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: TXNDC15

Gene summary for TXNDC15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TXNDC15

Gene ID

79770

Gene namethioredoxin domain containing 15
Gene AliasBUG
Cytomap5q31.1
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q7Z345


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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
79770TXNDC15LZE4THumanEsophagusESCC1.88e-122.81e-010.0811
79770TXNDC15LZE7THumanEsophagusESCC3.97e-026.18e-020.0667
79770TXNDC15LZE8THumanEsophagusESCC7.84e-051.65e-010.067
79770TXNDC15LZE20THumanEsophagusESCC1.18e-02-2.09e-020.0662
79770TXNDC15LZE22THumanEsophagusESCC7.48e-042.37e-010.068
79770TXNDC15LZE24THumanEsophagusESCC1.13e-184.04e-010.0596
79770TXNDC15LZE21THumanEsophagusESCC4.69e-021.02e-010.0655
79770TXNDC15LZE6THumanEsophagusESCC1.70e-063.13e-010.0845
79770TXNDC15P1T-EHumanEsophagusESCC8.11e-051.62e-010.0875
79770TXNDC15P2T-EHumanEsophagusESCC1.08e-314.87e-010.1177
79770TXNDC15P4T-EHumanEsophagusESCC2.39e-184.78e-010.1323
79770TXNDC15P5T-EHumanEsophagusESCC7.21e-081.62e-010.1327
79770TXNDC15P8T-EHumanEsophagusESCC1.47e-163.06e-010.0889
79770TXNDC15P9T-EHumanEsophagusESCC5.83e-144.06e-010.1131
79770TXNDC15P10T-EHumanEsophagusESCC3.93e-273.61e-010.116
79770TXNDC15P11T-EHumanEsophagusESCC1.32e-106.36e-010.1426
79770TXNDC15P12T-EHumanEsophagusESCC8.39e-316.18e-010.1122
79770TXNDC15P15T-EHumanEsophagusESCC6.16e-195.14e-010.1149
79770TXNDC15P16T-EHumanEsophagusESCC7.36e-233.36e-010.1153
79770TXNDC15P17T-EHumanEsophagusESCC1.74e-073.31e-010.1278
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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
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:0008589ThyroidATCregulation of smoothened signaling pathway40/629381/187232.36e-031.10e-0240
GO:0007224ThyroidATCsmoothened signaling pathway60/6293138/187239.75e-033.57e-0260
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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
TXNDC15SNVMissense_Mutationnovelc.412N>Tp.Ala138Serp.A138SQ96J42protein_codingtolerated(0.49)benign(0.003)TCGA-HN-A2NL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TXNDC15deletionFrame_Shift_Delnovelc.299delNp.Ala101LeufsTer5p.A101Lfs*5Q96J42protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TXNDC15SNVMissense_Mutationnovelc.167N>Tp.Ala56Valp.A56VQ96J42protein_codingtolerated(0.1)benign(0)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TXNDC15SNVMissense_Mutationrs773013478c.1042N>Tp.Arg348Trpp.R348WQ96J42protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TXNDC15SNVMissense_Mutationc.1028N>Ap.Arg343Glnp.R343QQ96J42protein_codingtolerated(0.09)benign(0.328)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TXNDC15SNVMissense_Mutationnovelc.752N>Tp.Ser251Ilep.S251IQ96J42protein_codingdeleterious(0)probably_damaging(0.987)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TXNDC15SNVMissense_Mutationc.1028G>Ap.Arg343Glnp.R343QQ96J42protein_codingtolerated(0.09)benign(0.328)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TXNDC15SNVMissense_Mutationnovelc.934N>Tp.Gly312Cysp.G312CQ96J42protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TXNDC15SNVMissense_Mutationrs773013478c.1042N>Tp.Arg348Trpp.R348WQ96J42protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TXNDC15SNVMissense_Mutationnovelc.704N>Ap.Arg235Glnp.R235QQ96J42protein_codingdeleterious(0)probably_damaging(0.971)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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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