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: CD27

Gene summary for CD27

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD27

Gene ID

939

Gene nameCD27 molecule
Gene AliasS152
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P26842


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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
939CD27C21HumanOral cavityOSCC1.40e-144.17e-010.2678
939CD27C38HumanOral cavityOSCC1.52e-056.54e-010.172
939CD27C46HumanOral cavityOSCC2.06e-051.41e-010.1673
939CD27C57HumanOral cavityOSCC9.78e-082.50e-010.1679
939CD27C06HumanOral cavityOSCC1.27e-026.17e-010.2699
939CD27C09HumanOral cavityOSCC2.29e-021.06e-010.1431
939CD27LN22HumanOral cavityOSCC2.85e-064.91e-010.1733
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:002240720EsophagusESCCregulation of cell-cell adhesion239/8552448/187235.88e-043.19e-03239
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:002240919EsophagusESCCpositive regulation of cell-cell adhesion155/8552284/187231.50e-037.06e-03155
GO:00508528EsophagusESCCT cell receptor signaling pathway73/8552123/187231.54e-037.24e-0373
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:005087015EsophagusESCCpositive regulation of T cell activation117/8552216/187237.23e-032.62e-02117
GO:190303916EsophagusESCCpositive regulation of leukocyte cell-cell adhesion128/8552239/187238.40e-032.96e-02128
GO:000715918EsophagusESCCleukocyte cell-cell adhesion192/8552371/187231.03e-023.51e-02192
GO:190303717EsophagusESCCregulation of leukocyte cell-cell adhesion174/8552336/187231.36e-024.43e-02174
GO:004578512LiverHCCpositive regulation of cell adhesion215/7958437/187232.53e-031.22e-02215
GO:200011620Oral cavityOSCCregulation of cysteine-type endopeptidase activity152/7305235/187231.14e-158.13e-14152
GO:004328120Oral cavityOSCCregulation of cysteine-type endopeptidase activity involved in apoptotic process137/7305209/187235.94e-153.80e-13137
GO:009719120Oral cavityOSCCextrinsic apoptotic signaling pathway142/7305219/187237.34e-154.55e-13142
GO:005254720Oral cavityOSCCregulation of peptidase activity255/7305461/187235.78e-132.75e-11255
GO:200011718Oral cavityOSCCnegative regulation of cysteine-type endopeptidase activity64/730586/187232.53e-118.44e-1064
GO:005254820Oral cavityOSCCregulation of endopeptidase activity235/7305432/187234.35e-111.40e-09235
GO:004315417Oral cavityOSCCnegative regulation of cysteine-type endopeptidase activity involved in apoptotic process59/730578/187234.86e-111.53e-0959
GO:003109816Oral cavityOSCCstress-activated protein kinase signaling cascade141/7305247/187235.74e-091.25e-07141
GO:005140316Oral cavityOSCCstress-activated MAPK cascade134/7305239/187236.02e-081.09e-06134
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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
CD70CD27CD70_CD27CD70BreastADJ
CD70CD27CD70_CD27CD70CervixADJ
CD70CD27CD70_CD27CD70EndometriumADJ
CD70CD27CD70_CD27CD70EndometriumAEH
CD70CD27CD70_CD27CD70EndometriumEEC
CD70CD27CD70_CD27CD70EsophagusESCC
CD80CD274CD80_CD274CD80GCADJ
CD80CD274CD80_CD274CD80GCGC
CD70CD27CD70_CD27CD70GCGC
CD70CD27CD70_CD27CD70HNSCCOSCC
CD70CD27CD70_CD27CD70HNSCCPrecancer
CD70CD27CD70_CD27CD70LiverPrecancer
CD70CD27CD70_CD27CD70LungAIS
CD70CD27CD70_CD27CD70LungMIAC
CD70CD27CD70_CD27CD70LungPrecancer
CD70CD27CD70_CD27CD70ProstateBPH
CD70CD27CD70_CD27CD70SkinADJ
CD80CD274CD80_CD274CD80SkinAK
CD80CD274CD80_CD274CD80SkincSCC
CD70CD27CD70_CD27CD70SkinSCCIS
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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
CD27SNVMissense_Mutationc.247N>Gp.Ser83Glyp.S83GP26842protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-BH-A1F6-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CD27SNVMissense_Mutationrs145433356c.233G>Ap.Arg78Glnp.R78QP26842protein_codingtolerated(0.17)benign(0.106)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CD27SNVMissense_Mutationc.307N>Cp.Glu103Glnp.E103QP26842protein_codingtolerated(0.19)benign(0.031)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
CD27SNVMissense_Mutationrs763617266c.148N>Ap.Val50Metp.V50MP26842protein_codingtolerated(0.17)probably_damaging(0.938)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CD27SNVMissense_Mutationrs144240256c.685G>Ap.Ala229Thrp.A229TP26842protein_codingtolerated(0.25)benign(0.037)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CD27SNVMissense_Mutationc.509C>Ap.Pro170Hisp.P170HP26842protein_codingdeleterious(0)possibly_damaging(0.907)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CD27SNVMissense_Mutationnovelc.5C>Tp.Ala2Valp.A2VP26842protein_codingdeleterious(0.05)benign(0.021)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CD27deletionFrame_Shift_Delc.518_521delNNNNp.Ser175ProfsTer19p.S175Pfs*19P26842protein_codingTCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CD27SNVMissense_Mutationnovelc.450G>Tp.Glu150Aspp.E150DP26842protein_codingtolerated(0.44)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CD27SNVMissense_Mutationc.355G>Ap.Glu119Lysp.E119KP26842protein_codingtolerated(0.13)possibly_damaging(0.484)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<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
939CD27PROTEASE INHIBITOR, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME178101772
939CD27PROTEASE INHIBITOR, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEN/A
939CD27PROTEASE INHIBITOR, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMECDX-1127VARLILUMAB
939CD27PROTEASE INHIBITOR, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEPROTEASE INHIBITORS17309824
939CD27PROTEASE INHIBITOR, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEVarlilumabVARLILUMAB
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