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: DDX10

Gene summary for DDX10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDX10

Gene ID

1662

Gene nameDEAD-box helicase 10
Gene AliasDbp4
Cytomap11q22.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q13206


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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
1662DDX10HTA11_696_2000001011HumanColorectumAD1.13e-02-2.86e-01-0.1464
1662DDX10HTA11_866_2000001011HumanColorectumAD1.02e-10-3.63e-01-0.1001
1662DDX10HTA11_546_2000001011HumanColorectumAD3.37e-02-4.10e-01-0.0842
1662DDX10HTA11_866_3004761011HumanColorectumAD1.14e-05-4.40e-010.096
1662DDX10HTA11_10711_2000001011HumanColorectumAD1.22e-02-4.39e-010.0338
1662DDX10HTA11_7696_3000711011HumanColorectumAD9.94e-06-3.52e-010.0674
1662DDX10HTA11_99999974143_84620HumanColorectumMSS8.21e-13-4.56e-010.3005
1662DDX10A001-C-207HumanColorectumFAP7.39e-03-2.30e-010.1278
1662DDX10A015-C-203HumanColorectumFAP4.36e-29-4.30e-01-0.1294
1662DDX10A015-C-204HumanColorectumFAP2.72e-04-2.38e-01-0.0228
1662DDX10A014-C-040HumanColorectumFAP7.64e-05-5.04e-01-0.1184
1662DDX10A002-C-201HumanColorectumFAP1.03e-12-3.67e-010.0324
1662DDX10A001-C-119HumanColorectumFAP5.79e-07-3.83e-01-0.1557
1662DDX10A001-C-108HumanColorectumFAP1.11e-18-3.24e-01-0.0272
1662DDX10A002-C-205HumanColorectumFAP7.12e-17-2.31e-01-0.1236
1662DDX10A001-C-104HumanColorectumFAP1.18e-03-2.28e-010.0184
1662DDX10A015-C-005HumanColorectumFAP2.86e-04-2.86e-01-0.0336
1662DDX10A015-C-006HumanColorectumFAP4.78e-11-1.67e-01-0.0994
1662DDX10A015-C-106HumanColorectumFAP2.73e-12-2.09e-01-0.0511
1662DDX10A002-C-114HumanColorectumFAP2.85e-15-3.65e-01-0.1561
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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
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
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:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0042254ColorectumADribosome biogenesis84/3918299/187231.82e-031.50e-0284
GO:00226132ColorectumMSSribonucleoprotein complex biogenesis144/3467463/187232.76e-113.67e-09144
GO:00422542ColorectumMSSribosome biogenesis79/3467299/187234.32e-045.23e-0379
GO:0006364ColorectumMSSrRNA processing58/3467225/187234.17e-033.03e-0258
GO:0016072ColorectumMSSrRNA metabolic process60/3467236/187235.01e-033.46e-0260
GO:00226134ColorectumFAPribonucleoprotein complex biogenesis91/2622463/187234.28e-045.12e-0391
GO:00226135ColorectumCRCribonucleoprotein complex biogenesis76/2078463/187233.04e-044.78e-0376
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00226137LiverNAFLDribonucleoprotein complex biogenesis76/1882463/187231.19e-053.67e-0476
GO:00422547LiverNAFLDribosome biogenesis52/1882299/187236.03e-051.32e-0352
GO:00344704LiverNAFLDncRNA processing57/1882395/187233.34e-032.93e-0257
GO:00063644LiverNAFLDrRNA processing35/1882225/187236.04e-034.54e-0235
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
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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
DDX10SNVMissense_Mutationnovelc.1960N>Gp.Leu654Valp.L654VQ13206protein_codingtolerated(0.21)benign(0.162)TCGA-A8-A0AD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
DDX10SNVMissense_Mutationnovelc.1421C>Gp.Ser474Cysp.S474CQ13206protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DDX10SNVMissense_Mutationnovelc.364N>Ap.Ala122Thrp.A122TQ13206protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDX10SNVMissense_Mutationnovelc.1656N>Ap.Phe552Leup.F552LQ13206protein_codingtolerated(0.28)benign(0)TCGA-GM-A2DI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DDX10SNVMissense_Mutationnovelc.44N>Gp.Asp15Glyp.D15GQ13206protein_codingtolerated_low_confidence(0.08)possibly_damaging(0.612)TCGA-OL-A97C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DDX10insertionIn_Frame_Insnovelc.1961_1962insCATCTCAACp.Leu654delinsPheIleSerThrp.L654delinsFISTQ13206protein_codingTCGA-A8-A0AD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
DDX10SNVMissense_Mutationnovelc.599N>Ap.Arg200Glnp.R200QQ13206protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DDX10SNVMissense_Mutationc.2039N>Tp.Arg680Ilep.R680IQ13206protein_codingdeleterious(0)possibly_damaging(0.564)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DDX10SNVMissense_Mutationc.1832N>Ap.Ser611Asnp.S611NQ13206protein_codingtolerated(0.54)benign(0)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DDX10SNVMissense_Mutationc.788T>Gp.Leu263Argp.L263RQ13206protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4684-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyfolfoxPD
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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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