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: TXNDC5

Gene summary for TXNDC5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TXNDC5

Gene ID

81567

Gene namethioredoxin domain containing 5
Gene AliasENDOPDI
Cytomap6p24.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024QZV0


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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
81567TXNDC5HTA11_3410_2000001011HumanColorectumAD3.38e-102.03e-010.0155
81567TXNDC5HTA11_2487_2000001011HumanColorectumSER5.80e-072.50e-01-0.1808
81567TXNDC5HTA11_1938_2000001011HumanColorectumAD8.04e-154.80e-01-0.0811
81567TXNDC5HTA11_78_2000001011HumanColorectumAD1.63e-174.49e-01-0.1088
81567TXNDC5HTA11_347_2000001011HumanColorectumAD1.10e-173.32e-01-0.1954
81567TXNDC5HTA11_411_2000001011HumanColorectumSER5.61e-033.31e-01-0.2602
81567TXNDC5HTA11_2112_2000001011HumanColorectumSER1.50e-043.37e-01-0.2196
81567TXNDC5HTA11_3361_2000001011HumanColorectumAD5.46e-032.02e-01-0.1207
81567TXNDC5HTA11_83_2000001011HumanColorectumSER3.64e-052.18e-01-0.1526
81567TXNDC5HTA11_696_2000001011HumanColorectumAD1.73e-122.80e-01-0.1464
81567TXNDC5HTA11_866_2000001011HumanColorectumAD2.05e-061.89e-01-0.1001
81567TXNDC5HTA11_1391_2000001011HumanColorectumAD6.53e-277.20e-01-0.059
81567TXNDC5HTA11_2992_2000001011HumanColorectumSER1.09e-022.63e-01-0.1706
81567TXNDC5HTA11_5216_2000001011HumanColorectumSER3.40e-022.22e-01-0.1462
81567TXNDC5HTA11_546_2000001011HumanColorectumAD8.71e-065.79e-01-0.0842
81567TXNDC5HTA11_9341_2000001011HumanColorectumSER5.61e-032.55e-01-0.00410000000000005
81567TXNDC5HTA11_7862_2000001011HumanColorectumAD1.12e-062.70e-01-0.0179
81567TXNDC5HTA11_866_3004761011HumanColorectumAD2.23e-224.77e-010.096
81567TXNDC5HTA11_4255_2000001011HumanColorectumSER1.51e-114.41e-010.0446
81567TXNDC5HTA11_8622_2000001021HumanColorectumSER8.37e-052.67e-010.0528
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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
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
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041412ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041413ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041414ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041415ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041416ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa041417ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
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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
TXNDC5SNVMissense_Mutationnovelc.1204N>Cp.Phe402Leup.F402LQ8NBS9protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AC-A6IX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TXNDC5SNVMissense_Mutationnovelc.1035T>Gp.Phe345Leup.F345LQ8NBS9protein_codingdeleterious(0)possibly_damaging(0.622)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TXNDC5SNVMissense_Mutationc.1190N>Tp.Pro397Leup.P397LQ8NBS9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
TXNDC5SNVMissense_Mutationc.754G>Cp.Glu252Glnp.E252QQ8NBS9protein_codingtolerated(0.27)benign(0.175)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
TXNDC5insertionNonsense_Mutationnovelc.617-1_617insTGTAACTGGATTTTCTGGAAATATCp.Gly206ValfsTer2p.G206Vfs*2Q8NBS9protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
TXNDC5deletionFrame_Shift_Delc.818delNp.Lys273ArgfsTer14p.K273Rfs*14Q8NBS9protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TXNDC5deletionFrame_Shift_Delc.397delNp.Val133CysfsTer7p.V133Cfs*7Q8NBS9protein_codingTCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
TXNDC5SNVMissense_Mutationc.593N>Cp.Asn198Thrp.N198TQ8NBS9protein_codingtolerated(0.58)probably_damaging(0.999)TCGA-R2-A69V-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TXNDC5SNVMissense_Mutationc.650N>Ap.Cys217Tyrp.C217YQ8NBS9protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
TXNDC5SNVMissense_Mutationrs530530741c.1291G>Ap.Glu431Lysp.E431KQ8NBS9protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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