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: DENND5B

Gene summary for DENND5B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DENND5B

Gene ID

160518

Gene nameDENN domain containing 5B
Gene AliasDENND5B
Cytomap12p11.21
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

G3V1S3


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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
160518DENND5BAEH-subject1HumanEndometriumAEH1.94e-021.82e-01-0.3059
160518DENND5BAEH-subject3HumanEndometriumAEH3.83e-022.13e-01-0.2576
160518DENND5BAEH-subject4HumanEndometriumAEH1.20e-084.01e-01-0.2657
160518DENND5BEEC-subject1HumanEndometriumEEC4.30e-073.23e-01-0.2682
160518DENND5BGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC4.01e-02-6.92e-03-0.1883
160518DENND5BGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC4.18e-03-2.76e-02-0.1916
160518DENND5BNAFLD1HumanLiverNAFLD6.94e-161.13e+00-0.04
160518DENND5BS43HumanLiverCirrhotic2.03e-02-1.61e-01-0.0187
160518DENND5BHCC1_MengHumanLiverHCC5.27e-72-1.13e-010.0246
160518DENND5BHCC2_MengHumanLiverHCC7.52e-15-1.87e-010.0107
160518DENND5Bcirrhotic1HumanLiverCirrhotic1.01e-05-2.35e-010.0202
160518DENND5Bcirrhotic2HumanLiverCirrhotic6.69e-04-2.21e-010.0201
160518DENND5BHCC1HumanLiverHCC7.16e-093.01e+000.5336
160518DENND5BHCC2HumanLiverHCC2.86e-103.04e+000.5341
160518DENND5BHCC5HumanLiverHCC1.74e-041.69e+000.4932
160518DENND5BPt13.aHumanLiverHCC2.13e-02-2.14e-010.021
160518DENND5BS014HumanLiverHCC7.44e-085.26e-010.2254
160518DENND5BS015HumanLiverHCC4.12e-065.30e-010.2375
160518DENND5BS016HumanLiverHCC1.81e-074.67e-010.2243
160518DENND5BS028HumanLiverHCC2.29e-042.47e-010.2503
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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:00108765LiverNAFLDlipid localization79/1882448/187234.75e-072.92e-0579
GO:00068694LiverNAFLDlipid transport71/1882398/187231.16e-065.59e-0571
GO:1905952LiverNAFLDregulation of lipid localization34/1882181/187232.51e-044.12e-0334
GO:1905954LiverNAFLDpositive regulation of lipid localization23/1882110/187235.16e-047.15e-0323
GO:0032368LiverNAFLDregulation of lipid transport28/1882149/187238.39e-041.03e-0228
GO:0032370LiverNAFLDpositive regulation of lipid transport18/188284/187231.49e-031.64e-0218
GO:001087611LiverCirrhoticlipid localization147/4634448/187236.24e-057.12e-04147
GO:000686911LiverCirrhoticlipid transport128/4634398/187234.54e-043.69e-03128
GO:19059521LiverCirrhoticregulation of lipid localization62/4634181/187232.53e-031.51e-0262
GO:00323681LiverCirrhoticregulation of lipid transport51/4634149/187235.85e-032.93e-0251
GO:19059541LiverCirrhoticpositive regulation of lipid localization39/4634110/187237.76e-033.65e-0239
GO:00323701LiverCirrhoticpositive regulation of lipid transport31/463484/187238.75e-034.04e-0231
GO:001087621LiverHCClipid localization228/7958448/187231.80e-041.41e-03228
GO:000686921LiverHCClipid transport198/7958398/187231.92e-039.78e-03198
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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
DENND5BSNVMissense_Mutationnovelc.190G>Cp.Asp64Hisp.D64Hprotein_codingdeleterious_low_confidence(0.01)benign(0.003)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
DENND5BSNVMissense_Mutationrs751889421c.1915N>Tp.Pro639Serp.P639Sprotein_codingtolerated(0.28)benign(0.171)TCGA-A7-A6VY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
DENND5BSNVMissense_Mutationc.1168N>Ap.Asp390Asnp.D390Nprotein_codingtolerated(0.08)benign(0.43)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DENND5BSNVMissense_Mutationnovelc.3470N>Tp.Cys1157Phep.C1157Fprotein_codingdeleterious(0)probably_damaging(1)TCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DENND5BSNVMissense_Mutationnovelc.2072C>Ap.Pro691Glnp.P691Qprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-AQ-A54N-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DENND5BSNVMissense_Mutationc.3724N>Tp.Ile1242Phep.I1242Fprotein_codingdeleterious(0)benign(0.142)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
DENND5BSNVMissense_Mutationc.1132C>Gp.Pro378Alap.P378Aprotein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0E9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DENND5BSNVMissense_Mutationnovelc.705N>Gp.Phe235Leup.F235Lprotein_codingtolerated(0.05)possibly_damaging(0.623)TCGA-BH-A18K-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
DENND5BSNVMissense_Mutationc.3499G>Cp.Glu1167Glnp.E1167Qprotein_codingdeleterious(0)probably_damaging(0.994)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
DENND5BSNVMissense_Mutationrs769488013c.1766N>Cp.Tyr589Serp.Y589Sprotein_codingdeleterious(0.04)benign(0.171)TCGA-BH-A1F2-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
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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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