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
4849CNOT3LZE4THumanEsophagusESCC4.39e-072.24e-010.0811
4849CNOT3LZE7THumanEsophagusESCC5.79e-073.07e-010.0667
4849CNOT3LZE8THumanEsophagusESCC3.39e-041.84e-010.067
4849CNOT3LZE20THumanEsophagusESCC5.69e-051.80e-010.0662
4849CNOT3LZE22THumanEsophagusESCC8.60e-084.62e-010.068
4849CNOT3LZE24THumanEsophagusESCC3.34e-224.62e-010.0596
4849CNOT3LZE22D3HumanEsophagusHGIN8.52e-034.13e-010.0653
4849CNOT3P1T-EHumanEsophagusESCC1.70e-114.20e-010.0875
4849CNOT3P2T-EHumanEsophagusESCC1.01e-253.49e-010.1177
4849CNOT3P4T-EHumanEsophagusESCC8.14e-163.70e-010.1323
4849CNOT3P5T-EHumanEsophagusESCC1.44e-051.63e-010.1327
4849CNOT3P8T-EHumanEsophagusESCC5.58e-478.04e-010.0889
4849CNOT3P9T-EHumanEsophagusESCC7.26e-092.06e-010.1131
4849CNOT3P10T-EHumanEsophagusESCC2.24e-325.43e-010.116
4849CNOT3P11T-EHumanEsophagusESCC2.24e-114.00e-010.1426
4849CNOT3P12T-EHumanEsophagusESCC2.29e-234.65e-010.1122
4849CNOT3P15T-EHumanEsophagusESCC5.17e-376.74e-010.1149
4849CNOT3P16T-EHumanEsophagusESCC5.34e-173.06e-010.1153
4849CNOT3P17T-EHumanEsophagusESCC3.57e-114.42e-010.1278
4849CNOT3P19T-EHumanEsophagusESCC3.14e-033.48e-010.1662
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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:000170116Oral cavityOSCCin utero embryonic development207/7305367/187237.92e-122.95e-10207
GO:19033139Oral cavityOSCCpositive regulation of mRNA metabolic process82/7305118/187231.77e-116.13e-1082
GO:006101316Oral cavityOSCCregulation of mRNA catabolic process105/7305166/187232.04e-105.82e-09105
GO:004348716Oral cavityOSCCregulation of RNA stability106/7305170/187235.65e-101.47e-08106
GO:004348816Oral cavityOSCCregulation of mRNA stability99/7305158/187231.41e-093.39e-0899
GO:00610149Oral cavityOSCCpositive regulation of mRNA catabolic process58/730587/187231.59e-072.61e-0658
GO:00987277Oral cavityOSCCmaintenance of cell number81/7305134/187233.96e-075.90e-0681
GO:00198276Oral cavityOSCCstem cell population maintenance79/7305131/187236.28e-078.96e-0679
GO:00611579Oral cavityOSCCmRNA destabilization55/730584/187238.05e-071.12e-0555
GO:00507799Oral cavityOSCCRNA destabilization57/730588/187238.70e-071.19e-0557
GO:00018243Oral cavityOSCCblastocyst development66/7305106/187231.04e-061.40e-0566
GO:00018252Oral cavityOSCCblastocyst formation27/730538/187236.23e-055.08e-0427
GO:00002889Oral cavityOSCCnuclear-transcribed mRNA catabolic process, deadenylation-dependent decay36/730556/187231.12e-048.24e-0436
GO:00018293Oral cavityOSCCtrophectodermal cell differentiation13/730517/187231.92e-038.94e-0313
GO:00342495Oral cavityOSCCnegative regulation of cellular amide metabolic process130/7305273/187232.20e-031.00e-02130
GO:01061065Oral cavityOSCCcold-induced thermogenesis71/7305144/187237.51e-032.75e-0271
GO:01201615Oral cavityOSCCregulation of cold-induced thermogenesis71/7305144/187237.51e-032.75e-0271
GO:00016594Oral cavityOSCCtemperature homeostasis84/7305174/187237.84e-032.87e-0284
GO:19908454Oral cavityOSCCadaptive thermogenesis76/7305157/187231.02e-023.52e-0276
GO:00171485Oral cavityOSCCnegative regulation of translation113/7305245/187231.34e-024.45e-02113
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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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