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: DENND2A

Gene summary for DENND2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DENND2A

Gene ID

27147

Gene nameDENN domain containing 2A
Gene AliasFAM31D
Cytomap7q34
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9ULE3


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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
27147DENND2AHCC1HumanLiverHCC1.06e-252.78e+000.5336
27147DENND2AHCC2HumanLiverHCC1.52e-342.23e+000.5341
27147DENND2AHCC5HumanLiverHCC7.27e-291.96e+000.4932
27147DENND2AATC11HumanThyroidATC1.60e-075.38e-010.3386
27147DENND2AATC12HumanThyroidATC2.76e-082.02e-010.34
27147DENND2AATC13HumanThyroidATC9.88e-365.67e-010.34
27147DENND2AATC3HumanThyroidATC3.03e-136.07e-010.338
27147DENND2AATC4HumanThyroidATC1.14e-112.58e-010.34
27147DENND2AATC5HumanThyroidATC2.95e-316.11e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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: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:001619719ThyroidATCendosomal transport128/6293230/187234.44e-121.75e-10128
GO:001648218ThyroidATCcytosolic transport93/6293168/187235.19e-091.15e-0793
GO:004214715ThyroidATCretrograde transport, endosome to Golgi49/629391/187235.48e-054.23e-0449
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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
DENND2ASNVMissense_Mutationnovelc.2186A>Cp.Glu729Alap.E729AQ9ULE3protein_codingdeleterious(0)benign(0.303)TCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
DENND2ASNVMissense_Mutationnovelc.819N>Gp.Phe273Leup.F273LQ9ULE3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DENND2ASNVMissense_Mutationnovelc.1337N>Gp.Thr446Serp.T446SQ9ULE3protein_codingtolerated(0.14)benign(0.007)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DENND2ASNVMissense_Mutationrs751864937c.1901C>Tp.Ser634Leup.S634LQ9ULE3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
DENND2ASNVMissense_Mutationc.742G>Cp.Glu248Glnp.E248QQ9ULE3protein_codingdeleterious(0.01)benign(0.41)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
DENND2ASNVMissense_Mutationrs755191369c.2063N>Ap.Arg688Glnp.R688QQ9ULE3protein_codingdeleterious(0)probably_damaging(0.989)TCGA-PE-A5DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
DENND2AinsertionIn_Frame_Insnovelc.1463_1464insTTGp.Asn488_Ala489insCysp.N488_A489insCQ9ULE3protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DENND2AinsertionIn_Frame_Insnovelc.1462_1463insCTGGAACCTGGAAGGCAGAGGTTGCAGTGAGCCGAGp.Asn488delinsThrGlyThrTrpLysAlaGluValAlaValSerArgAspp.N488delinsTGTWKAEVAVSRDQ9ULE3protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DENND2AinsertionNonsense_Mutationnovelc.2844_2845insAGGAGTTCGAGACCAACCTGGCCAACTTGGTGAAACCCTGTp.Phe949ArgfsTer11p.F949Rfs*11Q9ULE3protein_codingTCGA-BH-A0DP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DENND2AdeletionFrame_Shift_Delnovelc.624delNp.Ser209ValfsTer108p.S209Vfs*108Q9ULE3protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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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