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: ZDHHC13

Gene summary for ZDHHC13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZDHHC13

Gene ID

54503

Gene namezinc finger DHHC-type palmitoyltransferase 13
Gene AliasHIP14L
Cytomap11p15.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q8IUH4


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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
54503ZDHHC13HTA11_3410_2000001011HumanColorectumAD5.02e-13-5.31e-010.0155
54503ZDHHC13HTA11_2487_2000001011HumanColorectumSER2.45e-06-5.15e-01-0.1808
54503ZDHHC13HTA11_3361_2000001011HumanColorectumAD1.61e-02-4.67e-01-0.1207
54503ZDHHC13HTA11_696_2000001011HumanColorectumAD1.44e-03-3.62e-01-0.1464
54503ZDHHC13HTA11_866_3004761011HumanColorectumAD6.81e-07-4.65e-010.096
54503ZDHHC13HTA11_7696_3000711011HumanColorectumAD8.05e-06-4.07e-010.0674
54503ZDHHC13HTA11_99999970781_79442HumanColorectumMSS1.09e-03-3.85e-010.294
54503ZDHHC13HTA11_99999971662_82457HumanColorectumMSS5.48e-05-3.79e-010.3859
54503ZDHHC13HTA11_99999974143_84620HumanColorectumMSS4.13e-15-4.92e-010.3005
54503ZDHHC13F007HumanColorectumFAP5.46e-03-2.65e-010.1176
54503ZDHHC13A001-C-207HumanColorectumFAP2.52e-03-2.92e-010.1278
54503ZDHHC13A015-C-203HumanColorectumFAP5.61e-16-2.91e-01-0.1294
54503ZDHHC13A015-C-204HumanColorectumFAP1.22e-02-1.84e-01-0.0228
54503ZDHHC13A002-C-201HumanColorectumFAP6.47e-09-2.53e-010.0324
54503ZDHHC13A002-C-203HumanColorectumFAP2.34e-04-2.17e-010.2786
54503ZDHHC13A001-C-119HumanColorectumFAP3.11e-02-5.98e-03-0.1557
54503ZDHHC13A001-C-108HumanColorectumFAP2.52e-10-1.21e-01-0.0272
54503ZDHHC13A002-C-205HumanColorectumFAP8.79e-15-2.87e-01-0.1236
54503ZDHHC13A015-C-006HumanColorectumFAP5.87e-10-4.03e-01-0.0994
54503ZDHHC13A015-C-106HumanColorectumFAP5.86e-07-2.79e-01-0.0511
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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
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: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: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: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:1903830ColorectumFAPmagnesium ion transmembrane transport7/262217/187235.62e-033.61e-027
GO:0015693ColorectumFAPmagnesium ion transport7/262218/187238.10e-034.77e-027
GO:19038301ColorectumCRCmagnesium ion transmembrane transport7/207817/187231.46e-031.57e-027
GO:00156931ColorectumCRCmagnesium ion transport7/207818/187232.16e-032.11e-027
GO:00431223ColorectumCRCregulation of I-kappaB kinase/NF-kappaB signaling41/2078249/187236.39e-034.64e-0241
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:00421573EsophagusESCClipoprotein metabolic process86/8552135/187231.78e-051.57e-0486
GO:00064973EsophagusESCCprotein lipidation62/855292/187232.08e-051.80e-0462
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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
ZDHHC13SNVMissense_Mutationc.374G>Ap.Arg125Glnp.R125QQ8IUH4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
ZDHHC13SNVMissense_Mutationc.1853N>Cp.Val618Alap.V618AQ8IUH4protein_codingtolerated_low_confidence(0.52)benign(0.237)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
ZDHHC13SNVMissense_Mutationnovelc.470N>Cp.Val157Alap.V157AQ8IUH4protein_codingtolerated(0.45)probably_damaging(0.932)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZDHHC13SNVMissense_Mutationc.1804N>Tp.Asp602Tyrp.D602YQ8IUH4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EK-A3GM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ZDHHC13SNVMissense_Mutationc.1079T>Gp.Phe360Cysp.F360CQ8IUH4protein_codingtolerated(0.08)benign(0.43)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
ZDHHC13SNVMissense_Mutationc.1513N>Ap.Gly505Argp.G505RQ8IUH4protein_codingdeleterious(0)probably_damaging(1)TCGA-CM-6165-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZDHHC13SNVMissense_Mutationnovelc.46N>Ap.Gly16Serp.G16SQ8IUH4protein_codingdeleterious_low_confidence(0)benign(0.04)TCGA-EF-5831-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZDHHC13insertionFrame_Shift_Insnovelc.987dupTp.Leu330SerfsTer13p.L330Sfs*13Q8IUH4protein_codingTCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ZDHHC13insertionFrame_Shift_Insnovelc.1066_1067insTp.Trp358LeufsTer13p.W358Lfs*13Q8IUH4protein_codingTCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZDHHC13SNVMissense_Mutationnovelc.444N>Tp.Glu148Aspp.E148DQ8IUH4protein_codingdeleterious(0)probably_damaging(0.99)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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