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
4848CNOT2HTA12-29-1HumanPancreasPDAC7.76e-246.34e-010.3722
4848CNOT2P1_S1_AKHumanSkinAK1.16e-074.08e-01-0.3399
4848CNOT2P2_S3_AKHumanSkinAK3.38e-022.70e-01-0.3287
4848CNOT2P4_S8_cSCCHumanSkincSCC6.31e-122.71e-01-0.3095
4848CNOT2P5_S10_cSCCHumanSkincSCC8.82e-203.79e-01-0.299
4848CNOT2P1_cSCCHumanSkincSCC2.23e-278.22e-010.0292
4848CNOT2P2_cSCCHumanSkincSCC5.68e-184.87e-01-0.024
4848CNOT2P4_cSCCHumanSkincSCC2.31e-225.87e-01-0.00290000000000005
4848CNOT2P10_cSCCHumanSkincSCC1.20e-216.82e-010.1017
4848CNOT2cSCC_p8HumanSkincSCC4.03e-028.46e-02-0.1971
4848CNOT2male-WTAHumanThyroidPTC7.37e-321.68e-010.1037
4848CNOT2PTC01HumanThyroidPTC5.40e-161.83e-010.1899
4848CNOT2PTC04HumanThyroidPTC4.71e-224.44e-010.1927
4848CNOT2PTC05HumanThyroidPTC2.57e-259.11e-010.2065
4848CNOT2PTC06HumanThyroidPTC1.00e-308.75e-010.2057
4848CNOT2PTC07HumanThyroidPTC1.74e-346.36e-010.2044
4848CNOT2ATC09HumanThyroidATC7.75e-072.38e-010.2871
4848CNOT2ATC11HumanThyroidATC1.07e-022.05e-010.3386
4848CNOT2ATC12HumanThyroidATC1.08e-263.42e-010.34
4848CNOT2ATC13HumanThyroidATC1.13e-1163.00e+000.34
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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:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:003133110CervixCCpositive regulation of cellular catabolic process91/2311427/187239.64e-085.25e-0691
GO:00064029CervixCCmRNA catabolic process56/2311232/187234.81e-071.83e-0556
GO:004854510CervixCCresponse to steroid hormone74/2311339/187235.71e-072.09e-0574
GO:19033119CervixCCregulation of mRNA metabolic process64/2311288/187231.71e-065.64e-0564
GO:00305229CervixCCintracellular receptor signaling pathway60/2311265/187231.89e-065.97e-0560
GO:00064019CervixCCRNA catabolic process62/2311278/187232.18e-066.56e-0562
GO:00002896CervixCCnuclear-transcribed mRNA poly(A) tail shortening13/231129/187231.48e-052.93e-0413
GO:000641710CervixCCregulation of translation89/2311468/187231.86e-053.46e-0489
GO:00009567CervixCCnuclear-transcribed mRNA catabolic process30/2311112/187232.60e-054.37e-0430
GO:00017018CervixCCin utero embryonic development71/2311367/187237.21e-051.00e-0371
GO:00002886CervixCCnuclear-transcribed mRNA catabolic process, deadenylation-dependent decay18/231156/187238.42e-051.13e-0318
GO:00610139CervixCCregulation of mRNA catabolic process38/2311166/187231.07e-041.36e-0338
GO:19033136CervixCCpositive regulation of mRNA metabolic process29/2311118/187231.86e-042.18e-0329
GO:19021153CervixCCregulation of organelle assembly40/2311186/187232.92e-043.15e-0340
GO:00467008CervixCCheterocycle catabolic process80/2311445/187233.23e-043.42e-0380
GO:19021171CervixCCpositive regulation of organelle assembly19/231167/187233.42e-043.58e-0319
GO:00346559CervixCCnucleobase-containing compound catabolic process74/2311407/187233.77e-043.88e-0374
GO:00434889CervixCCregulation of mRNA stability35/2311158/187233.80e-043.89e-0335
GO:00611576CervixCCmRNA destabilization22/231184/187234.18e-044.23e-0322
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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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