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: PTPRF

Gene summary for PTPRF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTPRF

Gene ID

5792

Gene nameprotein tyrosine phosphatase receptor type F
Gene AliasBNAH2
Cytomap1p34.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

G1UI20


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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
5792PTPRFGSM4909280HumanBreastPrecancer1.25e-02-3.81e-010.0305
5792PTPRFGSM4909281HumanBreastIDC1.06e-276.70e-010.21
5792PTPRFGSM4909285HumanBreastIDC1.04e-175.20e-010.21
5792PTPRFGSM4909286HumanBreastIDC7.78e-255.34e-010.1081
5792PTPRFGSM4909292HumanBreastIDC4.79e-047.03e-010.1236
5792PTPRFGSM4909293HumanBreastIDC2.02e-032.51e-010.1581
5792PTPRFGSM4909296HumanBreastIDC1.30e-061.26e-010.1524
5792PTPRFGSM4909297HumanBreastIDC7.94e-06-1.34e-010.1517
5792PTPRFGSM4909298HumanBreastIDC8.73e-094.12e-010.1551
5792PTPRFGSM4909307HumanBreastIDC1.56e-023.17e-010.1569
5792PTPRFGSM4909311HumanBreastIDC3.87e-251.36e-010.1534
5792PTPRFGSM4909312HumanBreastIDC1.40e-049.65e-020.1552
5792PTPRFGSM4909319HumanBreastIDC9.55e-29-2.22e-010.1563
5792PTPRFGSM4909320HumanBreastIDC5.03e-04-1.97e-010.1575
5792PTPRFGSM4909321HumanBreastIDC8.48e-07-1.79e-010.1559
5792PTPRFNCCBC14HumanBreastDCIS2.92e-131.19e-010.2021
5792PTPRFNCCBC2HumanBreastDCIS3.01e-034.39e-010.1554
5792PTPRFNCCBC5HumanBreastDCIS4.69e-091.81e-030.2046
5792PTPRFP1HumanBreastIDC4.90e-12-4.59e-020.1527
5792PTPRFDCIS2HumanBreastDCIS4.21e-533.53e-010.0085
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:00510989BreastPrecancerregulation of binding44/1080363/187232.59e-068.65e-0544
GO:00310995BreastPrecancerregeneration25/1080198/187231.91e-043.06e-0325
GO:00511008BreastPrecancernegative regulation of binding19/1080162/187232.56e-032.32e-0219
GO:19030348BreastPrecancerregulation of response to wounding19/1080167/187233.60e-032.98e-0219
GO:005109814BreastIDCregulation of binding57/1434363/187231.59e-078.76e-0657
GO:003109912BreastIDCregeneration31/1434198/187231.08e-042.03e-0331
GO:005110014BreastIDCnegative regulation of binding25/1434162/187235.98e-047.54e-0325
GO:190303413BreastIDCregulation of response to wounding24/1434167/187232.07e-031.95e-0224
GO:005109823BreastDCISregulation of binding55/1390363/187233.14e-071.48e-0555
GO:003109921BreastDCISregeneration30/1390198/187231.45e-042.47e-0330
GO:005110022BreastDCISnegative regulation of binding25/1390162/187233.77e-045.27e-0325
GO:0048678BreastDCISresponse to axon injury15/139083/187231.07e-031.16e-0215
GO:190303422BreastDCISregulation of response to wounding24/1390167/187231.37e-031.42e-0224
GO:005109810CervixCCregulation of binding80/2311363/187231.32e-076.42e-0680
GO:19030349CervixCCregulation of response to wounding44/2311167/187236.33e-072.31e-0544
GO:00109757CervixCCregulation of neuron projection development88/2311445/187234.26e-061.09e-0488
GO:00064708CervixCCprotein dephosphorylation60/2311281/187231.33e-052.68e-0460
GO:00310996CervixCCregeneration46/2311198/187231.43e-052.84e-0446
GO:00615647CervixCCaxon development89/2311467/187231.71e-053.27e-0489
GO:00433939CervixCCregulation of protein binding42/2311196/187232.27e-042.55e-0342
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0452024BreastDCISAdherens junction17/84693/84659.95e-034.40e-023.24e-0217
hsa0452034BreastDCISAdherens junction17/84693/84659.95e-034.40e-023.24e-0217
hsa0452020CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa045147CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa04520110CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa0451412CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa0451421CervixHSIL_HPVCell adhesion molecules20/459157/84653.03e-043.06e-032.47e-0320
hsa0451431CervixHSIL_HPVCell adhesion molecules20/459157/84653.03e-043.06e-032.47e-0320
hsa04520ColorectumADAdherens junction50/209293/84651.52e-092.83e-081.81e-0850
hsa045201ColorectumADAdherens junction50/209293/84651.52e-092.83e-081.81e-0850
hsa045202ColorectumSERAdherens junction37/158093/84651.54e-062.35e-051.71e-0537
hsa045203ColorectumSERAdherens junction37/158093/84651.54e-062.35e-051.71e-0537
hsa045204ColorectumMSSAdherens junction42/187593/84656.18e-079.01e-065.52e-0642
hsa04931ColorectumMSSInsulin resistance36/1875108/84654.74e-032.01e-021.23e-0236
hsa04910ColorectumMSSInsulin signaling pathway43/1875137/84657.37e-032.84e-021.74e-0243
hsa045205ColorectumMSSAdherens junction42/187593/84656.18e-079.01e-065.52e-0642
hsa049311ColorectumMSSInsulin resistance36/1875108/84654.74e-032.01e-021.23e-0236
hsa049101ColorectumMSSInsulin signaling pathway43/1875137/84657.37e-032.84e-021.74e-0243
hsa045206ColorectumMSI-HAdherens junction22/79793/84653.71e-055.47e-044.58e-0422
hsa045207ColorectumMSI-HAdherens junction22/79793/84653.71e-055.47e-044.58e-0422
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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
LRRC4BPTPRFLRRC4B_PTPRFNGLEsophagusESCC
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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
PTPRFSNVMissense_Mutationnovelc.5273N>Gp.Ser1758Cysp.S1758CP10586protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PTPRFSNVMissense_Mutationc.4751N>Ap.Arg1584Glnp.R1584QP10586protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
PTPRFSNVMissense_Mutationc.5368G>Ap.Gly1790Argp.G1790RP10586protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PTPRFSNVMissense_Mutationrs565543436c.2468N>Ap.Arg823Glnp.R823QP10586protein_codingtolerated(0.12)benign(0.36)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTPRFSNVMissense_Mutationrs767075536c.2671N>Tp.Arg891Trpp.R891WP10586protein_codingtolerated(0.06)possibly_damaging(0.863)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PTPRFSNVMissense_Mutationc.4015N>Ap.Asp1339Asnp.D1339NP10586protein_codingtolerated(0.17)probably_damaging(0.911)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
PTPRFSNVMissense_Mutationc.5710N>Ap.His1904Asnp.H1904NP10586protein_codingdeleterious(0.02)probably_damaging(0.987)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
PTPRFSNVMissense_Mutationc.5201N>Cp.Ile1734Thrp.I1734TP10586protein_codingdeleterious(0.01)probably_damaging(1)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PTPRFSNVMissense_Mutationnovelc.64N>Cp.Gly22Argp.G22RP10586protein_codingtolerated_low_confidence(0.47)benign(0.063)TCGA-BH-A5IZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PTPRFSNVMissense_Mutationrs367652888c.2492N>Tp.Thr831Metp.T831MP10586protein_codingtolerated(0.09)probably_damaging(1)TCGA-C8-A134-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
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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
5792PTPRFDRUGGABLE GENOME, ENZYME, PROTEIN PHOSPHATASEERLOTINIB HYDROCHLORIDE26291013
5792PTPRFDRUGGABLE GENOME, ENZYME, PROTEIN PHOSPHATASEinhibitor252827428
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