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: CYP2R1

Gene summary for CYP2R1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CYP2R1

Gene ID

120227

Gene namecytochrome P450 family 2 subfamily R member 1
Gene AliasCYP2R1
Cytomap11p15.2
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

Q6VVX0


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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
120227CYP2R1LZE4THumanEsophagusESCC1.55e-027.97e-020.0811
120227CYP2R1LZE7THumanEsophagusESCC8.56e-032.01e-010.0667
120227CYP2R1LZE20THumanEsophagusESCC1.57e-041.45e-010.0662
120227CYP2R1LZE24THumanEsophagusESCC3.15e-082.74e-010.0596
120227CYP2R1LZE21THumanEsophagusESCC9.71e-063.78e-010.0655
120227CYP2R1LZE6THumanEsophagusESCC1.34e-042.51e-010.0845
120227CYP2R1P1T-EHumanEsophagusESCC1.95e-103.17e-010.0875
120227CYP2R1P2T-EHumanEsophagusESCC3.12e-122.19e-010.1177
120227CYP2R1P4T-EHumanEsophagusESCC3.03e-081.98e-010.1323
120227CYP2R1P8T-EHumanEsophagusESCC2.20e-111.49e-010.0889
120227CYP2R1P9T-EHumanEsophagusESCC1.23e-061.52e-010.1131
120227CYP2R1P10T-EHumanEsophagusESCC5.90e-182.45e-010.116
120227CYP2R1P11T-EHumanEsophagusESCC6.82e-133.85e-010.1426
120227CYP2R1P12T-EHumanEsophagusESCC1.35e-153.51e-010.1122
120227CYP2R1P15T-EHumanEsophagusESCC4.14e-101.73e-010.1149
120227CYP2R1P16T-EHumanEsophagusESCC3.12e-181.54e-010.1153
120227CYP2R1P17T-EHumanEsophagusESCC3.30e-031.27e-010.1278
120227CYP2R1P20T-EHumanEsophagusESCC2.35e-092.77e-010.1124
120227CYP2R1P21T-EHumanEsophagusESCC2.84e-101.79e-010.1617
120227CYP2R1P22T-EHumanEsophagusESCC1.58e-132.34e-010.1236
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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:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:00067661EsophagusESCCvitamin metabolic process67/8552106/187232.03e-041.28e-0367
GO:19026524EsophagusESCCsecondary alcohol metabolic process87/8552147/187236.58e-043.50e-0387
GO:00461653EsophagusESCCalcohol biosynthetic process83/8552140/187238.04e-044.16e-0383
GO:00066946EsophagusESCCsteroid biosynthetic process98/8552173/187232.34e-031.03e-0298
GO:19016174EsophagusESCCorganic hydroxy compound biosynthetic process128/8552237/187235.86e-032.16e-02128
GO:0009110EsophagusESCCvitamin biosynthetic process15/855220/187237.60e-032.71e-0215
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa001005EsophagusESCCSteroid biosynthesis18/420520/84651.78e-046.79e-043.48e-0418
hsa0010012EsophagusESCCSteroid biosynthesis18/420520/84651.78e-046.79e-043.48e-0418
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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
CYP2R1SNVMissense_Mutationnovelc.1370N>Gp.Glu457Glyp.E457GQ6VVX0protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CYP2R1SNVMissense_Mutationnovelc.1370A>Gp.Glu457Glyp.E457GQ6VVX0protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1X7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyHormone Therapydoxorubicine+cyclophosphamide+tamoxifenSD
CYP2R1SNVMissense_Mutationc.908N>Tp.Ser303Leup.S303LQ6VVX0protein_codingdeleterious(0.02)benign(0.106)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CYP2R1SNVMissense_Mutationnovelc.961N>Cp.Trp321Argp.W321RQ6VVX0protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CYP2R1SNVMissense_Mutationnovelc.1360G>Ap.Ala454Thrp.A454TQ6VVX0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CYP2R1SNVMissense_Mutationrs61744571c.310G>Ap.Glu104Lysp.E104KQ6VVX0protein_codingdeleterious(0.01)possibly_damaging(0.773)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CYP2R1SNVMissense_Mutationc.712N>Ap.Leu238Metp.L238MQ6VVX0protein_codingtolerated(0.08)possibly_damaging(0.791)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CYP2R1SNVMissense_Mutationnovelc.1390G>Ap.Ala464Thrp.A464TQ6VVX0protein_codingtolerated(0.25)benign(0.012)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CYP2R1SNVMissense_Mutationnovelc.868G>Tp.Asp290Tyrp.D290YQ6VVX0protein_codingdeleterious(0)benign(0.381)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CYP2R1SNVMissense_Mutationc.616G>Ap.Asp206Asnp.D206NQ6VVX0protein_codingtolerated(0.18)benign(0.001)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<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
120227CYP2R1CYTOCHROME P450, DRUGGABLE GENOME, ENZYMEribavirinRIBAVIRIN
120227CYP2R1CYTOCHROME P450, DRUGGABLE GENOME, ENZYMEcalcidiolCALCIFEDIOL26661839
120227CYP2R1CYTOCHROME P450, DRUGGABLE GENOME, ENZYMEpeginterferon alfa-2b
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