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: UCP2

Gene summary for UCP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UCP2

Gene ID

7351

Gene nameuncoupling protein 2
Gene AliasBMIQ4
Cytomap11q13.4
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R5N5


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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
7351UCP2GSM4909288HumanBreastIDC4.04e-051.70e-010.0988
7351UCP2GSM4909290HumanBreastIDC8.76e-114.50e-010.2096
7351UCP2GSM4909291HumanBreastIDC2.73e-135.52e-010.1753
7351UCP2GSM4909297HumanBreastIDC4.70e-02-8.43e-020.1517
7351UCP2GSM4909308HumanBreastIDC2.54e-073.41e-010.158
7351UCP2GSM4909311HumanBreastIDC2.31e-04-6.56e-020.1534
7351UCP2GSM4909312HumanBreastIDC2.71e-042.66e-010.1552
7351UCP2GSM4909313HumanBreastIDC1.70e-084.08e-010.0391
7351UCP2GSM4909316HumanBreastIDC1.66e-075.51e-010.21
7351UCP2GSM4909319HumanBreastIDC5.94e-07-9.74e-020.1563
7351UCP2GSM4909321HumanBreastIDC2.98e-031.65e-010.1559
7351UCP2brca2HumanBreastPrecancer3.69e-104.51e-01-0.024
7351UCP2M2HumanBreastIDC4.97e-064.94e-010.21
7351UCP2M5HumanBreastIDC6.07e-076.86e-010.1598
7351UCP2NCCBC11HumanBreastDCIS2.28e-024.39e-010.1232
7351UCP2NCCBC14HumanBreastDCIS2.16e-063.36e-010.2021
7351UCP2NCCBC3HumanBreastDCIS7.14e-043.23e-010.1198
7351UCP2NCCBC5HumanBreastDCIS7.88e-094.19e-010.2046
7351UCP2P2HumanBreastIDC8.72e-105.62e-010.21
7351UCP2DCIS2HumanBreastDCIS4.17e-03-1.14e-010.0085
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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:19026008BreastPrecancerproton transmembrane transport39/1080157/187234.18e-151.18e-1239
GO:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00068398BreastPrecancermitochondrial transport45/1080254/187231.37e-111.88e-0945
GO:00003029BreastPrecancerresponse to reactive oxygen species38/1080222/187231.47e-091.23e-0738
GO:19905427BreastPrecancermitochondrial transmembrane transport22/1080102/187236.38e-083.80e-0622
GO:00518816BreastPrecancerregulation of mitochondrial membrane potential18/108074/187231.45e-077.82e-0618
GO:00075653BreastPrecancerfemale pregnancy29/1080193/187232.07e-067.31e-0529
GO:00447063BreastPrecancermulti-multicellular organism process31/1080220/187233.73e-061.19e-0431
GO:00092667BreastPrecancerresponse to temperature stimulus27/1080178/187233.85e-061.21e-0427
GO:00075688BreastPrecanceraging41/1080339/187235.95e-061.71e-0441
GO:00487329BreastPrecancergland development49/1080436/187236.11e-061.73e-0449
GO:00974216BreastPrecancerliver regeneration10/108035/187231.91e-054.52e-0410
GO:00342849BreastPrecancerresponse to monosaccharide29/1080225/187234.19e-059.00e-0429
GO:00097439BreastPrecancerresponse to carbohydrate31/1080253/187236.15e-051.25e-0331
GO:00425938BreastPrecancerglucose homeostasis31/1080258/187238.89e-051.69e-0331
GO:00335008BreastPrecancercarbohydrate homeostasis31/1080259/187239.56e-051.79e-0331
GO:00311004BreastPrecanceranimal organ regeneration14/108076/187239.92e-051.83e-0314
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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
UCP2SNVMissense_Mutationnovelc.22N>Ap.Asp8Asnp.D8NP55851protein_codingtolerated(0.07)benign(0.003)TCGA-A2-A3XZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
UCP2SNVMissense_Mutationc.452G>Cp.Gly151Alap.G151AP55851protein_codingtolerated(0.57)benign(0.006)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
UCP2SNVMissense_Mutationc.94N>Ap.Phe32Ilep.F32IP55851protein_codingtolerated(0.51)possibly_damaging(0.643)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
UCP2SNVMissense_Mutationc.52N>Ap.Leu18Ilep.L18IP55851protein_codingtolerated(0.23)benign(0.031)TCGA-AQ-A7U7-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyrituximabCR
UCP2SNVMissense_Mutationc.488N>Tp.Tyr163Phep.Y163FP55851protein_codingdeleterious(0)possibly_damaging(0.738)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
UCP2deletionFrame_Shift_Delrs770840871c.143_144delAGp.Gln48ArgfsTer25p.Q48Rfs*25P55851protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
UCP2SNVMissense_Mutationrs780835346c.292G>Ap.Gly98Serp.G98SP55851protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
UCP2SNVMissense_Mutationrs781271646c.154N>Tp.Arg52Cysp.R52CP55851protein_codingdeleterious(0.05)benign(0.09)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
UCP2deletionFrame_Shift_Delc.32delNp.Pro11LeufsTer5p.P11Lfs*5P55851protein_codingTCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
UCP2SNVMissense_Mutationrs145061662c.263G>Ap.Arg88Hisp.R88HP55851protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A5-A0G1-01Endometriumuterine 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
7351UCP2TRANSPORTER, DRUGGABLE GENOMEINTRALIPIDSOYBEAN OIL10868951
7351UCP2TRANSPORTER, DRUGGABLE GENOMEBRL496539299560
7351UCP2TRANSPORTER, DRUGGABLE GENOMEHEPARINHEPARIN10868951
7351UCP2TRANSPORTER, DRUGGABLE GENOMEANTIOXIDANT15642337
7351UCP2TRANSPORTER, DRUGGABLE GENOMETRIIODOTHYRONINELIOTHYRONINE SODIUM9428737,10444435
7351UCP2TRANSPORTER, DRUGGABLE GENOMESALINESODIUM CHLORIDE10868951
7351UCP2TRANSPORTER, DRUGGABLE GENOMECL-316,243
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