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: SCUBE2

Gene summary for SCUBE2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCUBE2

Gene ID

57758

Gene namesignal peptide, CUB domain and EGF like domain containing 2
Gene AliasCEGB1
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q9NQ36


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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
57758SCUBE2GSM4909302HumanBreastIDC4.53e-032.79e-010.1545
57758SCUBE2GSM4909304HumanBreastIDC5.67e-082.99e-010.1636
57758SCUBE2GSM4909306HumanBreastIDC1.18e-165.11e-010.1564
57758SCUBE2GSM4909307HumanBreastIDC1.48e-154.84e-010.1569
57758SCUBE2GSM4909308HumanBreastIDC1.08e-447.79e-010.158
57758SCUBE2GSM4909311HumanBreastIDC4.55e-022.03e-010.1534
57758SCUBE2GSM4909312HumanBreastIDC1.59e-063.43e-010.1552
57758SCUBE2GSM4909321HumanBreastIDC1.02e-033.02e-010.1559
57758SCUBE2NCCBC3HumanBreastDCIS3.41e-093.64e-010.1198
57758SCUBE2P3HumanBreastIDC7.78e-168.94e-010.1542
57758SCUBE2GSM5252128_BPH327PrGF_ViaHumanProstateBPH4.42e-063.65e-01-0.1688
57758SCUBE2GSM5252130_BPH340PrGF_ViaHumanProstateBPH1.59e-087.82e-01-0.1972
57758SCUBE2GSM5252131_BPH340PrSF_ViaHumanProstateBPH4.36e-231.04e+00-0.2126
57758SCUBE2GSM5252135_BPH511PrPUr_Fcol_3GEXHumanProstateBPH2.29e-086.18e-01-0.1833
57758SCUBE2GSM5252137_BPH556PrGA2_FcolHumanProstateBPH4.04e-087.75e-01-0.23
57758SCUBE2047563_1562-all-cellsHumanProstateBPH4.23e-05-1.32e-010.0791
57758SCUBE2048752_1579-all-cellsHumanProstateBPH1.47e-023.06e-010.1008
57758SCUBE2052095_1628-all-cellsHumanProstateBPH3.66e-196.50e-010.1032
57758SCUBE2052099_1652-all-cellsHumanProstateBPH2.87e-114.57e-010.1038
57758SCUBE2Dong_P1HumanProstateTumor3.22e-081.36e-010.035
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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
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
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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
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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
SCUBE2SNVMissense_Mutationrs747651323c.697G>Ap.Asp233Asnp.D233NQ9NQ36protein_codingtolerated(0.49)benign(0.027)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SCUBE2SNVMissense_Mutationnovelc.1744N>Ap.Glu582Lysp.E582KQ9NQ36protein_codingdeleterious(0.05)benign(0.355)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCUBE2SNVMissense_Mutationrs757661901c.2781N>Tp.Glu927Aspp.E927DQ9NQ36protein_codingtolerated(0.23)probably_damaging(0.995)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SCUBE2SNVMissense_Mutationc.2408N>Gp.Gln803Argp.Q803RQ9NQ36protein_codingdeleterious(0)benign(0.272)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
SCUBE2SNVMissense_Mutationc.2648N>Tp.Cys883Phep.C883FQ9NQ36protein_codingdeleterious(0)probably_damaging(0.945)TCGA-D8-A27M-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapymethotrexate+5SD
SCUBE2SNVMissense_Mutationrs761718889c.2962N>Tp.Arg988Cysp.R988CQ9NQ36protein_codingdeleterious(0)probably_damaging(0.944)TCGA-E9-A247-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SCUBE2insertionNonsense_Mutationnovelc.1978_1979insATCTGAATGGTGATTTATATCTGATGGCCACGGCAGAGTGAAGACp.Gly660delinsAspLeuAsnGlyAspLeuTyrLeuMetAlaThrAlaGluTerArgArgp.G660delinsDLNGDLYLMATAE*RRQ9NQ36protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SCUBE2insertionFrame_Shift_Insnovelc.1339_1340insAp.Gly447GlufsTer17p.G447Efs*17Q9NQ36protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCUBE2insertionIn_Frame_Insnovelc.1337_1338insAAATGACTTCATGTTCTATTTCACCGTp.Lys446_Gly447insAsnAspPheMetPheTyrPheThrValp.K446_G447insNDFMFYFTVQ9NQ36protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCUBE2insertionNonsense_Mutationnovelc.352_353insGAACTTAGAAGCAGCTAGCAGCTGCATGGGGTTGAGTp.Met118ArgfsTer3p.M118Rfs*3Q9NQ36protein_codingTCGA-BH-A0EB-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
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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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