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: DDX17

Gene summary for DDX17

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDX17

Gene ID

10521

Gene nameDEAD-box helicase 17
Gene AliasP72
Cytomap22q13.1
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

A0A1W2PQ51


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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
10521DDX17GSM4909285HumanBreastIDC2.04e-04-2.33e-010.21
10521DDX17GSM4909293HumanBreastIDC4.72e-051.97e-010.1581
10521DDX17GSM4909294HumanBreastIDC5.48e-05-2.64e-010.2022
10521DDX17GSM4909296HumanBreastIDC9.31e-14-3.51e-010.1524
10521DDX17GSM4909297HumanBreastIDC5.48e-18-3.24e-010.1517
10521DDX17GSM4909308HumanBreastIDC1.51e-031.42e-010.158
10521DDX17GSM4909311HumanBreastIDC2.38e-38-4.19e-010.1534
10521DDX17GSM4909312HumanBreastIDC2.38e-12-2.12e-010.1552
10521DDX17GSM4909313HumanBreastIDC2.00e-042.14e-010.0391
10521DDX17GSM4909316HumanBreastIDC3.66e-07-6.42e-010.21
10521DDX17GSM4909319HumanBreastIDC1.34e-44-5.54e-010.1563
10521DDX17GSM4909320HumanBreastIDC3.66e-11-6.33e-010.1575
10521DDX17GSM4909321HumanBreastIDC8.37e-29-5.75e-010.1559
10521DDX17brca1HumanBreastPrecancer8.32e-07-4.12e-01-0.0338
10521DDX17brca10HumanBreastPrecancer3.26e-04-4.03e-01-0.0029
10521DDX17M1HumanBreastIDC4.93e-104.86e-010.1577
10521DDX17M5HumanBreastIDC1.36e-075.38e-010.1598
10521DDX17NCCBC14HumanBreastDCIS3.54e-15-7.94e-020.2021
10521DDX17NCCBC2HumanBreastDCIS9.73e-041.38e-010.1554
10521DDX17NCCBC3HumanBreastDCIS2.22e-072.16e-010.1198
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00604858ThyroidHTmesenchyme development31/1272291/187238.69e-034.92e-0231
GO:0022613113ThyroidPTCribonucleoprotein complex biogenesis292/5968463/187233.24e-442.05e-40292
GO:0008380113ThyroidPTCRNA splicing273/5968434/187234.44e-411.40e-37273
GO:0042254113ThyroidPTCribosome biogenesis202/5968299/187233.47e-375.47e-34202
GO:0006364112ThyroidPTCrRNA processing156/5968225/187235.58e-315.03e-28156
GO:0016072112ThyroidPTCrRNA metabolic process160/5968236/187235.68e-303.58e-27160
GO:0000375113ThyroidPTCRNA splicing, via transesterification reactions202/5968324/187236.81e-303.91e-27202
GO:0000377113ThyroidPTCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile199/5968320/187232.96e-291.44e-26199
GO:0000398113ThyroidPTCmRNA splicing, via spliceosome199/5968320/187232.96e-291.44e-26199
GO:1903311112ThyroidPTCregulation of mRNA metabolic process181/5968288/187231.60e-275.94e-25181
GO:0050684112ThyroidPTCregulation of mRNA processing98/5968137/187231.53e-213.10e-1998
GO:003447018ThyroidPTCncRNA processing215/5968395/187237.14e-211.22e-18215
GO:0043484113ThyroidPTCregulation of RNA splicing102/5968148/187232.03e-203.21e-18102
GO:00346608ThyroidPTCncRNA metabolic process239/5968485/187235.54e-164.26e-14239
GO:0048024113ThyroidPTCregulation of mRNA splicing, via spliceosome71/5968101/187232.39e-151.71e-1371
GO:0000380111ThyroidPTCalternative mRNA splicing, via spliceosome51/596877/187236.09e-101.92e-0851
GO:0048545113ThyroidPTCresponse to steroid hormone158/5968339/187238.10e-092.00e-07158
GO:003052228ThyroidPTCintracellular receptor signaling pathway126/5968265/187236.31e-081.31e-06126
GO:000961520ThyroidPTCresponse to virus162/5968367/187234.52e-077.41e-06162
GO:0030518111ThyroidPTCintracellular steroid hormone receptor signaling pathway63/5968116/187234.53e-077.41e-0663
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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
DDX17SNVMissense_Mutationnovelc.793N>Tp.Asp265Tyrp.D265Yprotein_codingtolerated(0.78)benign(0.018)TCGA-A2-A0ER-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DDX17SNVMissense_Mutationnovelc.1427N>Gp.Asp476Glyp.D476Gprotein_codingdeleterious(0)probably_damaging(0.916)TCGA-AQ-A7U7-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyrituximabCR
DDX17SNVMissense_Mutationc.1262C>Ap.Thr421Lysp.T421Kprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0H3-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DDX17SNVMissense_Mutationc.815N>Cp.Arg272Thrp.R272Tprotein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-BH-A1FC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDX17SNVMissense_Mutationrs762058898c.1963N>Gp.Gln655Glup.Q655Eprotein_codingtolerated_low_confidence(0.14)benign(0.014)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DDX17insertionFrame_Shift_Insnovelc.1168_1169insAGCTTp.Ile390LysfsTer6p.I390Kfs*6protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DDX17insertionIn_Frame_Insnovelc.1166_1167insAACAAAACAAAACTTAGCp.Asn389delinsLysThrLysGlnAsnLeuAlap.N389delinsKTKQNLAprotein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DDX17insertionFrame_Shift_Insnovelc.946_947insAGp.Leu316GlnfsTer39p.L316Qfs*39protein_codingTCGA-A8-A07O-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
DDX17insertionNonsense_Mutationnovelc.945_946insTTGAAATTTTAACATGGTTATGTAAAp.Arg317LysfsTer3p.R317Kfs*3protein_codingTCGA-A8-A07O-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
DDX17insertionNonsense_Mutationnovelc.942_943insTTGTTGGTCATGTTTTCAGGTTGATCCAACTAATGGp.Thr314_Asn315insLeuLeuValMetPheSerGlyTerSerAsnTerTrpp.T314_N315insLLVMFSG*SN*Wprotein_codingTCGA-AN-A0FN-01Breastbreast invasive 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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