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: ZDHHC9

Gene summary for ZDHHC9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZDHHC9

Gene ID

51114

Gene namezinc finger DHHC-type palmitoyltransferase 9
Gene AliasCGI89
CytomapXq26.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9Y397


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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
51114ZDHHC9HTA11_347_2000001011HumanColorectumAD1.18e-043.21e-01-0.1954
51114ZDHHC9HTA11_1391_2000001011HumanColorectumAD7.67e-074.53e-01-0.059
51114ZDHHC9HTA11_866_3004761011HumanColorectumAD1.34e-022.87e-010.096
51114ZDHHC9HTA11_99999965062_69753HumanColorectumMSI-H5.79e-041.01e+000.3487
51114ZDHHC9HTA11_99999965104_69814HumanColorectumMSS4.13e-158.89e-010.281
51114ZDHHC9HTA11_99999971662_82457HumanColorectumMSS2.14e-258.70e-010.3859
51114ZDHHC9HTA11_99999973899_84307HumanColorectumMSS2.61e-068.02e-010.2585
51114ZDHHC9HTA11_99999974143_84620HumanColorectumMSS7.12e-228.18e-010.3005
51114ZDHHC9A015-C-203HumanColorectumFAP8.30e-05-9.59e-02-0.1294
51114ZDHHC9A002-C-201HumanColorectumFAP1.00e-02-1.56e-010.0324
51114ZDHHC9A002-C-205HumanColorectumFAP5.87e-04-1.73e-01-0.1236
51114ZDHHC9A002-C-114HumanColorectumFAP1.29e-02-1.36e-01-0.1561
51114ZDHHC9A015-C-104HumanColorectumFAP2.02e-04-1.01e-01-0.1899
51114ZDHHC9A002-C-016HumanColorectumFAP1.26e-06-1.53e-010.0521
51114ZDHHC9A002-C-116HumanColorectumFAP2.94e-07-1.78e-01-0.0452
51114ZDHHC9A018-E-020HumanColorectumFAP1.55e-04-1.90e-01-0.2034
51114ZDHHC9F034HumanColorectumFAP8.15e-05-1.58e-01-0.0665
51114ZDHHC9LZE4THumanEsophagusESCC5.87e-061.33e-010.0811
51114ZDHHC9LZE7THumanEsophagusESCC1.75e-086.48e-010.0667
51114ZDHHC9LZE8THumanEsophagusESCC7.88e-068.92e-020.067
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:00901502ColorectumMSSestablishment of protein localization to membrane90/3467260/187234.11e-103.49e-0890
GO:00066052ColorectumMSSprotein targeting97/3467314/187236.76e-083.46e-0697
GO:00066053ColorectumMSI-Hprotein targeting44/1319314/187239.50e-064.55e-0444
GO:00901503ColorectumMSI-Hestablishment of protein localization to membrane32/1319260/187231.47e-032.23e-0232
GO:00901504ColorectumFAPestablishment of protein localization to membrane69/2622260/187236.40e-084.54e-0669
GO:00066054ColorectumFAPprotein targeting74/2622314/187233.21e-061.17e-0474
GO:0006612ColorectumFAPprotein targeting to membrane30/2622131/187233.95e-032.75e-0230
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: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
ZDHHC9SNVMissense_Mutationc.496N>Ap.Asp166Asnp.D166NQ9Y397protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A24V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ZDHHC9SNVMissense_Mutationnovelc.83G>Ap.Arg28Hisp.R28HQ9Y397protein_codingdeleterious(0.01)possibly_damaging(0.721)TCGA-AR-A2LK-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyanastrozolePD
ZDHHC9SNVMissense_Mutationc.252G>Tp.Leu84Phep.L84FQ9Y397protein_codingtolerated(0.18)possibly_damaging(0.593)TCGA-GM-A2DI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
ZDHHC9insertionFrame_Shift_Insnovelc.168-1_168insATCACTTp.Cys57SerfsTer36p.C57Sfs*36Q9Y397protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ZDHHC9SNVMissense_Mutationrs767597857c.98G>Ap.Arg33Glnp.R33QQ9Y397protein_codingtolerated(0.1)possibly_damaging(0.801)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZDHHC9SNVMissense_Mutationc.667N>Tp.Pro223Serp.P223SQ9Y397protein_codingdeleterious(0.02)possibly_damaging(0.905)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZDHHC9SNVMissense_Mutationc.435N>Tp.Lys145Asnp.K145NQ9Y397protein_codingdeleterious(0)possibly_damaging(0.823)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ZDHHC9SNVMissense_Mutationc.881N>Tp.Ser294Ilep.S294IQ9Y397protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZDHHC9SNVMissense_Mutationnovelc.362G>Ap.Arg121Glnp.R121QQ9Y397protein_codingdeleterious(0.02)probably_damaging(0.981)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ZDHHC9SNVMissense_Mutationc.1006G>Ap.Glu336Lysp.E336KQ9Y397protein_codingtolerated(0.53)benign(0.017)TCGA-F4-6570-01Colorectumcolon 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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