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: DENND2D

Gene summary for DENND2D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DENND2D

Gene ID

79961

Gene nameDENN domain containing 2D
Gene AliasDENND2D
Cytomap1p13.3-p13.2
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

A0A024R0H5


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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
79961DENND2DLZE4THumanEsophagusESCC1.30e-051.18e-010.0811
79961DENND2DLZE7THumanEsophagusESCC1.37e-053.55e-010.0667
79961DENND2DLZE24THumanEsophagusESCC5.27e-163.41e-010.0596
79961DENND2DLZE6THumanEsophagusESCC3.70e-032.37e-010.0845
79961DENND2DP2T-EHumanEsophagusESCC6.97e-152.54e-010.1177
79961DENND2DP5T-EHumanEsophagusESCC9.44e-054.89e-020.1327
79961DENND2DP8T-EHumanEsophagusESCC8.14e-172.43e-010.0889
79961DENND2DP9T-EHumanEsophagusESCC2.84e-041.24e-010.1131
79961DENND2DP10T-EHumanEsophagusESCC1.38e-081.07e-010.116
79961DENND2DP12T-EHumanEsophagusESCC1.04e-204.19e-010.1122
79961DENND2DP15T-EHumanEsophagusESCC1.30e-056.04e-020.1149
79961DENND2DP16T-EHumanEsophagusESCC2.40e-057.60e-020.1153
79961DENND2DP20T-EHumanEsophagusESCC3.54e-101.70e-010.1124
79961DENND2DP21T-EHumanEsophagusESCC1.58e-072.05e-010.1617
79961DENND2DP23T-EHumanEsophagusESCC5.22e-183.81e-010.108
79961DENND2DP24T-EHumanEsophagusESCC9.92e-101.57e-010.1287
79961DENND2DP26T-EHumanEsophagusESCC9.34e-131.69e-010.1276
79961DENND2DP27T-EHumanEsophagusESCC4.99e-091.34e-010.1055
79961DENND2DP28T-EHumanEsophagusESCC6.50e-142.12e-010.1149
79961DENND2DP30T-EHumanEsophagusESCC9.53e-112.49e-010.137
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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
DENND2DSNVMissense_Mutationrs774863479c.1187G>Ap.Arg396Glnp.R396QQ9H6A0protein_codingtolerated(0.71)benign(0.44)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
DENND2DSNVMissense_Mutationc.452N>Tp.Pro151Leup.P151LQ9H6A0protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A1KN-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DENND2DSNVMissense_Mutationc.176N>Cp.Val59Alap.V59AQ9H6A0protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D8-A1XR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
DENND2DSNVMissense_Mutationc.736C>Gp.Gln246Glup.Q246EQ9H6A0protein_codingtolerated(0.2)benign(0.015)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DENND2DSNVMissense_Mutationrs757235164c.1108C>Ap.Gln370Lysp.Q370KQ9H6A0protein_codingtolerated(0.15)benign(0.003)TCGA-OL-A66P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
DENND2DSNVMissense_Mutationnovelc.539N>Tp.Ser180Phep.S180FQ9H6A0protein_codingdeleterious(0)probably_damaging(0.975)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DENND2DSNVMissense_Mutationnovelc.172N>Tp.Leu58Phep.L58FQ9H6A0protein_codingtolerated(0.08)benign(0.007)TCGA-VS-A8QC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelPD
DENND2DSNVMissense_Mutationc.1027N>Gp.Lys343Glup.K343EQ9H6A0protein_codingtolerated(0.25)benign(0)TCGA-A6-6138-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DENND2DSNVMissense_Mutationrs368968192c.826G>Ap.Ala276Thrp.A276TQ9H6A0protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DENND2DSNVMissense_Mutationc.559T>Cp.Phe187Leup.F187LQ9H6A0protein_codingtolerated(0.18)probably_damaging(0.998)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
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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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