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: TXN2

Gene summary for TXN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TXN2

Gene ID

25828

Gene namethioredoxin 2
Gene AliasCOXPD29
Cytomap22q12.3
Gene Typeprotein-coding
GO ID

GO:0001666

UniProtAcc

Q99757


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
25828TXN2HTA11_3410_2000001011HumanColorectumAD4.31e-093.67e-010.0155
25828TXN2HTA11_2487_2000001011HumanColorectumSER1.66e-085.73e-01-0.1808
25828TXN2HTA11_1938_2000001011HumanColorectumAD4.67e-097.05e-01-0.0811
25828TXN2HTA11_347_2000001011HumanColorectumAD6.83e-266.65e-01-0.1954
25828TXN2HTA11_411_2000001011HumanColorectumSER9.79e-119.65e-01-0.2602
25828TXN2HTA11_3361_2000001011HumanColorectumAD4.20e-065.17e-01-0.1207
25828TXN2HTA11_83_2000001011HumanColorectumSER1.11e-065.85e-01-0.1526
25828TXN2HTA11_696_2000001011HumanColorectumAD6.85e-287.56e-01-0.1464
25828TXN2HTA11_866_2000001011HumanColorectumAD2.28e-093.88e-01-0.1001
25828TXN2HTA11_1391_2000001011HumanColorectumAD8.12e-197.31e-01-0.059
25828TXN2HTA11_2992_2000001011HumanColorectumSER2.68e-045.97e-01-0.1706
25828TXN2HTA11_5216_2000001011HumanColorectumSER3.74e-056.56e-01-0.1462
25828TXN2HTA11_9341_2000001011HumanColorectumSER3.57e-024.88e-01-0.00410000000000005
25828TXN2HTA11_866_3004761011HumanColorectumAD1.43e-136.16e-010.096
25828TXN2HTA11_4255_2000001011HumanColorectumSER7.74e-087.16e-010.0446
25828TXN2HTA11_8622_2000001021HumanColorectumSER2.03e-024.46e-010.0528
25828TXN2HTA11_7663_2000001011HumanColorectumSER1.52e-035.85e-010.0131
25828TXN2HTA11_10623_2000001011HumanColorectumAD1.61e-096.78e-01-0.0177
25828TXN2HTA11_6801_2000001011HumanColorectumSER8.45e-035.16e-010.0171
25828TXN2HTA11_10711_2000001011HumanColorectumAD3.04e-075.43e-010.0338
Page: 1 2 3 4 5 6 7 8 9 10 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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.

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:000641710CervixCCregulation of translation89/2311468/187231.86e-053.46e-0489
GO:00068987CervixCCreceptor-mediated endocytosis53/2311244/187232.52e-054.29e-0453
GO:00301008CervixCCregulation of endocytosis47/2311211/187233.65e-055.82e-0447
GO:00512368CervixCCestablishment of RNA localization39/2311166/187234.76e-057.25e-0439
GO:00506578CervixCCnucleic acid transport38/2311163/187237.06e-059.85e-0438
GO:00506588CervixCCRNA transport38/2311163/187237.06e-059.85e-0438
GO:000640310CervixCCRNA localization43/2311201/187232.00e-042.29e-0343
GO:00431127CervixCCreceptor metabolic process37/2311166/187232.31e-042.58e-0337
GO:00159318CervixCCnucleobase-containing compound transport43/2311222/187231.72e-031.30e-0243
GO:00482597CervixCCregulation of receptor-mediated endocytosis24/2311110/187233.62e-032.31e-0224
GO:00316236CervixCCreceptor internalization24/2311113/187235.18e-033.05e-0224
GO:00339626CervixCCP-body assembly7/231121/187231.04e-024.97e-027
GO:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0043112ColorectumADreceptor metabolic process62/3918166/187238.18e-072.85e-0562
GO:0009743ColorectumADresponse to carbohydrate86/3918253/187238.43e-072.90e-0586
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0006403ColorectumADRNA localization71/3918201/187231.54e-064.76e-0571
GO:0034284ColorectumADresponse to monosaccharide76/3918225/187234.64e-061.23e-0476
GO:0009746ColorectumADresponse to hexose73/3918219/187231.20e-052.65e-0473
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
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 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa05418ColorectumADFluid shear stress and atherosclerosis54/2092139/84651.41e-041.16e-037.37e-0454
hsa050121ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa051321ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa054181ColorectumADFluid shear stress and atherosclerosis54/2092139/84651.41e-041.16e-037.37e-0454
hsa050122ColorectumSERParkinson disease132/1580266/84652.72e-319.03e-296.55e-29132
hsa051322ColorectumSERSalmonella infection77/1580249/84651.56e-062.35e-051.71e-0577
hsa054182ColorectumSERFluid shear stress and atherosclerosis40/1580139/84652.28e-031.75e-021.27e-0240
hsa050123ColorectumSERParkinson disease132/1580266/84652.72e-319.03e-296.55e-29132
hsa051323ColorectumSERSalmonella infection77/1580249/84651.56e-062.35e-051.71e-0577
hsa054183ColorectumSERFluid shear stress and atherosclerosis40/1580139/84652.28e-031.75e-021.27e-0240
hsa050124ColorectumMSSParkinson disease140/1875266/84652.32e-287.79e-264.77e-26140
hsa051324ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa054184ColorectumMSSFluid shear stress and atherosclerosis51/1875139/84656.06e-055.80e-043.55e-0451
hsa050125ColorectumMSSParkinson disease140/1875266/84652.32e-287.79e-264.77e-26140
hsa051325ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa054185ColorectumMSSFluid shear stress and atherosclerosis51/1875139/84656.06e-055.80e-043.55e-0451
hsa050126ColorectumMSI-HParkinson disease85/797266/84651.19e-251.29e-231.08e-2385
hsa050127ColorectumMSI-HParkinson disease85/797266/84651.19e-251.29e-231.08e-2385
Page: 1 2 3 4 

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
TXN2insertionIn_Frame_Insnovelc.347_348insTACAGGCACGCGCCACCACGCp.Val116_Asp117insThrGlyThrArgHisHisAlap.V116_D117insTGTRHHAQ99757protein_codingTCGA-AO-A0JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophospamideSD
TXN2SNVMissense_Mutationnovelc.318N>Tp.Lys106Asnp.K106NQ99757protein_codingtolerated(0.09)benign(0.055)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TXN2SNVMissense_Mutationrs776811065c.373G>Ap.Ala125Thrp.A125TQ99757protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TXN2SNVMissense_Mutationnovelc.322C>Tp.His108Tyrp.H108YQ99757protein_codingdeleterious(0.02)benign(0.03)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TXN2SNVMissense_Mutationnovelc.292N>Tp.Pro98Serp.P98SQ99757protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A0LS-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TXN2SNVMissense_Mutationnovelc.286C>Ap.Leu96Metp.L96MQ99757protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
TXN2SNVMissense_Mutationrs139984170c.293N>Tp.Pro98Leup.P98LQ99757protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
TXN2SNVMissense_Mutationrs776811065c.373G>Ap.Ala125Thrp.A125TQ99757protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
TXN2SNVMissense_Mutationnovelc.323N>Gp.His108Argp.H108RQ99757protein_codingtolerated(0.28)benign(0)TCGA-AX-A3FT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TXN2SNVMissense_Mutationnovelc.287N>Cp.Leu96Prop.L96PQ99757protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 

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
25828TXN2DRUGGABLE GENOME, THIOREDOXINGAMBOGIC ACIDGAMBOGIC ACID22663155
25828TXN2DRUGGABLE GENOME, THIOREDOXINBIOTINYLATED GAMBOGIC ACIDBIOTINYLATED GAMBOGIC ACID22663155
25828TXN2DRUGGABLE GENOME, THIOREDOXINGAMBOGENIC ACIDGAMBOGENIC ACID22663155
Page: 1