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: CNOT2

Gene summary for CNOT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNOT2

Gene ID

4848

Gene nameCCR4-NOT transcription complex subunit 2
Gene AliasCDC36
Cytomap12q15
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A024RBD8


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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
4848CNOT2CA_HPV_1HumanCervixCC1.60e-02-2.75e-020.0264
4848CNOT2CCI_1HumanCervixCC4.67e-069.34e-010.528
4848CNOT2CCI_2HumanCervixCC1.09e-077.06e-010.5249
4848CNOT2CCI_3HumanCervixCC4.86e-051.07e+000.516
4848CNOT2sample3HumanCervixCC1.10e-042.74e-010.1387
4848CNOT2T3HumanCervixCC2.68e-052.88e-010.1389
4848CNOT2HTA11_3410_2000001011HumanColorectumAD1.10e-15-5.74e-010.0155
4848CNOT2HTA11_3361_2000001011HumanColorectumAD5.03e-05-5.09e-01-0.1207
4848CNOT2HTA11_696_2000001011HumanColorectumAD9.06e-09-4.77e-01-0.1464
4848CNOT2HTA11_866_2000001011HumanColorectumAD4.88e-03-3.37e-01-0.1001
4848CNOT2HTA11_866_3004761011HumanColorectumAD2.38e-03-3.90e-010.096
4848CNOT2HTA11_10623_2000001011HumanColorectumAD9.84e-03-6.23e-01-0.0177
4848CNOT2HTA11_10711_2000001011HumanColorectumAD1.60e-06-4.61e-010.0338
4848CNOT2HTA11_7696_3000711011HumanColorectumAD9.29e-10-4.38e-010.0674
4848CNOT2HTA11_99999973899_84307HumanColorectumMSS2.55e-03-5.80e-010.2585
4848CNOT2HTA11_99999974143_84620HumanColorectumMSS3.98e-21-6.12e-010.3005
4848CNOT2A015-C-203HumanColorectumFAP1.74e-29-4.36e-01-0.1294
4848CNOT2A015-C-204HumanColorectumFAP1.31e-04-2.50e-01-0.0228
4848CNOT2A014-C-040HumanColorectumFAP5.42e-05-4.32e-01-0.1184
4848CNOT2A002-C-201HumanColorectumFAP5.39e-13-3.28e-010.0324
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:190331331Oral cavityNEOLPpositive regulation of mRNA metabolic process35/2005118/187231.25e-085.94e-0735
GO:004348832Oral cavityNEOLPregulation of mRNA stability40/2005158/187231.54e-075.28e-0640
GO:001982721Oral cavityNEOLPstem cell population maintenance34/2005131/187236.89e-071.93e-0534
GO:004348732Oral cavityNEOLPregulation of RNA stability40/2005170/187231.20e-063.12e-0540
GO:009872721Oral cavityNEOLPmaintenance of cell number34/2005134/187231.21e-063.13e-0534
GO:004854532Oral cavityNEOLPresponse to steroid hormone64/2005339/187234.45e-069.55e-0564
GO:003465531Oral cavityNEOLPnucleobase-containing compound catabolic process73/2005407/187236.69e-061.34e-0473
GO:007138331Oral cavityNEOLPcellular response to steroid hormone stimulus42/2005204/187232.34e-053.73e-0442
GO:006101431Oral cavityNEOLPpositive regulation of mRNA catabolic process23/200587/187233.05e-054.63e-0423
GO:004670031Oral cavityNEOLPheterocycle catabolic process75/2005445/187234.61e-056.38e-0475
GO:003051831Oral cavityNEOLPintracellular steroid hormone receptor signaling pathway27/2005116/187237.54e-059.71e-0427
GO:003424922Oral cavityNEOLPnegative regulation of cellular amide metabolic process50/2005273/187231.05e-041.27e-0350
GO:000095631Oral cavityNEOLPnuclear-transcribed mRNA catabolic process26/2005112/187231.06e-041.28e-0326
GO:004427031Oral cavityNEOLPcellular nitrogen compound catabolic process74/2005451/187231.24e-041.47e-0374
GO:006115723Oral cavityNEOLPmRNA destabilization21/200584/187231.58e-041.77e-0321
GO:001714822Oral cavityNEOLPnegative regulation of translation45/2005245/187232.13e-042.26e-0345
GO:004340131Oral cavityNEOLPsteroid hormone mediated signaling pathway29/2005136/187232.17e-042.29e-0329
GO:001943931Oral cavityNEOLParomatic compound catabolic process75/2005467/187232.22e-042.34e-0375
GO:005077923Oral cavityNEOLPRNA destabilization21/200588/187233.17e-043.11e-0321
GO:190136131Oral cavityNEOLPorganic cyclic compound catabolic process77/2005495/187234.96e-044.40e-0377
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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
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
hsa0301823Oral cavityLPRNA degradation39/241879/84656.98e-054.38e-042.83e-0439
hsa0301833Oral cavityLPRNA degradation39/241879/84656.98e-054.38e-042.83e-0439
hsa0301841Oral cavityEOLPRNA degradation22/121879/84651.33e-034.80e-032.83e-0322
hsa0301851Oral cavityEOLPRNA degradation22/121879/84651.33e-034.80e-032.83e-0322
hsa0301861Oral cavityNEOLPRNA degradation18/111279/84651.25e-024.06e-022.56e-0218
hsa0301871Oral cavityNEOLPRNA degradation18/111279/84651.25e-024.06e-022.56e-0218
hsa030188ProstateBPHRNA degradation29/171879/84655.17e-042.67e-031.65e-0329
hsa0301813ProstateBPHRNA degradation29/171879/84655.17e-042.67e-031.65e-0329
hsa0301822ProstateTumorRNA degradation30/179179/84654.48e-042.35e-031.46e-0330
hsa0301832ProstateTumorRNA degradation30/179179/84654.48e-042.35e-031.46e-0330
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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
CNOT2SNVMissense_Mutationc.420N>Tp.Met140Ilep.M140IQ9NZN8protein_codingtolerated(0.38)benign(0.003)TCGA-A2-A0SW-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
CNOT2SNVMissense_Mutationc.77N>Tp.Arg26Ilep.R26IQ9NZN8protein_codingdeleterious_low_confidence(0)probably_damaging(0.979)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CNOT2SNVMissense_Mutationnovelc.1620N>Gp.Phe540Leup.F540LQ9NZN8protein_codingdeleterious_low_confidence(0)possibly_damaging(0.899)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CNOT2SNVMissense_Mutationnovelc.118N>Ap.Glu40Lysp.E40KQ9NZN8protein_codingdeleterious_low_confidence(0.04)benign(0.079)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNOT2SNVMissense_Mutationnovelc.608N>Ap.Gly203Glup.G203EQ9NZN8protein_codingdeleterious(0.03)benign(0.081)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CNOT2SNVMissense_Mutationrs756678475c.1055C>Tp.Thr352Metp.T352MQ9NZN8protein_codingtolerated(0.06)possibly_damaging(0.891)TCGA-C8-A135-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CNOT2SNVMissense_Mutationnovelc.683N>Tp.Ser228Leup.S228LQ9NZN8protein_codingdeleterious(0)benign(0.305)TCGA-E2-A2P6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
CNOT2SNVMissense_Mutationnovelc.746T>Gp.Ile249Argp.I249RQ9NZN8protein_codingtolerated(0.35)benign(0.013)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CNOT2SNVMissense_Mutationc.766N>Tp.Ala256Serp.A256SQ9NZN8protein_codingtolerated(0.24)benign(0.005)TCGA-EA-A5ZD-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CNOT2SNVMissense_Mutationrs750913052c.368C>Tp.Thr123Metp.T123MQ9NZN8protein_codingtolerated_low_confidence(0.15)possibly_damaging(0.459)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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