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: PRDX6

Gene summary for PRDX6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRDX6

Gene ID

9588

Gene nameperoxiredoxin 6
Gene Alias1-Cys
Cytomap1q25.1
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

P30041


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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
9588PRDX6GSM4909281HumanBreastIDC1.66e-064.25e-010.21
9588PRDX6GSM4909285HumanBreastIDC8.86e-064.01e-010.21
9588PRDX6GSM4909286HumanBreastIDC2.07e-04-3.21e-020.1081
9588PRDX6GSM4909287HumanBreastIDC2.41e-124.38e-010.2057
9588PRDX6GSM4909288HumanBreastIDC1.11e-055.51e-020.0988
9588PRDX6GSM4909291HumanBreastIDC4.57e-043.84e-010.1753
9588PRDX6GSM4909294HumanBreastIDC1.17e-081.08e-010.2022
9588PRDX6GSM4909296HumanBreastIDC2.18e-14-2.55e-010.1524
9588PRDX6GSM4909297HumanBreastIDC2.58e-23-2.04e-010.1517
9588PRDX6GSM4909301HumanBreastIDC1.40e-265.44e-010.1577
9588PRDX6GSM4909308HumanBreastIDC8.08e-114.57e-010.158
9588PRDX6GSM4909309HumanBreastIDC6.86e-06-1.06e-020.0483
9588PRDX6GSM4909311HumanBreastIDC7.68e-46-1.87e-010.1534
9588PRDX6GSM4909312HumanBreastIDC3.48e-201.95e-010.1552
9588PRDX6GSM4909313HumanBreastIDC1.96e-027.71e-020.0391
9588PRDX6GSM4909315HumanBreastIDC8.67e-073.23e-010.21
9588PRDX6GSM4909316HumanBreastIDC1.79e-082.59e-010.21
9588PRDX6GSM4909318HumanBreastIDC2.69e-064.57e-010.2031
9588PRDX6GSM4909319HumanBreastIDC4.14e-59-3.07e-010.1563
9588PRDX6GSM4909320HumanBreastIDC5.91e-04-3.07e-010.1575
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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
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
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
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
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:000697914BreastIDCresponse to oxidative stress83/1434446/187232.36e-147.06e-1283
GO:000838014BreastIDCRNA splicing73/1434434/187231.27e-101.57e-0873
GO:004348414BreastIDCregulation of RNA splicing36/1434148/187233.32e-103.77e-0836
GO:000037514BreastIDCRNA splicing, via transesterification reactions58/1434324/187239.44e-109.58e-0858
GO:000037714BreastIDCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile57/1434320/187231.60e-091.49e-0757
GO:000039814BreastIDCmRNA splicing, via spliceosome57/1434320/187231.60e-091.49e-0757
GO:000963613BreastIDCresponse to toxic substance44/1434262/187236.33e-073.00e-0544
GO:004802414BreastIDCregulation of mRNA splicing, via spliceosome23/1434101/187231.74e-067.28e-0523
GO:009875413BreastIDCdetoxification29/1434152/187233.97e-061.43e-0429
GO:004545413BreastIDCcell redox homeostasis12/143435/187236.17e-061.97e-0412
GO:009886913BreastIDCcellular oxidant detoxification22/1434101/187236.31e-061.98e-0422
GO:199074813BreastIDCcellular detoxification23/1434116/187232.02e-054.92e-0423
GO:009723713BreastIDCcellular response to toxic substance24/1434124/187232.05e-054.97e-0424
GO:007259313BreastIDCreactive oxygen species metabolic process36/1434239/187237.16e-051.43e-0336
GO:005068413BreastIDCregulation of mRNA processing24/1434137/187231.09e-042.04e-0324
GO:190331113BreastIDCregulation of mRNA metabolic process40/1434288/187231.79e-043.01e-0340
GO:003312014BreastIDCpositive regulation of RNA splicing10/143437/187233.45e-045.07e-0310
GO:004274311BreastIDChydrogen peroxide metabolic process12/143458/187231.27e-031.35e-0212
GO:004802613BreastIDCpositive regulation of mRNA splicing, via spliceosome6/143422/187235.12e-033.82e-026
GO:000697924BreastDCISresponse to oxidative stress82/1390446/187231.22e-143.85e-1282
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0048023BreastIDCGlutathione metabolism13/86757/84654.25e-032.56e-021.91e-0213
hsa0048033BreastIDCGlutathione metabolism13/86757/84654.25e-032.56e-021.91e-0213
hsa0048041BreastDCISGlutathione metabolism13/84657/84653.44e-031.98e-021.46e-0213
hsa0048051BreastDCISGlutathione metabolism13/84657/84653.44e-031.98e-021.46e-0213
hsa00480ColorectumADGlutathione metabolism23/209257/84656.52e-032.76e-021.76e-0223
hsa004801ColorectumADGlutathione metabolism23/209257/84656.52e-032.76e-021.76e-0223
hsa004802ColorectumMSSGlutathione metabolism22/187557/84653.58e-031.64e-021.01e-0222
hsa004803ColorectumMSSGlutathione metabolism22/187557/84653.58e-031.64e-021.01e-0222
hsa0048018EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa0048019EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa004809LiverCirrhoticGlutathione metabolism30/253057/84652.63e-041.72e-031.06e-0330
hsa0048012LiverCirrhoticGlutathione metabolism30/253057/84652.63e-041.72e-031.06e-0330
hsa0048022LiverHCCGlutathione metabolism42/402057/84655.00e-052.62e-041.46e-0442
hsa0048032LiverHCCGlutathione metabolism42/402057/84655.00e-052.62e-041.46e-0442
hsa0048016Oral cavityOSCCGlutathione metabolism36/370457/84652.41e-036.41e-033.26e-0336
hsa0048017Oral cavityOSCCGlutathione metabolism36/370457/84652.41e-036.41e-033.26e-0336
hsa0048024Oral cavityLPGlutathione metabolism25/241857/84659.58e-033.47e-022.24e-0225
hsa0048034Oral cavityLPGlutathione metabolism25/241857/84659.58e-033.47e-022.24e-0225
hsa0048014ProstateTumorGlutathione metabolism20/179157/84651.05e-023.33e-022.07e-0220
hsa0048015ProstateTumorGlutathione metabolism20/179157/84651.05e-023.33e-022.07e-0220
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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
PRDX6SNVMissense_Mutationnovelc.348N>Tp.Met116Ilep.M116IP30041protein_codingdeleterious(0.04)possibly_damaging(0.62)TCGA-BH-A6R8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRDX6SNVMissense_Mutationnovelc.101N>Ap.Gly34Aspp.G34DP30041protein_codingtolerated(0.07)possibly_damaging(0.714)TCGA-S3-AA17-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
PRDX6deletionFrame_Shift_Delnovelc.293delTp.Leu98TyrfsTer32p.L98Yfs*32P30041protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PRDX6SNVMissense_Mutationc.314A>Gp.Asp105Glyp.D105GP30041protein_codingdeleterious(0.04)possibly_damaging(0.867)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PRDX6SNVMissense_Mutationc.394C>Tp.Arg132Cysp.R132CP30041protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PRDX6SNVMissense_Mutationc.451G>Ap.Ala151Thrp.A151TP30041protein_codingdeleterious(0.01)possibly_damaging(0.506)TCGA-AF-6672-01Colorectumrectum adenocarcinomaMale<65III/IVAncillaryleucovorinPD
PRDX6SNVMissense_Mutationnovelc.481N>Ap.Leu161Ilep.L161IP30041protein_codingtolerated(0.11)benign(0.313)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
PRDX6SNVMissense_Mutationnovelc.173C>Tp.Ala58Valp.A58VP30041protein_codingtolerated(0.16)benign(0.031)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PRDX6SNVMissense_Mutationc.477G>Tp.Glu159Aspp.E159DP30041protein_codingdeleterious(0.03)benign(0.099)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PRDX6SNVMissense_Mutationc.656G>Ap.Arg219Hisp.R219HP30041protein_codingtolerated(0.05)benign(0.193)TCGA-AP-A056-01Endometriumuterine 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
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