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: DDX47

Gene summary for DDX47

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDX47

Gene ID

51202

Gene nameDEAD-box helicase 47
Gene AliasE4-DBP
Cytomap12p13.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024RAS3


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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
51202DDX47LZE7THumanEsophagusESCC3.90e-021.58e-010.0667
51202DDX47LZE8THumanEsophagusESCC5.66e-072.22e-010.067
51202DDX47LZE20THumanEsophagusESCC1.20e-051.75e-010.0662
51202DDX47LZE24THumanEsophagusESCC1.28e-071.99e-010.0596
51202DDX47P2T-EHumanEsophagusESCC2.27e-213.05e-010.1177
51202DDX47P4T-EHumanEsophagusESCC1.06e-143.16e-010.1323
51202DDX47P5T-EHumanEsophagusESCC9.53e-092.03e-010.1327
51202DDX47P8T-EHumanEsophagusESCC1.47e-143.07e-010.0889
51202DDX47P9T-EHumanEsophagusESCC6.74e-061.49e-010.1131
51202DDX47P10T-EHumanEsophagusESCC4.31e-061.42e-010.116
51202DDX47P11T-EHumanEsophagusESCC1.20e-092.80e-010.1426
51202DDX47P12T-EHumanEsophagusESCC5.30e-213.67e-010.1122
51202DDX47P15T-EHumanEsophagusESCC2.04e-072.03e-010.1149
51202DDX47P16T-EHumanEsophagusESCC1.41e-529.27e-010.1153
51202DDX47P17T-EHumanEsophagusESCC1.49e-021.58e-010.1278
51202DDX47P20T-EHumanEsophagusESCC3.11e-041.40e-010.1124
51202DDX47P21T-EHumanEsophagusESCC4.41e-071.76e-010.1617
51202DDX47P22T-EHumanEsophagusESCC1.77e-223.86e-010.1236
51202DDX47P23T-EHumanEsophagusESCC7.44e-123.04e-010.108
51202DDX47P24T-EHumanEsophagusESCC4.40e-092.04e-010.1287
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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
∗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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
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:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:000862519EsophagusESCCextrinsic apoptotic signaling pathway via death domain receptors59/855282/187231.23e-061.52e-0559
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:001607212LiverHCCrRNA metabolic process193/7958236/187231.26e-351.14e-32193
GO:000636421LiverHCCrRNA processing185/7958225/187238.14e-356.45e-32185
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:009719122LiverHCCextrinsic apoptotic signaling pathway143/7958219/187236.99e-122.97e-10143
GO:000862511LiverHCCextrinsic apoptotic signaling pathway via death domain receptors55/795882/187235.97e-067.35e-0555
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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
DDX47SNVMissense_Mutationc.703N>Ap.Val235Ilep.V235IQ9H0S4protein_codingdeleterious(0)probably_damaging(0.948)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DDX47SNVMissense_Mutationc.153G>Cp.Gln51Hisp.Q51HQ9H0S4protein_codingdeleterious(0)probably_damaging(0.995)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDX47deletionFrame_Shift_Delnovelc.20delNp.His7ProfsTer25p.H7Pfs*25Q9H0S4protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DDX47SNVMissense_Mutationrs766816468c.253N>Ap.Ala85Thrp.A85TQ9H0S4protein_codingtolerated(0.12)benign(0.022)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DDX47SNVMissense_Mutationrs199916690c.881N>Gp.His294Argp.H294RQ9H0S4protein_codingdeleterious(0)possibly_damaging(0.906)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
DDX47SNVMissense_Mutationc.264N>Tp.Glu88Aspp.E88DQ9H0S4protein_codingtolerated(0.64)benign(0.001)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DDX47SNVMissense_Mutationrs142329297c.1010A>Gp.Asn337Serp.N337SQ9H0S4protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DDX47SNVMissense_Mutationrs774098537c.595N>Tp.Arg199Trpp.R199WQ9H0S4protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DDX47SNVMissense_Mutationnovelc.1076N>Ap.Arg359Hisp.R359HQ9H0S4protein_codingdeleterious(0)benign(0.302)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DDX47SNVMissense_Mutationc.655N>Ap.Ala219Thrp.A219TQ9H0S4protein_codingdeleterious(0.03)benign(0.166)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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