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: DDX59

Gene summary for DDX59

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDX59

Gene ID

83479

Gene nameDEAD-box helicase 59
Gene AliasOFD5
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q5T1V6


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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
83479DDX59LZE4THumanEsophagusESCC1.88e-053.02e-010.0811
83479DDX59LZE8THumanEsophagusESCC9.41e-041.46e-010.067
83479DDX59LZE24THumanEsophagusESCC1.67e-092.80e-010.0596
83479DDX59P1T-EHumanEsophagusESCC2.01e-085.27e-010.0875
83479DDX59P2T-EHumanEsophagusESCC3.01e-254.53e-010.1177
83479DDX59P4T-EHumanEsophagusESCC2.17e-082.11e-010.1323
83479DDX59P5T-EHumanEsophagusESCC4.22e-081.35e-010.1327
83479DDX59P8T-EHumanEsophagusESCC2.58e-051.79e-010.0889
83479DDX59P9T-EHumanEsophagusESCC1.65e-113.87e-010.1131
83479DDX59P10T-EHumanEsophagusESCC2.82e-213.75e-010.116
83479DDX59P11T-EHumanEsophagusESCC5.31e-124.95e-010.1426
83479DDX59P12T-EHumanEsophagusESCC8.75e-112.28e-010.1122
83479DDX59P15T-EHumanEsophagusESCC1.96e-123.18e-010.1149
83479DDX59P16T-EHumanEsophagusESCC6.78e-224.10e-010.1153
83479DDX59P17T-EHumanEsophagusESCC1.52e-032.11e-010.1278
83479DDX59P20T-EHumanEsophagusESCC3.72e-154.20e-010.1124
83479DDX59P21T-EHumanEsophagusESCC1.35e-153.09e-010.1617
83479DDX59P22T-EHumanEsophagusESCC3.12e-111.47e-010.1236
83479DDX59P23T-EHumanEsophagusESCC1.55e-185.83e-010.108
83479DDX59P24T-EHumanEsophagusESCC6.16e-091.58e-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
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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
DDX59SNVMissense_Mutationc.1483G>Cp.Asp495Hisp.D495HQ5T1V6protein_codingdeleterious(0)possibly_damaging(0.868)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
DDX59SNVMissense_Mutationc.547N>Cp.Glu183Glnp.E183QQ5T1V6protein_codingtolerated(0.26)benign(0.045)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DDX59SNVMissense_Mutationrs754184314c.1372G>Ap.Asp458Asnp.D458NQ5T1V6protein_codingdeleterious(0)probably_damaging(0.974)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DDX59SNVMissense_Mutationnovelc.430N>Cp.Glu144Glnp.E144QQ5T1V6protein_codingtolerated(0.44)benign(0.007)TCGA-VS-A8EK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
DDX59SNVMissense_Mutationc.1294A>Gp.Lys432Glup.K432EQ5T1V6protein_codingdeleterious(0)possibly_damaging(0.566)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DDX59SNVMissense_Mutationc.660A>Cp.Lys220Asnp.K220NQ5T1V6protein_codingtolerated(0.4)benign(0)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DDX59SNVMissense_Mutationc.479N>Ap.Ser160Tyrp.S160YQ5T1V6protein_codingtolerated(1)benign(0.129)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
DDX59SNVMissense_Mutationnovelc.1211G>Tp.Arg404Ilep.R404IQ5T1V6protein_codingtolerated(0.43)benign(0.03)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DDX59SNVMissense_Mutationc.1230N>Tp.Lys410Asnp.K410NQ5T1V6protein_codingtolerated(0.08)benign(0.209)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DDX59SNVMissense_Mutationrs755695604c.1795N>Ap.Leu599Metp.L599MQ5T1V6protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.905)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
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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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