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: DENND6A

Gene summary for DENND6A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DENND6A

Gene ID

201627

Gene nameDENN domain containing 6A
Gene AliasAFI1A
Cytomap3p14.3
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

Q8IWF6


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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
201627DENND6AGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC8.13e-05-5.42e-02-0.1869
201627DENND6AGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.32e-05-2.94e-02-0.1883
201627DENND6AGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.49e-03-1.74e-02-0.1934
201627DENND6AGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.97e-053.35e-02-0.1917
201627DENND6AGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.85e-062.86e-02-0.1916
201627DENND6AHCC1_MengHumanLiverHCC2.00e-20-2.48e-020.0246
201627DENND6AHCC2_MengHumanLiverHCC3.65e-114.59e-020.0107
201627DENND6AHCC1HumanLiverHCC1.08e-021.18e+000.5336
201627DENND6AHCC2HumanLiverHCC3.63e-092.81e+000.5341
201627DENND6AS014HumanLiverHCC1.75e-022.50e-010.2254
201627DENND6AS016HumanLiverHCC3.00e-022.57e-010.2243
201627DENND6AS028HumanLiverHCC8.66e-105.00e-010.2503
201627DENND6AS029HumanLiverHCC1.04e-064.39e-010.2581
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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
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
∗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:004578517EndometriumEECpositive regulation of cell adhesion98/2168437/187236.15e-118.38e-0998
GO:002240715EndometriumEECregulation of cell-cell adhesion84/2168448/187234.98e-061.24e-0484
GO:002240914EndometriumEECpositive regulation of cell-cell adhesion56/2168284/187234.36e-057.15e-0456
GO:004578512LiverHCCpositive regulation of cell adhesion215/7958437/187232.53e-031.22e-02215
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
DENND6ASNVMissense_Mutationnovelc.1374G>Tp.Leu458Phep.L458FQ8IWF6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0YM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DENND6ASNVMissense_Mutationnovelc.1487N>Tp.Arg496Ilep.R496IQ8IWF6protein_codingtolerated(0.35)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DENND6ASNVMissense_Mutationc.1341N>Gp.Phe447Leup.F447LQ8IWF6protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DENND6ASNVMissense_Mutationnovelc.362C>Gp.Ser121Cysp.S121CQ8IWF6protein_codingtolerated(0.49)benign(0.017)TCGA-D8-A1JD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DENND6ASNVMissense_Mutationnovelc.1067N>Tp.Pro356Leup.P356LQ8IWF6protein_codingdeleterious(0.01)probably_damaging(1)TCGA-JL-A3YW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DENND6ASNVMissense_Mutationnovelc.1141C>Gp.Pro381Alap.P381AQ8IWF6protein_codingtolerated(0.14)benign(0.036)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
DENND6ASNVMissense_Mutationnovelc.1407N>Tp.Lys469Asnp.K469NQ8IWF6protein_codingdeleterious(0)probably_damaging(0.94)TCGA-EK-A2RA-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
DENND6ASNVMissense_Mutationc.1424N>Cp.Arg475Thrp.R475TQ8IWF6protein_codingdeleterious(0.01)benign(0.287)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DENND6AdeletionFrame_Shift_Delnovelc.555delTp.His186ThrfsTer7p.H186Tfs*7Q8IWF6protein_codingTCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DENND6ASNVMissense_Mutationc.1087N>Ap.Gln363Lysp.Q363KQ8IWF6protein_codingtolerated(0.12)possibly_damaging(0.644)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=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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