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: PTPRM

Gene summary for PTPRM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTPRM

Gene ID

5797

Gene nameprotein tyrosine phosphatase receptor type M
Gene AliasPTPRL1
Cytomap18p11.23
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P28827


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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
5797PTPRMAEH-subject1HumanEndometriumAEH1.75e-601.11e+00-0.3059
5797PTPRMAEH-subject2HumanEndometriumAEH8.56e-441.01e+00-0.2525
5797PTPRMAEH-subject3HumanEndometriumAEH3.71e-409.59e-01-0.2576
5797PTPRMAEH-subject4HumanEndometriumAEH1.13e-451.14e+00-0.2657
5797PTPRMAEH-subject5HumanEndometriumAEH1.36e-521.12e+00-0.2953
5797PTPRMEEC-subject1HumanEndometriumEEC4.75e-661.26e+00-0.2682
5797PTPRMEEC-subject2HumanEndometriumEEC3.40e-801.32e+00-0.2607
5797PTPRMEEC-subject3HumanEndometriumEEC1.25e-084.17e-01-0.2525
5797PTPRMEEC-subject4HumanEndometriumEEC1.57e-217.71e-01-0.2571
5797PTPRMEEC-subject5HumanEndometriumEEC2.08e-319.15e-01-0.249
5797PTPRMGSM5276935HumanEndometriumEEC1.56e-02-1.16e-01-0.123
5797PTPRMGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.64e-03-1.35e-02-0.1883
5797PTPRMGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.10e-04-1.12e-01-0.1934
5797PTPRMGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.35e-04-8.05e-03-0.1917
5797PTPRMGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC4.44e-022.48e-02-0.1916
5797PTPRMGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC3.19e-135.29e-01-0.1269
5797PTPRMRNA-P10T2-P10T2-1HumanLungAAH4.42e-027.73e-01-0.1271
5797PTPRMRNA-P10T2-P10T2-2HumanLungAAH5.82e-059.09e-01-0.1406
5797PTPRMRNA-P10T2-P10T2-3HumanLungAAH1.29e-051.01e+00-0.1408
5797PTPRMRNA-P10T2-P10T2-4HumanLungAAH8.57e-091.17e+00-0.138
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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:000166710EndometriumAEHameboidal-type cell migration90/2100475/187233.73e-071.57e-0590
GO:00506738EndometriumAEHepithelial cell proliferation84/2100437/187234.88e-071.94e-0584
GO:00074098EndometriumAEHaxonogenesis81/2100418/187235.54e-072.12e-0581
GO:009013014EndometriumAEHtissue migration73/2100365/187235.79e-072.20e-0573
GO:00615648EndometriumAEHaxon development88/2100467/187236.39e-072.38e-0588
GO:009013214EndometriumAEHepithelium migration72/2100360/187236.90e-072.55e-0572
GO:001063114EndometriumAEHepithelial cell migration71/2100357/187231.02e-063.52e-0571
GO:001063214EndometriumAEHregulation of epithelial cell migration60/2100292/187232.31e-066.77e-0560
GO:00506788EndometriumAEHregulation of epithelial cell proliferation73/2100381/187233.04e-068.44e-0573
GO:00303364EndometriumAEHnegative regulation of cell migration65/2100344/187231.65e-053.42e-0465
GO:20001464EndometriumAEHnegative regulation of cell motility67/2100359/187231.86e-053.77e-0467
GO:00512714EndometriumAEHnegative regulation of cellular component movement68/2100367/187232.06e-054.11e-0468
GO:00435428EndometriumAEHendothelial cell migration55/2100279/187232.11e-054.15e-0455
GO:00105945EndometriumAEHregulation of endothelial cell migration47/2100232/187234.02e-056.91e-0447
GO:00400134EndometriumAEHnegative regulation of locomotion70/2100391/187234.95e-058.05e-0470
GO:00064709EndometriumAEHprotein dephosphorylation50/2100281/187236.41e-046.23e-0350
GO:00312902EndometriumAEHretinal ganglion cell axon guidance7/210019/187233.28e-032.30e-027
GO:000941010EndometriumAEHresponse to xenobiotic stimulus71/2100462/187233.66e-032.50e-0271
GO:0001935EndometriumAEHendothelial cell proliferation33/2100193/187238.99e-034.87e-0233
GO:006156412EndometriumEECaxon development93/2168467/187239.60e-084.69e-0693
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0452025EndometriumAEHAdherens junction36/119793/84653.49e-095.98e-084.37e-0836
hsa04520111EndometriumAEHAdherens junction36/119793/84653.49e-095.98e-084.37e-0836
hsa0452026EndometriumEECAdherens junction36/123793/84658.57e-091.48e-071.11e-0736
hsa0452035EndometriumEECAdherens junction36/123793/84658.57e-091.48e-071.11e-0736
hsa0452016LungIACAdherens junction37/105393/84651.99e-112.16e-091.43e-0937
hsa045146LungIACCell adhesion molecules30/1053157/84651.03e-023.83e-022.54e-0230
hsa0452017LungIACAdherens junction37/105393/84651.99e-112.16e-091.43e-0937
hsa0451411LungIACCell adhesion molecules30/1053157/84651.03e-023.83e-022.54e-0230
hsa0452023LungAISAdherens junction34/96193/84651.59e-101.29e-088.26e-0934
hsa0452033LungAISAdherens junction34/96193/84651.59e-101.29e-088.26e-0934
hsa0452043LungAAHAdherens junction16/34893/84659.99e-079.29e-057.47e-0516
hsa0452053LungAAHAdherens junction16/34893/84659.99e-079.29e-057.47e-0516
hsa0452062LungMIACAdherens junction27/50793/84652.36e-122.29e-101.66e-1027
hsa0452072LungMIACAdherens junction27/50793/84652.36e-122.29e-101.66e-1027
hsa0452027ProstateBPHAdherens junction55/171893/84651.90e-164.18e-152.59e-1555
hsa04520112ProstateBPHAdherens junction55/171893/84651.90e-164.18e-152.59e-1555
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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
PTPRMPTPRMPTPRM_PTPRMPTPRMBreastHealthy
PTPRMPTPRMPTPRM_PTPRMPTPRMCervixADJ
PTPRMPTPRMPTPRM_PTPRMPTPRMCervixCC
PTPRMPTPRMPTPRM_PTPRMPTPRMCRCAD
PTPRMPTPRMPTPRM_PTPRMPTPRMCRCADJ
PTPRMPTPRMPTPRM_PTPRMPTPRMCRCCRC
PTPRMPTPRMPTPRM_PTPRMPTPRMCRCFAP
PTPRMPTPRMPTPRM_PTPRMPTPRMCRCMSI-H
PTPRMPTPRMPTPRM_PTPRMPTPRMCRCMSS
PTPRMPTPRMPTPRM_PTPRMPTPRMCRCSER
PTPRMPTPRMPTPRM_PTPRMPTPRMEndometriumADJ
PTPRMPTPRMPTPRM_PTPRMPTPRMEndometriumAEH
PTPRMPTPRMPTPRM_PTPRMPTPRMEndometriumEEC
PTPRMPTPRMPTPRM_PTPRMPTPRMEndometriumHealthy
PTPRMPTPRMPTPRM_PTPRMPTPRMEsophagusESCC
PTPRMPTPRMPTPRM_PTPRMPTPRMEsophagusHealthy
PTPRMPTPRMPTPRM_PTPRMPTPRMGCADJ
PTPRMPTPRMPTPRM_PTPRMPTPRMGCGC
PTPRMPTPRMPTPRM_PTPRMPTPRMGCPrecancer
PTPRMPTPRMPTPRM_PTPRMPTPRMHNSCCADJ
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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
PTPRMSNVMissense_Mutationc.1421N>Cp.Ile474Thrp.I474TP28827protein_codingtolerated(0.54)benign(0.127)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTPRMSNVMissense_Mutationnovelc.1591N>Tp.Asp531Tyrp.D531YP28827protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTPRMSNVMissense_Mutationc.2346N>Tp.Gln782Hisp.Q782HP28827protein_codingtolerated(0.11)possibly_damaging(0.789)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTPRMSNVMissense_Mutationrs761396528c.3418N>Ap.Val1140Ilep.V1140IP28827protein_codingtolerated(0.11)probably_damaging(0.94)TCGA-C8-A138-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PTPRMSNVMissense_Mutationrs145737173c.4145N>Ap.Arg1382Hisp.R1382HP28827protein_codingtolerated(0.16)possibly_damaging(0.636)TCGA-E2-A14P-01Breastbreast invasive carcinomaFemale>=65III/IVTargeted Molecular therapytrastuzumabSD
PTPRMSNVMissense_Mutationnovelc.2879N>Cp.Gly960Alap.G960AP28827protein_codingtolerated(0.14)benign(0.093)TCGA-EW-A6SA-01Breastbreast invasive carcinomaMale<65I/IIUnknownUnknownSD
PTPRMSNVMissense_Mutationc.2796G>Cp.Lys932Asnp.K932NP28827protein_codingdeleterious(0)probably_damaging(0.996)TCGA-GM-A2DL-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
PTPRMSNVMissense_Mutationrs765809357c.4275G>Cp.Gln1425Hisp.Q1425HP28827protein_codingtolerated(0.3)possibly_damaging(0.575)TCGA-JL-A3YX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PTPRMSNVMissense_Mutationrs779665748c.3661G>Ap.Ala1221Thrp.A1221TP28827protein_codingdeleterious(0)probably_damaging(0.997)TCGA-LL-A9Q3-01Breastbreast invasive carcinomaFemale>=65III/IVImmunotherapyherceptinCR
PTPRMinsertionFrame_Shift_Insnovelc.352_353insGGTACTGGTGCp.Val118GlyfsTer5p.V118Gfs*5P28827protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
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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
5797PTPRMDRUGGABLE GENOME, PROTEIN PHOSPHATASEmethotrexateMETHOTREXATE24583629
5797PTPRMDRUGGABLE GENOME, PROTEIN PHOSPHATASEinhibitor252827513
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