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: TXNL4A

Gene summary for TXNL4A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TXNL4A

Gene ID

10907

Gene namethioredoxin like 4A
Gene AliasBMKS
Cytomap18q23
Gene Typeprotein-coding
GO ID

GO:0000245

UniProtAcc

P83876


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
10907TXNL4AGSM4909281HumanBreastIDC5.47e-387.31e-010.21
10907TXNL4AGSM4909282HumanBreastIDC1.89e-235.50e-01-0.0288
10907TXNL4AGSM4909286HumanBreastIDC8.45e-275.54e-010.1081
10907TXNL4AGSM4909287HumanBreastIDC2.43e-073.97e-010.2057
10907TXNL4AGSM4909290HumanBreastIDC8.26e-185.77e-010.2096
10907TXNL4AGSM4909293HumanBreastIDC4.80e-093.01e-010.1581
10907TXNL4AGSM4909294HumanBreastIDC4.26e-031.68e-010.2022
10907TXNL4AGSM4909296HumanBreastIDC2.22e-062.10e-020.1524
10907TXNL4AGSM4909297HumanBreastIDC6.09e-043.32e-020.1517
10907TXNL4AGSM4909301HumanBreastIDC7.17e-031.74e-010.1577
10907TXNL4AGSM4909304HumanBreastIDC4.56e-083.24e-010.1636
10907TXNL4AGSM4909308HumanBreastIDC5.93e-042.08e-010.158
10907TXNL4AGSM4909311HumanBreastIDC5.20e-221.17e-020.1534
10907TXNL4AGSM4909312HumanBreastIDC5.12e-142.51e-010.1552
10907TXNL4AGSM4909315HumanBreastIDC5.26e-175.86e-010.21
10907TXNL4AGSM4909316HumanBreastIDC2.08e-125.93e-010.21
10907TXNL4AGSM4909317HumanBreastIDC8.21e-063.25e-010.1355
10907TXNL4AGSM4909318HumanBreastIDC1.43e-045.01e-010.2031
10907TXNL4AGSM4909319HumanBreastIDC4.10e-32-1.50e-020.1563
10907TXNL4AGSM4909321HumanBreastIDC1.35e-121.37e-010.1559
Page: 1 2 3 4 5 6 7 8 9 

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
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:00226139BreastPrecancerribonucleoprotein complex biogenesis79/1080463/187232.11e-181.03e-1579
GO:00718269BreastPrecancerribonucleoprotein complex subunit organization48/1080227/187232.68e-158.45e-1348
GO:00226189BreastPrecancerribonucleoprotein complex assembly47/1080220/187233.47e-151.03e-1247
GO:00083809BreastPrecancerRNA splicing65/1080434/187231.27e-122.53e-1065
GO:00003759BreastPrecancerRNA splicing, via transesterification reactions52/1080324/187231.74e-112.22e-0952
GO:00003779BreastPrecancerRNA splicing, via transesterification reactions with bulged adenosine as nucleophile51/1080320/187233.55e-114.04e-0951
GO:00003989BreastPrecancermRNA splicing, via spliceosome51/1080320/187233.55e-114.04e-0951
GO:002261314BreastIDCribonucleoprotein complex biogenesis83/1434463/187232.01e-135.20e-1183
GO:007182614BreastIDCribonucleoprotein complex subunit organization52/1434227/187235.18e-131.21e-1052
GO:002261814BreastIDCribonucleoprotein complex assembly51/1434220/187235.32e-131.21e-1051
GO:000838014BreastIDCRNA splicing73/1434434/187231.27e-101.57e-0873
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:002261324BreastDCISribonucleoprotein complex biogenesis83/1390463/187233.65e-141.09e-1183
GO:007182624BreastDCISribonucleoprotein complex subunit organization52/1390227/187231.54e-133.95e-1152
GO:002261824BreastDCISribonucleoprotein complex assembly51/1390220/187231.60e-133.95e-1151
GO:000838024BreastDCISRNA splicing73/1390434/187233.05e-115.08e-0973
GO:000037524BreastDCISRNA splicing, via transesterification reactions58/1390324/187232.89e-103.34e-0858
GO:000037724BreastDCISRNA splicing, via transesterification reactions with bulged adenosine as nucleophile57/1390320/187235.01e-105.35e-0857
Page: 1 2 3 4 5 6 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030408BreastPrecancerSpliceosome39/684217/84651.44e-062.27e-051.74e-0539
hsa0304013BreastPrecancerSpliceosome39/684217/84651.44e-062.27e-051.74e-0539
hsa0304023BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0304033BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0304043BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa0304053BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa03040ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030401ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030402ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa030403ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa030407LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304012LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304010ProstateBPHSpliceosome62/1718217/84651.99e-037.92e-034.90e-0362
hsa0304015ProstateBPHSpliceosome62/1718217/84651.99e-037.92e-034.90e-0362
Page: 1 2 

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
TXNL4AinsertionFrame_Shift_Insnovelc.41_42insTTTTCTGCGGGGAGCTCTTGTAGTTTTTCATATTTTAAAGp.Asp15PhefsTer52p.D15Ffs*52P83876protein_codingTCGA-A8-A0AB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TXNL4ASNVMissense_Mutationc.232N>Tp.Pro78Serp.P78SP83876protein_codingtolerated(0.06)possibly_damaging(0.631)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
TXNL4ASNVMissense_Mutationc.127N>Cp.Glu43Glnp.E43QP83876protein_codingdeleterious(0.03)possibly_damaging(0.663)TCGA-C5-A7UE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TXNL4ASNVMissense_Mutationnovelc.254N>Ap.Phe85Tyrp.F85YP83876protein_codingtolerated(0.36)benign(0.011)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TXNL4ASNVMissense_Mutationc.242N>Cp.Val81Alap.V81AP83876protein_codingdeleterious(0.01)possibly_damaging(0.492)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TXNL4ASNVMissense_Mutationrs749050284c.421C>Tp.Arg141Cysp.R141CP83876protein_codingdeleterious(0)benign(0.062)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TXNL4ASNVMissense_Mutationnovelc.196G>Ap.Val66Metp.V66MP83876protein_codingdeleterious(0.02)possibly_damaging(0.859)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
TXNL4ASNVMissense_Mutationc.221N>Tp.Glu74Valp.E74VP83876protein_codingdeleterious(0)possibly_damaging(0.895)TCGA-50-5049-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
TXNL4ASNVMissense_Mutationnovelc.274N>Gp.Ile92Valp.I92VP83876protein_codingtolerated(1)benign(0.007)TCGA-22-1005-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
TXNL4ASNVMissense_Mutationnovelc.421N>Ap.Arg141Serp.R141SP83876protein_codingdeleterious(0)benign(0.233)TCGA-BJ-A290-01Thyroidthyroid carcinomaMale>=65III/IVUnknownUnknownPD
Page: 1 2 

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
Page: 1