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
91351DDX60LP36T-EHumanEsophagusESCC8.57e-102.66e-010.1187
91351DDX60LP37T-EHumanEsophagusESCC4.43e-102.29e-010.1371
91351DDX60LP38T-EHumanEsophagusESCC6.12e-042.40e-010.127
91351DDX60LP42T-EHumanEsophagusESCC8.36e-051.77e-010.1175
91351DDX60LP44T-EHumanEsophagusESCC3.22e-092.40e-010.1096
91351DDX60LP47T-EHumanEsophagusESCC1.80e-101.68e-010.1067
91351DDX60LP49T-EHumanEsophagusESCC1.33e-048.04e-010.1768
91351DDX60LP52T-EHumanEsophagusESCC3.15e-092.91e-010.1555
91351DDX60LP54T-EHumanEsophagusESCC1.32e-041.75e-010.0975
91351DDX60LP56T-EHumanEsophagusESCC2.94e-069.91e-010.1613
91351DDX60LP61T-EHumanEsophagusESCC1.43e-051.81e-010.099
91351DDX60LP62T-EHumanEsophagusESCC2.43e-143.54e-010.1302
91351DDX60LP65T-EHumanEsophagusESCC1.92e-068.14e-020.0978
91351DDX60LP74T-EHumanEsophagusESCC3.03e-082.58e-010.1479
91351DDX60LP75T-EHumanEsophagusESCC2.36e-102.14e-010.1125
91351DDX60LP76T-EHumanEsophagusESCC2.01e-021.23e-010.1207
91351DDX60LP79T-EHumanEsophagusESCC9.58e-061.94e-010.1154
91351DDX60LP80T-EHumanEsophagusESCC2.52e-186.65e-010.155
91351DDX60LP82T-EHumanEsophagusESCC4.51e-148.64e-010.1072
91351DDX60LP83T-EHumanEsophagusESCC8.58e-164.74e-010.1738
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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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