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: CUL9

Gene summary for CUL9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CUL9

Gene ID

23113

Gene namecullin 9
Gene AliasH7AP1
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q8IWT3


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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
23113CUL9male-WTAHumanThyroidPTC4.25e-037.50e-020.1037
23113CUL9PTC04HumanThyroidPTC6.69e-059.05e-020.1927
23113CUL9PTC05HumanThyroidPTC5.59e-042.11e-010.2065
23113CUL9PTC06HumanThyroidPTC7.40e-061.99e-010.2057
23113CUL9PTC07HumanThyroidPTC3.79e-101.17e-010.2044
23113CUL9ATC13HumanThyroidATC3.00e-345.34e-010.34
23113CUL9ATC2HumanThyroidATC6.46e-064.80e-010.34
23113CUL9ATC5HumanThyroidATC2.52e-375.72e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000734619ThyroidPTCregulation of mitotic cell cycle212/5968457/187234.03e-111.44e-09212
GO:01400148ThyroidPTCmitotic nuclear division135/5968287/187234.90e-081.04e-06135
GO:00482855ThyroidPTCorganelle fission188/5968488/187239.64e-045.77e-03188
GO:00070885ThyroidPTCregulation of mitotic nuclear division51/5968110/187231.02e-036.07e-0351
GO:00002804ThyroidPTCnuclear division167/5968439/187233.27e-031.60e-02167
GO:00517833ThyroidPTCregulation of nuclear division59/5968139/187235.50e-032.50e-0259
GO:014001416ThyroidATCmitotic nuclear division171/6293287/187231.13e-191.66e-17171
GO:000734622ThyroidATCregulation of mitotic cell cycle236/6293457/187237.58e-165.92e-14236
GO:004828512ThyroidATCorganelle fission229/6293488/187234.79e-101.29e-08229
GO:000028011ThyroidATCnuclear division207/6293439/187231.98e-094.80e-08207
GO:000708811ThyroidATCregulation of mitotic nuclear division67/6293110/187233.98e-099.08e-0867
GO:005178311ThyroidATCregulation of nuclear division77/6293139/187231.01e-071.70e-0677
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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
CUL9SNVMissense_Mutationnovelc.3455T>Cp.Phe1152Serp.F1152SQ8IWT3protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
CUL9SNVMissense_Mutationrs751758496c.2634N>Tp.Leu878Phep.L878FQ8IWT3protein_codingdeleterious(0.01)benign(0.386)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CUL9SNVMissense_Mutationrs755969849c.1561C>Ap.Leu521Ilep.L521IQ8IWT3protein_codingtolerated(0.51)benign(0.003)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CUL9SNVMissense_Mutationc.1852N>Ap.Ala618Thrp.A618TQ8IWT3protein_codingtolerated(0.52)benign(0)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CUL9SNVMissense_Mutationrs374310005c.2959N>Tp.Arg987Cysp.R987CQ8IWT3protein_codingtolerated(0.09)benign(0.009)TCGA-AR-A1AQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CUL9SNVMissense_Mutationc.4154N>Gp.Ser1385Cysp.S1385CQ8IWT3protein_codingtolerated(0.1)benign(0.021)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CUL9SNVMissense_Mutationc.7184C>Tp.Ser2395Phep.S2395FQ8IWT3protein_codingdeleterious(0.01)possibly_damaging(0.548)TCGA-BH-A0AV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CUL9SNVMissense_Mutationnovelc.1108N>Cp.Ser370Prop.S370PQ8IWT3protein_codingtolerated(0.44)benign(0.034)TCGA-BH-A0DG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CUL9SNVMissense_Mutationc.647N>Cp.Gln216Prop.Q216PQ8IWT3protein_codingdeleterious(0)probably_damaging(0.994)TCGA-E2-A15D-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CUL9SNVMissense_Mutationc.6409N>Cp.Glu2137Glnp.E2137QQ8IWT3protein_codingdeleterious(0.02)benign(0.174)TCGA-E2-A1AZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
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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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