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:190331110EndometriumAEHregulation of mRNA metabolic process77/2100288/187231.69e-134.40e-1177
GO:000989616EndometriumAEHpositive regulation of catabolic process104/2100492/187239.38e-111.10e-08104
GO:003133116EndometriumAEHpositive regulation of cellular catabolic process91/2100427/187239.15e-108.31e-0891
GO:000640210EndometriumAEHmRNA catabolic process59/2100232/187239.51e-108.52e-0859
GO:000641716EndometriumAEHregulation of translation94/2100468/187231.14e-087.62e-0794
GO:000640110EndometriumAEHRNA catabolic process63/2100278/187233.28e-081.87e-0663
GO:006101310EndometriumAEHregulation of mRNA catabolic process39/2100166/187235.21e-061.33e-0439
GO:004348810EndometriumAEHregulation of mRNA stability37/2100158/187239.73e-062.24e-0437
GO:19033137EndometriumAEHpositive regulation of mRNA metabolic process30/2100118/187231.21e-052.68e-0430
GO:003465510EndometriumAEHnucleobase-containing compound catabolic process74/2100407/187231.78e-053.65e-0474
GO:004427010EndometriumAEHcellular nitrogen compound catabolic process80/2100451/187232.09e-054.13e-0480
GO:00467009EndometriumAEHheterocycle catabolic process79/2100445/187232.27e-054.35e-0479
GO:004348710EndometriumAEHregulation of RNA stability38/2100170/187232.30e-054.38e-0438
GO:00194399EndometriumAEHaromatic compound catabolic process80/2100467/187237.21e-051.10e-0380
GO:19013619EndometriumAEHorganic cyclic compound catabolic process83/2100495/187231.13e-041.60e-0383
GO:00009568EndometriumAEHnuclear-transcribed mRNA catabolic process26/2100112/187232.25e-042.75e-0326
GO:00002897EndometriumAEHnuclear-transcribed mRNA poly(A) tail shortening10/210029/187238.25e-047.72e-0310
GO:00610147EndometriumAEHpositive regulation of mRNA catabolic process20/210087/187231.30e-031.11e-0220
GO:00611577EndometriumAEHmRNA destabilization19/210084/187232.07e-031.61e-0219
GO:00507797EndometriumAEHRNA destabilization19/210088/187233.61e-032.48e-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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