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: CBR1

Gene summary for CBR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CBR1

Gene ID

873

Gene namecarbonyl reductase 1
Gene AliasCBR
Cytomap21q22.12
Gene Typeprotein-coding
GO ID

GO:0001516

UniProtAcc

P16152


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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
873CBR1CA_HPV_1HumanCervixCC1.08e-08-2.84e-010.0264
873CBR1CA_HPV_3HumanCervixCC3.81e-155.17e-010.0414
873CBR1CCI_1HumanCervixCC2.26e-03-4.83e-010.528
873CBR1CCI_3HumanCervixCC3.19e-02-4.17e-010.516
873CBR1CCII_1HumanCervixCC1.82e-13-5.24e-010.3249
873CBR1L1HumanCervixCC1.31e-03-2.74e-010.0802
873CBR1HTA11_3410_2000001011HumanColorectumAD4.94e-027.17e-020.0155
873CBR1HTA11_2487_2000001011HumanColorectumSER2.00e-094.19e-01-0.1808
873CBR1HTA11_1938_2000001011HumanColorectumAD2.64e-094.82e-01-0.0811
873CBR1HTA11_78_2000001011HumanColorectumAD2.49e-094.14e-01-0.1088
873CBR1HTA11_347_2000001011HumanColorectumAD1.07e-235.73e-01-0.1954
873CBR1HTA11_3361_2000001011HumanColorectumAD2.78e-053.56e-01-0.1207
873CBR1HTA11_83_2000001011HumanColorectumSER8.56e-074.92e-01-0.1526
873CBR1HTA11_696_2000001011HumanColorectumAD8.86e-102.99e-01-0.1464
873CBR1HTA11_1391_2000001011HumanColorectumAD7.41e-155.62e-01-0.059
873CBR1HTA11_2992_2000001011HumanColorectumSER2.00e-034.34e-01-0.1706
873CBR1HTA11_866_3004761011HumanColorectumAD1.27e-082.73e-010.096
873CBR1HTA11_4255_2000001011HumanColorectumSER4.32e-023.17e-010.0446
873CBR1HTA11_8622_2000001021HumanColorectumSER6.48e-054.20e-010.0528
873CBR1HTA11_6801_2000001011HumanColorectumSER6.03e-035.25e-010.0171
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:20003799CervixCCpositive regulation of reactive oxygen species metabolic process20/231176/187237.02e-046.40e-0320
GO:00725939CervixCCreactive oxygen species metabolic process47/2311239/187237.74e-046.87e-0347
GO:00094109CervixCCresponse to xenobiotic stimulus78/2311462/187232.39e-031.70e-0278
GO:00464564CervixCCicosanoid biosynthetic process15/231156/187232.60e-031.80e-0215
GO:20003779CervixCCregulation of reactive oxygen species metabolic process32/2311157/187232.78e-031.87e-0232
GO:00015165CervixCCprostaglandin biosynthetic process9/231131/187231.04e-024.97e-029
GO:00464575CervixCCprostanoid biosynthetic process9/231131/187231.04e-024.97e-029
GO:0006631ColorectumADfatty acid metabolic process114/3918390/187235.58e-059.44e-04114
GO:0009410ColorectumADresponse to xenobiotic stimulus128/3918462/187232.69e-043.31e-03128
GO:0072593ColorectumADreactive oxygen species metabolic process73/3918239/187232.79e-043.42e-0373
GO:2000379ColorectumADpositive regulation of reactive oxygen species metabolic process29/391876/187234.31e-044.82e-0329
GO:2000377ColorectumADregulation of reactive oxygen species metabolic process48/3918157/187232.77e-032.09e-0248
GO:00725931ColorectumSERreactive oxygen species metabolic process61/2897239/187233.63e-059.39e-0461
GO:20003791ColorectumSERpositive regulation of reactive oxygen species metabolic process24/289776/187233.29e-045.22e-0324
GO:20003771ColorectumSERregulation of reactive oxygen species metabolic process41/2897157/187233.86e-045.86e-0341
GO:00066311ColorectumSERfatty acid metabolic process79/2897390/187236.34e-034.56e-0279
GO:20003792ColorectumMSSpositive regulation of reactive oxygen species metabolic process25/346776/187231.91e-031.66e-0225
GO:00066312ColorectumMSSfatty acid metabolic process95/3467390/187232.20e-031.84e-0295
GO:00094101ColorectumMSSresponse to xenobiotic stimulus110/3467462/187232.36e-031.92e-02110
GO:00725932ColorectumMSSreactive oxygen species metabolic process62/3467239/187232.68e-032.12e-0262
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520820CervixCCChemical carcinogenesis - reactive oxygen species92/1267223/84654.71e-225.09e-203.01e-2092
hsa05208110CervixCCChemical carcinogenesis - reactive oxygen species92/1267223/84654.71e-225.09e-203.01e-2092
hsa05208ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa052081ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa052082ColorectumSERChemical carcinogenesis - reactive oxygen species103/1580223/84651.60e-217.57e-205.50e-20103
hsa052083ColorectumSERChemical carcinogenesis - reactive oxygen species103/1580223/84651.60e-217.57e-205.50e-20103
hsa052084ColorectumMSSChemical carcinogenesis - reactive oxygen species118/1875223/84652.71e-244.54e-222.78e-22118
hsa052085ColorectumMSSChemical carcinogenesis - reactive oxygen species118/1875223/84652.71e-244.54e-222.78e-22118
hsa0520839EsophagusHGINChemical carcinogenesis - reactive oxygen species92/1383223/84652.41e-199.83e-187.80e-1892
hsa05208115EsophagusHGINChemical carcinogenesis - reactive oxygen species92/1383223/84652.41e-199.83e-187.80e-1892
hsa05208211EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa05208310EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa0520822LiverCirrhoticChemical carcinogenesis - reactive oxygen species121/2530223/84651.35e-144.08e-132.52e-13121
hsa0520832LiverCirrhoticChemical carcinogenesis - reactive oxygen species121/2530223/84651.35e-144.08e-132.52e-13121
hsa0520842LiverHCCChemical carcinogenesis - reactive oxygen species167/4020223/84652.85e-171.91e-151.06e-15167
hsa0520852LiverHCCChemical carcinogenesis - reactive oxygen species167/4020223/84652.85e-171.91e-151.06e-15167
hsa0520830Oral cavityOSCCChemical carcinogenesis - reactive oxygen species150/3704223/84656.45e-131.20e-116.11e-12150
hsa05208114Oral cavityOSCCChemical carcinogenesis - reactive oxygen species150/3704223/84656.45e-131.20e-116.11e-12150
hsa05208210Oral cavityLPChemical carcinogenesis - reactive oxygen species119/2418223/84653.00e-158.32e-145.37e-14119
hsa0520838Oral cavityLPChemical carcinogenesis - reactive oxygen species119/2418223/84653.00e-158.32e-145.37e-14119
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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
CBR1SNVMissense_Mutationnovelc.816N>Cp.Lys272Asnp.K272NP16152protein_codingdeleterious(0)possibly_damaging(0.896)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
CBR1SNVMissense_Mutationc.656N>Gp.Asp219Glyp.D219GP16152protein_codingdeleterious(0)benign(0.268)TCGA-AA-3976-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolinicCR
CBR1SNVMissense_Mutationnovelc.568N>Tp.Pro190Serp.P190SP16152protein_codingtolerated(0.14)benign(0.123)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CBR1SNVMissense_Mutationc.404N>Cp.Val135Alap.V135AP16152protein_codingdeleterious(0)probably_damaging(0.973)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CBR1deletionFrame_Shift_Delnovelc.228delNp.Leu77CysfsTer33p.L77Cfs*33P16152protein_codingTCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CBR1SNVMissense_Mutationnovelc.272N>Tp.Ala91Valp.A91VP16152protein_codingdeleterious(0.01)possibly_damaging(0.788)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CBR1SNVMissense_Mutationrs763204071c.422N>Cp.Ile141Thrp.I141TP16152protein_codingtolerated(0.37)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CBR1SNVMissense_Mutationnovelc.752N>Ap.Pro251Hisp.P251HP16152protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CBR1SNVMissense_Mutationnovelc.166A>Gp.Ser56Glyp.S56GP16152protein_codingtolerated(0.08)benign(0.015)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CBR1SNVMissense_Mutationrs770198762c.412N>Ap.Val138Ilep.V138IP16152protein_codingtolerated(0.25)benign(0.043)TCGA-A5-A7WJ-01Endometriumuterine corpus endometrioid carcinomaFemale<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
873CBR1DRUGGABLE GENOME, SHORT CHAIN DEHYDROGENASE REDUCTASE, ENZYMEinhibitor178102193WEDELOLACTONE
873CBR1DRUGGABLE GENOME, SHORT CHAIN DEHYDROGENASE REDUCTASE, ENZYMEdoxorubicinDOXORUBICIN21048526,19016765,19022938,19204081
873CBR1DRUGGABLE GENOME, SHORT CHAIN DEHYDROGENASE REDUCTASE, ENZYMEN6022N6022
873CBR1DRUGGABLE GENOME, SHORT CHAIN DEHYDROGENASE REDUCTASE, ENZYMEdoxorubicinol19016765
873CBR1DRUGGABLE GENOME, SHORT CHAIN DEHYDROGENASE REDUCTASE, ENZYMEfluorouracilFLUOROURACIL
873CBR1DRUGGABLE GENOME, SHORT CHAIN DEHYDROGENASE REDUCTASE, ENZYMEanthracyclines and related substances22124095
873CBR1DRUGGABLE GENOME, SHORT CHAIN DEHYDROGENASE REDUCTASE, ENZYMEcyclophosphamideCYCLOPHOSPHAMIDE
873CBR1DRUGGABLE GENOME, SHORT CHAIN DEHYDROGENASE REDUCTASE, ENZYMEdaunorubicinDAUNORUBICIN19204081
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