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: CNOT1

Gene summary for CNOT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNOT1

Gene ID

23019

Gene nameCCR4-NOT transcription complex subunit 1
Gene AliasAD-005
Cytomap16q21
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A5YKK6


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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
23019CNOT1CA_HPV_2HumanCervixCC3.22e-083.44e-010.0391
23019CNOT1CCI_1HumanCervixCC2.98e-036.69e-010.528
23019CNOT1CCI_2HumanCervixCC1.63e-099.66e-010.5249
23019CNOT1CCI_3HumanCervixCC6.26e-047.76e-010.516
23019CNOT1sample3HumanCervixCC1.16e-021.87e-010.1387
23019CNOT1T3HumanCervixCC1.16e-052.01e-010.1389
23019CNOT1HTA11_3410_2000001011HumanColorectumAD5.26e-12-5.29e-010.0155
23019CNOT1HTA11_2487_2000001011HumanColorectumSER2.37e-03-4.89e-01-0.1808
23019CNOT1HTA11_78_2000001011HumanColorectumAD4.40e-02-4.02e-01-0.1088
23019CNOT1HTA11_3361_2000001011HumanColorectumAD2.84e-07-5.78e-01-0.1207
23019CNOT1HTA11_696_2000001011HumanColorectumAD3.23e-07-3.42e-01-0.1464
23019CNOT1HTA11_7862_2000001011HumanColorectumAD2.65e-03-6.01e-01-0.0179
23019CNOT1HTA11_866_3004761011HumanColorectumAD5.88e-08-4.98e-010.096
23019CNOT1HTA11_7696_3000711011HumanColorectumAD2.15e-17-5.32e-010.0674
23019CNOT1HTA11_99999970781_79442HumanColorectumMSS2.28e-22-5.67e-010.294
23019CNOT1HTA11_99999971662_82457HumanColorectumMSS2.62e-15-5.24e-010.3859
23019CNOT1HTA11_99999973899_84307HumanColorectumMSS3.23e-03-5.67e-010.2585
23019CNOT1HTA11_99999974143_84620HumanColorectumMSS4.88e-15-5.13e-010.3005
23019CNOT1F007HumanColorectumFAP1.17e-02-3.21e-010.1176
23019CNOT1A002-C-010HumanColorectumFAP2.54e-02-1.41e-010.242
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:006101416EsophagusESCCpositive regulation of mRNA catabolic process63/855287/187233.70e-075.15e-0663
GO:009872714EsophagusESCCmaintenance of cell number90/8552134/187233.94e-075.43e-0690
GO:006115716EsophagusESCCmRNA destabilization61/855284/187234.81e-076.49e-0661
GO:001982714EsophagusESCCstem cell population maintenance88/8552131/187235.23e-076.97e-0688
GO:00905033EsophagusESCCRNA phosphodiester bond hydrolysis, exonucleolytic35/855242/187235.35e-077.11e-0635
GO:005077916EsophagusESCCRNA destabilization63/855288/187237.23e-079.40e-0663
GO:000182412EsophagusESCCblastocyst development73/8552106/187231.13e-061.40e-0573
GO:0071383110EsophagusESCCcellular response to steroid hormone stimulus127/8552204/187231.26e-061.55e-05127
GO:190211514EsophagusESCCregulation of organelle assembly116/8552186/187233.15e-063.53e-05116
GO:003051819EsophagusESCCintracellular steroid hormone receptor signaling pathway76/8552116/187231.25e-051.15e-0476
GO:004340119EsophagusESCCsteroid hormone mediated signaling pathway87/8552136/187231.25e-051.15e-0487
GO:000028816EsophagusESCCnuclear-transcribed mRNA catabolic process, deadenylation-dependent decay40/855256/187238.36e-056.08e-0440
GO:00331438EsophagusESCCregulation of intracellular steroid hormone receptor signaling pathway50/855274/187231.16e-048.04e-0450
GO:00018253EsophagusESCCblastocyst formation29/855238/187231.18e-048.13e-0429
GO:000975516EsophagusESCChormone-mediated signaling pathway106/8552190/187233.13e-031.30e-02106
GO:003052014EsophagusESCCintracellular estrogen receptor signaling pathway35/855254/187233.55e-031.45e-0235
GO:19021174EsophagusESCCpositive regulation of organelle assembly42/855267/187233.72e-031.52e-0242
GO:004838412EsophagusESCCretinoic acid receptor signaling pathway22/855231/187233.90e-031.58e-0222
GO:003396214EsophagusESCCP-body assembly16/855221/187234.47e-031.76e-0216
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030187EndometriumEECRNA degradation20/123779/84658.36e-033.88e-022.89e-0220
hsa0301812EndometriumEECRNA degradation20/123779/84658.36e-033.88e-022.89e-0220
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
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
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
CNOT1SNVMissense_Mutationc.6685C>Ap.His2229Asnp.H2229NA5YKK6protein_codingtolerated(0.15)benign(0.062)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CNOT1SNVMissense_Mutationc.811N>Cp.Glu271Glnp.E271QA5YKK6protein_codingtolerated(0.05)benign(0.08)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CNOT1SNVMissense_Mutationnovelc.5214N>Ap.Asn1738Lysp.N1738KA5YKK6protein_codingdeleterious(0.02)benign(0.392)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNOT1SNVMissense_Mutationnovelc.2692N>Ap.Glu898Lysp.E898KA5YKK6protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
CNOT1SNVMissense_Mutationc.3662T>Cp.Leu1221Prop.L1221PA5YKK6protein_codingdeleterious(0)probably_damaging(0.978)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNOT1SNVMissense_Mutationc.2545N>Tp.Asn849Tyrp.N849YA5YKK6protein_codingdeleterious(0)probably_damaging(0.994)TCGA-BH-A1F5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CNOT1SNVMissense_Mutationc.5563N>Gp.Leu1855Valp.L1855VA5YKK6protein_codingdeleterious(0)benign(0.184)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
CNOT1SNVMissense_Mutationc.4606N>Ap.Glu1536Lysp.E1536KA5YKK6protein_codingdeleterious(0)probably_damaging(0.992)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
CNOT1SNVMissense_Mutationc.2891G>Ap.Arg964Lysp.R964KA5YKK6protein_codingtolerated(0.44)benign(0.152)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNOT1SNVMissense_Mutationc.3023N>Gp.Ser1008Cysp.S1008CA5YKK6protein_codingdeleterious(0.04)possibly_damaging(0.527)TCGA-LL-A73Y-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
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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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