.015)TCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PTPRCSNVMissense_Mutationc.1538N>Ap.Gly513Aspp.G513Dprotein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PTPRCSNVMissense_Mutationrs758824419c.2695N>Ap.Glu899Lysp.E899Kprotein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PTPRCSNVMissense_Mutationnovelc.2476N>Cp.Glu826Glnp.E826Qprotein_codingdeleterious(0.01)possibly_damaging(0.669)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
PTPRCSNVMissense_Mutationc.3337N>Ap.Asp1113Asnp.D1113Nprotein_codingdeleterious(0)possibly_damaging(0.88)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PTPRCSNVMissense_Mutationc.308N>Tp.Ser103Leup.S103Lprotein_codingtolerated(0.73)benign(0.084)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
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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
5788PTPRCCLINICALLY ACTIONABLE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOME, PROTEIN PHOSPHATASE, KINASE[131I]-BC8
5788PTPRCCLINICALLY ACTIONABLE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOME, PROTEIN PHOSPHATASE, KINASEHYDROGEN PEROXIDEHYDROGEN PEROXIDE15012988
5788PTPRCCLINICALLY ACTIONABLE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOME, PROTEIN PHOSPHATASE, KINASEPREDNISONEPREDNISONE17063711
5788PTPRCCLINICALLY ACTIONABLE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOME, PROTEIN PHOSPHATASE, KINASEERYTHROPOIETINEPOETIN BETA1713254
5788PTPRCCLINICALLY ACTIONABLE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOME, PROTEIN PHOSPHATASE, KINASEGM-CSF/IL-3 FUSION PROTEIN1713254
5788PTPRCCLINICALLY ACTIONABLE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOME, PROTEIN PHOSPHATASE, KINASEetanerceptETANERCEPT20309874,23007924
5788PTPRCCLINICALLY ACTIONABLE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOME, PROTEIN PHOSPHATASE, KINASEVACCINE12007880
5788PTPRCCLINICALLY ACTIONABLE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOME, PROTEIN PHOSPHATASE, KINASEadalimumabADALIMUMAB20309874,23007924
5788PTPRCCLINICALLY ACTIONABLE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOME, PROTEIN PHOSPHATASE, KINASEPROTEIN KINASE INHIBITOR9473774
5788PTPRCCLINICALLY ACTIONABLE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOME, PROTEIN PHOSPHATASE, KINASELM-CD45
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