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: DLL1

Gene summary for DLL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DLL1

Gene ID

28514

Gene namedelta like canonical Notch ligand 1
Gene AliasDELTA1
Cytomap6q27
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

O00548


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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
28514DLL1C04HumanOral cavityOSCC6.60e-161.01e+000.2633
28514DLL1C21HumanOral cavityOSCC4.92e-052.98e-010.2678
28514DLL1C30HumanOral cavityOSCC2.34e-168.14e-010.3055
28514DLL1C43HumanOral cavityOSCC1.55e-052.31e-010.1704
28514DLL1C51HumanOral cavityOSCC1.89e-085.93e-010.2674
28514DLL1C06HumanOral cavityOSCC8.45e-071.59e+000.2699
28514DLL1C09HumanOral cavityOSCC7.24e-053.63e-010.1431
28514DLL1LP17HumanOral cavityLP2.23e-024.37e-010.2349
28514DLL1SYSMH2HumanOral cavityOSCC4.25e-043.61e-010.2326
28514DLL1SYSMH3HumanOral cavityOSCC2.05e-225.93e-010.2442
28514DLL1P1_cSCCHumanSkincSCC3.49e-126.68e-010.0292
28514DLL1P2_cSCCHumanSkincSCC3.56e-042.43e-01-0.024
28514DLL1P4_cSCCHumanSkincSCC3.41e-022.03e-01-0.00290000000000005
28514DLL1P10_cSCCHumanSkincSCC6.09e-105.06e-010.1017
28514DLL1cSCC_p11HumanSkincSCC6.18e-031.84e-01-0.2102
28514DLL1cSCC_p7HumanSkincSCC4.55e-021.46e-01-0.2332
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:004206322SkincSCCgliogenesis103/4864301/187238.48e-045.85e-03103
GO:004544513SkincSCCmyoblast differentiation35/486484/187231.23e-037.97e-0335
GO:004568215SkincSCCregulation of epidermis development28/486465/187232.02e-031.20e-0228
GO:190370626SkincSCCregulation of hemopoiesis120/4864367/187232.23e-031.32e-02120
GO:001000122SkincSCCglial cell differentiation78/4864225/187232.27e-031.33e-0278
GO:004563727SkincSCCregulation of myeloid cell differentiation73/4864210/187232.84e-031.59e-0273
GO:005076722SkincSCCregulation of neurogenesis118/4864364/187233.32e-031.81e-02118
GO:003010024SkincSCCregulation of endocytosis72/4864211/187235.06e-032.56e-0272
GO:000721922SkincSCCNotch signaling pathway60/4864172/187235.82e-032.87e-0260
GO:000315824SkincSCCendothelium development49/4864136/187236.00e-032.95e-0249
GO:00513026SkincSCCregulation of cell division61/4864177/187237.34e-033.47e-0261
GO:004560414SkincSCCregulation of epidermal cell differentiation24/486458/187237.50e-033.52e-0224
GO:004592719SkincSCCpositive regulation of growth85/4864259/187238.03e-033.73e-0285
GO:004580725SkincSCCpositive regulation of endocytosis37/4864100/187239.75e-034.32e-0237
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043305Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa015226Oral cavityOSCCEndocrine resistance63/370498/84653.09e-051.31e-046.67e-0563
hsa0433012Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa0152214Oral cavityOSCCEndocrine resistance63/370498/84653.09e-051.31e-046.67e-0563
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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
DLL1NOTCH2DLL1_NOTCH2NOTCHBreastADJ
DLL1NOTCH1DLL1_NOTCH1NOTCHCRCCRC
DLL1NOTCH3DLL1_NOTCH3NOTCHCRCCRC
DLL1NOTCH2DLL1_NOTCH2NOTCHCRCCRC
DLL1NOTCH1DLL1_NOTCH1NOTCHCRCMSS
DLL1NOTCH3DLL1_NOTCH3NOTCHCRCMSS
DLL1NOTCH4DLL1_NOTCH4NOTCHCRCMSS
DLL1NOTCH1DLL1_NOTCH1NOTCHHNSCCADJ
DLL1NOTCH3DLL1_NOTCH3NOTCHHNSCCADJ
DLL1NOTCH4DLL1_NOTCH4NOTCHHNSCCADJ
DLL1NOTCH2DLL1_NOTCH2NOTCHHNSCCADJ
DLL1NOTCH1DLL1_NOTCH1NOTCHHNSCCOSCC
DLL1NOTCH4DLL1_NOTCH4NOTCHHNSCCOSCC
DLL1NOTCH2DLL1_NOTCH2NOTCHHNSCCOSCC
DLL1NOTCH1DLL1_NOTCH1NOTCHHNSCCPrecancer
DLL1NOTCH3DLL1_NOTCH3NOTCHHNSCCPrecancer
DLL1NOTCH4DLL1_NOTCH4NOTCHHNSCCPrecancer
DLL1NOTCH2DLL1_NOTCH2NOTCHHNSCCPrecancer
DLL1NOTCH3DLL1_NOTCH3NOTCHLungAAH
DLL1NOTCH4DLL1_NOTCH4NOTCHLungAAH
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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
DLL1SNVMissense_Mutationrs372640222c.1156N>Ap.Asp386Asnp.D386NO00548protein_codingtolerated(0.78)benign(0.16)TCGA-A2-A0T1-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyherceptinSD
DLL1SNVMissense_Mutationrs200861263c.1747N>Cp.Cys583Argp.C583RO00548protein_codingtolerated(0.45)benign(0.017)TCGA-A2-A0T5-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificTaxotereSD
DLL1SNVMissense_Mutationnovelc.1484N>Gp.Thr495Serp.T495SO00548protein_codingtolerated(0.06)probably_damaging(0.999)TCGA-A2-A3XZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
DLL1SNVMissense_Mutationnovelc.1036C>Ap.Leu346Ilep.L346IO00548protein_codingtolerated(0.12)benign(0.173)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DLL1SNVMissense_Mutationnovelc.494N>Ap.Ser165Asnp.S165NO00548protein_codingtolerated(0.08)benign(0.428)TCGA-B6-A400-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DLL1SNVMissense_Mutationc.140N>Ap.Gly47Glup.G47EO00548protein_codingtolerated(0.39)benign(0.037)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
DLL1SNVMissense_Mutationrs370005717c.1793N>Ap.Arg598Hisp.R598HO00548protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DLL1SNVMissense_Mutationc.1792N>Ap.Arg598Serp.R598SO00548protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-E2-A15D-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DLL1insertionIn_Frame_Insnovelc.2151_2152insACAAACACTGCCTTTATTGTCCTTTTTGATACGAAGATGp.Cys717_Val718insThrAsnThrAlaPheIleValLeuPheAspThrLysMetp.C717_V718insTNTAFIVLFDTKMO00548protein_codingTCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
DLL1insertionFrame_Shift_Insnovelc.2096_2097insCCAGGATGGAAAGAGGGCGACCGp.Lys700GlnfsTer28p.K700Qfs*28O00548protein_codingTCGA-BH-A0DS-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamideSD
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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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