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: CCDC18

Gene summary for CCDC18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC18

Gene ID

343099

Gene namecoiled-coil domain containing 18
Gene AliasNY-SAR-41
Cytomap1p22.1
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

Q5T9S5


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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
343099CCDC18P2T-EHumanEsophagusESCC2.76e-122.94e-010.1177
343099CCDC18P4T-EHumanEsophagusESCC6.07e-051.48e-010.1323
343099CCDC18P5T-EHumanEsophagusESCC1.10e-102.61e-010.1327
343099CCDC18P8T-EHumanEsophagusESCC3.79e-031.04e-010.0889
343099CCDC18P9T-EHumanEsophagusESCC2.34e-051.27e-010.1131
343099CCDC18P10T-EHumanEsophagusESCC7.09e-092.93e-010.116
343099CCDC18P12T-EHumanEsophagusESCC2.23e-469.05e-010.1122
343099CCDC18P16T-EHumanEsophagusESCC4.40e-091.39e-010.1153
343099CCDC18P20T-EHumanEsophagusESCC2.57e-042.17e-010.1124
343099CCDC18P21T-EHumanEsophagusESCC1.91e-031.58e-010.1617
343099CCDC18P22T-EHumanEsophagusESCC1.50e-061.04e-010.1236
343099CCDC18P23T-EHumanEsophagusESCC7.20e-032.06e-010.108
343099CCDC18P26T-EHumanEsophagusESCC3.25e-041.31e-010.1276
343099CCDC18P27T-EHumanEsophagusESCC8.84e-051.58e-010.1055
343099CCDC18P28T-EHumanEsophagusESCC2.18e-163.73e-010.1149
343099CCDC18P30T-EHumanEsophagusESCC3.78e-032.66e-010.137
343099CCDC18P31T-EHumanEsophagusESCC2.92e-102.57e-010.1251
343099CCDC18P32T-EHumanEsophagusESCC1.07e-092.46e-010.1666
343099CCDC18P47T-EHumanEsophagusESCC3.18e-029.38e-020.1067
343099CCDC18P48T-EHumanEsophagusESCC8.79e-041.39e-010.0959
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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
∗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:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:005165016EsophagusESCCestablishment of vesicle localization114/8552161/187238.20e-112.53e-09114
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:005164815EsophagusESCCvesicle localization119/8552177/187235.16e-091.08e-07119
GO:00995185EsophagusESCCvesicle cytoskeletal trafficking50/855273/187236.75e-055.12e-0450
GO:000930617EsophagusESCCprotein secretion190/8552359/187233.22e-031.34e-02190
GO:003559217EsophagusESCCestablishment of protein localization to extracellular region190/8552360/187233.77e-031.53e-02190
GO:007169210EsophagusESCCprotein localization to extracellular region193/8552368/187235.01e-031.92e-02193
GO:0009743111EsophagusESCCresponse to carbohydrate135/8552253/187238.16e-032.89e-02135
GO:00097437LiverNAFLDresponse to carbohydrate45/1882253/187231.07e-042.11e-0345
GO:00425936LiverNAFLDglucose homeostasis45/1882258/187231.71e-043.08e-0345
GO:00335006LiverNAFLDcarbohydrate homeostasis45/1882259/187231.87e-043.29e-0345
GO:00342847LiverNAFLDresponse to monosaccharide37/1882225/187231.86e-031.91e-0237
GO:00307055LiverNAFLDcytoskeleton-dependent intracellular transport33/1882195/187231.98e-031.98e-0233
GO:00097467LiverNAFLDresponse to hexose36/1882219/187232.14e-032.08e-0236
GO:00516565LiverNAFLDestablishment of organelle localization57/1882390/187232.52e-032.34e-0257
GO:00516485LiverNAFLDvesicle localization30/1882177/187233.01e-032.72e-0230
GO:00355926LiverNAFLDestablishment of protein localization to extracellular region52/1882360/187234.80e-033.81e-0252
GO:00516505LiverNAFLDestablishment of vesicle localization27/1882161/187235.47e-034.20e-0227
GO:00016786LiverNAFLDcellular glucose homeostasis28/1882172/187237.15e-034.96e-0228
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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
CCDC18SNVMissense_Mutationnovelc.873T>Gp.Cys291Trpp.C291WQ5T9S5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A2LR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CCDC18SNVMissense_Mutationc.3733N>Gp.Gln1245Glup.Q1245EQ5T9S5protein_codingdeleterious(0.01)probably_damaging(0.969)TCGA-GM-A2DL-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
CCDC18insertionFrame_Shift_Insnovelc.4356_4357insTp.Asn1453Terp.N1453*Q5T9S5protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCDC18insertionNonsense_Mutationnovelc.4358_4359insCAGATAGAATAATTTCTTACTCTGTAGGTp.Val1454ArgfsTer2p.V1454Rfs*2Q5T9S5protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCDC18deletionFrame_Shift_Delc.2939delNp.Lys981AsnfsTer5p.K981Nfs*5Q5T9S5protein_codingTCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCDC18SNVMissense_Mutationnovelc.2661A>Gp.Ile887Metp.I887MQ5T9S5protein_codingdeleterious(0.01)possibly_damaging(0.592)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCDC18SNVMissense_Mutationnovelc.97N>Ap.Glu33Lysp.E33KQ5T9S5protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-C5-A1MF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCDC18SNVMissense_Mutationnovelc.2991N>Tp.Met997Ilep.M997IQ5T9S5protein_codingtolerated(0.19)benign(0.007)TCGA-C5-A1MF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCDC18SNVMissense_Mutationnovelc.3727N>Ap.Asp1243Asnp.D1243NQ5T9S5protein_codingdeleterious(0.02)benign(0.429)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
CCDC18SNVMissense_Mutationnovelc.1219N>Ap.Glu407Lysp.E407KQ5T9S5protein_codingtolerated(0.28)benign(0.23)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=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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