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: DDX19B

Gene summary for DDX19B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDX19B

Gene ID

11269

Gene nameDEAD-box helicase 19B
Gene AliasDBP5
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0006403

UniProtAcc

A0A024QZ90


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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
11269DDX19BC43HumanOral cavityOSCC3.43e-153.46e-010.1704
11269DDX19BC46HumanOral cavityOSCC9.70e-154.21e-010.1673
11269DDX19BC51HumanOral cavityOSCC2.87e-062.37e-010.2674
11269DDX19BC57HumanOral cavityOSCC1.02e-021.48e-010.1679
11269DDX19BC06HumanOral cavityOSCC1.01e-121.01e+000.2699
11269DDX19BC08HumanOral cavityOSCC7.48e-103.18e-010.1919
11269DDX19BC09HumanOral cavityOSCC1.43e-051.81e-010.1431
11269DDX19BLN22HumanOral cavityOSCC3.86e-023.17e-010.1733
11269DDX19BLN46HumanOral cavityOSCC4.87e-073.60e-010.1666
11269DDX19BLP15HumanOral cavityLP3.00e-034.62e-010.2174
11269DDX19BLP17HumanOral cavityLP2.71e-024.33e-010.2349
11269DDX19BSYSMH1HumanOral cavityOSCC2.17e-071.26e-010.1127
11269DDX19BSYSMH2HumanOral cavityOSCC1.74e-113.35e-010.2326
11269DDX19BSYSMH3HumanOral cavityOSCC1.17e-071.57e-010.2442
11269DDX19BSYSMH4HumanOral cavityOSCC3.07e-027.04e-020.1226
11269DDX19BSYSMH5HumanOral cavityOSCC1.38e-021.43e-010.0647
11269DDX19BP1_cSCCHumanSkincSCC1.80e-226.97e-010.0292
11269DDX19BP2_cSCCHumanSkincSCC1.50e-063.16e-01-0.024
11269DDX19BP4_cSCCHumanSkincSCC1.27e-133.57e-01-0.00290000000000005
11269DDX19BP10_cSCCHumanSkincSCC1.33e-073.26e-010.1017
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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
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
∗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:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:0006403110EsophagusESCCRNA localization166/8552201/187231.95e-276.18e-25166
GO:005123617EsophagusESCCestablishment of RNA localization134/8552166/187231.23e-201.81e-18134
GO:0051168110EsophagusESCCnuclear export126/8552154/187231.88e-202.65e-18126
GO:005102815EsophagusESCCmRNA transport110/8552130/187232.76e-203.80e-18110
GO:005065717EsophagusESCCnucleic acid transport131/8552163/187236.94e-208.46e-18131
GO:005065817EsophagusESCCRNA transport131/8552163/187236.94e-208.46e-18131
GO:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
GO:007116612EsophagusESCCribonucleoprotein complex localization66/855277/187232.94e-131.38e-1166
GO:007142612EsophagusESCCribonucleoprotein complex export from nucleus65/855276/187235.56e-132.50e-1165
GO:000640512EsophagusESCCRNA export from nucleus68/855284/187232.99e-111.01e-0968
GO:00064064EsophagusESCCmRNA export from nucleus51/855259/187237.98e-112.47e-0951
GO:00714274EsophagusESCCmRNA-containing ribonucleoprotein complex export from nucleus51/855259/187237.98e-112.47e-0951
GO:003150314EsophagusESCCprotein-containing complex localization139/8552220/187231.14e-071.85e-06139
GO:000640318Oral cavityOSCCRNA localization150/7305201/187236.90e-251.98e-22150
GO:000691317Oral cavityOSCCnucleocytoplasmic transport204/7305301/187232.65e-246.98e-22204
GO:005116917Oral cavityOSCCnuclear transport204/7305301/187232.65e-246.98e-22204
GO:00510287Oral cavityOSCCmRNA transport101/7305130/187232.19e-193.15e-17101
GO:005065714Oral cavityOSCCnucleic acid transport120/7305163/187232.31e-193.18e-17120
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0301524EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0301534EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa030136Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa030158Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0301311Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa0301513Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0301523Oral cavityLPmRNA surveillance pathway50/241897/84651.39e-061.50e-059.66e-0650
hsa030132Oral cavityLPNucleocytoplasmic transport53/2418108/84654.68e-064.10e-052.64e-0553
hsa0301533Oral cavityLPmRNA surveillance pathway50/241897/84651.39e-061.50e-059.66e-0650
hsa030133Oral cavityLPNucleocytoplasmic transport53/2418108/84654.68e-064.10e-052.64e-0553
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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
DDX19BSNVMissense_Mutationc.499T>Cp.Cys167Argp.C167RQ9UMR2protein_codingdeleterious(0.03)probably_damaging(0.935)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
DDX19BSNVMissense_Mutationc.727G>Ap.Glu243Lysp.E243KQ9UMR2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DDX19BSNVMissense_Mutationnovelc.562N>Ap.Phe188Ilep.F188IQ9UMR2protein_codingdeleterious(0)possibly_damaging(0.768)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DDX19BSNVMissense_Mutationnovelc.396N>Tp.Gln132Hisp.Q132HQ9UMR2protein_codingdeleterious(0.02)probably_damaging(0.968)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DDX19BSNVMissense_Mutationnovelc.396G>Tp.Gln132Hisp.Q132HQ9UMR2protein_codingdeleterious(0.02)probably_damaging(0.968)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DDX19BinsertionFrame_Shift_Insnovelc.1033dupAp.Thr345AsnfsTer3p.T345Nfs*3Q9UMR2protein_codingTCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DDX19BSNVMissense_Mutationnovelc.1405N>Ap.Asp469Asnp.D469NQ9UMR2protein_codingtolerated(0.08)benign(0.005)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DDX19BSNVMissense_Mutationnovelc.1405N>Tp.Asp469Tyrp.D469YQ9UMR2protein_codingdeleterious(0.02)benign(0.053)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DDX19BSNVMissense_Mutationc.244C>Tp.Arg82Trpp.R82WQ9UMR2protein_codingdeleterious(0)benign(0.015)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DDX19BSNVMissense_Mutationc.560N>Cp.Lys187Thrp.K187TQ9UMR2protein_codingdeleterious(0.03)benign(0.083)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<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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