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: DENND5A

Gene summary for DENND5A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DENND5A

Gene ID

23258

Gene nameDENN domain containing 5A
Gene AliasDEE49
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q6IQ26


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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
23258DENND5AAEH-subject1HumanEndometriumAEH1.38e-165.49e-01-0.3059
23258DENND5AAEH-subject2HumanEndometriumAEH1.35e-073.46e-01-0.2525
23258DENND5AAEH-subject3HumanEndometriumAEH2.69e-114.67e-01-0.2576
23258DENND5AAEH-subject4HumanEndometriumAEH1.17e-298.39e-01-0.2657
23258DENND5AAEH-subject5HumanEndometriumAEH4.08e-257.77e-01-0.2953
23258DENND5AEEC-subject1HumanEndometriumEEC6.13e-358.52e-01-0.2682
23258DENND5AEEC-subject2HumanEndometriumEEC3.01e-144.80e-01-0.2607
23258DENND5AEEC-subject3HumanEndometriumEEC1.09e-032.45e-01-0.2525
23258DENND5AEEC-subject4HumanEndometriumEEC2.74e-043.71e-01-0.2571
23258DENND5AEEC-subject5HumanEndometriumEEC4.33e-124.61e-01-0.249
23258DENND5AGSM5276934HumanEndometriumEEC1.86e-022.47e-01-0.0913
23258DENND5AGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC8.90e-051.53e-02-0.1875
23258DENND5AGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC7.60e-032.02e-02-0.1883
23258DENND5AGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.40e-023.00e-02-0.1934
23258DENND5AGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.90e-03-3.02e-02-0.1917
23258DENND5AGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC9.58e-03-5.38e-02-0.1916
23258DENND5AHCC1_MengHumanLiverHCC1.15e-486.02e-030.0246
23258DENND5AHCC1HumanLiverHCC3.38e-052.71e+000.5336
23258DENND5AHCC2HumanLiverHCC5.34e-063.07e+000.5341
23258DENND5AS014HumanLiverHCC4.27e-063.95e-010.2254
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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
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
∗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:00109758EndometriumAEHregulation of neuron projection development75/2100445/187232.01e-042.54e-0375
GO:001097513EndometriumEECregulation of neuron projection development79/2168445/187236.80e-051.01e-0379
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
GO:001648221LiverHCCcytosolic transport117/7958168/187238.83e-134.48e-11117
GO:004214721LiverHCCretrograde transport, endosome to Golgi61/795891/187231.94e-062.68e-0561
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:00109756LungIACregulation of neuron projection development82/2061445/187231.82e-068.78e-0582
GO:00313455LungIACnegative regulation of cell projection organization41/2061186/187231.01e-053.23e-0441
GO:00164826LungIACcytosolic transport37/2061168/187232.74e-057.26e-0437
GO:00161976LungIACendosomal transport43/2061230/187233.53e-045.50e-0343
GO:00109774LungIACnegative regulation of neuron projection development27/2061137/187231.88e-031.92e-0227
GO:00161979Oral cavityOSCCendosomal transport141/7305230/187235.40e-122.06e-10141
GO:00164829Oral cavityOSCCcytosolic transport106/7305168/187232.08e-105.90e-09106
GO:00421476Oral cavityOSCCretrograde transport, endosome to Golgi55/730591/187232.79e-052.59e-0455
GO:001097510Oral cavityOSCCregulation of neuron projection development210/7305445/187232.35e-041.52e-03210
GO:00313458Oral cavityOSCCnegative regulation of cell projection organization89/7305186/187238.51e-033.09e-0289
GO:001648223Oral cavityEOLPcytosolic transport44/2218168/187232.40e-077.45e-0644
GO:001097515Oral cavityEOLPregulation of neuron projection development86/2218445/187232.75e-066.05e-0586
GO:001619722Oral cavityEOLPendosomal transport45/2218230/187234.63e-044.07e-0345
GO:004214722Oral cavityEOLPretrograde transport, endosome to Golgi21/221891/187231.89e-031.21e-0221
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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
DENND5ASNVMissense_Mutationnovelc.3253N>Cp.Ser1085Prop.S1085PQ6IQ26protein_codingdeleterious(0)probably_damaging(0.958)TCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
DENND5ASNVMissense_Mutationrs755714912c.2821N>Ap.Asp941Asnp.D941NQ6IQ26protein_codingdeleterious(0.01)benign(0.341)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DENND5ASNVMissense_Mutationnovelc.1243N>Tp.Leu415Phep.L415FQ6IQ26protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
DENND5ASNVMissense_Mutationrs200439974c.1412G>Ap.Arg471Glnp.R471QQ6IQ26protein_codingdeleterious(0.05)probably_damaging(0.998)TCGA-E9-A295-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
DENND5AinsertionFrame_Shift_Insnovelc.420_421insCCAGTATTTCTGATTAACTATCTTCATGGCCTTTTGCp.Val141ProfsTer15p.V141Pfs*15Q6IQ26protein_codingTCGA-A8-A091-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
DENND5AinsertionFrame_Shift_Insnovelc.3406_3407insGp.Leu1136CysfsTer21p.L1136Cfs*21Q6IQ26protein_codingTCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
DENND5AinsertionFrame_Shift_Insnovelc.3405_3406insATCAAAGACCATACACTTGTCAATTCCTp.Leu1136IlefsTer30p.L1136Ifs*30Q6IQ26protein_codingTCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
DENND5AinsertionNonsense_Mutationnovelc.596_597insATCCTTTATATATTGAGAAAATGTGGATGTGTTGCATCTTTTTGTTp.Asp199GlufsTer6p.D199Efs*6Q6IQ26protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DENND5ASNVMissense_Mutationnovelc.2183N>Tp.Ser728Ilep.S728IQ6IQ26protein_codingtolerated(0.06)benign(0.197)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DENND5ASNVMissense_Mutationc.386N>Ap.Arg129Glnp.R129QQ6IQ26protein_codingdeleterious(0)probably_damaging(0.999)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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