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: ZDHHC2

Gene summary for ZDHHC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZDHHC2

Gene ID

51201

Gene namezinc finger DHHC-type palmitoyltransferase 2
Gene AliasDHHC2
Cytomap8p22
Gene Typeprotein-coding
GO ID

GO:0001941

UniProtAcc

A0A140VKD9


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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
51201ZDHHC2PTCwithHT_8HumanThyroidHT4.82e-02-2.69e-010.0351
51201ZDHHC2male-WTAHumanThyroidPTC3.43e-421.71e-010.1037
51201ZDHHC2PTC01HumanThyroidPTC3.04e-112.27e-010.1899
51201ZDHHC2PTC04HumanThyroidPTC5.78e-162.90e-010.1927
51201ZDHHC2PTC05HumanThyroidPTC8.56e-137.32e-010.2065
51201ZDHHC2PTC06HumanThyroidPTC2.63e-361.05e+000.2057
51201ZDHHC2PTC07HumanThyroidPTC1.46e-467.47e-010.2044
51201ZDHHC2ATC12HumanThyroidATC3.17e-02-2.61e-010.34
51201ZDHHC2ATC13HumanThyroidATC2.03e-11-1.18e-010.34
51201ZDHHC2ATC2HumanThyroidATC6.27e-042.86e-010.34
51201ZDHHC2ATC4HumanThyroidATC4.82e-05-2.46e-010.34
51201ZDHHC2ATC5HumanThyroidATC1.27e-20-1.01e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000301211LungAISmuscle system process63/1849452/187233.18e-033.05e-0263
GO:002240711LungAISregulation of cell-cell adhesion62/1849448/187234.01e-033.65e-0262
GO:004544612LungAISendothelial cell differentiation21/1849118/187235.54e-034.71e-0221
GO:000660520Oral cavityOSCCprotein targeting204/7305314/187236.78e-211.13e-18204
GO:009015018Oral cavityOSCCestablishment of protein localization to membrane163/7305260/187237.13e-154.47e-13163
GO:00435434Oral cavityOSCCprotein acylation149/7305243/187231.33e-125.80e-11149
GO:00421572Oral cavityOSCClipoprotein metabolic process77/7305135/187231.61e-051.60e-0477
GO:00066123Oral cavityOSCCprotein targeting to membrane75/7305131/187231.72e-051.69e-0475
GO:00064972Oral cavityOSCCprotein lipidation56/730592/187231.77e-051.72e-0456
GO:00421582Oral cavityOSCClipoprotein biosynthetic process57/730596/187234.17e-053.61e-0457
GO:0006605110Oral cavityLPprotein targeting156/4623314/187235.43e-221.62e-19156
GO:009015019Oral cavityLPestablishment of protein localization to membrane128/4623260/187237.19e-181.19e-15128
GO:000661211Oral cavityLPprotein targeting to membrane60/4623131/187231.10e-073.59e-0660
GO:004354312Oral cavityLPprotein acylation93/4623243/187231.65e-063.86e-0593
GO:004215711Oral cavityLPlipoprotein metabolic process57/4623135/187235.59e-061.11e-0457
GO:000649711Oral cavityLPprotein lipidation40/462392/187236.04e-058.20e-0440
GO:004215811Oral cavityLPlipoprotein biosynthetic process41/462396/187238.04e-051.04e-0341
GO:0018198Oral cavityLPpeptidyl-cysteine modification20/462349/187239.35e-034.98e-0220
GO:000660524Oral cavityEOLPprotein targeting68/2218314/187234.95e-071.34e-0568
GO:004354321Oral cavityEOLPprotein acylation51/2218243/187233.11e-054.41e-0451
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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
ZDHHC2SNVMissense_Mutationc.907N>Ap.Glu303Lysp.E303KQ9UIJ5protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZDHHC2SNVMissense_Mutationnovelc.171N>Ap.Met57Ilep.M57IQ9UIJ5protein_codingtolerated(0.72)benign(0)TCGA-C5-A7X3-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinSD
ZDHHC2SNVMissense_Mutationnovelc.556N>Cp.Ile186Leup.I186LQ9UIJ5protein_codingdeleterious(0)benign(0.277)TCGA-VS-A8EJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ZDHHC2SNVMissense_Mutationrs374897759c.433N>Ap.Val145Ilep.V145IQ9UIJ5protein_codingtolerated(0.08)benign(0.411)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ZDHHC2SNVMissense_Mutationc.524T>Gp.Phe175Cysp.F175CQ9UIJ5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZDHHC2SNVMissense_Mutationrs368763365c.513N>Ap.Phe171Leup.F171LQ9UIJ5protein_codingdeleterious(0)possibly_damaging(0.744)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ZDHHC2SNVMissense_Mutationc.602G>Ap.Gly201Aspp.G201DQ9UIJ5protein_codingtolerated(0.4)benign(0.038)TCGA-A5-A0VQ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
ZDHHC2SNVMissense_Mutationnovelc.529N>Tp.Ala177Serp.A177SQ9UIJ5protein_codingtolerated(0.2)possibly_damaging(0.813)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
ZDHHC2SNVMissense_Mutationnovelc.595N>Gp.Thr199Alap.T199AQ9UIJ5protein_codingdeleterious(0.04)possibly_damaging(0.63)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ZDHHC2SNVMissense_Mutationc.460N>Tp.Asp154Tyrp.D154YQ9UIJ5protein_codingdeleterious(0)probably_damaging(0.964)TCGA-AP-A056-01Endometriumuterine 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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