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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:005123513BreastIDCmaintenance of location48/1434327/187239.90e-062.77e-0448
GO:000941013BreastIDCresponse to xenobiotic stimulus62/1434462/187231.05e-052.88e-0462
GO:190165414BreastIDCresponse to ketone33/1434194/187231.17e-053.13e-0433
GO:003428414BreastIDCresponse to monosaccharide36/1434225/187231.94e-054.83e-0436
GO:005109914BreastIDCpositive regulation of binding30/1434173/187231.96e-054.86e-0430
GO:199074813BreastIDCcellular detoxification23/1434116/187232.02e-054.92e-0423
GO:009723713BreastIDCcellular response to toxic substance24/1434124/187232.05e-054.97e-0424
GO:003250714BreastIDCmaintenance of protein location in cell16/143465/187232.29e-055.51e-0416
GO:000961211BreastIDCresponse to mechanical stimulus34/1434216/187234.59e-051.03e-0334
GO:000974314BreastIDCresponse to carbohydrate38/1434253/187234.87e-051.07e-0338
GO:007259512BreastIDCmaintenance of protein localization in organelle12/143442/187234.94e-051.08e-0312
GO:004338812BreastIDCpositive regulation of DNA binding14/143456/187236.11e-051.27e-0314
GO:007135613BreastIDCcellular response to tumor necrosis factor35/1434229/187236.64e-051.35e-0335
GO:000974613BreastIDCresponse to hexose33/1434219/187231.39e-042.49e-0333
GO:003461213BreastIDCresponse to tumor necrosis factor36/1434253/187232.29e-043.64e-0336
GO:003461413BreastIDCcellular response to reactive oxygen species25/1434155/187233.03e-044.57e-0325
GO:000974913BreastIDCresponse to glucose31/1434212/187233.75e-045.35e-0331
GO:190320114BreastIDCregulation of oxidative stress-induced cell death15/143474/187234.18e-045.74e-0315
GO:007259413BreastIDCestablishment of protein localization to organelle51/1434422/187237.94e-049.55e-0351
GO:000854412BreastIDCepidermis development41/1434324/187231.03e-031.14e-0241
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 

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
Page: 1 2 3 4 5 6 7 8 9 10 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 

Top

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
Page: 1