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: ZDHHC15

Gene summary for ZDHHC15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZDHHC15

Gene ID

158866

Gene namezinc finger DHHC-type palmitoyltransferase 15
Gene AliasDHHC15
CytomapXq13.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

B3KY34


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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
158866ZDHHC15HCC1HumanLiverHCC3.73e-111.05e+000.5336
158866ZDHHC15HCC2HumanLiverHCC1.66e-151.03e+000.5341
158866ZDHHC15HCC5HumanLiverHCC4.16e-251.58e+000.4932
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:001605021LiverHCCvesicle organization194/7958300/187235.58e-153.97e-13194
GO:009015012LiverHCCestablishment of protein localization to membrane168/7958260/187234.07e-132.13e-11168
GO:00435432LiverHCCprotein acylation157/7958243/187232.40e-121.12e-10157
GO:00421571LiverHCClipoprotein metabolic process86/7958135/187235.21e-078.38e-0686
GO:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
GO:003406721LiverHCCprotein localization to Golgi apparatus23/795829/187235.86e-055.38e-0423
GO:00421581LiverHCClipoprotein biosynthetic process58/795896/187232.99e-042.13e-0358
GO:00066121LiverHCCprotein targeting to membrane75/7958131/187234.58e-043.04e-0375
GO:00064971LiverHCCprotein lipidation55/795892/187236.12e-043.82e-0355
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:0010976LiverHCCpositive regulation of neuron projection development88/7958163/187231.98e-031.00e-0288
GO:006099611LiverHCCdendritic spine development54/795899/187231.03e-023.86e-0254
GO:001635811LiverHCCdendrite development121/7958243/187231.26e-024.56e-02121
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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
ZDHHC15SNVMissense_Mutationnovelc.29N>Gp.Ser10Cysp.S10CQ96MV8protein_codingdeleterious(0.01)possibly_damaging(0.706)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
ZDHHC15SNVMissense_Mutationc.936A>Cp.Glu312Aspp.E312DQ96MV8protein_codingtolerated(0.29)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZDHHC15SNVMissense_Mutationrs775277194c.397C>Tp.Arg133Trpp.R133WQ96MV8protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZDHHC15SNVMissense_Mutationc.41N>Ap.Arg14Glnp.R14QQ96MV8protein_codingdeleterious(0.04)possibly_damaging(0.83)TCGA-BH-A18K-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ZDHHC15SNVMissense_Mutationc.719N>Ap.Arg240Lysp.R240KQ96MV8protein_codingtolerated(1)benign(0.006)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
ZDHHC15SNVMissense_Mutationnovelc.308C>Ap.Pro103Hisp.P103HQ96MV8protein_codingdeleterious(0.05)probably_damaging(0.977)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ZDHHC15SNVMissense_Mutationnovelc.976G>Ap.Glu326Lysp.E326KQ96MV8protein_codingtolerated(0.82)possibly_damaging(0.899)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
ZDHHC15insertionIn_Frame_Insnovelc.660_661insCATp.Ala220_Cys221insHisp.A220_C221insHQ96MV8protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
ZDHHC15SNVMissense_Mutationc.53N>Ap.Arg18Glnp.R18QQ96MV8protein_codingdeleterious(0.02)probably_damaging(0.963)TCGA-3L-AA1B-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZDHHC15SNVMissense_Mutationc.519N>Ap.Phe173Leup.F173LQ96MV8protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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