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: CNOT9

Gene summary for CNOT9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNOT9

Gene ID

9125

Gene nameCCR4-NOT transcription complex subunit 9
Gene AliasCAF40
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q92600


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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
9125CNOT9HCC1HumanLiverHCC5.52e-033.59e+000.5336
9125CNOT9HCC2HumanLiverHCC3.06e-133.37e+000.5341
9125CNOT9S014HumanLiverHCC1.11e-124.53e-010.2254
9125CNOT9S015HumanLiverHCC6.82e-145.34e-010.2375
9125CNOT9S016HumanLiverHCC1.66e-134.69e-010.2243
9125CNOT9S027HumanLiverHCC1.64e-139.00e-010.2446
9125CNOT9S028HumanLiverHCC5.41e-238.12e-010.2503
9125CNOT9S029HumanLiverHCC8.82e-208.26e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:004427021LiverHCCcellular nitrogen compound catabolic process303/7958451/187239.76e-273.64e-24303
GO:004670021LiverHCCheterocycle catabolic process299/7958445/187232.07e-267.29e-24299
GO:190136121LiverHCCorganic cyclic compound catabolic process325/7958495/187236.52e-262.18e-23325
GO:001943921LiverHCCaromatic compound catabolic process309/7958467/187231.56e-254.94e-23309
GO:000640121LiverHCCRNA catabolic process201/7958278/187233.88e-241.02e-21201
GO:003465521LiverHCCnucleobase-containing compound catabolic process273/7958407/187234.84e-241.23e-21273
GO:000640221LiverHCCmRNA catabolic process169/7958232/187234.50e-216.96e-19169
GO:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
GO:004854522LiverHCCresponse to steroid hormone206/7958339/187236.81e-122.92e-10206
GO:007138322LiverHCCcellular response to steroid hormone stimulus128/7958204/187233.92e-091.04e-07128
GO:004340121LiverHCCsteroid hormone mediated signaling pathway84/7958136/187234.42e-065.62e-0584
GO:003051821LiverHCCintracellular steroid hormone receptor signaling pathway73/7958116/187237.04e-068.41e-0573
GO:003314321LiverHCCregulation of intracellular steroid hormone receptor signaling pathway49/795874/187233.21e-053.26e-0449
GO:001810511LiverHCCpeptidyl-serine phosphorylation169/7958315/187233.86e-053.81e-04169
GO:003812721LiverHCCERBB signaling pathway73/7958121/187235.65e-055.26e-0473
GO:0033146LiverHCCregulation of intracellular estrogen receptor signaling pathway26/795835/187231.37e-041.11e-0326
GO:000975521LiverHCChormone-mediated signaling pathway106/7958190/187231.45e-041.17e-03106
GO:001820911LiverHCCpeptidyl-serine modification177/7958338/187231.45e-041.17e-03177
GO:000717321LiverHCCepidermal growth factor receptor signaling pathway65/7958108/187231.56e-041.25e-0365
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030182LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030183LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
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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
CNOT9SNVMissense_Mutationc.331N>Tp.Leu111Phep.L111FQ92600protein_codingdeleterious(0.01)probably_damaging(0.984)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CNOT9SNVMissense_Mutationc.251N>Ap.Ala84Glup.A84EQ92600protein_codingtolerated(0.18)probably_damaging(0.993)TCGA-D8-A1XS-01Breastbreast invasive carcinomaMale<65III/IVChemotherapyadriamycin+cyclophosphamideSD
CNOT9SNVMissense_Mutationc.815C>Tp.Ser272Leup.S272LQ92600protein_codingdeleterious(0)possibly_damaging(0.904)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNOT9insertionNonsense_Mutationnovelc.754_755insGTGATTGTCTAATTTAAATp.Leu252ArgfsTer6p.L252Rfs*6Q92600protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
CNOT9SNVMissense_Mutationc.66N>Gp.Ile22Metp.I22MQ92600protein_codingtolerated(0.2)benign(0.058)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
CNOT9SNVMissense_Mutationc.311N>Tp.Pro104Leup.P104LQ92600protein_codingdeleterious(0.01)benign(0.385)TCGA-A6-6137-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilSD
CNOT9SNVMissense_Mutationc.151N>Ap.Asp51Asnp.D51NQ92600protein_codingtolerated(0.14)possibly_damaging(0.6)TCGA-AA-3489-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CNOT9SNVMissense_Mutationnovelc.380N>Ap.Ser127Asnp.S127NQ92600protein_codingtolerated(0.14)benign(0.085)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CNOT9SNVMissense_Mutationnovelc.674N>Gp.Asp225Glyp.D225GQ92600protein_codingdeleterious(0.01)possibly_damaging(0.595)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
CNOT9SNVMissense_Mutationnovelc.710N>Ap.Arg237Hisp.R237HQ92600protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AX-A1C9-01Endometriumuterine 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
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