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: CNOT6

Gene summary for CNOT6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNOT6

Gene ID

57472

Gene nameCCR4-NOT transcription complex subunit 6
Gene AliasCCR4
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0000288

UniProtAcc

NA


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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
57472CNOT6LZE20THumanEsophagusESCC9.97e-034.64e-020.0662
57472CNOT6LZE24THumanEsophagusESCC2.48e-041.37e-010.0596
57472CNOT6P2T-EHumanEsophagusESCC4.19e-081.61e-010.1177
57472CNOT6P4T-EHumanEsophagusESCC8.04e-081.35e-010.1323
57472CNOT6P5T-EHumanEsophagusESCC1.78e-035.87e-020.1327
57472CNOT6P8T-EHumanEsophagusESCC1.34e-021.07e-010.0889
57472CNOT6P9T-EHumanEsophagusESCC1.88e-052.56e-020.1131
57472CNOT6P10T-EHumanEsophagusESCC1.29e-141.28e-010.116
57472CNOT6P11T-EHumanEsophagusESCC2.96e-132.60e-010.1426
57472CNOT6P12T-EHumanEsophagusESCC2.28e-111.31e-010.1122
57472CNOT6P15T-EHumanEsophagusESCC7.61e-121.96e-010.1149
57472CNOT6P16T-EHumanEsophagusESCC6.04e-117.76e-020.1153
57472CNOT6P20T-EHumanEsophagusESCC4.90e-073.34e-020.1124
57472CNOT6P21T-EHumanEsophagusESCC7.28e-141.34e-010.1617
57472CNOT6P22T-EHumanEsophagusESCC1.89e-091.80e-010.1236
57472CNOT6P23T-EHumanEsophagusESCC1.16e-181.38e-010.108
57472CNOT6P26T-EHumanEsophagusESCC2.55e-075.80e-020.1276
57472CNOT6P27T-EHumanEsophagusESCC7.39e-035.63e-020.1055
57472CNOT6P28T-EHumanEsophagusESCC2.45e-111.91e-010.1149
57472CNOT6P30T-EHumanEsophagusESCC1.07e-073.06e-010.137
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000095615ProstateTumornuclear-transcribed mRNA catabolic process46/3246112/187232.80e-091.17e-0746
GO:006101315ProstateTumorregulation of mRNA catabolic process57/3246166/187238.79e-082.39e-0657
GO:003465516ProstateTumornucleobase-containing compound catabolic process112/3246407/187231.61e-074.02e-06112
GO:004348815ProstateTumorregulation of mRNA stability54/3246158/187232.26e-075.42e-0654
GO:003424912ProstateTumornegative regulation of cellular amide metabolic process80/3246273/187236.33e-071.32e-0580
GO:004670014ProstateTumorheterocycle catabolic process117/3246445/187231.11e-062.10e-05117
GO:004427015ProstateTumorcellular nitrogen compound catabolic process118/3246451/187231.30e-062.39e-05118
GO:004348715ProstateTumorregulation of RNA stability54/3246170/187233.00e-064.95e-0554
GO:190331314ProstateTumorpositive regulation of mRNA metabolic process41/3246118/187233.86e-066.18e-0541
GO:001714812ProstateTumornegative regulation of translation71/3246245/187234.08e-066.51e-0571
GO:190136114ProstateTumororganic cyclic compound catabolic process124/3246495/187237.37e-061.10e-04124
GO:190211711ProstateTumorpositive regulation of organelle assembly27/324667/187237.76e-061.16e-0427
GO:001943914ProstateTumoraromatic compound catabolic process118/3246467/187237.92e-061.17e-04118
GO:006101414ProstateTumorpositive regulation of mRNA catabolic process30/324687/187238.61e-058.53e-0430
GO:006115714ProstateTumormRNA destabilization29/324684/187231.09e-041.04e-0329
GO:000028914ProstateTumornuclear-transcribed mRNA poly(A) tail shortening14/324629/187231.22e-041.14e-0314
GO:005077914ProstateTumorRNA destabilization29/324688/187232.74e-042.25e-0329
GO:190211512ProstateTumorregulation of organelle assembly51/3246186/187233.87e-042.99e-0351
GO:003396213ProstateTumorP-body assembly10/324621/187231.33e-038.31e-0310
GO:000028814ProstateTumornuclear-transcribed mRNA catabolic process, deadenylation-dependent decay19/324656/187232.02e-031.16e-0219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301824EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa0301834EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
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
CNOT6NKBreastADJBECN1,AC090152.1,AL137779.1, etc.5.00e-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.
CNOT6M1MACBreastADJBECN1,AC090152.1,AL137779.1, etc.2.58e-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.
CNOT6M2MACBreastDCISBECN1,AC090152.1,AL137779.1, etc.2.22e-16The 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.
CNOT6MONBreastDCISBECN1,AC090152.1,AL137779.1, 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.
CNOT6MASTBreastHealthyBECN1,AC090152.1,AL137779.1, etc.2.62e-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.
CNOT6GCBreastHealthyBECN1,AC090152.1,AL137779.1, 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.
CNOT6TFHBreastHealthyBECN1,AC090152.1,AL137779.1, etc.7.74e-03The 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.
CNOT6M2MACBreastHealthyBECN1,AC090152.1,AL137779.1, etc.1.30e-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.
CNOT6pDCBreastHealthyBECN1,AC090152.1,AL137779.1, etc.3.12e-03The 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.
CNOT6CD8TRMBreastIDCBECN1,AC090152.1,AL137779.1, etc.1.15e-03The 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
CNOT6SNVMissense_Mutationc.1066N>Gp.Leu356Valp.L356VQ9ULM6protein_codingtolerated(0.48)benign(0.148)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CNOT6SNVMissense_Mutationc.1172N>Tp.Ser391Phep.S391FQ9ULM6protein_codingdeleterious(0.01)possibly_damaging(0.555)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CNOT6SNVMissense_Mutationrs745926565c.1229N>Ap.Cys410Tyrp.C410YQ9ULM6protein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CNOT6SNVMissense_Mutationc.1543N>Ap.Val515Ilep.V515IQ9ULM6protein_codingtolerated(0.19)benign(0)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CNOT6SNVMissense_Mutationc.1648N>Ap.Gly550Serp.G550SQ9ULM6protein_codingtolerated(0.1)probably_damaging(0.999)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNOT6deletionFrame_Shift_Delc.661delNp.Lys222ArgfsTer8p.K222Rfs*8Q9ULM6protein_codingTCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CNOT6SNVMissense_Mutationc.1244N>Ap.Ser415Tyrp.S415YQ9ULM6protein_codingdeleterious(0)probably_damaging(1)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CNOT6SNVMissense_Mutationc.464A>Cp.Asp155Alap.D155AQ9ULM6protein_codingdeleterious(0.02)possibly_damaging(0.87)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CNOT6SNVMissense_Mutationrs867009011c.605N>Tp.Ala202Valp.A202VQ9ULM6protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CNOT6SNVMissense_Mutationnovelc.1636N>Tp.Pro546Serp.P546SQ9ULM6protein_codingtolerated(0.18)benign(0.007)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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