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: ZDHHC6

Gene summary for ZDHHC6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZDHHC6

Gene ID

64429

Gene namezinc finger DHHC-type palmitoyltransferase 6
Gene AliasDHHC-6
Cytomap10q25.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9H6R6


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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
64429ZDHHC6P49T-EHumanEsophagusESCC9.60e-178.73e-010.1768
64429ZDHHC6P52T-EHumanEsophagusESCC4.84e-193.48e-010.1555
64429ZDHHC6P54T-EHumanEsophagusESCC3.69e-142.40e-010.0975
64429ZDHHC6P56T-EHumanEsophagusESCC6.76e-118.66e-010.1613
64429ZDHHC6P57T-EHumanEsophagusESCC8.80e-172.17e-010.0926
64429ZDHHC6P61T-EHumanEsophagusESCC3.98e-121.58e-010.099
64429ZDHHC6P62T-EHumanEsophagusESCC2.06e-354.98e-010.1302
64429ZDHHC6P65T-EHumanEsophagusESCC1.21e-191.97e-010.0978
64429ZDHHC6P74T-EHumanEsophagusESCC5.53e-142.77e-010.1479
64429ZDHHC6P75T-EHumanEsophagusESCC5.76e-264.32e-010.1125
64429ZDHHC6P76T-EHumanEsophagusESCC4.15e-173.56e-010.1207
64429ZDHHC6P79T-EHumanEsophagusESCC5.78e-152.76e-010.1154
64429ZDHHC6P80T-EHumanEsophagusESCC1.61e-337.90e-010.155
64429ZDHHC6P82T-EHumanEsophagusESCC5.70e-176.39e-010.1072
64429ZDHHC6P83T-EHumanEsophagusESCC4.21e-318.19e-010.1738
64429ZDHHC6P84T-EHumanEsophagusESCC8.82e-041.15e-010.0933
64429ZDHHC6P89T-EHumanEsophagusESCC8.27e-221.09e+000.1752
64429ZDHHC6P91T-EHumanEsophagusESCC1.48e-111.24e+000.1828
64429ZDHHC6P94T-EHumanEsophagusESCC3.00e-025.21e-010.0879
64429ZDHHC6P107T-EHumanEsophagusESCC1.12e-407.38e-010.171
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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
∗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:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:0010821110EsophagusESCCregulation of mitochondrion organization107/8552144/187232.31e-129.41e-11107
GO:001082215EsophagusESCCpositive regulation of mitochondrion organization58/855274/187238.55e-091.73e-0758
GO:00482844EsophagusESCCorganelle fusion94/8552141/187233.72e-075.16e-0694
GO:00421573EsophagusESCClipoprotein metabolic process86/8552135/187231.78e-051.57e-0486
GO:00064973EsophagusESCCprotein lipidation62/855292/187232.08e-051.80e-0462
GO:00421583EsophagusESCClipoprotein biosynthetic process64/855296/187232.61e-052.20e-0464
GO:00066124EsophagusESCCprotein targeting to membrane83/8552131/187233.31e-052.73e-0483
GO:00080532EsophagusESCCmitochondrial fusion20/855227/187232.61e-031.11e-0220
GO:00066057LiverCirrhoticprotein targeting148/4634314/187233.86e-186.20e-16148
GO:00901507LiverCirrhoticestablishment of protein localization to membrane123/4634260/187231.85e-152.15e-13123
GO:00435431LiverCirrhoticprotein acylation95/4634243/187234.73e-071.07e-0595
GO:00108216LiverCirrhoticregulation of mitochondrion organization62/4634144/187231.09e-062.22e-0562
GO:00066122LiverCirrhoticprotein targeting to membrane53/4634131/187235.17e-055.95e-0453
GO:0042157LiverCirrhoticlipoprotein metabolic process53/4634135/187231.32e-041.29e-0353
GO:00482842LiverCirrhoticorganelle fusion52/4634141/187238.77e-046.31e-0352
GO:00108223LiverCirrhoticpositive regulation of mitochondrion organization30/463474/187231.97e-031.23e-0230
GO:0042158LiverCirrhoticlipoprotein biosynthetic process36/463496/187233.69e-032.03e-0236
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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
ZDHHC6SNVMissense_Mutationc.31G>Cp.Glu11Glnp.E11QQ9H6R6protein_codingdeleterious_low_confidence(0.05)benign(0.048)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ZDHHC6SNVMissense_Mutationc.974N>Ap.Ser325Asnp.S325NQ9H6R6protein_codingtolerated(0.3)benign(0.01)TCGA-AR-A24P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZDHHC6SNVMissense_Mutationrs369541274c.1219N>Ap.Glu407Lysp.E407KQ9H6R6protein_codingtolerated(0.11)benign(0.01)TCGA-C8-A1HG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZDHHC6SNVMissense_Mutationnovelc.347G>Cp.Arg116Thrp.R116TQ9H6R6protein_codingdeleterious(0)probably_damaging(0.979)TCGA-MA-AA3Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZDHHC6SNVMissense_Mutationrs748119885c.235N>Ap.Gly79Serp.G79SQ9H6R6protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
ZDHHC6SNVMissense_Mutationc.275N>Ap.Ser92Tyrp.S92YQ9H6R6protein_codingdeleterious(0)benign(0.266)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
ZDHHC6SNVMissense_Mutationc.1117N>Ap.Leu373Ilep.L373IQ9H6R6protein_codingtolerated(0.29)benign(0.109)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ZDHHC6deletionFrame_Shift_Delc.1225delNp.Glu409ArgfsTer9p.E409Rfs*9Q9H6R6protein_codingTCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZDHHC6SNVMissense_Mutationnovelc.253N>Ap.Leu85Metp.L85MQ9H6R6protein_codingtolerated(0.06)possibly_damaging(0.476)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ZDHHC6SNVMissense_Mutationc.149N>Gp.His50Argp.H50RQ9H6R6protein_codingtolerated(0.58)benign(0.216)TCGA-AP-A05N-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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