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: PTN

Gene summary for PTN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTN

Gene ID

5764

Gene namepleiotrophin
Gene AliasHARP
Cytomap7q33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R778


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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
5764PTNGSM4909281HumanBreastIDC4.32e-06-6.65e-020.21
5764PTNGSM4909282HumanBreastIDC2.50e-03-3.02e-01-0.0288
5764PTNGSM4909285HumanBreastIDC7.79e-05-3.03e-010.21
5764PTNGSM4909286HumanBreastIDC1.72e-05-3.12e-010.1081
5764PTNGSM4909290HumanBreastIDC2.64e-02-3.12e-010.2096
5764PTNGSM4909299HumanBreastIDC8.68e-871.66e+000.035
5764PTNGSM4909300HumanBreastIDC1.71e-171.10e+000.0334
5764PTNGSM4909301HumanBreastIDC7.79e-05-3.12e-010.1577
5764PTNGSM4909304HumanBreastIDC7.79e-05-3.09e-010.1636
5764PTNGSM4909305HumanBreastIDC8.54e-168.27e-010.0436
5764PTNGSM4909309HumanBreastIDC1.48e-621.54e+000.0483
5764PTNGSM4909312HumanBreastIDC1.72e-05-3.12e-010.1552
5764PTNGSM4909313HumanBreastIDC1.63e-239.90e-010.0391
5764PTNGSM4909315HumanBreastIDC7.79e-05-3.12e-010.21
5764PTNGSM4909319HumanBreastIDC7.79e-05-3.12e-010.1563
5764PTNGSM4909321HumanBreastIDC3.66e-05-3.12e-010.1559
5764PTNNCCBC3HumanBreastDCIS4.12e-541.23e+000.1198
5764PTNDCIS2HumanBreastDCIS7.06e-1351.97e+000.0085
5764PTNAEH-subject1HumanEndometriumAEH7.30e-22-5.82e-01-0.3059
5764PTNAEH-subject2HumanEndometriumAEH6.64e-25-5.74e-01-0.2525
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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
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
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
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:199008921LiverHCCresponse to nerve growth factor37/795856/187233.13e-042.22e-0337
GO:004320011LiverHCCresponse to amino acid68/7958116/187233.31e-042.33e-0368
GO:00987272LiverHCCmaintenance of cell number77/7958134/187233.32e-042.33e-0377
GO:004851121LiverHCCrhythmic process156/7958298/187233.54e-042.46e-03156
GO:007145311LiverHCCcellular response to oxygen levels98/7958177/187233.63e-042.52e-0398
GO:003629411LiverHCCcellular response to decreased oxygen levels90/7958161/187234.03e-042.72e-0390
GO:00198272LiverHCCstem cell population maintenance75/7958131/187234.58e-043.04e-0375
GO:001072011LiverHCCpositive regulation of cell development155/7958298/187235.39e-043.48e-03155
GO:000189011LiverHCCplacenta development81/7958144/187235.91e-043.75e-0381
GO:00310992LiverHCCregeneration107/7958198/187236.67e-044.12e-03107
GO:007145611LiverHCCcellular response to hypoxia84/7958151/187237.57e-044.56e-0384
GO:001081122LiverHCCpositive regulation of cell-substrate adhesion70/7958123/187238.74e-045.18e-0370
GO:190303621LiverHCCpositive regulation of response to wounding44/795872/187231.10e-036.32e-0344
GO:1904923LiverHCCregulation of autophagy of mitochondrion in response to mitochondrial depolarization12/795814/187231.17e-036.54e-0312
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:00325701LiverHCCresponse to progesterone25/795837/187231.82e-039.38e-0325
GO:0010976LiverHCCpositive regulation of neuron projection development88/7958163/187231.98e-031.00e-0288
GO:00096124LiverHCCresponse to mechanical stimulus113/7958216/187232.20e-031.10e-02113
GO:00725762LiverHCCliver morphogenesis17/795823/187232.28e-031.13e-0217
GO:00901612LiverHCCGolgi ribbon formation11/795813/187232.38e-031.16e-0211
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
PTNSDC1PTN_SDC1PTNBreastDCIS
PTNSDC2PTN_SDC2PTNBreastDCIS
PTNSDC3PTN_SDC3PTNBreastDCIS
PTNSDC4PTN_SDC4PTNBreastDCIS
PTNNCLPTN_NCLPTNBreastDCIS
PTNSDC1PTN_SDC1PTNBreastHealthy
PTNSDC2PTN_SDC2PTNBreastHealthy
PTNSDC4PTN_SDC4PTNBreastHealthy
PTNNCLPTN_NCLPTNBreastHealthy
PTNSDC1PTN_SDC1PTNCervixADJ
PTNSDC2PTN_SDC2PTNCervixADJ
PTNSDC4PTN_SDC4PTNCervixADJ
PTNNCLPTN_NCLPTNCervixADJ
PTNPTPRZ1PTN_PTPRZ1PTNCervixCC
PTNSDC1PTN_SDC1PTNCervixCC
PTNSDC2PTN_SDC2PTNCervixCC
PTNSDC3PTN_SDC3PTNCervixCC
PTNSDC4PTN_SDC4PTNCervixCC
PTNNCLPTN_NCLPTNCervixCC
PTNSDC1PTN_SDC1PTNCervixPrecancer
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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
PTNSNVMissense_Mutationc.51N>Ap.Phe17Leup.F17LP21246protein_codingtolerated(0.72)benign(0)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTNSNVMissense_Mutationrs559496875c.388G>Ap.Glu130Lysp.E130KP21246protein_codingdeleterious(0.03)benign(0.18)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
PTNSNVMissense_Mutationrs760057615c.413C>Tp.Ser138Phep.S138FP21246protein_codingdeleterious(0)probably_damaging(0.939)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
PTNSNVMissense_Mutationnovelc.157N>Tp.Ser53Cysp.S53CP21246protein_codingdeleterious(0.05)probably_damaging(0.985)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
PTNinsertionFrame_Shift_Insnovelc.155_156insTGTGTGTGTGTGTGTGTGTGTGTp.Trp52CysfsTer9p.W52Cfs*9P21246protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
PTNSNVMissense_Mutationc.340N>Tp.Ala114Serp.A114SP21246protein_codingtolerated(0.06)benign(0.203)TCGA-A6-5657-01Colorectumcolon adenocarcinomaMale>=65III/IVAncillaryleucovorinSD
PTNSNVMissense_Mutationc.438G>Tp.Lys146Asnp.K146NP21246protein_codingtolerated(0.11)probably_damaging(0.995)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PTNSNVMissense_Mutationc.160N>Tp.Val54Leup.V54LP21246protein_codingtolerated(0.29)possibly_damaging(0.825)TCGA-AA-3986-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PTNSNVMissense_Mutationc.454G>Ap.Glu152Lysp.E152KP21246protein_codingtolerated(0.59)probably_damaging(0.973)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PTNSNVMissense_Mutationc.359N>Tp.Gly120Valp.G120VP21246protein_codingdeleterious(0)possibly_damaging(0.903)TCGA-AG-A02G-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyfolinicPD
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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
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