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: DEPDC1

Gene summary for DEPDC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DEPDC1

Gene ID

55635

Gene nameDEP domain containing 1
Gene AliasDEP.8
Cytomap1p31.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q5TB30


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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
55635DEPDC1P2T-EHumanEsophagusESCC4.41e-073.83e-010.1177
55635DEPDC1P4T-EHumanEsophagusESCC9.91e-083.40e-010.1323
55635DEPDC1P5T-EHumanEsophagusESCC1.62e-133.14e-010.1327
55635DEPDC1P9T-EHumanEsophagusESCC2.30e-021.15e-010.1131
55635DEPDC1P10T-EHumanEsophagusESCC2.02e-064.08e-010.116
55635DEPDC1P16T-EHumanEsophagusESCC7.90e-038.43e-020.1153
55635DEPDC1P17T-EHumanEsophagusESCC1.49e-022.38e-010.1278
55635DEPDC1P19T-EHumanEsophagusESCC6.53e-044.05e-010.1662
55635DEPDC1P20T-EHumanEsophagusESCC8.24e-041.65e-010.1124
55635DEPDC1P21T-EHumanEsophagusESCC4.30e-104.91e-010.1617
55635DEPDC1P24T-EHumanEsophagusESCC8.40e-042.20e-010.1287
55635DEPDC1P28T-EHumanEsophagusESCC1.88e-112.27e-010.1149
55635DEPDC1P30T-EHumanEsophagusESCC2.13e-033.19e-010.137
55635DEPDC1P31T-EHumanEsophagusESCC1.66e-021.90e-010.1251
55635DEPDC1P32T-EHumanEsophagusESCC9.67e-186.12e-010.1666
55635DEPDC1P36T-EHumanEsophagusESCC7.72e-031.69e-010.1187
55635DEPDC1P37T-EHumanEsophagusESCC1.83e-063.12e-010.1371
55635DEPDC1P38T-EHumanEsophagusESCC1.00e-032.20e-010.127
55635DEPDC1P49T-EHumanEsophagusESCC7.48e-035.72e-010.1768
55635DEPDC1P52T-EHumanEsophagusESCC2.02e-062.75e-010.1555
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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
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
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:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:003011121LiverHCCregulation of Wnt signaling pathway180/7958328/187233.62e-064.72e-05180
GO:003017721LiverHCCpositive regulation of Wnt signaling pathway81/7958140/187231.73e-041.36e-0381
GO:001605524SkincSCCWnt signaling pathway158/4864444/187233.80e-065.70e-05158
GO:019873824SkincSCCcell-cell signaling by wnt158/4864446/187235.08e-067.38e-05158
GO:003011124SkincSCCregulation of Wnt signaling pathway117/4864328/187235.80e-055.75e-04117
GO:003017724SkincSCCpositive regulation of Wnt signaling pathway55/4864140/187233.72e-042.92e-0355
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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
DEPDC1SNVMissense_Mutationc.1915N>Ap.Ala639Thrp.A639TQ5TB30protein_codingtolerated(0.08)benign(0.093)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DEPDC1SNVMissense_Mutationrs756159027c.1019N>Gp.Lys340Argp.K340RQ5TB30protein_codingtolerated(0.33)benign(0.055)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DEPDC1SNVMissense_Mutationc.1017C>Gp.Phe339Leup.F339LQ5TB30protein_codingdeleterious(0.01)probably_damaging(0.935)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DEPDC1SNVMissense_Mutationnovelc.1424T>Cp.Ile475Thrp.I475TQ5TB30protein_codingtolerated(0.84)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DEPDC1SNVMissense_Mutationc.1922N>Ap.Gly641Aspp.G641DQ5TB30protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DEPDC1SNVMissense_Mutationnovelc.1180G>Ap.Asp394Asnp.D394NQ5TB30protein_codingtolerated(0.69)benign(0)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DEPDC1SNVMissense_Mutationrs758121846c.434N>Ap.Arg145Hisp.R145HQ5TB30protein_codingtolerated(0.06)benign(0.437)TCGA-PL-A8LX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DEPDC1insertionNonsense_Mutationnovelc.1556_1557insTATATAp.Thr519_Arg520insIleTerp.T519_R520insI*Q5TB30protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DEPDC1insertionFrame_Shift_Insnovelc.1555_1556insTATACAGp.Thr519IlefsTer7p.T519Ifs*7Q5TB30protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DEPDC1insertionFrame_Shift_Insnovelc.1556_1557insCAGTATATACAGCTATATAp.Arg520SerfsTer10p.R520Sfs*10Q5TB30protein_codingTCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
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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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