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: DDX31

Gene summary for DDX31

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDX31

Gene ID

64794

Gene nameDEAD-box helicase 31
Gene AliasPPP1R25
Cytomap9q34.13
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q9H8H2


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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
64794DDX31CCI_2HumanCervixCC2.87e-147.55e-010.5249
64794DDX31CCI_3HumanCervixCC1.18e-105.26e-010.516
64794DDX31LZE4THumanEsophagusESCC1.12e-061.38e-010.0811
64794DDX31LZE24THumanEsophagusESCC3.47e-035.68e-020.0596
64794DDX31P2T-EHumanEsophagusESCC1.51e-132.32e-010.1177
64794DDX31P4T-EHumanEsophagusESCC7.40e-081.62e-010.1323
64794DDX31P5T-EHumanEsophagusESCC2.65e-122.02e-010.1327
64794DDX31P8T-EHumanEsophagusESCC4.62e-101.85e-010.0889
64794DDX31P9T-EHumanEsophagusESCC1.62e-068.70e-020.1131
64794DDX31P10T-EHumanEsophagusESCC2.34e-091.31e-010.116
64794DDX31P11T-EHumanEsophagusESCC2.12e-061.73e-010.1426
64794DDX31P12T-EHumanEsophagusESCC4.35e-071.06e-010.1122
64794DDX31P15T-EHumanEsophagusESCC2.94e-051.17e-010.1149
64794DDX31P16T-EHumanEsophagusESCC1.05e-051.35e-010.1153
64794DDX31P17T-EHumanEsophagusESCC8.70e-041.39e-010.1278
64794DDX31P20T-EHumanEsophagusESCC2.65e-026.00e-020.1124
64794DDX31P21T-EHumanEsophagusESCC1.12e-143.66e-010.1617
64794DDX31P22T-EHumanEsophagusESCC3.60e-061.39e-010.1236
64794DDX31P23T-EHumanEsophagusESCC7.27e-071.43e-010.108
64794DDX31P24T-EHumanEsophagusESCC3.51e-152.23e-010.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:002261310CervixCCribonucleoprotein complex biogenesis88/2311463/187232.11e-053.82e-0488
GO:004225410CervixCCribosome biogenesis62/2311299/187232.48e-054.27e-0462
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:004225420Oral cavityOSCCribosome biogenesis230/7305299/187233.22e-416.80e-38230
GO:0022613110Oral cavityLPribonucleoprotein complex biogenesis259/4623463/187237.20e-482.25e-44259
GO:0042254110Oral cavityLPribosome biogenesis173/4623299/187238.97e-351.41e-31173
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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
DDX31SNVMissense_Mutationnovelc.949N>Ap.Leu317Ilep.L317IQ9H8H2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A7-A425-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinPD
DDX31SNVMissense_Mutationrs780168692c.1861C>Tp.Arg621Trpp.R621WQ9H8H2protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
DDX31SNVMissense_Mutationc.2289N>Cp.Lys763Asnp.K763NQ9H8H2protein_codingdeleterious(0.03)benign(0.071)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DDX31SNVMissense_Mutationrs778619874c.1619N>Tp.Ala540Valp.A540VQ9H8H2protein_codingtolerated(0.23)benign(0.119)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDX31SNVMissense_Mutationc.595N>Cp.Ile199Leup.I199LQ9H8H2protein_codingtolerated(0.12)benign(0.007)TCGA-BH-A0DX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DDX31SNVMissense_Mutationc.847N>Gp.Leu283Valp.L283VQ9H8H2protein_codingdeleterious(0.02)probably_damaging(0.942)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
DDX31SNVMissense_Mutationc.583N>Ap.Glu195Lysp.E195KQ9H8H2protein_codingtolerated(0.18)benign(0.033)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
DDX31insertionFrame_Shift_Insnovelc.1210_1211insGAGGTGGGGGTGGGCGCAGTATCTGTTGCp.Val404GlyfsTer11p.V404Gfs*11Q9H8H2protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDX31deletionFrame_Shift_Delnovelc.940delNp.Thr314ArgfsTer4p.T314Rfs*4Q9H8H2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DDX31SNVMissense_Mutationnovelc.2104C>Tp.His702Tyrp.H702YQ9H8H2protein_codingtolerated(0.84)probably_damaging(0.959)TCGA-VS-A9UB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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