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: ZDHHC1

Gene summary for ZDHHC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZDHHC1

Gene ID

29800

Gene namezinc finger DHHC-type containing 1
Gene AliasC16orf1
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0002230

UniProtAcc

Q8WTX9


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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
29800ZDHHC1LZE4THumanEsophagusESCC1.70e-031.19e-010.0811
29800ZDHHC1LZE22THumanEsophagusESCC1.57e-032.10e-010.068
29800ZDHHC1LZE24THumanEsophagusESCC2.32e-205.27e-010.0596
29800ZDHHC1P1T-EHumanEsophagusESCC1.98e-114.67e-010.0875
29800ZDHHC1P2T-EHumanEsophagusESCC3.91e-193.77e-010.1177
29800ZDHHC1P4T-EHumanEsophagusESCC4.51e-194.03e-010.1323
29800ZDHHC1P5T-EHumanEsophagusESCC1.52e-132.55e-010.1327
29800ZDHHC1P8T-EHumanEsophagusESCC3.11e-133.03e-010.0889
29800ZDHHC1P9T-EHumanEsophagusESCC1.34e-082.22e-010.1131
29800ZDHHC1P11T-EHumanEsophagusESCC1.44e-216.72e-010.1426
29800ZDHHC1P12T-EHumanEsophagusESCC6.97e-203.89e-010.1122
29800ZDHHC1P15T-EHumanEsophagusESCC2.73e-101.96e-010.1149
29800ZDHHC1P16T-EHumanEsophagusESCC9.01e-161.71e-010.1153
29800ZDHHC1P17T-EHumanEsophagusESCC4.48e-072.57e-010.1278
29800ZDHHC1P19T-EHumanEsophagusESCC1.17e-116.36e-010.1662
29800ZDHHC1P20T-EHumanEsophagusESCC4.38e-081.84e-010.1124
29800ZDHHC1P21T-EHumanEsophagusESCC2.73e-398.17e-010.1617
29800ZDHHC1P22T-EHumanEsophagusESCC1.58e-396.49e-010.1236
29800ZDHHC1P23T-EHumanEsophagusESCC1.03e-275.97e-010.108
29800ZDHHC1P24T-EHumanEsophagusESCC6.70e-082.17e-010.1287
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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
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:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0043123ColorectumADpositive regulation of I-kappaB kinase/NF-kappaB signaling60/3918186/187231.91e-042.56e-0360
GO:0043122ColorectumADregulation of I-kappaB kinase/NF-kappaB signaling76/3918249/187232.17e-042.85e-0376
GO:0007249ColorectumADI-kappaB kinase/NF-kappaB signaling82/3918281/187236.09e-046.40e-0382
GO:00901502ColorectumMSSestablishment of protein localization to membrane90/3467260/187234.11e-103.49e-0890
GO:00066052ColorectumMSSprotein targeting97/3467314/187236.76e-083.46e-0697
GO:00431221ColorectumMSSregulation of I-kappaB kinase/NF-kappaB signaling71/3467249/187237.12e-051.21e-0371
GO:00072491ColorectumMSSI-kappaB kinase/NF-kappaB signaling77/3467281/187231.51e-042.19e-0377
GO:00431231ColorectumMSSpositive regulation of I-kappaB kinase/NF-kappaB signaling55/3467186/187231.60e-042.29e-0355
GO:00901504ColorectumFAPestablishment of protein localization to membrane69/2622260/187236.40e-084.54e-0669
GO:00066054ColorectumFAPprotein targeting74/2622314/187233.21e-061.17e-0474
GO:00431222ColorectumFAPregulation of I-kappaB kinase/NF-kappaB signaling56/2622249/187231.82e-042.69e-0356
GO:00431232ColorectumFAPpositive regulation of I-kappaB kinase/NF-kappaB signaling42/2622186/187231.01e-039.89e-0342
GO:00072492ColorectumFAPI-kappaB kinase/NF-kappaB signaling58/2622281/187231.37e-031.24e-0258
GO:0006612ColorectumFAPprotein targeting to membrane30/2622131/187233.95e-032.75e-0230
GO:1903830ColorectumFAPmagnesium ion transmembrane transport7/262217/187235.62e-033.61e-027
GO:0015693ColorectumFAPmagnesium ion transport7/262218/187238.10e-034.77e-027
GO:00901505ColorectumCRCestablishment of protein localization to membrane51/2078260/187233.59e-059.05e-0451
GO:00066055ColorectumCRCprotein targeting54/2078314/187237.17e-049.28e-0354
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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
ZDHHC1SNVMissense_Mutationc.749T>Gp.Leu250Argp.L250RQ8WTX9protein_codingdeleterious(0.02)probably_damaging(0.972)TCGA-A2-A04V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
ZDHHC1SNVMissense_Mutationnovelc.433N>Ap.Ala145Thrp.A145TQ8WTX9protein_codingdeleterious(0.02)benign(0.278)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
ZDHHC1SNVMissense_Mutationc.1205N>Cp.Arg402Prop.R402PQ8WTX9protein_codingtolerated_low_confidence(0.37)benign(0)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
ZDHHC1SNVMissense_Mutationnovelc.197N>Cp.Gly66Alap.G66AQ8WTX9protein_codingtolerated(0.11)probably_damaging(0.912)TCGA-BH-A8FZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZDHHC1deletionFrame_Shift_Delnovelc.896delAp.Glu299GlyfsTer36p.E299Gfs*36Q8WTX9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ZDHHC1SNVMissense_Mutationnovelc.203G>Ap.Gly68Glup.G68EQ8WTX9protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZDHHC1SNVMissense_Mutationc.878N>Ap.Gly293Glup.G293EQ8WTX9protein_codingtolerated(0.59)benign(0.003)TCGA-AA-3495-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZDHHC1SNVMissense_Mutationrs769302084c.916N>Tp.Arg306Trpp.R306WQ8WTX9protein_codingdeleterious(0)possibly_damaging(0.548)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZDHHC1SNVMissense_Mutationc.1187N>Tp.Ala396Valp.A396VQ8WTX9protein_codingtolerated_low_confidence(0.24)benign(0)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZDHHC1SNVMissense_Mutationrs769302084c.916N>Tp.Arg306Trpp.R306WQ8WTX9protein_codingdeleterious(0)possibly_damaging(0.548)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<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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