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: DGKE

Gene summary for DGKE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DGKE

Gene ID

8526

Gene namediacylglycerol kinase epsilon
Gene AliasAHUS7
Cytomap17q22
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

A1L4Q0


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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
8526DGKELZE4THumanEsophagusESCC3.39e-051.95e-010.0811
8526DGKELZE24THumanEsophagusESCC1.56e-052.12e-010.0596
8526DGKEP2T-EHumanEsophagusESCC1.51e-082.02e-010.1177
8526DGKEP4T-EHumanEsophagusESCC3.47e-031.16e-010.1323
8526DGKEP8T-EHumanEsophagusESCC3.79e-061.19e-010.0889
8526DGKEP9T-EHumanEsophagusESCC2.02e-051.16e-010.1131
8526DGKEP10T-EHumanEsophagusESCC2.57e-061.40e-010.116
8526DGKEP12T-EHumanEsophagusESCC4.28e-142.46e-010.1122
8526DGKEP15T-EHumanEsophagusESCC7.38e-081.28e-010.1149
8526DGKEP16T-EHumanEsophagusESCC1.82e-111.85e-010.1153
8526DGKEP21T-EHumanEsophagusESCC1.34e-102.12e-010.1617
8526DGKEP22T-EHumanEsophagusESCC8.95e-052.50e-020.1236
8526DGKEP23T-EHumanEsophagusESCC7.79e-194.79e-010.108
8526DGKEP24T-EHumanEsophagusESCC3.24e-025.90e-020.1287
8526DGKEP26T-EHumanEsophagusESCC3.18e-112.18e-010.1276
8526DGKEP27T-EHumanEsophagusESCC2.14e-111.31e-010.1055
8526DGKEP28T-EHumanEsophagusESCC1.49e-152.94e-010.1149
8526DGKEP30T-EHumanEsophagusESCC2.21e-125.33e-010.137
8526DGKEP31T-EHumanEsophagusESCC7.29e-111.31e-010.1251
8526DGKEP32T-EHumanEsophagusESCC3.99e-121.23e-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
∗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:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:00450175EsophagusESCCglycerolipid biosynthetic process154/8552252/187235.20e-076.96e-06154
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
GO:00066541EsophagusESCCphosphatidic acid biosynthetic process26/855233/187231.06e-047.43e-0426
GO:00464733EsophagusESCCphosphatidic acid metabolic process28/855237/187232.00e-041.26e-0328
GO:00464864EsophagusESCCglycerolipid metabolic process211/8552392/187236.51e-043.46e-03211
GO:00302586EsophagusESCClipid modification116/8552212/187234.90e-031.89e-02116
GO:00066611EsophagusESCCphosphatidylinositol biosynthetic process73/8552131/187231.31e-024.28e-0273
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052319EsophagusESCCCholine metabolism in cancer61/420598/84657.97e-031.92e-029.84e-0361
hsa0523114EsophagusESCCCholine metabolism in cancer61/420598/84657.97e-031.92e-029.84e-0361
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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
DGKESNVMissense_Mutationc.1042N>Cp.Asp348Hisp.D348HP52429protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DGKESNVMissense_Mutationrs373335233c.58N>Tp.Gly20Trpp.G20WP52429protein_codingtolerated_low_confidence(0.07)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DGKESNVMissense_Mutationc.698N>Cp.Gly233Alap.G233AP52429protein_codingdeleterious(0.05)probably_damaging(0.979)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DGKESNVMissense_Mutationc.1165N>Tp.His389Tyrp.H389YP52429protein_codingtolerated(0.06)possibly_damaging(0.786)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DGKESNVMissense_Mutationnovelc.1580A>Cp.Gln527Prop.Q527PP52429protein_codingdeleterious(0)probably_damaging(0.984)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DGKESNVMissense_Mutationc.1490A>Tp.Asn497Ilep.N497IP52429protein_codingdeleterious(0.02)possibly_damaging(0.837)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
DGKESNVMissense_Mutationc.224N>Cp.Cys75Serp.C75SP52429protein_codingtolerated(1)benign(0.003)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
DGKESNVMissense_Mutationc.1027N>Ap.Asp343Asnp.D343NP52429protein_codingtolerated(0.11)benign(0.062)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DGKEinsertionIn_Frame_Insnovelc.222_223insCTTp.Cys74_Cys75insLeup.C74_C75insLP52429protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
DGKEinsertionFrame_Shift_Insnovelc.299_300insTp.Arg100SerfsTer17p.R100Sfs*17P52429protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
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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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