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: DEPDC5

Gene summary for DEPDC5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DEPDC5

Gene ID

9681

Gene nameDEP domain containing 5, GATOR1 subcomplex subunit
Gene AliasDEP.5
Cytomap22q12.2-q12.3
Gene Typeprotein-coding
GO ID

GO:0006914

UniProtAcc

O75140


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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
9681DEPDC5HTA11_3410_2000001011HumanColorectumAD1.02e-112.37e-010.0155
9681DEPDC5HTA11_2487_2000001011HumanColorectumSER2.43e-184.98e-01-0.1808
9681DEPDC5HTA11_2951_2000001011HumanColorectumAD3.34e-043.89e-010.0216
9681DEPDC5HTA11_1938_2000001011HumanColorectumAD2.53e-236.33e-01-0.0811
9681DEPDC5HTA11_78_2000001011HumanColorectumAD1.86e-164.36e-01-0.1088
9681DEPDC5HTA11_347_2000001011HumanColorectumAD4.69e-508.41e-01-0.1954
9681DEPDC5HTA11_411_2000001011HumanColorectumSER1.35e-127.18e-01-0.2602
9681DEPDC5HTA11_2112_2000001011HumanColorectumSER1.08e-064.24e-01-0.2196
9681DEPDC5HTA11_3361_2000001011HumanColorectumAD1.93e-124.18e-01-0.1207
9681DEPDC5HTA11_83_2000001011HumanColorectumSER2.68e-226.66e-01-0.1526
9681DEPDC5HTA11_696_2000001011HumanColorectumAD8.45e-427.89e-01-0.1464
9681DEPDC5HTA11_866_2000001011HumanColorectumAD2.14e-335.83e-01-0.1001
9681DEPDC5HTA11_1391_2000001011HumanColorectumAD2.25e-246.20e-01-0.059
9681DEPDC5HTA11_2992_2000001011HumanColorectumSER2.52e-105.85e-01-0.1706
9681DEPDC5HTA11_5212_2000001011HumanColorectumAD1.00e-073.82e-01-0.2061
9681DEPDC5HTA11_5216_2000001011HumanColorectumSER3.22e-053.36e-01-0.1462
9681DEPDC5HTA11_546_2000001011HumanColorectumAD4.57e-206.83e-01-0.0842
9681DEPDC5HTA11_9341_2000001011HumanColorectumSER1.20e-074.38e-01-0.00410000000000005
9681DEPDC5HTA11_7862_2000001011HumanColorectumAD7.36e-063.05e-01-0.0179
9681DEPDC5HTA11_866_3004761011HumanColorectumAD8.97e-153.40e-010.096
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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:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0042594ColorectumADresponse to starvation63/3918197/187231.77e-042.38e-0363
GO:0071496ColorectumADcellular response to external stimulus94/3918320/187231.98e-042.64e-0394
GO:0009267ColorectumADcellular response to starvation51/3918156/187233.90e-044.44e-0351
GO:0031668ColorectumADcellular response to extracellular stimulus71/3918246/187231.86e-031.52e-0271
GO:0031669ColorectumADcellular response to nutrient levels63/3918215/187232.19e-031.73e-0263
GO:00316671ColorectumSERresponse to nutrient levels106/2897474/187233.94e-051.00e-03106
GO:00105061ColorectumSERregulation of autophagy74/2897317/187231.39e-042.77e-0374
GO:00425941ColorectumSERresponse to starvation47/2897197/187231.31e-031.45e-0247
GO:00714961ColorectumSERcellular response to external stimulus70/2897320/187231.40e-031.53e-0270
GO:00092671ColorectumSERcellular response to starvation38/2897156/187232.45e-032.32e-0238
GO:00316681ColorectumSERcellular response to extracellular stimulus54/2897246/187234.26e-033.45e-0254
GO:00316691ColorectumSERcellular response to nutrient levels48/2897215/187234.82e-033.78e-0248
GO:00105062ColorectumMSSregulation of autophagy95/3467317/187234.36e-071.71e-0595
GO:00316672ColorectumMSSresponse to nutrient levels125/3467474/187231.24e-052.88e-04125
GO:00425942ColorectumMSSresponse to starvation56/3467197/187234.25e-045.21e-0356
GO:00714962ColorectumMSScellular response to external stimulus82/3467320/187239.30e-049.44e-0382
GO:00092672ColorectumMSScellular response to starvation44/3467156/187231.96e-031.69e-0244
GO:00316692ColorectumMSScellular response to nutrient levels56/3467215/187233.80e-032.79e-0256
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04150ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa041501ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
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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
DEPDC5SNVMissense_Mutationc.4205T>Ap.Val1402Aspp.V1402DO75140protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A7-A26J-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DEPDC5SNVMissense_Mutationc.2983N>Tp.Arg995Cysp.R995CO75140protein_codingtolerated(0.09)possibly_damaging(0.88)TCGA-AC-A3TN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DEPDC5SNVMissense_Mutationrs200020310c.1153C>Tp.Arg385Trpp.R385WO75140protein_codingdeleterious(0)probably_damaging(0.947)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DEPDC5SNVMissense_Mutationrs760696765c.1814G>Ap.Arg605Glnp.R605QO75140protein_codingdeleterious(0.02)probably_damaging(0.959)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DEPDC5SNVMissense_Mutationrs747454808c.3746N>Ap.Arg1249Glnp.R1249QO75140protein_codingtolerated(0.14)probably_damaging(0.994)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DEPDC5SNVMissense_Mutationc.3268N>Ap.Gly1090Argp.G1090RO75140protein_codingtolerated_low_confidence(0.16)benign(0)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
DEPDC5SNVMissense_Mutationrs780509997c.4403G>Ap.Arg1468Glnp.R1468QO75140protein_codingdeleterious(0)benign(0.416)TCGA-BH-A42V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DEPDC5SNVMissense_Mutationc.3777N>Tp.Lys1259Asnp.K1259NO75140protein_codingtolerated(0.16)possibly_damaging(0.672)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DEPDC5SNVMissense_Mutationc.1561N>Ap.Ser521Thrp.S521TO75140protein_codingtolerated(0.15)benign(0.219)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DEPDC5SNVMissense_Mutationnovelc.4200G>Tp.Glu1400Aspp.E1400DO75140protein_codingtolerated(0.52)probably_damaging(0.978)TCGA-E2-A574-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
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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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