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: DGKZ

Gene summary for DGKZ

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DGKZ

Gene ID

8525

Gene namediacylglycerol kinase zeta
Gene AliasDAGK5
Cytomap11p11.2
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q13574


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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
8525DGKZLZE4THumanEsophagusESCC6.27e-132.31e-010.0811
8525DGKZLZE5THumanEsophagusESCC6.47e-042.50e-010.0514
8525DGKZLZE7THumanEsophagusESCC1.74e-073.88e-010.0667
8525DGKZLZE8THumanEsophagusESCC1.53e-051.31e-010.067
8525DGKZLZE22THumanEsophagusESCC4.90e-033.04e-010.068
8525DGKZLZE24THumanEsophagusESCC2.44e-082.01e-010.0596
8525DGKZP1T-EHumanEsophagusESCC2.95e-063.24e-010.0875
8525DGKZP2T-EHumanEsophagusESCC3.73e-244.40e-010.1177
8525DGKZP4T-EHumanEsophagusESCC5.16e-172.46e-010.1323
8525DGKZP5T-EHumanEsophagusESCC5.71e-111.14e-010.1327
8525DGKZP8T-EHumanEsophagusESCC6.99e-223.74e-010.0889
8525DGKZP9T-EHumanEsophagusESCC1.66e-141.76e-010.1131
8525DGKZP10T-EHumanEsophagusESCC8.81e-182.71e-010.116
8525DGKZP11T-EHumanEsophagusESCC7.34e-186.16e-010.1426
8525DGKZP12T-EHumanEsophagusESCC2.86e-152.77e-010.1122
8525DGKZP15T-EHumanEsophagusESCC8.12e-223.08e-010.1149
8525DGKZP16T-EHumanEsophagusESCC8.45e-091.47e-010.1153
8525DGKZP17T-EHumanEsophagusESCC1.26e-052.86e-010.1278
8525DGKZP19T-EHumanEsophagusESCC1.25e-042.87e-010.1662
8525DGKZP20T-EHumanEsophagusESCC8.85e-182.89e-010.1124
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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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
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: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:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
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:000268316EsophagusESCCnegative regulation of immune system process231/8552434/187238.48e-044.36e-03231
GO:00508528EsophagusESCCT cell receptor signaling pathway73/8552123/187231.54e-037.24e-0373
GO:00302586EsophagusESCClipid modification116/8552212/187234.90e-031.89e-02116
GO:00508565EsophagusESCCregulation of T cell receptor signaling pathway27/855241/187237.31e-032.63e-0227
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:00086542LiverHCCphospholipid biosynthetic process150/7958253/187234.77e-081.03e-06150
GO:00066444LiverHCCphospholipid metabolic process214/7958383/187237.25e-081.48e-06214
GO:004648611LiverHCCglycerolipid metabolic process215/7958392/187234.54e-077.49e-06215
GO:004501711LiverHCCglycerolipid biosynthetic process143/7958252/187233.27e-064.31e-05143
GO:003025821LiverHCClipid modification123/7958212/187233.50e-064.58e-05123
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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
hsa005615LiverHCCGlycerolipid metabolism41/402063/84653.59e-031.12e-026.22e-0341
hsa052316LiverHCCCholine metabolism in cancer57/402098/84652.14e-024.90e-022.72e-0257
hsa0056112LiverHCCGlycerolipid metabolism41/402063/84653.59e-031.12e-026.22e-0341
hsa0523111LiverHCCCholine metabolism in cancer57/402098/84652.14e-024.90e-022.72e-0257
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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
DGKZSNVMissense_Mutationrs372859164c.3085N>Tp.Arg1029Cysp.R1029CQ13574protein_codingdeleterious(0)probably_damaging(0.953)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DGKZSNVMissense_Mutationc.2672N>Cp.Gly891Alap.G891AQ13574protein_codingtolerated(0.71)benign(0.01)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
DGKZSNVMissense_Mutationnovelc.1960G>Cp.Glu654Glnp.E654QQ13574protein_codingdeleterious(0)probably_damaging(0.96)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DGKZSNVMissense_Mutationnovelc.3274N>Cp.Asp1092Hisp.D1092HQ13574protein_codingdeleterious(0)probably_damaging(0.99)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
DGKZSNVMissense_Mutationnovelc.772N>Tp.Pro258Serp.P258SQ13574protein_codingtolerated(0.13)benign(0.007)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DGKZSNVMissense_Mutationnovelc.927N>Cp.Arg309Serp.R309SQ13574protein_codingdeleterious(0.03)benign(0.04)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DGKZSNVMissense_Mutationnovelc.164N>Cp.Val55Alap.V55AQ13574protein_codingtolerated_low_confidence(0.12)benign(0)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
DGKZSNVMissense_Mutationc.1265G>Tp.Gly422Valp.G422VQ13574protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DGKZSNVMissense_Mutationc.3041C>Tp.Thr1014Metp.T1014MQ13574protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DGKZSNVMissense_Mutationrs368913796c.2900C>Tp.Thr967Metp.T967MQ13574protein_codingtolerated(0.12)benign(0.06)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=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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