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: DDX11

Gene summary for DDX11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDX11

Gene ID

1663

Gene nameDEAD/H-box helicase 11
Gene AliasCHL1
Cytomap12p11.21
Gene Typeprotein-coding
GO ID

GO:0000819

UniProtAcc

Q96FC9


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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
1663DDX11LZE7THumanEsophagusESCC5.63e-092.61e-010.0667
1663DDX11LZE21D1HumanEsophagusHGIN2.16e-021.88e-010.0632
1663DDX11LZE24THumanEsophagusESCC7.03e-039.56e-020.0596
1663DDX11LZE21THumanEsophagusESCC1.22e-022.14e-010.0655
1663DDX11P1T-EHumanEsophagusESCC2.46e-041.83e-010.0875
1663DDX11P2T-EHumanEsophagusESCC7.28e-123.55e-010.1177
1663DDX11P4T-EHumanEsophagusESCC8.55e-061.37e-010.1323
1663DDX11P5T-EHumanEsophagusESCC3.07e-112.12e-010.1327
1663DDX11P8T-EHumanEsophagusESCC1.25e-132.54e-010.0889
1663DDX11P9T-EHumanEsophagusESCC9.68e-035.43e-020.1131
1663DDX11P10T-EHumanEsophagusESCC1.00e-144.15e-010.116
1663DDX11P12T-EHumanEsophagusESCC6.79e-092.18e-010.1122
1663DDX11P16T-EHumanEsophagusESCC7.18e-174.37e-010.1153
1663DDX11P20T-EHumanEsophagusESCC3.25e-102.51e-010.1124
1663DDX11P21T-EHumanEsophagusESCC2.33e-026.10e-020.1617
1663DDX11P22T-EHumanEsophagusESCC5.52e-122.66e-010.1236
1663DDX11P23T-EHumanEsophagusESCC4.70e-051.01e-010.108
1663DDX11P24T-EHumanEsophagusESCC1.73e-051.36e-010.1287
1663DDX11P26T-EHumanEsophagusESCC1.41e-044.88e-020.1276
1663DDX11P27T-EHumanEsophagusESCC3.11e-092.29e-010.1055
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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
GO:200125218EsophagusHGINpositive regulation of chromosome organization30/258782/187232.00e-079.68e-0630
GO:00330449EsophagusHGINregulation of chromosome organization51/2587187/187238.91e-073.61e-0551
GO:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:005105214EsophagusHGINregulation of DNA metabolic process79/2587359/187231.38e-053.85e-0479
GO:005109825EsophagusHGINregulation of binding78/2587363/187233.73e-059.30e-0478
GO:200102019EsophagusHGINregulation of response to DNA damage stimulus52/2587219/187235.00e-051.19e-0352
GO:005109925EsophagusHGINpositive regulation of binding42/2587173/187231.51e-042.97e-0342
GO:005105416EsophagusHGINpositive regulation of DNA metabolic process47/2587201/187231.65e-043.21e-0347
GO:00069975EsophagusHGINnucleus organization34/2587133/187232.20e-044.00e-0334
GO:00070593EsophagusHGINchromosome segregation71/2587346/187233.47e-045.62e-0371
GO:00323926EsophagusHGINDNA geometric change25/258790/187233.77e-045.85e-0325
GO:00325084EsophagusHGINDNA duplex unwinding22/258784/187231.91e-032.03e-0222
GO:190165318EsophagusHGINcellular response to peptide68/2587359/187233.88e-033.54e-0268
GO:003209110EsophagusHGINnegative regulation of protein binding23/258794/187233.92e-033.54e-0223
GO:005110020EsophagusHGINnegative regulation of binding35/2587162/187234.32e-033.84e-0235
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041109EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa0411016EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
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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
DDX11SNVMissense_Mutationnovelc.1420N>Cp.Glu474Glnp.E474QQ96FC9protein_codingtolerated(0.18)possibly_damaging(0.893)TCGA-A2-A4RW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DDX11SNVMissense_Mutationc.2121N>Ap.Phe707Leup.F707LQ96FC9protein_codingtolerated(0.11)benign(0.093)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DDX11SNVMissense_Mutationnovelc.367N>Cp.Glu123Glnp.E123QQ96FC9protein_codingtolerated(0.1)probably_damaging(0.997)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DDX11SNVMissense_Mutationc.2834G>Ap.Arg945Lysp.R945KQ96FC9protein_codingtolerated_low_confidence(1)benign(0)TCGA-BH-A0AZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
DDX11SNVMissense_Mutationc.1490N>Ap.Arg497Glnp.R497QQ96FC9protein_codingtolerated(0.14)benign(0.036)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
DDX11SNVMissense_Mutationnovelc.488A>Gp.Glu163Glyp.E163GQ96FC9protein_codingtolerated(0.07)possibly_damaging(0.895)TCGA-C8-A12X-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DDX11SNVMissense_Mutationnovelc.1712N>Ap.Ala571Glup.A571EQ96FC9protein_codingtolerated(1)benign(0.006)TCGA-LL-A5YO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DDX11insertionIn_Frame_Insnovelc.57_58insCTGp.Pro19_Tyr20insLeup.P19_Y20insLQ96FC9protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DDX11insertionFrame_Shift_Insnovelc.59_60insTCCTTATAGTGp.Ser21ProfsTer36p.S21Pfs*36Q96FC9protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DDX11insertionNonsense_Mutationnovelc.2085_2086insGAATGAATCCATACTGGTATTTCTTTCTTTCTTTp.Cys696GlufsTer2p.C696Efs*2Q96FC9protein_codingTCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
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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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