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: GPX1

Gene summary for GPX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GPX1

Gene ID

2876

Gene nameglutathione peroxidase 1
Gene AliasGPXD
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

P07203


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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
2876GPX1GSM4909281HumanBreastIDC7.78e-22-3.72e-010.21
2876GPX1GSM4909282HumanBreastIDC3.31e-22-3.72e-01-0.0288
2876GPX1GSM4909285HumanBreastIDC1.82e-21-3.72e-010.21
2876GPX1GSM4909286HumanBreastIDC1.82e-21-3.72e-010.1081
2876GPX1GSM4909287HumanBreastIDC3.56e-19-3.72e-010.2057
2876GPX1GSM4909288HumanBreastIDC3.47e-04-3.72e-010.0988
2876GPX1GSM4909289HumanBreastIDC9.03e-03-3.72e-010.1064
2876GPX1GSM4909290HumanBreastIDC1.25e-13-3.72e-010.2096
2876GPX1GSM4909291HumanBreastIDC5.65e-11-3.72e-010.1753
2876GPX1GSM4909293HumanBreastIDC7.78e-22-3.72e-010.1581
2876GPX1GSM4909294HumanBreastIDC3.31e-22-3.72e-010.2022
2876GPX1GSM4909295HumanBreastIDC1.54e-08-3.72e-010.0898
2876GPX1GSM4909296HumanBreastIDC7.78e-22-3.72e-010.1524
2876GPX1GSM4909297HumanBreastIDC1.06e-23-3.72e-010.1517
2876GPX1GSM4909298HumanBreastIDC1.82e-21-3.72e-010.1551
2876GPX1GSM4909299HumanBreastIDC3.31e-22-3.72e-010.035
2876GPX1GSM4909300HumanBreastIDC1.73e-07-3.72e-010.0334
2876GPX1GSM4909301HumanBreastIDC2.52e-23-3.72e-010.1577
2876GPX1GSM4909302HumanBreastIDC6.78e-19-3.72e-010.1545
2876GPX1GSM4909303HumanBreastIDC7.99e-05-3.72e-010.0438
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
GO:0042542111EsophagusESCCresponse to hydrogen peroxide102/8552146/187232.64e-095.81e-08102
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:0008631110EsophagusESCCintrinsic apoptotic signaling pathway in response to oxidative stress38/855245/187238.42e-081.43e-0638
GO:000183619EsophagusESCCrelease of cytochrome c from mitochondria47/855259/187239.02e-081.51e-0647
GO:2000117110EsophagusESCCnegative regulation of cysteine-type endopeptidase activity63/855286/187231.84e-072.88e-0663
GO:00400295EsophagusESCCregulation of gene expression, epigenetic74/8552105/187232.24e-073.42e-0674
GO:0043154110EsophagusESCCnegative regulation of cysteine-type endopeptidase activity involved in apoptotic process58/855278/187232.38e-073.61e-0658
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:2001237111EsophagusESCCnegative regulation of extrinsic apoptotic signaling pathway69/855297/187233.23e-074.55e-0669
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:000206420EsophagusESCCepithelial cell development136/8552220/187239.50e-071.21e-05136
GO:000862519EsophagusESCCextrinsic apoptotic signaling pathway via death domain receptors59/855282/187231.23e-061.52e-0559
GO:009019914EsophagusESCCregulation of release of cytochrome c from mitochondria38/855248/187232.11e-062.43e-0538
GO:0051402110EsophagusESCCneuron apoptotic process148/8552246/187233.08e-063.47e-05148
GO:003109910EsophagusESCCregeneration122/8552198/187234.26e-064.57e-05122
GO:004545419EsophagusESCCcell redox homeostasis29/855235/187236.61e-066.75e-0529
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:001033215EsophagusESCCresponse to gamma radiation41/855256/187232.64e-052.21e-0441
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0048010BreastPrecancerGlutathione metabolism12/68457/84651.68e-031.08e-028.30e-0312
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0048013BreastPrecancerGlutathione metabolism12/68457/84651.68e-031.08e-028.30e-0312
hsa0501623BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0501423BreastIDCAmyotrophic lateral sclerosis102/867364/84651.29e-225.22e-213.91e-21102
hsa0502223BreastIDCPathways of neurodegeneration - multiple diseases116/867476/84653.63e-201.18e-188.82e-19116
hsa0048023BreastIDCGlutathione metabolism13/86757/84654.25e-032.56e-021.91e-0213
hsa0501633BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0501433BreastIDCAmyotrophic lateral sclerosis102/867364/84651.29e-225.22e-213.91e-21102
hsa0502233BreastIDCPathways of neurodegeneration - multiple diseases116/867476/84653.63e-201.18e-188.82e-19116
hsa0048033BreastIDCGlutathione metabolism13/86757/84654.25e-032.56e-021.91e-0213
hsa0501643BreastDCISHuntington disease101/846306/84651.54e-291.24e-279.13e-28101
hsa0501443BreastDCISAmyotrophic lateral sclerosis101/846364/84657.14e-232.88e-212.12e-21101
hsa0502243BreastDCISPathways of neurodegeneration - multiple diseases114/846476/84654.74e-201.53e-181.13e-18114
hsa0501653BreastDCISHuntington disease101/846306/84651.54e-291.24e-279.13e-28101
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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
GPX1SNVMissense_Mutationnovelc.475N>Ap.Asp159Asnp.D159NP07203protein_codingdeleterious(0.04)possibly_damaging(0.675)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GPX1SNVMissense_Mutationc.489C>Gp.Asn163Lysp.N163KP07203protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3976-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolinicCR
GPX1SNVMissense_Mutationc.109N>Ap.Gly37Serp.G37SP07203protein_codingdeleterious(0.01)probably_damaging(0.945)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GPX1insertionFrame_Shift_Insnovelc.364_365insGp.Ala122GlyfsTer?p.A122Gfs*?P07203protein_codingTCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GPX1SNVMissense_Mutationnovelc.264G>Tp.Lys88Asnp.K88NP07203protein_codingtolerated(0.43)benign(0.027)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
GPX1SNVMissense_Mutationnovelc.493N>Ap.Glu165Lysp.E165KP07203protein_codingdeleterious(0.02)probably_damaging(0.941)TCGA-DD-A114-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
GPX1SNVMissense_Mutationc.110G>Ap.Gly37Aspp.G37DP07203protein_codingtolerated(0.12)benign(0.355)TCGA-DD-A73B-01Liverliver hepatocellular carcinomaFemale>=65I/IIUnknownUnknownPD
GPX1SNVMissense_Mutationrs755209006c.524N>Tp.Pro175Leup.P175LP07203protein_codingdeleterious(0.01)probably_damaging(1)TCGA-50-7109-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownPD
GPX1SNVMissense_Mutationc.415G>Ap.Asp139Asnp.D139NP07203protein_codingtolerated(0.07)benign(0.193)TCGA-55-7727-01Lunglung adenocarcinomaMale>=65III/IVUnknownUnknownSD
GPX1SNVMissense_Mutationc.436G>Tp.Asp146Tyrp.D146YP07203protein_codingdeleterious(0)probably_damaging(0.928)TCGA-55-A4DF-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
2876GPX1DRUGGABLE GENOME, PROTEASE INHIBITORGP-12016871233
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