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: CNOT4

Gene summary for CNOT4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNOT4

Gene ID

4850

Gene nameCCR4-NOT transcription complex subunit 4
Gene AliasCLONE243
Cytomap7q33
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

A0A024R776


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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
4850CNOT4HTA11_3410_2000001011HumanColorectumAD2.66e-09-4.65e-010.0155
4850CNOT4HTA11_696_2000001011HumanColorectumAD3.52e-03-2.21e-01-0.1464
4850CNOT4HTA11_866_3004761011HumanColorectumAD7.46e-08-4.22e-010.096
4850CNOT4HTA11_7696_3000711011HumanColorectumAD2.66e-07-3.75e-010.0674
4850CNOT4HTA11_99999970781_79442HumanColorectumMSS3.83e-07-3.85e-010.294
4850CNOT4HTA11_99999971662_82457HumanColorectumMSS2.97e-05-3.32e-010.3859
4850CNOT4HTA11_99999974143_84620HumanColorectumMSS2.82e-07-4.27e-010.3005
4850CNOT4A015-C-203HumanColorectumFAP2.34e-27-3.76e-01-0.1294
4850CNOT4A015-C-204HumanColorectumFAP1.84e-04-2.89e-01-0.0228
4850CNOT4A014-C-040HumanColorectumFAP1.38e-03-3.48e-01-0.1184
4850CNOT4A002-C-201HumanColorectumFAP5.64e-11-2.86e-010.0324
4850CNOT4A001-C-119HumanColorectumFAP1.49e-06-4.56e-01-0.1557
4850CNOT4A001-C-108HumanColorectumFAP6.54e-13-2.08e-01-0.0272
4850CNOT4A002-C-205HumanColorectumFAP6.64e-17-2.93e-01-0.1236
4850CNOT4A015-C-006HumanColorectumFAP3.90e-12-3.43e-01-0.0994
4850CNOT4A015-C-106HumanColorectumFAP2.64e-09-2.76e-01-0.0511
4850CNOT4A002-C-114HumanColorectumFAP1.02e-15-2.62e-01-0.1561
4850CNOT4A015-C-104HumanColorectumFAP3.52e-29-3.07e-01-0.1899
4850CNOT4A001-C-014HumanColorectumFAP1.29e-09-2.18e-010.0135
4850CNOT4A002-C-016HumanColorectumFAP1.27e-18-2.73e-010.0521
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0030099ColorectumADmyeloid cell differentiation119/3918381/187231.24e-064.01e-05119
GO:0051865ColorectumADprotein autoubiquitination28/391873/187234.87e-045.30e-0328
GO:1903706ColorectumADregulation of hemopoiesis99/3918367/187233.08e-032.28e-0299
GO:0045637ColorectumADregulation of myeloid cell differentiation61/3918210/187233.17e-032.35e-0261
GO:00300992ColorectumMSSmyeloid cell differentiation110/3467381/187234.48e-071.75e-05110
GO:00518651ColorectumMSSprotein autoubiquitination25/346773/187231.00e-031.00e-0225
GO:19037061ColorectumMSSregulation of hemopoiesis89/3467367/187233.39e-032.56e-0289
GO:00456371ColorectumMSSregulation of myeloid cell differentiation54/3467210/187235.85e-033.96e-0254
GO:00300994ColorectumFAPmyeloid cell differentiation81/2622381/187236.33e-051.22e-0381
GO:00518652ColorectumFAPprotein autoubiquitination22/262273/187232.88e-043.77e-0322
GO:19037063ColorectumFAPregulation of hemopoiesis69/2622367/187236.01e-033.78e-0269
GO:00300995ColorectumCRCmyeloid cell differentiation66/2078381/187231.59e-042.87e-0366
GO:00518653ColorectumCRCprotein autoubiquitination18/207873/187238.33e-041.04e-0218
GO:003009927EsophagusHGINmyeloid cell differentiation83/2587381/187231.26e-053.52e-0483
GO:004563725EsophagusHGINregulation of myeloid cell differentiation49/2587210/187231.28e-042.61e-0349
GO:190370620EsophagusHGINregulation of hemopoiesis69/2587367/187234.39e-033.86e-0269
GO:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:1903706110EsophagusESCCregulation of hemopoiesis201/8552367/187232.60e-041.58e-03201
GO:00518658EsophagusESCCprotein autoubiquitination47/855273/187239.72e-044.93e-0347
GO:0045637111EsophagusESCCregulation of myeloid cell differentiation118/8552210/187231.35e-036.43e-03118
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301810EsophagusHGINRNA degradation27/138379/84657.73e-059.00e-047.15e-0427
hsa0301815EsophagusHGINRNA degradation27/138379/84657.73e-059.00e-047.15e-0427
hsa0301824EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa0301834EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa03018LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030181LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030182LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030183LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030189Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301814Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301841Oral cavityEOLPRNA degradation22/121879/84651.33e-034.80e-032.83e-0322
hsa0301851Oral cavityEOLPRNA degradation22/121879/84651.33e-034.80e-032.83e-0322
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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
CNOT4MSCLiverHCCRNF219,CCDC149,SLMAP, etc.1.31e-02The 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.
CNOT4CD8TEXPProstateADJABCB10,ACSL1,CORO7, etc.4.21e-02The 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.
CNOT4CD4TNStomachCAGTSPAN32,MED23,KIZ, etc.1.36e-02The 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.
CNOT4TH17StomachCAGTSPAN32,MED23,KIZ, etc.1.79e-02The 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.
CNOT4TREGStomachHealthyTSPAN32,MED23,KIZ, etc.0.00e+00The 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.
CNOT4CD4TNStomachHealthyTSPAN32,MED23,KIZ, etc.0.00e+00The 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.
CNOT4GCStomachSIMTSPAN32,MED23,KIZ, etc.1.98e-02The 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.
CNOT4CD8TEXINTStomachSIMTSPAN32,MED23,KIZ, etc.3.31e-02The 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.
CNOT4pDCThyroidHealthyFUCA1,COL1A2,LINC002481, etc.1.09e-01The 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.
CNOT4M2MACThyroidHTFUCA1,COL1A2,LINC002481, etc.2.48e-02The 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.
∗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
CNOT4SNVMissense_Mutationnovelc.578C>Tp.Thr193Ilep.T193IO95628protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CNOT4SNVMissense_Mutationc.856G>Tp.Gly286Trpp.G286WO95628protein_codingtolerated(0.17)possibly_damaging(0.723)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
CNOT4insertionNonsense_Mutationnovelc.1310_1311insTAATTAATGAGAGCATGAGGGATAAAGCCACTCTCTACCTACTTTTp.Gln437HisfsTer3p.Q437Hfs*3O95628protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
CNOT4insertionFrame_Shift_Insnovelc.472_473insTGAATp.Ser158MetfsTer6p.S158Mfs*6O95628protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CNOT4SNVMissense_Mutationnovelc.1959G>Tp.Gln653Hisp.Q653HO95628protein_codingtolerated_low_confidence(0.19)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CNOT4SNVMissense_Mutationnovelc.964N>Ap.Ala322Thrp.A322TO95628protein_codingdeleterious_low_confidence(0.03)benign(0.297)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
CNOT4SNVMissense_Mutationnovelc.383G>Ap.Arg128Glnp.R128QO95628protein_codingtolerated(0.09)benign(0.18)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CNOT4SNVMissense_Mutationc.131N>Ap.Arg44Glnp.R44QO95628protein_codingdeleterious(0.02)possibly_damaging(0.569)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CNOT4SNVMissense_Mutationnovelc.2101C>Ap.Pro701Thrp.P701TO95628protein_codingtolerated_low_confidence(0.07)benign(0)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
CNOT4SNVMissense_Mutationc.316N>Ap.Val106Ilep.V106IO95628protein_codingtolerated(0.16)benign(0.249)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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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