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: CNOT7

Gene summary for CNOT7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNOT7

Gene ID

29883

Gene nameCCR4-NOT transcription complex subunit 7
Gene AliasCAF-1
Cytomap8p22
Gene Typeprotein-coding
GO ID

GO:0000288

UniProtAcc

Q9UIV1


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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
29883CNOT7GSM4909281HumanBreastIDC2.52e-135.59e-010.21
29883CNOT7GSM4909285HumanBreastIDC4.17e-022.64e-010.21
29883CNOT7GSM4909294HumanBreastIDC2.52e-04-1.94e-010.2022
29883CNOT7GSM4909296HumanBreastIDC2.76e-05-1.01e-010.1524
29883CNOT7GSM4909297HumanBreastIDC1.92e-06-6.49e-020.1517
29883CNOT7GSM4909308HumanBreastIDC3.01e-043.39e-010.158
29883CNOT7GSM4909311HumanBreastIDC1.30e-18-2.67e-010.1534
29883CNOT7GSM4909312HumanBreastIDC3.62e-11-1.25e-010.1552
29883CNOT7GSM4909319HumanBreastIDC3.83e-23-2.77e-010.1563
29883CNOT7GSM4909320HumanBreastIDC2.82e-06-2.63e-010.1575
29883CNOT7GSM4909321HumanBreastIDC1.10e-11-1.95e-010.1559
29883CNOT7M1HumanBreastIDC1.69e-085.31e-010.1577
29883CNOT7NCCBC5HumanBreastDCIS3.63e-06-2.25e-010.2046
29883CNOT7P1HumanBreastIDC1.35e-13-1.05e-020.1527
29883CNOT7P2HumanBreastIDC3.48e-02-1.26e-010.21
29883CNOT7DCIS2HumanBreastDCIS2.22e-511.23e-010.0085
29883CNOT7HTA11_78_2000001011HumanColorectumAD5.87e-084.87e-01-0.1088
29883CNOT7HTA11_347_2000001011HumanColorectumAD1.29e-113.78e-01-0.1954
29883CNOT7HTA11_99999970781_79442HumanColorectumMSS6.28e-053.68e-010.294
29883CNOT7A015-C-203HumanColorectumFAP8.28e-05-1.06e-01-0.1294
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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:001603214BreastIDCviral process75/1434415/187231.98e-124.02e-1075
GO:001905814BreastIDCviral life cycle61/1434317/187231.61e-112.77e-0961
GO:000641714BreastIDCregulation of translation74/1434468/187231.67e-091.53e-0774
GO:001907914BreastIDCviral genome replication32/1434131/187232.82e-092.46e-0732
GO:005079214BreastIDCregulation of viral process36/1434164/187236.55e-095.03e-0736
GO:190390014BreastIDCregulation of viral life cycle30/1434148/187237.25e-073.35e-0530
GO:004506913BreastIDCregulation of viral genome replication20/143485/187234.77e-061.63e-0420
GO:004852413BreastIDCpositive regulation of viral process17/143465/187235.31e-061.75e-0417
GO:000989614BreastIDCpositive regulation of catabolic process62/1434492/187237.06e-051.42e-0362
GO:000268311BreastIDCnegative regulation of immune system process55/1434434/187231.53e-042.67e-0355
GO:190331113BreastIDCregulation of mRNA metabolic process40/1434288/187231.79e-043.01e-0340
GO:003133114BreastIDCpositive regulation of cellular catabolic process54/1434427/187231.85e-043.07e-0354
GO:006021314BreastIDCpositive regulation of nuclear-transcribed mRNA poly(A) tail shortening6/143413/187232.14e-043.45e-036
GO:00450706BreastIDCpositive regulation of viral genome replication9/143430/187232.89e-044.39e-039
GO:00096157BreastIDCresponse to virus47/1434367/187233.53e-045.16e-0347
GO:000640113BreastIDCRNA catabolic process38/1434278/187233.54e-045.16e-0338
GO:000640213BreastIDCmRNA catabolic process33/1434232/187234.12e-045.66e-0333
GO:006021111BreastIDCregulation of nuclear-transcribed mRNA poly(A) tail shortening6/143415/187235.46e-046.97e-036
GO:190015312BreastIDCpositive regulation of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay6/143415/187235.46e-046.97e-036
GO:190015112BreastIDCregulation of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay6/143418/187231.66e-031.63e-026
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301821BreastIDCRNA degradation16/86779/84655.65e-033.13e-022.34e-0216
hsa0301831BreastIDCRNA degradation16/86779/84655.65e-033.13e-022.34e-0216
hsa030184BreastDCISRNA degradation16/84679/84654.45e-032.46e-021.82e-0216
hsa030185BreastDCISRNA degradation16/84679/84654.45e-032.46e-021.82e-0216
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
hsa03018LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030181LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
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
CNOT7insertionFrame_Shift_Insnovelc.795_796insACGGp.Ser266ThrfsTer14p.S266Tfs*14Q9UIV1protein_codingTCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
CNOT7deletionFrame_Shift_Delnovelc.468delNp.His157IlefsTer9p.H157Ifs*9Q9UIV1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CNOT7SNVMissense_Mutationc.683N>Ap.Gly228Glup.G228EQ9UIV1protein_codingdeleterious(0)probably_damaging(1)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CNOT7SNVMissense_Mutationc.557G>Ap.Arg186Glnp.R186QQ9UIV1protein_codingtolerated(0.16)benign(0.011)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CNOT7SNVMissense_Mutationrs375278542c.95N>Ap.Arg32Glnp.R32QQ9UIV1protein_codingtolerated(0.46)benign(0)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CNOT7insertionFrame_Shift_Insnovelc.567_568insTp.Pro190SerfsTer5p.P190Sfs*5Q9UIV1protein_codingTCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CNOT7SNVMissense_Mutationc.557G>Ap.Arg186Glnp.R186QQ9UIV1protein_codingtolerated(0.16)benign(0.011)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CNOT7SNVMissense_Mutationnovelc.33A>Cp.Arg11Serp.R11SQ9UIV1protein_codingtolerated(0.05)benign(0.013)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CNOT7SNVMissense_Mutationc.683G>Tp.Gly228Valp.G228VQ9UIV1protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CNOT7SNVMissense_Mutationc.173N>Tp.Ala58Valp.A58VQ9UIV1protein_codingtolerated(0.12)benign(0.017)TCGA-AP-A051-01Endometriumuterine corpus endometrioid 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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