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: CNOT3

Gene summary for CNOT3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNOT3

Gene ID

4849

Gene nameCCR4-NOT transcription complex subunit 3
Gene AliasIDDSADF
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0000288

UniProtAcc

A0A024R4R3


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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
4849CNOT3C57HumanOral cavityOSCC5.18e-164.82e-010.1679
4849CNOT3C06HumanOral cavityOSCC9.53e-071.14e+000.2699
4849CNOT3C07HumanOral cavityOSCC2.71e-025.62e-010.2491
4849CNOT3C08HumanOral cavityOSCC8.52e-324.81e-010.1919
4849CNOT3C09HumanOral cavityOSCC1.67e-042.22e-010.1431
4849CNOT3LN38HumanOral cavityOSCC5.95e-046.92e-010.168
4849CNOT3LN46HumanOral cavityOSCC5.31e-094.25e-010.1666
4849CNOT3SYSMH1HumanOral cavityOSCC6.33e-092.09e-010.1127
4849CNOT3SYSMH2HumanOral cavityOSCC3.24e-112.94e-010.2326
4849CNOT3SYSMH3HumanOral cavityOSCC1.14e-234.14e-010.2442
4849CNOT3SYSMH5HumanOral cavityOSCC3.73e-036.98e-020.0647
4849CNOT3SYSMH6HumanOral cavityOSCC1.42e-051.17e-010.1275
4849CNOT3P1_cSCCHumanSkincSCC1.92e-103.70e-010.0292
4849CNOT3P2_cSCCHumanSkincSCC6.50e-092.60e-01-0.024
4849CNOT3P4_cSCCHumanSkincSCC4.61e-082.16e-01-0.00290000000000005
4849CNOT3P10_cSCCHumanSkincSCC1.09e-174.43e-010.1017
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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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:000641727EsophagusHGINregulation of translation139/2587468/187231.46e-197.98e-17139
GO:190331120EsophagusHGINregulation of mRNA metabolic process91/2587288/187235.06e-159.78e-1391
GO:000989626EsophagusHGINpositive regulation of catabolic process126/2587492/187231.46e-122.09e-10126
GO:003133126EsophagusHGINpositive regulation of cellular catabolic process112/2587427/187235.15e-126.72e-10112
GO:000640120EsophagusHGINRNA catabolic process77/2587278/187237.63e-106.36e-0877
GO:000640220EsophagusHGINmRNA catabolic process67/2587232/187231.47e-091.13e-0767
GO:000095617EsophagusHGINnuclear-transcribed mRNA catabolic process40/2587112/187234.44e-093.03e-0740
GO:003465519EsophagusHGINnucleobase-containing compound catabolic process98/2587407/187231.44e-088.94e-0798
GO:004670017EsophagusHGINheterocycle catabolic process103/2587445/187235.44e-082.99e-06103
GO:004427018EsophagusHGINcellular nitrogen compound catabolic process103/2587451/187231.10e-075.56e-06103
GO:001943917EsophagusHGINaromatic compound catabolic process105/2587467/187231.89e-079.31e-06105
GO:190331310EsophagusHGINpositive regulation of mRNA metabolic process38/2587118/187232.46e-071.16e-0538
GO:00198277EsophagusHGINstem cell population maintenance39/2587131/187231.63e-066.14e-0539
GO:190136117EsophagusHGINorganic cyclic compound catabolic process106/2587495/187231.94e-067.13e-05106
GO:00342496EsophagusHGINnegative regulation of cellular amide metabolic process66/2587273/187232.74e-069.60e-0566
GO:00987278EsophagusHGINmaintenance of cell number39/2587134/187233.02e-061.03e-0439
GO:00171486EsophagusHGINnegative regulation of translation59/2587245/187231.03e-052.96e-0459
GO:006101318EsophagusHGINregulation of mRNA catabolic process43/2587166/187232.48e-056.53e-0443
GO:000170118EsophagusHGINin utero embryonic development77/2587367/187239.56e-052.05e-0377
GO:000028810EsophagusHGINnuclear-transcribed mRNA catabolic process, deadenylation-dependent decay19/258756/187231.10e-042.33e-0319
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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
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
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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
CNOT3SNVMissense_Mutationc.853N>Cp.Asp285Hisp.D285HO75175protein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-A7-A13F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CNOT3SNVMissense_Mutationrs745641513c.1699N>Ap.Glu567Lysp.E567KO75175protein_codingtolerated(0.13)benign(0.105)TCGA-AC-A2QI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
CNOT3SNVMissense_Mutationc.645N>Tp.Gln215Hisp.Q215HO75175protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNOT3SNVMissense_Mutationc.1711N>Gp.Ile571Valp.I571VO75175protein_codingtolerated(0.67)benign(0)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNOT3SNVMissense_Mutationc.124N>Ap.Glu42Lysp.E42KO75175protein_codingdeleterious(0)probably_damaging(0.992)TCGA-BH-A18L-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CNOT3SNVMissense_Mutationc.2208N>Tp.Lys736Asnp.K736NO75175protein_codingdeleterious(0)benign(0.23)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
CNOT3SNVMissense_Mutationc.88C>Gp.Gln30Glup.Q30EO75175protein_codingtolerated(0.21)benign(0.253)TCGA-E9-A1NE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
CNOT3insertionFrame_Shift_Insrs753475896c.732dupCp.Ser245GlnfsTer8p.S245Qfs*8O75175protein_codingTCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CNOT3insertionFrame_Shift_Insnovelc.1670_1671insCTTTGAGCAGCAGTGGGGGCAACAATGCCAGCAGCCAGGCCTTp.Glu557AspfsTer88p.E557Dfs*88O75175protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
CNOT3insertionFrame_Shift_Insrs753475896c.732dupCp.Ser245GlnfsTer8p.S245Qfs*8O75175protein_codingTCGA-BH-A0BR-01Breastbreast invasive 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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