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: CYP2C18

Gene summary for CYP2C18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CYP2C18

Gene ID

1562

Gene namecytochrome P450 family 2 subfamily C member 18
Gene AliasCPCI
Cytomap10q23.33
Gene Typeprotein-coding
GO ID

GO:0001523

UniProtAcc

P33260


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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
1562CYP2C18P1T-EHumanEsophagusESCC7.11e-042.35e-010.0875
1562CYP2C18P4T-EHumanEsophagusESCC9.91e-082.36e-010.1323
1562CYP2C18P8T-EHumanEsophagusESCC1.69e-031.56e-010.0889
1562CYP2C18P12T-EHumanEsophagusESCC1.25e-063.03e-010.1122
1562CYP2C18P22T-EHumanEsophagusESCC4.19e-025.27e-020.1236
1562CYP2C18P23T-EHumanEsophagusESCC2.24e-153.88e-010.108
1562CYP2C18P27T-EHumanEsophagusESCC2.93e-114.40e-010.1055
1562CYP2C18P28T-EHumanEsophagusESCC1.47e-031.42e-010.1149
1562CYP2C18P39T-EHumanEsophagusESCC2.26e-165.00e-010.0894
1562CYP2C18P54T-EHumanEsophagusESCC7.29e-133.23e-010.0975
1562CYP2C18P84T-EHumanEsophagusESCC1.06e-032.16e-010.0933
1562CYP2C18P94T-EHumanEsophagusESCC3.53e-118.92e-010.0879
1562CYP2C18P104T-EHumanEsophagusESCC1.13e-105.57e-010.0931
1562CYP2C18P127T-EHumanEsophagusESCC1.56e-029.23e-020.0826
1562CYP2C18P128T-EHumanEsophagusESCC5.67e-041.64e-010.1241
1562CYP2C18S41HumanLiverCirrhotic1.55e-097.48e-01-0.0343
1562CYP2C18HCC1_MengHumanLiverHCC5.36e-456.24e-020.0246
1562CYP2C18HCC2_MengHumanLiverHCC6.14e-271.81e-010.0107
1562CYP2C18HCC2HumanLiverHCC7.76e-112.19e+000.5341
1562CYP2C18S027HumanLiverHCC4.33e-034.50e-010.2446
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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
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
∗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:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:000663112LiverCirrhoticfatty acid metabolic process165/4634390/187231.29e-141.26e-12165
GO:000606612LiverCirrhoticalcohol metabolic process141/4634353/187231.57e-108.03e-09141
GO:000941012LiverCirrhoticresponse to xenobiotic stimulus165/4634462/187236.82e-082.09e-06165
GO:00714661LiverCirrhoticcellular response to xenobiotic stimulus66/4634177/187231.34e-041.31e-0366
GO:00067202LiverCirrhoticisoprenoid metabolic process46/4634116/187232.71e-042.41e-0346
GO:000680511LiverCirrhoticxenobiotic metabolic process43/4634111/187237.51e-045.54e-0343
GO:00067212LiverCirrhoticterpenoid metabolic process38/463497/187231.16e-037.89e-0338
GO:003355911LiverCirrhoticunsaturated fatty acid metabolic process43/4634116/187232.09e-031.29e-0243
GO:004244511LiverCirrhotichormone metabolic process73/4634218/187232.22e-031.36e-0273
GO:0042178LiverCirrhoticxenobiotic catabolic process17/463437/187234.02e-032.17e-0217
GO:000167611LiverCirrhoticlong-chain fatty acid metabolic process40/4634112/187236.16e-033.06e-0240
GO:00343085LiverCirrhoticprimary alcohol metabolic process37/4634102/187236.17e-033.07e-0237
GO:012025411LiverCirrhoticolefinic compound metabolic process51/4634153/187231.03e-024.61e-0251
GO:000663122LiverHCCfatty acid metabolic process238/7958390/187238.24e-144.84e-12238
GO:000606621LiverHCCalcohol metabolic process208/7958353/187232.80e-109.50e-09208
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
GO:000672011LiverHCCisoprenoid metabolic process65/7958116/187232.23e-031.11e-0265
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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
CYP2C18insertionNonsense_Mutationnovelc.1109_1110insCCTTGATTCCTATGGCAAAATAGGAATTATCTTGAGATAAAAGCGAp.Thr371LeufsTer13p.T371Lfs*13P33260protein_codingTCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
CYP2C18insertionNonsense_Mutationnovelc.314_315insGGATTCCTAGCAGAACp.Val106AspfsTer3p.V106Dfs*3P33260protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CYP2C18SNVMissense_Mutationnovelc.356N>Cp.Arg119Thrp.R119TP33260protein_codingtolerated(0.77)benign(0.031)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CYP2C18SNVMissense_Mutationnovelc.794A>Gp.Asp265Glyp.D265GP33260protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CYP2C18SNVMissense_Mutationc.136N>Ap.Asp46Asnp.D46NP33260protein_codingtolerated(0.47)benign(0.018)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
CYP2C18SNVMissense_Mutationc.1213N>Ap.Glu405Lysp.E405KP33260protein_codingtolerated(0.17)benign(0.013)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CYP2C18SNVMissense_Mutationnovelc.16N>Ap.Ala6Thrp.A6TP33260protein_codingtolerated(0.07)benign(0.045)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CYP2C18SNVMissense_Mutationnovelc.17N>Tp.Ala6Valp.A6VP33260protein_codingtolerated(1)benign(0)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CYP2C18SNVMissense_Mutationrs763494410c.557N>Ap.Arg186Glnp.R186QP33260protein_codingdeleterious(0.01)possibly_damaging(0.719)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CYP2C18SNVMissense_Mutationc.1360N>Ap.Gln454Lysp.Q454KP33260protein_codingdeleterious(0)probably_damaging(0.991)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
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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
1562CYP2C18ENZYME, CYTOCHROME P450, DRUGGABLE GENOMEinhibitor252827490
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