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: DDX5

Gene summary for DDX5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDX5

Gene ID

1655

Gene nameDEAD-box helicase 5
Gene AliasG17P1
Cytomap17q23.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P17844


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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
1655DDX5GSM4909277HumanBreastPrecancer6.04e-107.44e-010.0177
1655DDX5GSM4909286HumanBreastIDC1.91e-06-7.89e-020.1081
1655DDX5GSM4909287HumanBreastIDC4.57e-061.72e-010.2057
1655DDX5GSM4909289HumanBreastIDC4.59e-064.77e-010.1064
1655DDX5GSM4909291HumanBreastIDC7.05e-437.49e-010.1753
1655DDX5GSM4909293HumanBreastIDC9.41e-486.21e-010.1581
1655DDX5GSM4909294HumanBreastIDC2.69e-10-2.98e-010.2022
1655DDX5GSM4909295HumanBreastIDC2.70e-073.95e-010.0898
1655DDX5GSM4909296HumanBreastIDC2.05e-23-6.26e-010.1524
1655DDX5GSM4909297HumanBreastIDC6.67e-322.93e-010.1517
1655DDX5GSM4909298HumanBreastIDC4.01e-204.56e-010.1551
1655DDX5GSM4909299HumanBreastIDC1.05e-134.13e-010.035
1655DDX5GSM4909300HumanBreastIDC7.89e-043.67e-010.0334
1655DDX5GSM4909303HumanBreastIDC8.83e-063.55e-010.0438
1655DDX5GSM4909305HumanBreastIDC1.07e-042.89e-010.0436
1655DDX5GSM4909308HumanBreastIDC1.11e-093.34e-010.158
1655DDX5GSM4909309HumanBreastIDC2.01e-021.52e-010.0483
1655DDX5GSM4909311HumanBreastIDC7.49e-41-4.51e-010.1534
1655DDX5GSM4909312HumanBreastIDC2.41e-11-2.73e-010.1552
1655DDX5GSM4909313HumanBreastIDC4.24e-031.64e-010.0391
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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
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
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: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:001603222LiverHCCviral process286/7958415/187234.41e-281.86e-25286
GO:004427021LiverHCCcellular nitrogen compound catabolic process303/7958451/187239.76e-273.64e-24303
GO:004670021LiverHCCheterocycle catabolic process299/7958445/187232.07e-267.29e-24299
GO:190136121LiverHCCorganic cyclic compound catabolic process325/7958495/187236.52e-262.18e-23325
GO:001943921LiverHCCaromatic compound catabolic process309/7958467/187231.56e-254.94e-23309
GO:000037522LiverHCCRNA splicing, via transesterification reactions228/7958324/187231.47e-244.06e-22228
GO:000640121LiverHCCRNA catabolic process201/7958278/187233.88e-241.02e-21201
GO:003465521LiverHCCnucleobase-containing compound catabolic process273/7958407/187234.84e-241.23e-21273
GO:000037722LiverHCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile224/7958320/187231.16e-232.62e-21224
GO:000039822LiverHCCmRNA splicing, via spliceosome224/7958320/187231.16e-232.62e-21224
GO:190331121LiverHCCregulation of mRNA metabolic process205/7958288/187233.38e-236.90e-21205
GO:000640221LiverHCCmRNA catabolic process169/7958232/187234.50e-216.96e-19169
GO:001905822LiverHCCviral life cycle209/7958317/187232.05e-172.09e-15209
GO:004348422LiverHCCregulation of RNA splicing113/7958148/187234.32e-174.15e-15113
GO:005068421LiverHCCregulation of mRNA processing106/7958137/187237.64e-177.12e-15106
GO:004227422LiverHCCribosomal small subunit biogenesis65/795873/187231.09e-169.92e-1565
GO:009719322LiverHCCintrinsic apoptotic signaling pathway184/7958288/187231.50e-138.32e-12184
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520523BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0304023BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0520533BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0304033BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0520542BreastDCISProteoglycans in cancer39/846205/84655.36e-055.58e-044.11e-0439
hsa0304043BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa0520552BreastDCISProteoglycans in cancer39/846205/84655.36e-055.58e-044.11e-0439
hsa0304053BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0520517CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa03040ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa052051ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa030401ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa052052ColorectumSERProteoglycans in cancer58/1580205/84654.37e-043.82e-032.77e-0358
hsa052053ColorectumSERProteoglycans in cancer58/1580205/84654.37e-043.82e-032.77e-0358
hsa052054ColorectumMSSProteoglycans in cancer65/1875205/84658.66e-045.38e-033.29e-0365
hsa030402ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa052055ColorectumMSSProteoglycans in cancer65/1875205/84658.66e-045.38e-033.29e-0365
hsa030403ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
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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
DDX5SNVMissense_Mutationnovelc.778N>Ap.Pro260Thrp.P260TP17844protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AR-A2LL-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
DDX5SNVMissense_Mutationnovelc.197N>Gp.Ala66Glyp.A66GP17844protein_codingtolerated(0.08)benign(0.027)TCGA-AR-A5QQ-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycarboplatinPD
DDX5SNVMissense_Mutationnovelc.991N>Tp.Arg331Cysp.R331CP17844protein_codingdeleterious(0.01)benign(0.046)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
DDX5SNVMissense_Mutationc.1379N>Gp.Leu460Argp.L460RP17844protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A1FC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDX5SNVMissense_Mutationc.214G>Ap.Glu72Lysp.E72KP17844protein_codingdeleterious(0)possibly_damaging(0.662)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
DDX5insertionFrame_Shift_Insnovelc.766dupAp.Met256AsnfsTer4p.M256Nfs*4P17844protein_codingTCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
DDX5insertionNonsense_Mutationnovelc.1032_1033insTTGAATGTGAAAACTTAAGCTGAAAAATTGTp.Ile345LeufsTer6p.I345Lfs*6P17844protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DDX5deletionFrame_Shift_Delrs782756724c.1620delCp.Tyr540Terp.Y540*P17844protein_codingTCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DDX5deletionFrame_Shift_Delnovelc.1030delAp.Thr344ProfsTer18p.T344Pfs*18P17844protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DDX5SNVMissense_Mutationrs781795658c.992N>Ap.Arg331Hisp.R331HP17844protein_codingdeleterious(0.05)benign(0.133)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<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
1655DDX5CLINICALLY ACTIONABLERX-5902
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