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: DDX3X

Gene summary for DDX3X

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDX3X

Gene ID

1654

Gene nameDEAD-box helicase 3 X-linked
Gene AliasCAP-Rf
CytomapXp11.4
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O00571


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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
1654DDX3XGSM4909282HumanBreastIDC1.60e-08-4.66e-01-0.0288
1654DDX3XGSM4909285HumanBreastIDC2.26e-03-3.03e-010.21
1654DDX3XGSM4909286HumanBreastIDC1.38e-07-2.68e-010.1081
1654DDX3XGSM4909293HumanBreastIDC7.56e-052.20e-010.1581
1654DDX3XGSM4909294HumanBreastIDC3.00e-05-2.81e-010.2022
1654DDX3XGSM4909296HumanBreastIDC1.49e-15-4.01e-010.1524
1654DDX3XGSM4909297HumanBreastIDC1.39e-14-1.92e-010.1517
1654DDX3XGSM4909301HumanBreastIDC1.01e-02-3.16e-010.1577
1654DDX3XGSM4909311HumanBreastIDC5.10e-37-5.06e-010.1534
1654DDX3XGSM4909312HumanBreastIDC9.85e-13-2.67e-010.1552
1654DDX3XGSM4909313HumanBreastIDC1.09e-041.49e-010.0391
1654DDX3XGSM4909317HumanBreastIDC4.79e-073.61e-010.1355
1654DDX3XGSM4909319HumanBreastIDC8.78e-39-6.57e-010.1563
1654DDX3XGSM4909320HumanBreastIDC1.57e-05-5.09e-010.1575
1654DDX3XGSM4909321HumanBreastIDC1.04e-15-2.05e-010.1559
1654DDX3Xbrca1HumanBreastPrecancer6.61e-04-3.33e-01-0.0338
1654DDX3Xbrca10HumanBreastPrecancer4.37e-07-4.79e-01-0.0029
1654DDX3XNCCBC14HumanBreastDCIS3.00e-06-1.85e-010.2021
1654DDX3XNCCBC5HumanBreastDCIS5.30e-12-3.22e-010.2046
1654DDX3XP1HumanBreastIDC1.12e-232.15e-020.1527
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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
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:0097193113ThyroidPTCintrinsic apoptotic signaling pathway164/5968288/187239.17e-191.09e-16164
GO:0006413112ThyroidPTCtranslational initiation84/5968118/187231.89e-182.09e-1684
GO:0031396113ThyroidPTCregulation of protein ubiquitination128/5968210/187233.06e-183.27e-16128
GO:0045862113ThyroidPTCpositive regulation of proteolysis198/5968372/187236.68e-186.91e-16198
GO:0006417113ThyroidPTCregulation of translation236/5968468/187232.70e-172.52e-15236
GO:0062197113ThyroidPTCcellular response to chemical stress180/5968337/187231.36e-161.16e-14180
GO:00346608ThyroidPTCncRNA metabolic process239/5968485/187235.54e-164.26e-14239
GO:0043254113ThyroidPTCregulation of protein-containing complex assembly215/5968428/187231.23e-159.09e-14215
GO:0019058113ThyroidPTCviral life cycle167/5968317/187238.87e-155.89e-13167
GO:00064737ThyroidPTCprotein acetylation116/5968201/187233.05e-141.92e-12116
GO:0016055110ThyroidPTCWnt signaling pathway217/5968444/187233.71e-142.30e-12217
GO:00435437ThyroidPTCprotein acylation134/5968243/187234.22e-142.58e-12134
GO:2001242113ThyroidPTCregulation of intrinsic apoptotic signaling pathway99/5968164/187234.74e-142.79e-1299
GO:0034250113ThyroidPTCpositive regulation of cellular amide metabolic process98/5968162/187235.26e-143.04e-1298
GO:0198738110ThyroidPTCcell-cell signaling by wnt217/5968446/187236.68e-143.73e-12217
GO:2001234113ThyroidPTCnegative regulation of apoptotic signaling pathway124/5968224/187232.57e-131.32e-11124
GO:0045727113ThyroidPTCpositive regulation of translation84/5968136/187236.52e-133.08e-1184
GO:000020920ThyroidPTCprotein polyubiquitination128/5968236/187237.81e-133.65e-11128
GO:0016049112ThyroidPTCcell growth225/5968482/187234.75e-122.07e-10225
GO:0006446110ThyroidPTCregulation of translational initiation55/596879/187236.21e-122.63e-1055
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052036BreastPrecancerViral carcinogenesis27/684204/84657.19e-034.06e-023.11e-0227
hsa0520312BreastPrecancerViral carcinogenesis27/684204/84657.19e-034.06e-023.11e-0227
hsa0520322BreastIDCViral carcinogenesis34/867204/84652.82e-031.86e-021.39e-0234
hsa0520332BreastIDCViral carcinogenesis34/867204/84652.82e-031.86e-021.39e-0234
hsa0520341BreastDCISViral carcinogenesis34/846204/84651.88e-031.27e-029.33e-0334
hsa052035BreastDCISViral carcinogenesis34/846204/84651.88e-031.27e-029.33e-0334
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0520315EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa051619EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0516114EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa05203LiverCirrhoticViral carcinogenesis76/2530204/84651.34e-024.20e-022.59e-0276
hsa052031LiverCirrhoticViral carcinogenesis76/2530204/84651.34e-024.20e-022.59e-0276
hsa052032LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa051612LiverHCCHepatitis B91/4020162/84651.56e-023.76e-022.09e-0291
hsa052033LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa0516111LiverHCCHepatitis B91/4020162/84651.56e-023.76e-022.09e-0291
hsa051618Oral cavityOSCCHepatitis B103/3704162/84652.34e-071.51e-067.69e-07103
hsa052038Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
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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
DDX3XSNVMissense_Mutationc.1675N>Ap.Leu559Ilep.L559IO00571protein_codingtolerated(0.31)benign(0.182)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DDX3XSNVMissense_Mutationnovelc.878C>Ap.Ser293Tyrp.S293YO00571protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDX3XSNVMissense_Mutationc.425N>Tp.Pro142Leup.P142LO00571protein_codingtolerated(0.11)benign(0.179)TCGA-AO-A03L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
DDX3XSNVMissense_Mutationnovelc.536N>Cp.Ile179Thrp.I179TO00571protein_codingdeleterious(0.03)benign(0.336)TCGA-B6-A402-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePD
DDX3XSNVMissense_Mutationc.203C>Tp.Ala68Valp.A68VO00571protein_codingtolerated(0.15)benign(0)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DDX3XSNVMissense_Mutationc.1907N>Ap.Gly636Glup.G636EO00571protein_codingtolerated(0.09)probably_damaging(0.994)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDX3XSNVMissense_Mutationc.81N>Cp.Gln27Hisp.Q27HO00571protein_codingdeleterious(0.04)possibly_damaging(0.462)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
DDX3XSNVMissense_Mutationnovelc.1321G>Cp.Asp441Hisp.D441HO00571protein_codingdeleterious(0.02)possibly_damaging(0.749)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DDX3XSNVMissense_Mutationnovelc.1873N>Ap.Gly625Argp.G625RO00571protein_codingdeleterious(0.04)benign(0.009)TCGA-E2-A1B0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
DDX3XSNVMissense_Mutationnovelc.577N>Ap.Gly193Argp.G193RO00571protein_codingtolerated(0.4)benign(0.272)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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