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: DLK1

Gene summary for DLK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DLK1

Gene ID

8788

Gene namedelta like non-canonical Notch ligand 1
Gene AliasDLK
Cytomap14q32.2
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

A8K019


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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
8788DLK1LP16HumanOral cavityLP4.45e-042.01e+000.1055
8788DLK1ATC13HumanThyroidATC4.14e-421.96e+000.34
8788DLK1ATC5HumanThyroidATC6.38e-482.09e+000.34
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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
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:000859311Oral cavityLPregulation of Notch signaling pathway35/462395/187235.53e-033.34e-0235
GO:000721913Oral cavityLPNotch signaling pathway57/4623172/187237.60e-034.18e-0257
GO:000721915ThyroidATCNotch signaling pathway79/6293172/187235.08e-042.96e-0379
GO:00085937ThyroidATCregulation of Notch signaling pathway43/629395/187231.19e-024.22e-0243
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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
DLK1NOTCH2DLK1_NOTCH2NOTCHBreastADJ
DLK1NOTCH2DLK1_NOTCH2NOTCHBreastHealthy
DLK1NOTCH3DLK1_NOTCH3NOTCHBreastHealthy
DLK1NOTCH4DLK1_NOTCH4NOTCHBreastHealthy
DLK1NOTCH1DLK1_NOTCH1NOTCHHNSCCADJ
DLK1NOTCH2DLK1_NOTCH2NOTCHHNSCCADJ
DLK1NOTCH3DLK1_NOTCH3NOTCHHNSCCADJ
DLK1NOTCH4DLK1_NOTCH4NOTCHHNSCCADJ
DLK1NOTCH1DLK1_NOTCH1NOTCHTHCACancer
DLK1NOTCH2DLK1_NOTCH2NOTCHTHCACancer
DLK1NOTCH3DLK1_NOTCH3NOTCHTHCACancer
DLK1NOTCH4DLK1_NOTCH4NOTCHTHCACancer
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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
DLK1SNVMissense_Mutationrs146800507c.1066N>Ap.Gly356Argp.G356RP80370protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-B6-A0X4-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
DLK1deletionFrame_Shift_Delc.828delNp.Val277CysfsTer9p.V277Cfs*9P80370protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DLK1deletionFrame_Shift_Delc.474delNp.Pro160LeufsTer50p.P160Lfs*50P80370protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DLK1SNVMissense_Mutationrs767836232c.583C>Tp.Arg195Trpp.R195WP80370protein_codingtolerated(0.1)probably_damaging(1)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DLK1SNVMissense_Mutationc.190C>Ap.Leu64Ilep.L64IP80370protein_codingtolerated(0.07)benign(0.03)TCGA-A6-6142-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfluorouracilPD
DLK1SNVMissense_Mutationc.452C>Tp.Ala151Valp.A151VP80370protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DLK1SNVMissense_Mutationc.538G>Ap.Glu180Lysp.E180KP80370protein_codingtolerated(0.47)probably_damaging(0.998)TCGA-AA-3850-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DLK1SNVMissense_Mutationnovelc.844N>Gp.His282Aspp.H282DP80370protein_codingdeleterious(0.01)benign(0.186)TCGA-AA-3856-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DLK1SNVMissense_Mutationc.848N>Ap.Arg283Hisp.R283HP80370protein_codingtolerated(0.19)benign(0.003)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DLK1SNVMissense_Mutationc.532N>Ap.Pro178Thrp.P178TP80370protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
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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
8788DLK1DRUGGABLE GENOMEGDC0134
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