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: DDX60

Gene summary for DDX60

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDX60

Gene ID

55601

Gene nameDExD/H-box helicase 60
Gene AliasDDX60
Cytomap4q32.3
Gene Typeprotein-coding
GO ID

GO:0002221

UniProtAcc

Q6B0F7


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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
55601DDX60LZE5THumanEsophagusESCC1.95e-022.61e-010.0514
55601DDX60LZE8THumanEsophagusESCC2.74e-041.37e-010.067
55601DDX60LZE20THumanEsophagusESCC9.67e-071.67e-010.0662
55601DDX60LZE24THumanEsophagusESCC1.73e-155.58e-010.0596
55601DDX60P1T-EHumanEsophagusESCC3.60e-062.58e-010.0875
55601DDX60P2T-EHumanEsophagusESCC9.23e-488.57e-010.1177
55601DDX60P4T-EHumanEsophagusESCC6.03e-058.93e-020.1323
55601DDX60P5T-EHumanEsophagusESCC6.03e-081.97e-010.1327
55601DDX60P8T-EHumanEsophagusESCC1.40e-123.02e-010.0889
55601DDX60P9T-EHumanEsophagusESCC5.04e-151.50e-010.1131
55601DDX60P11T-EHumanEsophagusESCC6.89e-104.83e-010.1426
55601DDX60P12T-EHumanEsophagusESCC6.61e-092.34e-010.1122
55601DDX60P15T-EHumanEsophagusESCC4.90e-083.47e-010.1149
55601DDX60P17T-EHumanEsophagusESCC1.88e-084.10e-010.1278
55601DDX60P20T-EHumanEsophagusESCC5.53e-123.44e-010.1124
55601DDX60P21T-EHumanEsophagusESCC2.71e-144.34e-010.1617
55601DDX60P22T-EHumanEsophagusESCC1.89e-091.04e-010.1236
55601DDX60P23T-EHumanEsophagusESCC1.13e-041.95e-010.108
55601DDX60P24T-EHumanEsophagusESCC4.51e-215.26e-010.1287
55601DDX60P26T-EHumanEsophagusESCC9.22e-102.75e-010.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:003952813EsophagusESCCcytoplasmic pattern recognition receptor signaling pathway in response to virus28/855234/187231.21e-051.12e-0428
GO:009858613EsophagusESCCcellular response to virus56/855284/187238.20e-056.01e-0456
GO:003952913EsophagusESCCRIG-I signaling pathway22/855227/187231.49e-049.92e-0422
GO:000275313EsophagusESCCcytoplasmic pattern recognition receptor signaling pathway41/855260/187233.25e-041.91e-0341
GO:00395313EsophagusESCCregulation of viral-induced cytoplasmic pattern recognition receptor signaling pathway18/855224/187233.43e-031.41e-0218
GO:00395355EsophagusESCCregulation of RIG-I signaling pathway15/855220/187237.60e-032.71e-0215
GO:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
GO:000961511LiverHCCresponse to virus210/7958367/187237.32e-091.86e-07210
GO:0039528LiverHCCcytoplasmic pattern recognition receptor signaling pathway in response to virus30/795834/187233.88e-088.39e-0730
GO:00027533LiverHCCcytoplasmic pattern recognition receptor signaling pathway46/795860/187237.37e-081.49e-0646
GO:00022211LiverHCCpattern recognition receptor signaling pathway107/7958172/187231.37e-072.58e-06107
GO:00395291LiverHCCRIG-I signaling pathway24/795827/187237.23e-071.12e-0524
GO:00516071LiverHCCdefense response to virus151/7958265/187231.27e-061.85e-05151
GO:01405461LiverHCCdefense response to symbiont151/7958265/187231.27e-061.85e-05151
GO:00985861LiverHCCcellular response to virus57/795884/187232.30e-063.11e-0557
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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
DDX60SNVMissense_Mutationnovelc.1426G>Tp.Asp476Tyrp.D476YQ8IY21protein_codingdeleterious(0.01)probably_damaging(0.962)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDX60SNVMissense_Mutationnovelc.4583N>Tp.Tyr1528Phep.Y1528FQ8IY21protein_codingdeleterious(0.01)possibly_damaging(0.886)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
DDX60SNVMissense_Mutationnovelc.2341N>Ap.Ala781Thrp.A781TQ8IY21protein_codingdeleterious(0)probably_damaging(0.981)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DDX60SNVMissense_Mutationc.2306N>Ap.Arg769Glnp.R769QQ8IY21protein_codingdeleterious(0.04)possibly_damaging(0.463)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
DDX60SNVMissense_Mutationc.1613N>Cp.Phe538Serp.F538SQ8IY21protein_codingdeleterious(0)possibly_damaging(0.839)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
DDX60SNVMissense_Mutationc.1528N>Cp.Asp510Hisp.D510HQ8IY21protein_codingdeleterious(0)probably_damaging(0.973)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
DDX60SNVMissense_Mutationc.3790C>Tp.His1264Tyrp.H1264YQ8IY21protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDX60SNVMissense_Mutationc.1780N>Ap.Glu594Lysp.E594KQ8IY21protein_codingtolerated(0.12)benign(0.043)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
DDX60SNVMissense_Mutationc.3231N>Cp.Lys1077Asnp.K1077NQ8IY21protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DDX60SNVMissense_Mutationnovelc.362N>Gp.Thr121Argp.T121RQ8IY21protein_codingdeleterious(0)probably_damaging(0.979)TCGA-E2-A574-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
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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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