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: PLD6

Gene summary for PLD6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLD6

Gene ID

201164

Gene namephospholipase D family member 6
Gene AliasZUC
Cytomap17p11.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q8N2A8


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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
201164PLD6LZE4THumanEsophagusESCC6.35e-031.06e-010.0811
201164PLD6LZE24THumanEsophagusESCC1.09e-061.77e-010.0596
201164PLD6LZE21THumanEsophagusESCC8.02e-042.39e-010.0655
201164PLD6P2T-EHumanEsophagusESCC8.40e-049.38e-020.1177
201164PLD6P4T-EHumanEsophagusESCC1.22e-082.33e-010.1323
201164PLD6P9T-EHumanEsophagusESCC2.41e-061.61e-010.1131
201164PLD6P10T-EHumanEsophagusESCC1.23e-203.83e-010.116
201164PLD6P12T-EHumanEsophagusESCC3.95e-305.22e-010.1122
201164PLD6P15T-EHumanEsophagusESCC8.45e-061.43e-010.1149
201164PLD6P16T-EHumanEsophagusESCC7.98e-132.81e-010.1153
201164PLD6P20T-EHumanEsophagusESCC8.62e-071.51e-010.1124
201164PLD6P21T-EHumanEsophagusESCC1.47e-142.71e-010.1617
201164PLD6P22T-EHumanEsophagusESCC3.97e-041.09e-010.1236
201164PLD6P23T-EHumanEsophagusESCC9.87e-039.65e-020.108
201164PLD6P26T-EHumanEsophagusESCC4.30e-101.78e-010.1276
201164PLD6P27T-EHumanEsophagusESCC1.97e-101.92e-010.1055
201164PLD6P28T-EHumanEsophagusESCC1.88e-041.21e-010.1149
201164PLD6P30T-EHumanEsophagusESCC2.89e-134.01e-010.137
201164PLD6P31T-EHumanEsophagusESCC6.56e-152.83e-010.1251
201164PLD6P32T-EHumanEsophagusESCC3.19e-235.43e-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:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0010821110EsophagusESCCregulation of mitochondrion organization107/8552144/187232.31e-129.41e-11107
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:001082215EsophagusESCCpositive regulation of mitochondrion organization58/855274/187238.55e-091.73e-0758
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:00482844EsophagusESCCorganelle fusion94/8552141/187233.72e-075.16e-0694
GO:00080532EsophagusESCCmitochondrial fusion20/855227/187232.61e-031.11e-0220
GO:00160427EsophagusESCClipid catabolic process168/8552320/187237.97e-032.84e-02168
GO:0006304EsophagusESCCDNA modification68/8552120/187239.95e-033.42e-0268
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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
PLD6SNVMissense_Mutationrs778989094c.655N>Tp.Pro219Serp.P219SQ8N2A8protein_codingdeleterious(0.03)benign(0.006)TCGA-A2-A1FZ-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificArimidexSD
PLD6SNVMissense_Mutationc.707N>Ap.Arg236Lysp.R236KQ8N2A8protein_codingtolerated_low_confidence(0.35)benign(0)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PLD6SNVMissense_Mutationrs756356336c.745N>Ap.Glu249Lysp.E249KQ8N2A8protein_codingtolerated_low_confidence(0.96)benign(0.003)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
PLD6SNVMissense_Mutationrs756356336c.745G>Ap.Glu249Lysp.E249KQ8N2A8protein_codingtolerated_low_confidence(0.96)benign(0.003)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PLD6SNVMissense_Mutationnovelc.601G>Cp.Glu201Glnp.E201QQ8N2A8protein_codingtolerated(0.08)possibly_damaging(0.573)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PLD6SNVMissense_Mutationnovelc.660N>Tp.Lys220Asnp.K220NQ8N2A8protein_codingtolerated_low_confidence(0.06)possibly_damaging(0.601)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
PLD6SNVMissense_Mutationc.646N>Cp.Phe216Leup.F216LQ8N2A8protein_codingdeleterious(0.01)benign(0.018)TCGA-AP-A05N-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PLD6SNVMissense_Mutationrs772007129c.733N>Ap.Gly245Serp.G245SQ8N2A8protein_codingtolerated_low_confidence(0.59)benign(0)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
PLD6SNVMissense_Mutationnovelc.584N>Gp.Val195Glyp.V195GQ8N2A8protein_codingdeleterious(0)possibly_damaging(0.667)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PLD6SNVMissense_Mutationnovelc.552G>Tp.Glu184Aspp.E184DQ8N2A8protein_codingdeleterious(0)probably_damaging(0.968)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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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