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: CNOT6L

Gene summary for CNOT6L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNOT6L

Gene ID

246175

Gene nameCCR4-NOT transcription complex subunit 6 like
Gene AliasCCR4b
Cytomap4q21.1
Gene Typeprotein-coding
GO ID

GO:0000288

UniProtAcc

B4E0K8


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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
246175CNOT6LAEH-subject4HumanEndometriumAEH1.62e-033.67e-01-0.2657
246175CNOT6LEEC-subject3HumanEndometriumEEC2.21e-021.57e-02-0.2525
246175CNOT6LEEC-subject4HumanEndometriumEEC5.37e-043.52e-01-0.2571
246175CNOT6LGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.10e-063.65e-02-0.1869
246175CNOT6LGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.77e-04-1.23e-02-0.1875
246175CNOT6LGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.08e-05-9.48e-02-0.1883
246175CNOT6LGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.72e-091.04e-01-0.1934
246175CNOT6LGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.10e-08-4.02e-02-0.1917
246175CNOT6LGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.86e-13-9.02e-02-0.1916
246175CNOT6LLZE4THumanEsophagusESCC6.60e-091.42e-010.0811
246175CNOT6LLZE5THumanEsophagusESCC3.11e-062.96e-010.0514
246175CNOT6LLZE7THumanEsophagusESCC2.99e-056.55e-010.0667
246175CNOT6LLZE8THumanEsophagusESCC4.55e-101.78e-010.067
246175CNOT6LLZE20THumanEsophagusESCC4.89e-032.33e-020.0662
246175CNOT6LLZE24THumanEsophagusESCC1.75e-031.86e-010.0596
246175CNOT6LLZE6THumanEsophagusESCC1.89e-061.92e-010.0845
246175CNOT6LP1T-EHumanEsophagusESCC3.22e-042.12e-010.0875
246175CNOT6LP2T-EHumanEsophagusESCC4.41e-252.79e-010.1177
246175CNOT6LP4T-EHumanEsophagusESCC2.62e-152.33e-010.1323
246175CNOT6LP5T-EHumanEsophagusESCC7.61e-111.79e-020.1327
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:190331110EndometriumAEHregulation of mRNA metabolic process77/2100288/187231.69e-134.40e-1177
GO:000989616EndometriumAEHpositive regulation of catabolic process104/2100492/187239.38e-111.10e-08104
GO:003133116EndometriumAEHpositive regulation of cellular catabolic process91/2100427/187239.15e-108.31e-0891
GO:000640210EndometriumAEHmRNA catabolic process59/2100232/187239.51e-108.52e-0859
GO:000641716EndometriumAEHregulation of translation94/2100468/187231.14e-087.62e-0794
GO:000640110EndometriumAEHRNA catabolic process63/2100278/187233.28e-081.87e-0663
GO:006101310EndometriumAEHregulation of mRNA catabolic process39/2100166/187235.21e-061.33e-0439
GO:004348810EndometriumAEHregulation of mRNA stability37/2100158/187239.73e-062.24e-0437
GO:19033137EndometriumAEHpositive regulation of mRNA metabolic process30/2100118/187231.21e-052.68e-0430
GO:003465510EndometriumAEHnucleobase-containing compound catabolic process74/2100407/187231.78e-053.65e-0474
GO:004427010EndometriumAEHcellular nitrogen compound catabolic process80/2100451/187232.09e-054.13e-0480
GO:00467009EndometriumAEHheterocycle catabolic process79/2100445/187232.27e-054.35e-0479
GO:004348710EndometriumAEHregulation of RNA stability38/2100170/187232.30e-054.38e-0438
GO:00194399EndometriumAEHaromatic compound catabolic process80/2100467/187237.21e-051.10e-0380
GO:19013619EndometriumAEHorganic cyclic compound catabolic process83/2100495/187231.13e-041.60e-0383
GO:00009568EndometriumAEHnuclear-transcribed mRNA catabolic process26/2100112/187232.25e-042.75e-0326
GO:00002897EndometriumAEHnuclear-transcribed mRNA poly(A) tail shortening10/210029/187238.25e-047.72e-0310
GO:00610147EndometriumAEHpositive regulation of mRNA catabolic process20/210087/187231.30e-031.11e-0220
GO:00611577EndometriumAEHmRNA destabilization19/210084/187232.07e-031.61e-0219
GO:00507797EndometriumAEHRNA destabilization19/210088/187233.61e-032.48e-0219
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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
hsa0301824EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa0301834EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
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
CNOT6LSNVMissense_Mutationc.241N>Gp.Leu81Valp.L81VQ96LI5protein_codingdeleterious(0)probably_damaging(1)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CNOT6LSNVMissense_Mutationc.388C>Gp.Leu130Valp.L130VQ96LI5protein_codingdeleterious(0)possibly_damaging(0.905)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CNOT6LSNVMissense_Mutationrs752836467c.82G>Tp.Val28Leup.V28LQ96LI5protein_codingtolerated(0.49)benign(0.001)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
CNOT6LSNVMissense_Mutationrs752836467c.82N>Tp.Val28Leup.V28LQ96LI5protein_codingtolerated(0.49)benign(0.001)TCGA-B6-A1KC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNOT6LSNVMissense_Mutationrs752836467c.82G>Tp.Val28Leup.V28LQ96LI5protein_codingtolerated(0.49)benign(0.001)TCGA-BH-A0BG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNOT6LinsertionFrame_Shift_Insnovelc.1268_1269insGAAATCTAAACp.Ser424LysfsTer9p.S424Kfs*9Q96LI5protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
CNOT6LdeletionFrame_Shift_Delnovelc.876delNp.Phe292LeufsTer26p.F292Lfs*26Q96LI5protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CNOT6LSNVMissense_Mutationnovelc.700G>Tp.Asp234Tyrp.D234YQ96LI5protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CNOT6LSNVMissense_Mutationnovelc.289G>Ap.Glu97Lysp.E97KQ96LI5protein_codingdeleterious(0)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CNOT6LSNVMissense_Mutationnovelc.79G>Ap.Glu27Lysp.E27KQ96LI5protein_codingtolerated(0.11)possibly_damaging(0.786)TCGA-2W-A8YY-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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