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: RCE1

Gene summary for RCE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RCE1

Gene ID

9986

Gene nameRas converting CAAX endopeptidase 1
Gene AliasFACE2
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024R5B6


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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
9986RCE1LZE4THumanEsophagusESCC4.88e-031.31e-010.0811
9986RCE1LZE7THumanEsophagusESCC2.65e-031.95e-010.0667
9986RCE1LZE20THumanEsophagusESCC3.70e-127.00e-010.0662
9986RCE1LZE22THumanEsophagusESCC3.40e-034.19e-010.068
9986RCE1LZE24THumanEsophagusESCC1.06e-298.22e-010.0596
9986RCE1P1T-EHumanEsophagusESCC7.86e-074.08e-010.0875
9986RCE1P2T-EHumanEsophagusESCC3.74e-234.72e-010.1177
9986RCE1P4T-EHumanEsophagusESCC2.82e-287.27e-010.1323
9986RCE1P5T-EHumanEsophagusESCC1.59e-458.87e-010.1327
9986RCE1P8T-EHumanEsophagusESCC3.33e-447.51e-010.0889
9986RCE1P9T-EHumanEsophagusESCC5.47e-113.13e-010.1131
9986RCE1P10T-EHumanEsophagusESCC5.03e-213.18e-010.116
9986RCE1P11T-EHumanEsophagusESCC4.91e-229.29e-010.1426
9986RCE1P12T-EHumanEsophagusESCC1.19e-245.15e-010.1122
9986RCE1P15T-EHumanEsophagusESCC5.14e-306.96e-010.1149
9986RCE1P16T-EHumanEsophagusESCC4.24e-436.50e-010.1153
9986RCE1P17T-EHumanEsophagusESCC4.95e-114.63e-010.1278
9986RCE1P19T-EHumanEsophagusESCC1.29e-055.01e-010.1662
9986RCE1P20T-EHumanEsophagusESCC1.60e-348.53e-010.1124
9986RCE1P21T-EHumanEsophagusESCC6.17e-459.01e-010.1617
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:00224119BreastPrecancercellular component disassembly44/1080443/187233.17e-044.51e-0344
GO:00329865BreastPrecancerprotein-DNA complex disassembly6/108020/187236.99e-048.43e-036
GO:003298612BreastIDCprotein-DNA complex disassembly6/143420/187233.03e-032.60e-026
GO:003298621BreastDCISprotein-DNA complex disassembly6/139020/187232.59e-032.30e-026
GO:002241113BreastDCIScellular component disassembly48/1390443/187235.35e-033.92e-0248
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0032984ColorectumADprotein-containing complex disassembly81/3918224/187239.41e-084.65e-0681
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0032986ColorectumADprotein-DNA complex disassembly12/391820/187231.60e-042.21e-0312
GO:0031498ColorectumADchromatin disassembly11/391820/187238.39e-048.21e-0311
GO:0006337ColorectumADnucleosome disassembly10/391818/187231.31e-031.15e-0210
GO:0006338ColorectumADchromatin remodeling70/3918255/187237.44e-034.53e-0270
GO:00224111ColorectumSERcellular component disassembly114/2897443/187231.17e-089.59e-07114
GO:00329841ColorectumSERprotein-containing complex disassembly61/2897224/187234.17e-061.60e-0461
GO:00063251ColorectumSERchromatin organization89/2897409/187234.15e-046.17e-0389
GO:00314981ColorectumSERchromatin disassembly8/289720/187237.14e-034.99e-028
GO:00329861ColorectumSERprotein-DNA complex disassembly8/289720/187237.14e-034.99e-028
GO:00224112ColorectumMSScellular component disassembly130/3467443/187231.44e-088.46e-07130
GO:00329842ColorectumMSSprotein-containing complex disassembly69/3467224/187235.61e-061.50e-0469
GO:00329862ColorectumMSSprotein-DNA complex disassembly12/346720/187234.55e-058.35e-0412
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa009005EsophagusESCCTerpenoid backbone biosynthesis20/420523/84652.14e-047.87e-044.03e-0420
hsa0090012EsophagusESCCTerpenoid backbone biosynthesis20/420523/84652.14e-047.87e-044.03e-0420
hsa00900LiverHCCTerpenoid backbone biosynthesis17/402023/84659.26e-032.46e-021.37e-0217
hsa009001LiverHCCTerpenoid backbone biosynthesis17/402023/84659.26e-032.46e-021.37e-0217
hsa009004Oral cavityOSCCTerpenoid backbone biosynthesis19/370423/84651.55e-045.34e-042.72e-0419
hsa0090011Oral cavityOSCCTerpenoid backbone biosynthesis19/370423/84651.55e-045.34e-042.72e-0419
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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
RCE1SNVMissense_Mutationrs367622666c.656G>Ap.Arg219Hisp.R219HQ9Y256protein_codingtolerated(0.19)benign(0.009)TCGA-C8-A1HG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RCE1SNVMissense_Mutationrs201699815c.845N>Ap.Arg282Glnp.R282QQ9Y256protein_codingtolerated(0.3)benign(0.019)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RCE1SNVMissense_Mutationrs746725023c.844N>Tp.Arg282Trpp.R282WQ9Y256protein_codingtolerated(0.19)benign(0)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RCE1SNVMissense_Mutationc.749G>Ap.Arg250Hisp.R250HQ9Y256protein_codingdeleterious(0)possibly_damaging(0.78)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RCE1SNVMissense_Mutationc.946N>Ap.Leu316Ilep.L316IQ9Y256protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.981)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RCE1SNVMissense_Mutationnovelc.736N>Gp.Phe246Valp.F246VQ9Y256protein_codingdeleterious(0.01)benign(0.092)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RCE1SNVMissense_Mutationnovelc.373N>Gp.Ile125Valp.I125VQ9Y256protein_codingtolerated(1)benign(0.003)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RCE1SNVMissense_Mutationnovelc.724G>Ap.Ala242Thrp.A242TQ9Y256protein_codingdeleterious(0.04)possibly_damaging(0.723)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RCE1SNVMissense_Mutationnovelc.955N>Tp.Arg319Trpp.R319WQ9Y256protein_codingdeleterious_low_confidence(0.01)benign(0.248)TCGA-AX-A1C5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinSD
RCE1SNVMissense_Mutationnovelc.602N>Tp.Pro201Leup.P201LQ9Y256protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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
9986RCE1ENZYME, PROTEASE, DRUGGABLE GENOMENSC-37136CHEMBL1370674
9986RCE1ENZYME, PROTEASE, DRUGGABLE GENOMEinhibitor252166757
9986RCE1ENZYME, PROTEASE, DRUGGABLE GENOMEFLUNARIZINE DIHYDROCHLORIDEFLUNARIZINE DIHYDROCHLORIDE
9986RCE1ENZYME, PROTEASE, DRUGGABLE GENOMEHTS-9915CHEMBL512935
9986RCE1ENZYME, PROTEASE, DRUGGABLE GENOMESJ000293754CHEMBL486706
9986RCE1ENZYME, PROTEASE, DRUGGABLE GENOMELEVOFLOXACINLEVOFLOXACIN
9986RCE1ENZYME, PROTEASE, DRUGGABLE GENOMEinhibitor252166780
9986RCE1ENZYME, PROTEASE, DRUGGABLE GENOMEACRIDIN-1-YLAMINECHEMBL146525
9986RCE1ENZYME, PROTEASE, DRUGGABLE GENOMEGNF-PF-763CHEMBL1576338
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