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: DLK2

Gene summary for DLK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DLK2

Gene ID

65989

Gene namedelta like non-canonical Notch ligand 2
Gene AliasDLK-2
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q6UY11


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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
65989DLK2LZE24THumanEsophagusESCC4.93e-181.31e+000.0596
65989DLK2P1T-EHumanEsophagusESCC4.33e-023.67e-010.0875
65989DLK2P2T-EHumanEsophagusESCC4.54e-123.39e-010.1177
65989DLK2P4T-EHumanEsophagusESCC1.27e-094.07e-010.1323
65989DLK2P5T-EHumanEsophagusESCC1.69e-113.08e-010.1327
65989DLK2P8T-EHumanEsophagusESCC4.07e-146.08e-010.0889
65989DLK2P10T-EHumanEsophagusESCC3.41e-327.19e-010.116
65989DLK2P11T-EHumanEsophagusESCC2.70e-109.24e-010.1426
65989DLK2P12T-EHumanEsophagusESCC4.87e-531.48e+000.1122
65989DLK2P15T-EHumanEsophagusESCC3.19e-378.38e-010.1149
65989DLK2P16T-EHumanEsophagusESCC2.27e-174.63e-010.1153
65989DLK2P17T-EHumanEsophagusESCC1.16e-055.72e-010.1278
65989DLK2P21T-EHumanEsophagusESCC7.15e-461.14e+000.1617
65989DLK2P22T-EHumanEsophagusESCC1.62e-02-6.21e-020.1236
65989DLK2P23T-EHumanEsophagusESCC8.12e-064.56e-010.108
65989DLK2P24T-EHumanEsophagusESCC4.28e-023.93e-020.1287
65989DLK2P26T-EHumanEsophagusESCC1.47e-611.36e+000.1276
65989DLK2P27T-EHumanEsophagusESCC9.90e-419.32e-010.1055
65989DLK2P28T-EHumanEsophagusESCC1.63e-042.12e-010.1149
65989DLK2P30T-EHumanEsophagusESCC6.46e-158.42e-010.137
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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
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:00072197EsophagusESCCNotch signaling pathway106/8552172/187231.74e-051.55e-04106
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:0045746EsophagusESCCnegative regulation of Notch signaling pathway28/855236/187238.62e-056.22e-0428
GO:00085935EsophagusESCCregulation of Notch signaling pathway59/855295/187239.12e-044.65e-0359
GO:00455984EsophagusESCCregulation of fat cell differentiation79/8552139/187235.23e-031.97e-0279
GO:00454448Oral cavityOSCCfat cell differentiation120/7305229/187232.48e-052.32e-04120
GO:00455983Oral cavityOSCCregulation of fat cell differentiation77/7305139/187236.36e-055.18e-0477
GO:00072196Oral cavityOSCCNotch signaling pathway92/7305172/187237.84e-056.08e-0492
GO:00085934Oral cavityOSCCregulation of Notch signaling pathway53/730595/187236.64e-043.72e-0353
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:004544410SkinAKfat cell differentiation43/1910229/187235.87e-058.75e-0443
GO:00072198SkinAKNotch signaling pathway34/1910172/187231.20e-041.50e-0334
GO:00085936SkinAKregulation of Notch signaling pathway21/191095/187234.96e-044.58e-0321
GO:00455985SkinAKregulation of fat cell differentiation27/1910139/187237.62e-046.39e-0327
GO:000721922SkincSCCNotch signaling pathway60/4864172/187235.82e-032.87e-0260
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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
DLK2SNVMissense_Mutationc.619N>Tp.Arg207Cysp.R207CQ6UY11protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
DLK2SNVMissense_Mutationnovelc.1088N>Ap.Leu363Glnp.L363QQ6UY11protein_codingdeleterious_low_confidence(0)probably_damaging(0.909)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
DLK2insertionFrame_Shift_Insnovelc.1089_1090insAGCAGp.Pro364SerfsTer73p.P364Sfs*73Q6UY11protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
DLK2SNVMissense_Mutationnovelc.387G>Tp.Glu129Aspp.E129DQ6UY11protein_codingdeleterious(0.02)possibly_damaging(0.825)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
DLK2SNVMissense_Mutationrs768837940c.863N>Ap.Arg288Glnp.R288QQ6UY11protein_codingdeleterious(0.01)benign(0.325)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DLK2SNVMissense_Mutationrs367675670c.428N>Ap.Arg143Hisp.R143HQ6UY11protein_codingdeleterious(0.01)benign(0.001)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DLK2SNVMissense_Mutationc.620G>Ap.Arg207Hisp.R207HQ6UY11protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AJ-A3OK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
DLK2SNVMissense_Mutationrs765546362c.683N>Ap.Arg228Glnp.R228QQ6UY11protein_codingtolerated(0.26)possibly_damaging(0.712)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DLK2SNVMissense_Mutationc.1070A>Cp.Glu357Alap.E357AQ6UY11protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DLK2SNVMissense_Mutationrs146272567c.656G>Ap.Arg219Hisp.R219HQ6UY11protein_codingtolerated(0.35)benign(0.003)TCGA-AP-A0L8-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownPD
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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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