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: DDX18

Gene summary for DDX18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDX18

Gene ID

8886

Gene nameDEAD-box helicase 18
Gene AliasHas1
Cytomap2q14.1
Gene Typeprotein-coding
GO ID

GO:0000463

UniProtAcc

A0A024RAH8


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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
8886DDX18CA_HPV_1HumanCervixCC2.13e-06-1.45e-010.0264
8886DDX18CCI_1HumanCervixCC1.17e-03-5.13e-010.528
8886DDX18CCI_3HumanCervixCC3.89e-03-4.47e-010.516
8886DDX18CCII_1HumanCervixCC2.55e-14-5.89e-010.3249
8886DDX18L1HumanCervixCC6.43e-07-3.51e-010.0802
8886DDX18T3HumanCervixCC3.88e-04-1.79e-010.1389
8886DDX18HTA11_99999965104_69814HumanColorectumMSS6.80e-066.46e-010.281
8886DDX18HTA11_99999971662_82457HumanColorectumMSS5.33e-045.30e-010.3859
8886DDX18A001-C-207HumanColorectumFAP3.15e-02-1.93e-010.1278
8886DDX18A015-C-203HumanColorectumFAP6.68e-14-1.53e-01-0.1294
8886DDX18A002-C-201HumanColorectumFAP1.74e-06-8.41e-020.0324
8886DDX18A001-C-119HumanColorectumFAP1.67e-02-2.03e-01-0.1557
8886DDX18A001-C-108HumanColorectumFAP6.03e-08-3.16e-02-0.0272
8886DDX18A002-C-205HumanColorectumFAP4.77e-11-4.32e-02-0.1236
8886DDX18A015-C-006HumanColorectumFAP2.64e-072.88e-02-0.0994
8886DDX18A015-C-106HumanColorectumFAP1.64e-04-2.44e-02-0.0511
8886DDX18A002-C-114HumanColorectumFAP2.84e-10-1.35e-01-0.1561
8886DDX18A015-C-104HumanColorectumFAP8.00e-14-7.18e-02-0.1899
8886DDX18A001-C-014HumanColorectumFAP3.77e-069.94e-020.0135
8886DDX18A002-C-016HumanColorectumFAP1.55e-09-6.50e-020.0521
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:004227310CervixCCribosomal large subunit biogenesis26/231172/187231.87e-078.48e-0626
GO:002261310CervixCCribonucleoprotein complex biogenesis88/2311463/187232.11e-053.82e-0488
GO:004225410CervixCCribosome biogenesis62/2311299/187232.48e-054.27e-0462
GO:00323556CervixCCresponse to estradiol34/2311141/187238.19e-051.11e-0334
GO:00160727CervixCCrRNA metabolic process42/2311236/187239.12e-034.60e-0242
GO:00226132ColorectumMSSribonucleoprotein complex biogenesis144/3467463/187232.76e-113.67e-09144
GO:00422732ColorectumMSSribosomal large subunit biogenesis28/346772/187234.16e-057.83e-0428
GO:00422542ColorectumMSSribosome biogenesis79/3467299/187234.32e-045.23e-0379
GO:0000470ColorectumMSSmaturation of LSU-rRNA12/346728/187232.53e-032.02e-0212
GO:0006364ColorectumMSSrRNA processing58/3467225/187234.17e-033.03e-0258
GO:0016072ColorectumMSSrRNA metabolic process60/3467236/187235.01e-033.46e-0260
GO:00226134ColorectumFAPribonucleoprotein complex biogenesis91/2622463/187234.28e-045.12e-0391
GO:00226135ColorectumCRCribonucleoprotein complex biogenesis76/2078463/187233.04e-044.78e-0376
GO:0032355ColorectumCRCresponse to estradiol27/2078141/187233.24e-032.81e-0227
GO:002261316EndometriumAEHribonucleoprotein complex biogenesis107/2100463/187231.43e-134.08e-11107
GO:004227316EndometriumAEHribosomal large subunit biogenesis30/210072/187233.69e-115.03e-0930
GO:004225416EndometriumAEHribosome biogenesis67/2100299/187231.95e-081.18e-0667
GO:00323557EndometriumAEHresponse to estradiol34/2100141/187231.13e-052.53e-0434
GO:00063648EndometriumAEHrRNA processing47/2100225/187231.78e-053.65e-0447
GO:00004704EndometriumAEHmaturation of LSU-rRNA12/210028/187232.08e-054.13e-0412
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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
DDX18SNVMissense_Mutationnovelc.135N>Cp.Glu45Aspp.E45DQ9NVP1protein_codingtolerated_low_confidence(0.29)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDX18SNVMissense_Mutationc.1106N>Ap.Arg369Glnp.R369QQ9NVP1protein_codingtolerated(0.51)benign(0.01)TCGA-D8-A1XM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DDX18SNVMissense_Mutationc.1117G>Cp.Asp373Hisp.D373HQ9NVP1protein_codingdeleterious(0)benign(0.264)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DDX18SNVMissense_Mutationc.382N>Ap.Ala128Thrp.A128TQ9NVP1protein_codingtolerated(0.21)benign(0)TCGA-GM-A2DI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DDX18SNVMissense_Mutationrs374687356c.1616G>Ap.Arg539Hisp.R539HQ9NVP1protein_codingtolerated(0.06)benign(0.015)TCGA-LL-A6FQ-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DDX18SNVMissense_Mutationc.1117G>Tp.Asp373Tyrp.D373YQ9NVP1protein_codingdeleterious(0)benign(0.115)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DDX18SNVMissense_Mutationc.1460G>Ap.Arg487Lysp.R487KQ9NVP1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
DDX18SNVMissense_Mutationc.1696N>Cp.Glu566Glnp.E566QQ9NVP1protein_codingdeleterious(0.01)benign(0.098)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DDX18SNVMissense_Mutationc.1012N>Cp.Ile338Leup.I338LQ9NVP1protein_codingdeleterious(0.02)benign(0.019)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DDX18SNVMissense_Mutationc.769N>Tp.Leu257Phep.L257FQ9NVP1protein_codingdeleterious(0)probably_damaging(0.951)TCGA-AA-3489-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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