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: DENND2C

Gene summary for DENND2C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DENND2C

Gene ID

163259

Gene nameDENN domain containing 2C
Gene AliasdJ1156J9.1
Cytomap1p13.2
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q68D51


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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
163259DENND2CCA_HPV_2HumanCervixCC1.19e-053.75e-010.0391
163259DENND2CCCI_1HumanCervixCC4.53e-241.82e+000.528
163259DENND2CCCI_2HumanCervixCC2.13e-024.03e-010.5249
163259DENND2CCCI_3HumanCervixCC4.63e-128.12e-010.516
163259DENND2Csample3HumanCervixCC4.10e-103.21e-010.1387
163259DENND2CT1HumanCervixCC3.11e-021.96e-010.0918
163259DENND2CT3HumanCervixCC1.06e-133.47e-010.1389
163259DENND2CLZE4THumanEsophagusESCC3.24e-143.96e-010.0811
163259DENND2CLZE7THumanEsophagusESCC9.82e-052.65e-010.0667
163259DENND2CLZE8THumanEsophagusESCC2.37e-021.79e-010.067
163259DENND2CLZE20THumanEsophagusESCC3.55e-041.75e-010.0662
163259DENND2CLZE24THumanEsophagusESCC2.39e-093.75e-010.0596
163259DENND2CLZE21THumanEsophagusESCC4.73e-034.80e-010.0655
163259DENND2CP1T-EHumanEsophagusESCC5.98e-106.51e-010.0875
163259DENND2CP2T-EHumanEsophagusESCC3.44e-108.73e-020.1177
163259DENND2CP4T-EHumanEsophagusESCC1.68e-052.05e-010.1323
163259DENND2CP5T-EHumanEsophagusESCC7.31e-204.90e-010.1327
163259DENND2CP8T-EHumanEsophagusESCC6.01e-041.08e-010.0889
163259DENND2CP9T-EHumanEsophagusESCC5.17e-215.83e-010.1131
163259DENND2CP10T-EHumanEsophagusESCC3.65e-031.65e-020.116
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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
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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
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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
DENND2CSNVMissense_Mutationnovelc.824N>Cp.Glu275Alap.E275AQ68D51protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
DENND2CSNVMissense_Mutationc.80N>Tp.Gln27Leup.Q27LQ68D51protein_codingdeleterious(0.02)benign(0.297)TCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DENND2CSNVMissense_Mutationc.2501N>Gp.Ser834Cysp.S834CQ68D51protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DENND2CSNVMissense_Mutationnovelc.397N>Cp.Asp133Hisp.D133HQ68D51protein_codingdeleterious(0.03)benign(0.003)TCGA-E2-A2P6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
DENND2CSNVMissense_Mutationc.2398N>Cp.Glu800Glnp.E800QQ68D51protein_codingdeleterious(0.01)possibly_damaging(0.776)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DENND2CdeletionFrame_Shift_Delnovelc.2077delAp.Arg693GlyfsTer2p.R693Gfs*2Q68D51protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DENND2CSNVMissense_Mutationnovelc.916G>Ap.Glu306Lysp.E306KQ68D51protein_codingdeleterious(0.01)probably_damaging(0.955)TCGA-C5-A1M7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DENND2CSNVMissense_Mutationrs772944552c.310N>Ap.Asp104Asnp.D104NQ68D51protein_codingtolerated(0.34)benign(0.001)TCGA-C5-A1ME-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DENND2CSNVMissense_Mutationc.193G>Ap.Glu65Lysp.E65KQ68D51protein_codingtolerated(0.4)benign(0.013)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
DENND2CSNVMissense_Mutationrs746690091c.1988N>Ap.Arg663Glnp.R663QQ68D51protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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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