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: TXNL4B

Gene summary for TXNL4B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TXNL4B

Gene ID

54957

Gene namethioredoxin like 4B
Gene AliasDLP
Cytomap16q22.2
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q9NX01


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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
54957TXNL4BLZE4THumanEsophagusESCC1.39e-062.53e-010.0811
54957TXNL4BLZE7THumanEsophagusESCC2.59e-042.79e-010.0667
54957TXNL4BLZE24THumanEsophagusESCC5.96e-102.23e-010.0596
54957TXNL4BP1T-EHumanEsophagusESCC5.12e-041.48e-010.0875
54957TXNL4BP2T-EHumanEsophagusESCC8.24e-077.34e-020.1177
54957TXNL4BP4T-EHumanEsophagusESCC1.01e-051.61e-010.1323
54957TXNL4BP5T-EHumanEsophagusESCC1.31e-112.00e-010.1327
54957TXNL4BP8T-EHumanEsophagusESCC9.46e-132.06e-010.0889
54957TXNL4BP9T-EHumanEsophagusESCC9.13e-057.33e-020.1131
54957TXNL4BP10T-EHumanEsophagusESCC9.44e-141.01e-010.116
54957TXNL4BP12T-EHumanEsophagusESCC3.37e-101.16e-010.1122
54957TXNL4BP15T-EHumanEsophagusESCC1.88e-051.31e-010.1149
54957TXNL4BP16T-EHumanEsophagusESCC6.96e-081.13e-010.1153
54957TXNL4BP20T-EHumanEsophagusESCC1.33e-072.01e-010.1124
54957TXNL4BP21T-EHumanEsophagusESCC2.11e-161.68e-010.1617
54957TXNL4BP22T-EHumanEsophagusESCC4.31e-122.21e-010.1236
54957TXNL4BP23T-EHumanEsophagusESCC2.20e-122.94e-010.108
54957TXNL4BP24T-EHumanEsophagusESCC1.58e-058.08e-020.1287
54957TXNL4BP26T-EHumanEsophagusESCC4.98e-153.00e-010.1276
54957TXNL4BP27T-EHumanEsophagusESCC2.61e-041.14e-010.1055
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:000037522LiverHCCRNA splicing, via transesterification reactions228/7958324/187231.47e-244.06e-22228
GO:000037722LiverHCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile224/7958320/187231.16e-232.62e-21224
GO:000039822LiverHCCmRNA splicing, via spliceosome224/7958320/187231.16e-232.62e-21224
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:000037519Oral cavityOSCCRNA splicing, via transesterification reactions225/7305324/187235.20e-292.99e-26225
GO:000037719Oral cavityOSCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile221/7305320/187235.50e-282.18e-25221
GO:000039819Oral cavityOSCCmRNA splicing, via spliceosome221/7305320/187235.50e-282.18e-25221
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
TXNL4BSNVMissense_Mutationc.200N>Ap.Ala67Glup.A67EQ9NX01protein_codingtolerated(0.06)benign(0.001)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
TXNL4BinsertionNonsense_Mutationnovelc.337_338insGATTTATTAGAAGGAGAGGGTAGGTGCp.Ile113delinsArgPheIleArgArgArgGlyTerValLeup.I113delinsRFIRRRG*VLQ9NX01protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
TXNL4BinsertionNonsense_Mutationnovelc.136_137insGGAGAGAGACCTAACCCAGAAp.Ser46delinsTrpArgGluThrTerProArgThrp.S46delinsWRET*PRTQ9NX01protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
TXNL4BinsertionFrame_Shift_Insnovelc.136_137insGTGGAGAGAGACCTAACCCAGAAp.Ser46CysfsTer15p.S46Cfs*15Q9NX01protein_codingTCGA-BH-A0BJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TXNL4BinsertionNonsense_Mutationnovelc.136_137insGGAGAGAGACCTAACCCAGAAp.Ser46delinsTrpArgGluThrTerProArgThrp.S46delinsWRET*PRTQ9NX01protein_codingTCGA-BH-A0EB-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TXNL4BSNVMissense_Mutationc.202N>Cp.Val68Leup.V68LQ9NX01protein_codingtolerated(0.27)benign(0.003)TCGA-FU-A23L-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TXNL4BSNVMissense_Mutationc.200C>Tp.Ala67Valp.A67VQ9NX01protein_codingdeleterious(0.02)benign(0.012)TCGA-D5-5539-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fuPD
TXNL4BSNVMissense_Mutationc.252N>Ap.Phe84Leup.F84LQ9NX01protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
TXNL4BSNVMissense_Mutationc.263N>Gp.Gln88Argp.Q88RQ9NX01protein_codingtolerated(0.09)benign(0.023)TCGA-D1-A160-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TXNL4BSNVMissense_Mutationnovelc.371T>Cp.Met124Thrp.M124TQ9NX01protein_codingtolerated(0.13)benign(0.18)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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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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