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: ZDHHC3

Gene summary for ZDHHC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZDHHC3

Gene ID

51304

Gene namezinc finger DHHC-type palmitoyltransferase 3
Gene AliasDHHC-3
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9NYG2


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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
51304ZDHHC3HTA11_2487_2000001011HumanColorectumSER2.24e-024.24e-01-0.1808
51304ZDHHC3HTA11_1938_2000001011HumanColorectumAD8.96e-066.13e-01-0.0811
51304ZDHHC3HTA11_78_2000001011HumanColorectumAD4.62e-054.43e-01-0.1088
51304ZDHHC3HTA11_347_2000001011HumanColorectumAD3.18e-145.83e-01-0.1954
51304ZDHHC3HTA11_1391_2000001011HumanColorectumAD2.11e-055.27e-01-0.059
51304ZDHHC3HTA11_99999971662_82457HumanColorectumMSS2.71e-034.93e-010.3859
51304ZDHHC3A015-C-203HumanColorectumFAP1.79e-10-1.66e-01-0.1294
51304ZDHHC3A002-C-201HumanColorectumFAP6.26e-06-1.41e-010.0324
51304ZDHHC3A001-C-119HumanColorectumFAP5.83e-03-3.10e-01-0.1557
51304ZDHHC3A001-C-108HumanColorectumFAP1.05e-05-9.38e-02-0.0272
51304ZDHHC3A002-C-205HumanColorectumFAP6.92e-11-9.64e-02-0.1236
51304ZDHHC3A015-C-006HumanColorectumFAP8.40e-08-2.46e-01-0.0994
51304ZDHHC3A015-C-106HumanColorectumFAP6.41e-03-8.23e-02-0.0511
51304ZDHHC3A002-C-114HumanColorectumFAP3.55e-08-9.58e-02-0.1561
51304ZDHHC3A015-C-104HumanColorectumFAP1.32e-12-1.37e-01-0.1899
51304ZDHHC3A001-C-014HumanColorectumFAP2.22e-04-4.46e-020.0135
51304ZDHHC3A002-C-016HumanColorectumFAP6.51e-08-9.67e-020.0521
51304ZDHHC3A015-C-002HumanColorectumFAP2.88e-05-3.49e-02-0.0763
51304ZDHHC3A001-C-203HumanColorectumFAP2.49e-035.54e-02-0.0481
51304ZDHHC3A002-C-116HumanColorectumFAP3.77e-13-7.77e-02-0.0452
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0072659ColorectumADprotein localization to plasma membrane122/3918284/187232.86e-171.49e-14122
GO:1990778ColorectumADprotein localization to cell periphery129/3918333/187235.51e-141.15e-11129
GO:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0097191ColorectumADextrinsic apoptotic signaling pathway68/3918219/187232.64e-043.27e-0368
GO:00726591ColorectumSERprotein localization to plasma membrane92/2897284/187236.36e-131.86e-1092
GO:19907781ColorectumSERprotein localization to cell periphery98/2897333/187236.09e-119.57e-0998
GO:00901501ColorectumSERestablishment of protein localization to membrane68/2897260/187235.55e-062.01e-0468
GO:00971911ColorectumSERextrinsic apoptotic signaling pathway58/2897219/187231.76e-055.22e-0458
GO:00066051ColorectumSERprotein targeting76/2897314/187233.19e-058.47e-0476
GO:00726592ColorectumMSSprotein localization to plasma membrane113/3467284/187233.23e-171.55e-14113
GO:19907782ColorectumMSSprotein localization to cell periphery120/3467333/187232.02e-145.47e-12120
GO:00901502ColorectumMSSestablishment of protein localization to membrane90/3467260/187234.11e-103.49e-0890
GO:00066052ColorectumMSSprotein targeting97/3467314/187236.76e-083.46e-0697
GO:00971912ColorectumMSSextrinsic apoptotic signaling pathway63/3467219/187231.34e-042.03e-0363
GO:00726594ColorectumFAPprotein localization to plasma membrane95/2622284/187234.86e-179.93e-1495
GO:19907784ColorectumFAPprotein localization to cell periphery100/2622333/187232.19e-142.68e-11100
GO:00901504ColorectumFAPestablishment of protein localization to membrane69/2622260/187236.40e-084.54e-0669
GO:00066054ColorectumFAPprotein targeting74/2622314/187233.21e-061.17e-0474
GO:0006612ColorectumFAPprotein targeting to membrane30/2622131/187233.95e-032.75e-0230
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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
ZDHHC3SNVMissense_Mutationnovelc.832G>Cp.Glu278Glnp.E278QQ9NYG2protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
ZDHHC3SNVMissense_Mutationc.730C>Ap.Leu244Ilep.L244IQ9NYG2protein_codingdeleterious(0.01)possibly_damaging(0.457)TCGA-B6-A0WS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZDHHC3SNVMissense_Mutationnovelc.64G>Cp.Glu22Glnp.E22QQ9NYG2protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.536)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZDHHC3SNVMissense_Mutationc.701G>Ap.Ser234Asnp.S234NQ9NYG2protein_codingdeleterious(0)possibly_damaging(0.864)TCGA-E2-A154-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ZDHHC3insertionNonsense_Mutationnovelc.570_571insCCAGCAGACAATAGAGATAGGAGAGGAGGGTAGGGGTGAGTp.Gly191ProfsTer11p.G191Pfs*11Q9NYG2protein_codingTCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ZDHHC3SNVMissense_Mutationrs747614133c.412G>Ap.Asp138Asnp.D138NQ9NYG2protein_codingdeleterious(0)benign(0.035)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZDHHC3SNVMissense_Mutationc.200T>Cp.Leu67Prop.L67PQ9NYG2protein_codingdeleterious(0)probably_damaging(0.99)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZDHHC3SNVMissense_Mutationrs368475280c.442N>Tp.Arg148Trpp.R148WQ9NYG2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ZDHHC3deletionFrame_Shift_Delc.900delNp.Phe300LeufsTer7p.F300Lfs*7Q9NYG2protein_codingTCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ZDHHC3deletionFrame_Shift_Delc.310delGp.Ala104GlnfsTer17p.A104Qfs*17Q9NYG2protein_codingTCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<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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