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: ZDHHC20

Gene summary for ZDHHC20

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZDHHC20

Gene ID

253832

Gene namezinc finger DHHC-type palmitoyltransferase 20
Gene Alias4933421L13Rik
Cytomap13q12.11
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

B4DRN8


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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
253832ZDHHC20CCI_2HumanCervixCC1.32e-069.42e-010.5249
253832ZDHHC20CCI_3HumanCervixCC1.75e-056.52e-010.516
253832ZDHHC20LZE4THumanEsophagusESCC2.27e-021.56e-010.0811
253832ZDHHC20LZE20THumanEsophagusESCC3.57e-022.16e-020.0662
253832ZDHHC20LZE24THumanEsophagusESCC8.26e-117.63e-020.0596
253832ZDHHC20P2T-EHumanEsophagusESCC2.83e-152.85e-010.1177
253832ZDHHC20P4T-EHumanEsophagusESCC8.21e-102.15e-010.1323
253832ZDHHC20P5T-EHumanEsophagusESCC3.86e-084.18e-020.1327
253832ZDHHC20P8T-EHumanEsophagusESCC1.69e-122.15e-010.0889
253832ZDHHC20P10T-EHumanEsophagusESCC6.94e-173.88e-010.116
253832ZDHHC20P11T-EHumanEsophagusESCC6.20e-041.23e-010.1426
253832ZDHHC20P12T-EHumanEsophagusESCC1.96e-096.39e-020.1122
253832ZDHHC20P15T-EHumanEsophagusESCC1.56e-152.87e-010.1149
253832ZDHHC20P16T-EHumanEsophagusESCC7.09e-226.20e-010.1153
253832ZDHHC20P20T-EHumanEsophagusESCC9.32e-051.37e-010.1124
253832ZDHHC20P21T-EHumanEsophagusESCC1.02e-081.70e-010.1617
253832ZDHHC20P22T-EHumanEsophagusESCC2.75e-151.41e-010.1236
253832ZDHHC20P23T-EHumanEsophagusESCC7.89e-061.20e-010.108
253832ZDHHC20P24T-EHumanEsophagusESCC9.80e-141.02e-010.1287
253832ZDHHC20P26T-EHumanEsophagusESCC1.54e-127.46e-020.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:000660510CervixCCprotein targeting68/2311314/187232.17e-066.55e-0568
GO:00901509CervixCCestablishment of protein localization to membrane54/2311260/187237.67e-051.05e-0354
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: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:0043543LiverNAFLDprotein acylation43/1882243/187231.70e-043.07e-0343
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:00066122LiverCirrhoticprotein targeting to membrane53/4634131/187235.17e-055.95e-0453
GO:0042157LiverCirrhoticlipoprotein metabolic process53/4634135/187231.32e-041.29e-0353
GO:0042158LiverCirrhoticlipoprotein biosynthetic process36/463496/187233.69e-032.03e-0236
GO:0006497LiverCirrhoticprotein lipidation33/463492/187231.12e-024.92e-0233
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:009015012LiverHCCestablishment of protein localization to membrane168/7958260/187234.07e-132.13e-11168
GO:00435432LiverHCCprotein acylation157/7958243/187232.40e-121.12e-10157
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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
ZDHHC20SNVMissense_Mutationc.904N>Ap.Glu302Lysp.E302KQ5W0Z9protein_codingdeleterious(0.01)possibly_damaging(0.804)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZDHHC20SNVMissense_Mutationrs748009023c.718A>Gp.Thr240Alap.T240AQ5W0Z9protein_codingdeleterious(0)possibly_damaging(0.765)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZDHHC20SNVMissense_Mutationc.316N>Cp.Ile106Leup.I106LQ5W0Z9protein_codingdeleterious(0.02)probably_damaging(0.914)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZDHHC20SNVMissense_Mutationnovelc.763N>Ap.Asp255Asnp.D255NQ5W0Z9protein_codingdeleterious(0)possibly_damaging(0.884)TCGA-VS-A8Q8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
ZDHHC20SNVMissense_Mutationc.818N>Gp.Asp273Glyp.D273GQ5W0Z9protein_codingdeleterious(0)probably_damaging(0.929)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZDHHC20SNVMissense_Mutationc.834G>Tp.Trp278Cysp.W278CQ5W0Z9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3496-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZDHHC20SNVMissense_Mutationnovelc.273N>Tp.Lys91Asnp.K91NQ5W0Z9protein_codingdeleterious(0.03)possibly_damaging(0.805)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZDHHC20SNVMissense_Mutationc.22N>Tp.Arg8Cysp.R8CQ5W0Z9protein_codingdeleterious(0)possibly_damaging(0.855)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ZDHHC20SNVMissense_Mutationc.757N>Ap.Gly253Argp.G253RQ5W0Z9protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
ZDHHC20SNVMissense_Mutationc.1014A>Cp.Glu338Aspp.E338DQ5W0Z9protein_codingtolerated(0.34)benign(0)TCGA-AG-A002-01Colorectumrectum 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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