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: DENND10

Gene summary for DENND10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DENND10

Gene ID

404636

Gene nameDENN domain containing 10
Gene AliasFAM45A
Cytomap10q26.11
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8TCE6


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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
404636DENND10HTA11_3410_2000001011HumanColorectumAD3.47e-031.13e-010.0155
404636DENND10HTA11_2487_2000001011HumanColorectumSER4.68e-082.32e-01-0.1808
404636DENND10HTA11_2951_2000001011HumanColorectumAD3.34e-043.08e-010.0216
404636DENND10HTA11_1938_2000001011HumanColorectumAD8.58e-134.80e-01-0.0811
404636DENND10HTA11_78_2000001011HumanColorectumAD1.40e-184.55e-01-0.1088
404636DENND10HTA11_347_2000001011HumanColorectumAD3.17e-244.68e-01-0.1954
404636DENND10HTA11_3361_2000001011HumanColorectumAD7.49e-103.50e-01-0.1207
404636DENND10HTA11_83_2000001011HumanColorectumSER4.13e-103.59e-01-0.1526
404636DENND10HTA11_696_2000001011HumanColorectumAD9.55e-092.09e-01-0.1464
404636DENND10HTA11_866_2000001011HumanColorectumAD2.07e-081.89e-01-0.1001
404636DENND10HTA11_1391_2000001011HumanColorectumAD2.01e-204.63e-01-0.059
404636DENND10HTA11_5212_2000001011HumanColorectumAD2.28e-021.93e-01-0.2061
404636DENND10HTA11_546_2000001011HumanColorectumAD8.71e-062.75e-01-0.0842
404636DENND10HTA11_7862_2000001011HumanColorectumAD4.79e-052.88e-01-0.0179
404636DENND10HTA11_866_3004761011HumanColorectumAD2.04e-082.17e-010.096
404636DENND10HTA11_7663_2000001011HumanColorectumSER2.30e-176.86e-010.0131
404636DENND10HTA11_10623_2000001011HumanColorectumAD3.04e-052.63e-01-0.0177
404636DENND10HTA11_6801_2000001011HumanColorectumSER4.31e-126.45e-010.0171
404636DENND10HTA11_10711_2000001011HumanColorectumAD9.64e-062.02e-010.0338
404636DENND10HTA11_7696_3000711011HumanColorectumAD4.08e-112.44e-010.0674
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:0071985ColorectumADmultivesicular body sorting pathway19/391837/187234.08e-057.26e-0419
GO:0032509ColorectumADendosome transport via multivesicular body sorting pathway16/391831/187231.53e-042.16e-0316
GO:0098927ColorectumADvesicle-mediated transport between endosomal compartments19/391843/187235.03e-045.43e-0319
GO:0045022ColorectumADearly endosome to late endosome transport17/391840/187231.66e-031.38e-0217
GO:1903649ColorectumADregulation of cytoplasmic transport13/391828/187232.22e-031.75e-0213
GO:00323861ColorectumSERregulation of intracellular transport89/2897337/187231.34e-077.96e-0689
GO:00161971ColorectumSERendosomal transport61/2897230/187231.03e-053.35e-0461
GO:00719851ColorectumSERmultivesicular body sorting pathway17/289737/187231.12e-053.60e-0417
GO:00325091ColorectumSERendosome transport via multivesicular body sorting pathway15/289731/187231.70e-055.11e-0415
GO:00164821ColorectumSERcytosolic transport46/2897168/187235.20e-051.25e-0346
GO:00989271ColorectumSERvesicle-mediated transport between endosomal compartments16/289743/187234.18e-046.17e-0316
GO:00450221ColorectumSERearly endosome to late endosome transport14/289740/187231.88e-031.90e-0214
GO:19036491ColorectumSERregulation of cytoplasmic transport11/289728/187231.98e-031.98e-0211
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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
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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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