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: DDX60L

Gene summary for DDX60L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDX60L

Gene ID

91351

Gene nameDExD/H-box 60 like
Gene AliasDDX60L
Cytomap4q32.3
Gene Typeprotein-coding
GO ID

GO:0000166

UniProtAcc

Q5H9U9


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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
91351DDX60LLZE5THumanEsophagusESCC4.88e-053.27e-010.0514
91351DDX60LLZE24THumanEsophagusESCC7.78e-113.58e-010.0596
91351DDX60LP1T-EHumanEsophagusESCC1.99e-023.05e-010.0875
91351DDX60LP2T-EHumanEsophagusESCC1.25e-264.84e-010.1177
91351DDX60LP4T-EHumanEsophagusESCC1.17e-026.46e-020.1323
91351DDX60LP5T-EHumanEsophagusESCC1.29e-031.15e-010.1327
91351DDX60LP8T-EHumanEsophagusESCC4.23e-092.07e-010.0889
91351DDX60LP9T-EHumanEsophagusESCC3.19e-039.94e-020.1131
91351DDX60LP11T-EHumanEsophagusESCC5.04e-145.65e-010.1426
91351DDX60LP12T-EHumanEsophagusESCC7.74e-041.15e-010.1122
91351DDX60LP15T-EHumanEsophagusESCC2.37e-029.65e-020.1149
91351DDX60LP20T-EHumanEsophagusESCC5.77e-031.25e-010.1124
91351DDX60LP21T-EHumanEsophagusESCC2.84e-061.77e-010.1617
91351DDX60LP23T-EHumanEsophagusESCC1.36e-031.91e-010.108
91351DDX60LP24T-EHumanEsophagusESCC1.58e-071.96e-010.1287
91351DDX60LP26T-EHumanEsophagusESCC9.45e-081.82e-010.1276
91351DDX60LP27T-EHumanEsophagusESCC9.20e-031.26e-010.1055
91351DDX60LP28T-EHumanEsophagusESCC6.44e-061.19e-010.1149
91351DDX60LP31T-EHumanEsophagusESCC1.23e-183.64e-010.1251
91351DDX60LP32T-EHumanEsophagusESCC4.34e-061.65e-010.1666
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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
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
∗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
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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
DDX60LSNVMissense_Mutationc.4924A>Tp.Asn1642Tyrp.N1642YQ5H9U9protein_codingdeleterious(0)probably_damaging(0.976)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
DDX60LSNVMissense_Mutationnovelc.4702G>Tp.Val1568Leup.V1568LQ5H9U9protein_codingtolerated(0.27)benign(0.009)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
DDX60LSNVMissense_Mutationnovelc.2997N>Gp.Phe999Leup.F999LQ5H9U9protein_codingtolerated(0.23)benign(0.395)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DDX60LSNVMissense_Mutationnovelc.4498G>Ap.Glu1500Lysp.E1500KQ5H9U9protein_codingdeleterious(0.01)benign(0.045)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDX60LSNVMissense_Mutationnovelc.3328A>Cp.Ile1110Leup.I1110LQ5H9U9protein_codingtolerated(0.88)benign(0.003)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDX60LSNVMissense_Mutationnovelc.1278G>Tp.Glu426Aspp.E426DQ5H9U9protein_codingtolerated(0.3)benign(0.001)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDX60LSNVMissense_Mutationrs748422357c.1940N>Tp.Ser647Leup.S647LQ5H9U9protein_codingdeleterious(0.04)benign(0.03)TCGA-AO-A0J3-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
DDX60LSNVMissense_Mutationc.3978N>Gp.Ile1326Metp.I1326MQ5H9U9protein_codingdeleterious(0)probably_damaging(0.91)TCGA-AR-A0TS-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DDX60LSNVMissense_Mutationc.614C>Gp.Thr205Argp.T205RQ5H9U9protein_codingtolerated(0.45)benign(0)TCGA-AR-A0TT-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
DDX60LSNVMissense_Mutationnovelc.4702G>Tp.Val1568Leup.V1568LQ5H9U9protein_codingtolerated(0.27)benign(0.009)TCGA-BH-A0BG-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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