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: DENND1A

Gene summary for DENND1A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DENND1A

Gene ID

57706

Gene nameDENN domain containing 1A
Gene AliasFAM31A
Cytomap9q33.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8TEH3


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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
57706DENND1ACCI_1HumanCervixCC4.82e-107.25e-010.528
57706DENND1ACCI_2HumanCervixCC1.02e-121.19e+000.5249
57706DENND1ACCI_3HumanCervixCC7.53e-301.36e+000.516
57706DENND1AHTA11_3410_2000001011HumanColorectumAD7.87e-14-6.00e-010.0155
57706DENND1AHTA11_347_2000001011HumanColorectumAD1.16e-074.51e-01-0.1954
57706DENND1AHTA11_10623_2000001011HumanColorectumAD6.47e-04-1.88e-01-0.0177
57706DENND1AHTA11_99999970781_79442HumanColorectumMSS3.27e-08-3.26e-010.294
57706DENND1AHTA11_99999974143_84620HumanColorectumMSS8.23e-05-3.15e-010.3005
57706DENND1AA015-C-203HumanColorectumFAP1.38e-37-6.50e-01-0.1294
57706DENND1AA015-C-204HumanColorectumFAP1.64e-03-3.38e-01-0.0228
57706DENND1AA014-C-040HumanColorectumFAP1.13e-07-7.54e-01-0.1184
57706DENND1AA002-C-201HumanColorectumFAP9.94e-13-4.57e-010.0324
57706DENND1AA001-C-119HumanColorectumFAP2.28e-12-7.37e-01-0.1557
57706DENND1AA001-C-108HumanColorectumFAP2.07e-26-5.28e-01-0.0272
57706DENND1AA002-C-205HumanColorectumFAP2.44e-24-6.56e-01-0.1236
57706DENND1AA001-C-104HumanColorectumFAP1.28e-06-3.57e-010.0184
57706DENND1AA015-C-005HumanColorectumFAP5.64e-05-4.41e-01-0.0336
57706DENND1AA015-C-006HumanColorectumFAP1.12e-16-6.38e-01-0.0994
57706DENND1AA015-C-106HumanColorectumFAP1.58e-14-3.95e-01-0.0511
57706DENND1AA002-C-114HumanColorectumFAP1.17e-22-7.17e-01-0.1561
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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
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
∗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:00510566CervixCCregulation of small GTPase mediated signal transduction75/2311302/187231.54e-091.74e-0775
GO:00072656CervixCCRas protein signal transduction79/2311337/187239.49e-097.77e-0779
GO:00430877CervixCCregulation of GTPase activity79/2311348/187234.21e-082.60e-0679
GO:00465785CervixCCregulation of Ras protein signal transduction44/2311189/187232.05e-053.73e-0444
GO:00988767CervixCCvesicle-mediated transport to the plasma membrane34/2311136/187233.75e-055.91e-0434
GO:00435476CervixCCpositive regulation of GTPase activity53/2311255/187238.72e-051.16e-0353
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00484883CervixCCsynaptic vesicle endocytosis16/231162/187232.87e-031.91e-0216
GO:01402383CervixCCpresynaptic endocytosis16/231162/187232.87e-031.91e-0216
GO:00364655CervixCCsynaptic vesicle recycling17/231175/187238.87e-034.53e-0217
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0098876ColorectumADvesicle-mediated transport to the plasma membrane57/3918136/187232.30e-081.27e-0657
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:0051056ColorectumADregulation of small GTPase mediated signal transduction94/3918302/187231.81e-053.76e-0494
GO:0032456ColorectumADendocytic recycling28/391873/187234.87e-045.30e-0328
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:0046578ColorectumADregulation of Ras protein signal transduction56/3918189/187232.85e-032.14e-0256
GO:0099003ColorectumADvesicle-mediated transport in synapse57/3918200/187236.53e-034.06e-0257
GO:00988762ColorectumMSSvesicle-mediated transport to the plasma membrane54/3467136/187236.20e-093.95e-0754
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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
DENND1ASNVMissense_Mutationc.184C>Tp.Leu62Phep.L62FQ8TEH3protein_codingtolerated(0.21)possibly_damaging(0.722)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DENND1ASNVMissense_Mutationc.773N>Cp.Arg258Thrp.R258TQ8TEH3protein_codingdeleterious(0)benign(0.374)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
DENND1ASNVMissense_Mutationc.1281N>Ap.Met427Ilep.M427IQ8TEH3protein_codingdeleterious(0.02)benign(0.354)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DENND1ASNVMissense_Mutationc.1180N>Ap.Tyr394Asnp.Y394NQ8TEH3protein_codingdeleterious(0.01)possibly_damaging(0.671)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DENND1ASNVMissense_Mutationnovelc.119N>Tp.Asp40Valp.D40VQ8TEH3protein_codingdeleterious(0)probably_damaging(0.941)TCGA-OK-A5Q2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DENND1ASNVMissense_Mutationrs201746975c.2698N>Tp.Pro900Serp.P900SQ8TEH3protein_codingtolerated_low_confidence(0.31)probably_damaging(0.996)TCGA-S3-AA0Z-01Breastbreast invasive carcinomaFemale<65I/IIAncillaryneulastaCR
DENND1AdeletionIn_Frame_Delc.458_460delNNNp.Ser153delp.S153delQ8TEH3protein_codingTCGA-C8-A1HG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DENND1AdeletionFrame_Shift_Delnovelc.1223delTp.Val408AlafsTer9p.V408Afs*9Q8TEH3protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DENND1ASNVMissense_Mutationrs769475609c.2102N>Ap.Arg701Glnp.R701QQ8TEH3protein_codingdeleterious(0)probably_damaging(0.994)TCGA-C5-A2LV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DENND1ASNVMissense_Mutationrs775924786c.2407N>Ap.Ala803Thrp.A803TQ8TEH3protein_codingtolerated_low_confidence(0.62)benign(0)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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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