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: CNOT10

Gene summary for CNOT10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNOT10

Gene ID

25904

Gene nameCCR4-NOT transcription complex subunit 10
Gene AliasCNOT10
Cytomap3p22.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9H9A5


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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
25904CNOT10LZE4THumanEsophagusESCC1.56e-082.85e-010.0811
25904CNOT10LZE7THumanEsophagusESCC1.37e-021.81e-010.0667
25904CNOT10LZE24THumanEsophagusESCC1.09e-041.80e-010.0596
25904CNOT10P1T-EHumanEsophagusESCC1.70e-052.45e-010.0875
25904CNOT10P2T-EHumanEsophagusESCC5.70e-161.83e-010.1177
25904CNOT10P4T-EHumanEsophagusESCC6.67e-102.53e-010.1323
25904CNOT10P5T-EHumanEsophagusESCC2.60e-048.74e-020.1327
25904CNOT10P8T-EHumanEsophagusESCC1.03e-061.36e-010.0889
25904CNOT10P9T-EHumanEsophagusESCC2.31e-041.76e-010.1131
25904CNOT10P10T-EHumanEsophagusESCC2.61e-141.87e-010.116
25904CNOT10P11T-EHumanEsophagusESCC1.11e-031.75e-010.1426
25904CNOT10P15T-EHumanEsophagusESCC3.58e-112.41e-010.1149
25904CNOT10P16T-EHumanEsophagusESCC2.86e-091.88e-010.1153
25904CNOT10P17T-EHumanEsophagusESCC4.43e-041.58e-010.1278
25904CNOT10P19T-EHumanEsophagusESCC1.60e-074.02e-010.1662
25904CNOT10P20T-EHumanEsophagusESCC4.00e-081.39e-010.1124
25904CNOT10P21T-EHumanEsophagusESCC2.61e-162.21e-010.1617
25904CNOT10P22T-EHumanEsophagusESCC1.90e-111.24e-010.1236
25904CNOT10P23T-EHumanEsophagusESCC1.62e-092.64e-010.108
25904CNOT10P24T-EHumanEsophagusESCC6.21e-133.28e-010.1287
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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
∗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:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:0006402110EsophagusESCCmRNA catabolic process170/8552232/187238.70e-188.00e-16170
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:003424914EsophagusESCCnegative regulation of cellular amide metabolic process144/8552273/187231.08e-023.67e-02144
GO:00194396LiverNAFLDaromatic compound catabolic process102/1882467/187232.29e-141.91e-11102
GO:19013616LiverNAFLDorganic cyclic compound catabolic process105/1882495/187237.04e-145.15e-11105
GO:00442707LiverNAFLDcellular nitrogen compound catabolic process93/1882451/187231.04e-114.34e-0993
GO:00467006LiverNAFLDheterocycle catabolic process92/1882445/187231.16e-114.52e-0992
GO:00064026LiverNAFLDmRNA catabolic process56/1882232/187233.49e-109.27e-0856
GO:00346556LiverNAFLDnucleobase-containing compound catabolic process80/1882407/187233.07e-094.61e-0780
GO:00064016LiverNAFLDRNA catabolic process61/1882278/187233.26e-094.76e-0761
GO:00064177LiverNAFLDregulation of translation85/1882468/187234.58e-084.54e-0685
GO:00171483LiverNAFLDnegative regulation of translation43/1882245/187232.05e-043.56e-0343
GO:00342493LiverNAFLDnegative regulation of cellular amide metabolic process46/1882273/187233.27e-045.04e-0346
GO:004427021LiverHCCcellular nitrogen compound catabolic process303/7958451/187239.76e-273.64e-24303
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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
hsa030182LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030183LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
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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
CNOT10SNVMissense_Mutationc.1336N>Gp.His446Aspp.H446DQ9H9A5protein_codingdeleterious(0.03)possibly_damaging(0.84)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CNOT10SNVMissense_Mutationnovelc.1771N>Gp.Leu591Valp.L591VQ9H9A5protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNOT10SNVMissense_Mutationc.1141C>Gp.Gln381Glup.Q381EQ9H9A5protein_codingtolerated(0.13)benign(0.009)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNOT10insertionFrame_Shift_Insnovelc.641dupTp.Leu214PhefsTer13p.L214Ffs*13Q9H9A5protein_codingTCGA-AR-A1AH-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPD
CNOT10SNVMissense_Mutationnovelc.56G>Ap.Arg19Hisp.R19HQ9H9A5protein_codingtolerated_low_confidence(0.63)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CNOT10SNVMissense_Mutationc.1612N>Cp.Asp538Hisp.D538HQ9H9A5protein_codingdeleterious(0)possibly_damaging(0.873)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
CNOT10SNVMissense_Mutationnovelc.697N>Tp.Ala233Serp.A233SQ9H9A5protein_codingtolerated(0.67)benign(0.013)TCGA-EA-A97N-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CNOT10SNVMissense_Mutationc.1856N>Gp.Leu619Argp.L619RQ9H9A5protein_codingdeleterious(0)probably_damaging(0.997)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CNOT10SNVMissense_Mutationc.949A>Cp.Ser317Argp.S317RQ9H9A5protein_codingdeleterious(0.01)benign(0.387)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CNOT10SNVMissense_Mutationc.2312N>Gp.Ala771Glyp.A771GQ9H9A5protein_codingtolerated(0.38)benign(0.023)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
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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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