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:00971919BreastPrecancerextrinsic apoptotic signaling pathway30/1080219/187239.42e-062.50e-0430
GO:19039009BreastPrecancerregulation of viral life cycle23/1080148/187231.31e-053.30e-0423
GO:00712435BreastPrecancercellular response to arsenic-containing substance7/108020/187238.31e-051.61e-037
GO:00712147BreastPrecancercellular response to abiotic stimulus37/1080331/187239.12e-051.73e-0337
GO:01040047BreastPrecancercellular response to environmental stimulus37/1080331/187239.12e-051.73e-0337
GO:00344705BreastPrecancerncRNA processing42/1080395/187239.91e-051.83e-0342
GO:20012379BreastPrecancernegative regulation of extrinsic apoptotic signaling pathway16/108097/187231.29e-042.24e-0316
GO:00485249BreastPrecancerpositive regulation of viral process12/108065/187233.00e-044.34e-0312
GO:00160497BreastPrecancercell growth46/1080482/187235.63e-047.16e-0346
GO:00450697BreastPrecancerregulation of viral genome replication13/108085/187231.12e-031.23e-0213
GO:00346604BreastPrecancerncRNA metabolic process45/1080485/187231.15e-031.26e-0245
GO:00313338BreastPrecancernegative regulation of protein-containing complex assembly18/1080141/187231.27e-031.35e-0218
GO:19020418BreastPrecancerregulation of extrinsic apoptotic signaling pathway via death domain receptors9/108049/187231.74e-031.74e-029
GO:00015587BreastPrecancerregulation of cell growth39/1080414/187231.81e-031.78e-0239
GO:00714703BreastPrecancercellular response to osmotic stress8/108041/187232.08e-031.97e-028
GO:00466855BreastPrecancerresponse to arsenic-containing substance7/108033/187232.37e-032.19e-027
GO:00336749BreastPrecancerpositive regulation of kinase activity42/1080467/187232.94e-032.54e-0242
GO:00340635BreastPrecancerstress granule assembly6/108026/187233.09e-032.62e-026
GO:00622083BreastPrecancerpositive regulation of pattern recognition receptor signaling pathway8/108044/187233.31e-032.78e-028
GO:0034123BreastPrecancerpositive regulation of toll-like receptor signaling pathway6/108028/187234.58e-033.53e-026
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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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