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: ZDHHC7

Gene summary for ZDHHC7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZDHHC7

Gene ID

55625

Gene namezinc finger DHHC-type palmitoyltransferase 7
Gene AliasDHHC7
Cytomap16q24.1
Gene Typeprotein-coding
GO ID

GO:0001738

UniProtAcc

Q9NXF8


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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
55625ZDHHC7P26T-EHumanEsophagusESCC6.38e-274.33e-010.1276
55625ZDHHC7P27T-EHumanEsophagusESCC1.03e-192.77e-010.1055
55625ZDHHC7P28T-EHumanEsophagusESCC1.56e-213.31e-010.1149
55625ZDHHC7P30T-EHumanEsophagusESCC7.19e-235.87e-010.137
55625ZDHHC7P31T-EHumanEsophagusESCC4.51e-445.80e-010.1251
55625ZDHHC7P32T-EHumanEsophagusESCC1.47e-122.10e-010.1666
55625ZDHHC7P36T-EHumanEsophagusESCC7.44e-062.64e-010.1187
55625ZDHHC7P37T-EHumanEsophagusESCC1.25e-152.83e-010.1371
55625ZDHHC7P39T-EHumanEsophagusESCC2.52e-183.55e-010.0894
55625ZDHHC7P40T-EHumanEsophagusESCC7.86e-103.07e-010.109
55625ZDHHC7P42T-EHumanEsophagusESCC2.03e-101.53e-010.1175
55625ZDHHC7P44T-EHumanEsophagusESCC2.15e-051.83e-010.1096
55625ZDHHC7P47T-EHumanEsophagusESCC6.23e-172.70e-010.1067
55625ZDHHC7P48T-EHumanEsophagusESCC4.31e-222.57e-010.0959
55625ZDHHC7P49T-EHumanEsophagusESCC2.59e-121.02e+000.1768
55625ZDHHC7P52T-EHumanEsophagusESCC1.03e-204.76e-010.1555
55625ZDHHC7P54T-EHumanEsophagusESCC1.49e-174.84e-010.0975
55625ZDHHC7P56T-EHumanEsophagusESCC6.52e-065.98e-010.1613
55625ZDHHC7P57T-EHumanEsophagusESCC1.58e-102.97e-010.0926
55625ZDHHC7P61T-EHumanEsophagusESCC1.15e-164.11e-010.099
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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
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
∗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:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:1905475ColorectumADregulation of protein localization to membrane73/3918175/187233.37e-102.93e-0873
GO:1903076ColorectumADregulation of protein localization to plasma membrane48/3918104/187237.17e-094.36e-0748
GO:1904375ColorectumADregulation of protein localization to cell periphery54/3918125/187231.52e-089.00e-0754
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0032868ColorectumADresponse to insulin91/3918264/187232.02e-078.48e-0691
GO:1901653ColorectumADcellular response to peptide114/3918359/187238.32e-072.88e-05114
GO:0032869ColorectumADcellular response to insulin stimulus72/3918203/187231.10e-063.68e-0572
GO:0071375ColorectumADcellular response to peptide hormone stimulus95/3918290/187231.50e-064.66e-0595
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:0150105ColorectumADprotein localization to cell-cell junction11/391821/187231.43e-031.22e-0211
GO:0001738ColorectumADmorphogenesis of a polarized epithelium31/391894/187234.30e-032.95e-0231
GO:1902414ColorectumADprotein localization to cell junction31/391894/187234.30e-032.95e-0231
GO:0030859ColorectumADpolarized epithelial cell differentiation11/391824/187235.43e-033.55e-0211
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:00098954ColorectumFAPnegative regulation of catabolic process91/2622320/187239.66e-124.96e-0991
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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
ZDHHC7insertionNonsense_Mutationnovelc.976_977insATTAGCTCCGATGCTTTGCACTGAAGTTGCAAAAGATCTGTGCACTp.Gly326AspfsTer2p.G326Dfs*2Q9NXF8protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZDHHC7insertionFrame_Shift_Insnovelc.676_677insGAAGGGTGGCCCTCCTCTGCTCCTTGGAGAACAATGAATGTGCCp.Ala226GlyfsTer17p.A226Gfs*17Q9NXF8protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZDHHC7SNVMissense_Mutationc.398N>Ap.Gly133Glup.G133EQ9NXF8protein_codingtolerated_low_confidence(0.08)benign(0.05)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
ZDHHC7SNVMissense_Mutationrs139969155c.852N>Gp.Asn284Lysp.N284KQ9NXF8protein_codingtolerated(0.08)benign(0.232)TCGA-VS-A8QC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelPD
ZDHHC7SNVMissense_Mutationrs751003316c.572N>Ap.Arg191Glnp.R191QQ9NXF8protein_codingdeleterious(0)benign(0.395)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ZDHHC7SNVMissense_Mutationrs779916049c.448N>Ap.Ala150Thrp.A150TQ9NXF8protein_codingdeleterious(0.01)possibly_damaging(0.576)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ZDHHC7SNVMissense_Mutationnovelc.983G>Ap.Arg328Glnp.R328QQ9NXF8protein_codingtolerated(0.27)benign(0.001)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZDHHC7SNVMissense_Mutationc.629N>Tp.Arg210Ilep.R210IQ9NXF8protein_codingdeleterious(0)possibly_damaging(0.622)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ZDHHC7SNVMissense_Mutationc.784C>Tp.Leu262Phep.L262FQ9NXF8protein_codingtolerated(1)benign(0.005)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZDHHC7SNVMissense_Mutationrs766777560c.538N>Ap.Ala180Thrp.A180TQ9NXF8protein_codingdeleterious(0)probably_damaging(0.922)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
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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
55625ZDHHC7NAmethylphenidateMETHYLPHENIDATE29382897
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