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: TXN

Gene summary for TXN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TXN

Gene ID

7295

Gene namethioredoxin
Gene AliasTRDX
Cytomap9q31.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P10599


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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
7295TXNGSM4909281HumanBreastIDC4.68e-031.92e-010.21
7295TXNGSM4909286HumanBreastIDC1.54e-15-2.14e-010.1081
7295TXNGSM4909290HumanBreastIDC6.89e-092.79e-010.2096
7295TXNGSM4909293HumanBreastIDC3.19e-06-1.19e-010.1581
7295TXNGSM4909294HumanBreastIDC5.49e-104.08e-020.2022
7295TXNGSM4909296HumanBreastIDC2.05e-04-3.93e-020.1524
7295TXNGSM4909297HumanBreastIDC1.05e-21-1.83e-010.1517
7295TXNGSM4909299HumanBreastIDC2.70e-03-2.26e-010.035
7295TXNGSM4909301HumanBreastIDC1.16e-041.97e-010.1577
7295TXNGSM4909302HumanBreastIDC3.66e-08-4.10e-010.1545
7295TXNGSM4909304HumanBreastIDC3.68e-07-2.24e-010.1636
7295TXNGSM4909311HumanBreastIDC2.73e-46-5.31e-010.1534
7295TXNGSM4909312HumanBreastIDC1.04e-03-1.55e-010.1552
7295TXNGSM4909313HumanBreastIDC2.49e-11-4.70e-010.0391
7295TXNGSM4909315HumanBreastIDC4.25e-041.60e-010.21
7295TXNGSM4909316HumanBreastIDC1.49e-063.43e-020.21
7295TXNGSM4909317HumanBreastIDC4.83e-05-2.42e-010.1355
7295TXNGSM4909319HumanBreastIDC5.26e-74-9.89e-010.1563
7295TXNGSM4909320HumanBreastIDC1.62e-11-6.48e-010.1575
7295TXNGSM4909321HumanBreastIDC7.70e-08-2.26e-010.1559
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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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:190320151StomachSIMregulation of oxidative stress-induced cell death9/70874/187231.85e-032.06e-029
GO:005116851StomachSIMnuclear export14/708154/187232.16e-032.26e-0214
GO:003250721StomachSIMmaintenance of protein location in cell8/70865/187233.03e-032.92e-028
GO:00725952StomachSIMmaintenance of protein localization in organelle6/70842/187234.70e-034.08e-026
GO:004682541StomachSIMregulation of protein export from nucleus5/70830/187234.95e-034.23e-025
GO:000661121StomachSIMprotein export from nucleus7/70857/187235.49e-034.56e-027
GO:000697930ThyroidHTresponse to oxidative stress81/1272446/187232.53e-161.17e-1381
GO:000030229ThyroidHTresponse to reactive oxygen species47/1272222/187231.97e-124.05e-1047
GO:000963627ThyroidHTresponse to toxic substance50/1272262/187232.25e-113.75e-0950
GO:199074827ThyroidHTcellular detoxification31/1272116/187232.29e-113.75e-0931
GO:009875420ThyroidHTdetoxification36/1272152/187232.63e-114.07e-0936
GO:009723727ThyroidHTcellular response to toxic substance32/1272124/187233.00e-114.51e-0932
GO:009886926ThyroidHTcellular oxidant detoxification26/1272101/187232.23e-092.26e-0726
GO:004254228ThyroidHTresponse to hydrogen peroxide32/1272146/187232.66e-092.64e-0732
GO:006219730ThyroidHTcellular response to chemical stress54/1272337/187233.07e-092.89e-0754
GO:004854530ThyroidHTresponse to steroid hormone54/1272339/187233.80e-093.52e-0754
GO:005109828ThyroidHTregulation of binding56/1272363/187236.41e-095.75e-0756
GO:005109928ThyroidHTpositive regulation of binding34/1272173/187231.64e-081.30e-0634
GO:007259428ThyroidHTestablishment of protein localization to organelle60/1272422/187234.06e-082.69e-0660
GO:003459929ThyroidHTcellular response to oxidative stress46/1272288/187234.97e-083.15e-0646
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0513218BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0541818BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0513219BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0541819BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0501224BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0513224BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0541824BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0501234BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0513234BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0541834BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0501243BreastDCISParkinson disease106/846266/84651.64e-395.29e-373.90e-37106
hsa0513243BreastDCISSalmonella infection55/846249/84658.71e-091.87e-071.38e-0755
hsa0541844BreastDCISFluid shear stress and atherosclerosis34/846139/84655.31e-079.03e-066.65e-0634
hsa0501253BreastDCISParkinson disease106/846266/84651.64e-395.29e-373.90e-37106
hsa0513253BreastDCISSalmonella infection55/846249/84658.71e-091.87e-071.38e-0755
hsa0541854BreastDCISFluid shear stress and atherosclerosis34/846139/84655.31e-079.03e-066.65e-0634
hsa0501220CervixCCParkinson disease102/1267266/84651.81e-211.47e-198.66e-20102
hsa0541820CervixCCFluid shear stress and atherosclerosis50/1267139/84655.71e-101.32e-087.81e-0950
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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
TXNSNVMissense_Mutationnovelc.292G>Ap.Glu98Lysp.E98KP10599protein_codingtolerated(0.18)probably_damaging(1)TCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TXNSNVMissense_Mutationrs547387406c.89N>Tp.Thr30Metp.T30MP10599protein_codingtolerated(0.08)possibly_damaging(0.464)TCGA-CN-5361-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
TXNSNVMissense_Mutationc.74T>Cp.Val25Alap.V25AP10599protein_codingtolerated(0.05)benign(0.156)TCGA-BR-8591-01Stomachstomach adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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
7295TXNDRUGGABLE GENOME, THIOREDOXINGAMBOGIC ACIDGAMBOGIC ACID22663155
7295TXNDRUGGABLE GENOME, THIOREDOXINGAMBOGENIC ACIDGAMBOGENIC ACID22663155
7295TXNDRUGGABLE GENOME, THIOREDOXINBIOTINYLATED GAMBOGIC ACIDBIOTINYLATED GAMBOGIC ACID22663155
7295TXNDRUGGABLE GENOME, THIOREDOXINPX-12PX-12
7295TXNDRUGGABLE GENOME, THIOREDOXINPX-12PX-12
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