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: TXNDC17

Gene summary for TXNDC17

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TXNDC17

Gene ID

84817

Gene namethioredoxin domain containing 17
Gene AliasTRP14
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

A0A140VJY7


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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
84817TXNDC17GSM4909285HumanBreastIDC2.24e-042.83e-010.21
84817TXNDC17GSM4909286HumanBreastIDC2.76e-05-2.46e-010.1081
84817TXNDC17GSM4909290HumanBreastIDC2.79e-125.14e-010.2096
84817TXNDC17GSM4909293HumanBreastIDC3.25e-103.73e-010.1581
84817TXNDC17GSM4909294HumanBreastIDC1.25e-246.30e-010.2022
84817TXNDC17GSM4909296HumanBreastIDC6.44e-08-1.03e-020.1524
84817TXNDC17GSM4909297HumanBreastIDC1.88e-12-6.69e-020.1517
84817TXNDC17GSM4909301HumanBreastIDC1.29e-053.21e-010.1577
84817TXNDC17GSM4909302HumanBreastIDC1.59e-022.03e-010.1545
84817TXNDC17GSM4909304HumanBreastIDC2.54e-063.31e-010.1636
84817TXNDC17GSM4909306HumanBreastIDC6.25e-033.33e-010.1564
84817TXNDC17GSM4909311HumanBreastIDC6.53e-25-2.15e-010.1534
84817TXNDC17GSM4909312HumanBreastIDC3.73e-07-1.54e-010.1552
84817TXNDC17GSM4909313HumanBreastIDC3.47e-04-1.93e-030.0391
84817TXNDC17GSM4909315HumanBreastIDC1.48e-226.84e-010.21
84817TXNDC17GSM4909316HumanBreastIDC2.98e-176.89e-010.21
84817TXNDC17GSM4909317HumanBreastIDC1.89e-043.34e-010.1355
84817TXNDC17GSM4909318HumanBreastIDC1.40e-033.95e-010.2031
84817TXNDC17GSM4909319HumanBreastIDC1.64e-37-2.71e-010.1563
84817TXNDC17GSM4909320HumanBreastIDC5.18e-072.40e-020.1575
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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.

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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:00988698BreastPrecancercellular oxidant detoxification20/1080101/187231.07e-064.18e-0520
GO:19907488BreastPrecancercellular detoxification21/1080116/187232.67e-068.89e-0521
GO:00987548BreastPrecancerdetoxification24/1080152/187236.49e-061.81e-0424
GO:00972378BreastPrecancercellular response to toxic substance21/1080124/187237.98e-062.17e-0421
GO:00096368BreastPrecancerresponse to toxic substance31/1080262/187231.18e-042.12e-0331
GO:00713568BreastPrecancercellular response to tumor necrosis factor28/1080229/187231.42e-042.45e-0328
GO:00346128BreastPrecancerresponse to tumor necrosis factor29/1080253/187233.32e-044.70e-0329
GO:000963613BreastIDCresponse to toxic substance44/1434262/187236.33e-073.00e-0544
GO:009875413BreastIDCdetoxification29/1434152/187233.97e-061.43e-0429
GO:009886913BreastIDCcellular oxidant detoxification22/1434101/187236.31e-061.98e-0422
GO:199074813BreastIDCcellular detoxification23/1434116/187232.02e-054.92e-0423
GO:009723713BreastIDCcellular response to toxic substance24/1434124/187232.05e-054.97e-0424
GO:007135613BreastIDCcellular response to tumor necrosis factor35/1434229/187236.64e-051.35e-0335
GO:003461213BreastIDCresponse to tumor necrosis factor36/1434253/187232.29e-043.64e-0336
GO:000963623BreastDCISresponse to toxic substance42/1390262/187231.76e-066.56e-0542
GO:009875423BreastDCISdetoxification29/1390152/187232.15e-067.79e-0529
GO:009886923BreastDCIScellular oxidant detoxification22/1390101/187233.82e-061.16e-0422
GO:199074823BreastDCIScellular detoxification23/1390116/187231.22e-053.12e-0423
GO:009723723BreastDCIScellular response to toxic substance24/1390124/187231.22e-053.12e-0424
GO:007135622BreastDCIScellular response to tumor necrosis factor33/1390229/187231.84e-043.00e-0333
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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
TXNDC17SNVMissense_Mutationrs751316876c.128G>Ap.Cys43Tyrp.C43YQ9BRA2protein_codingdeleterious(0)probably_damaging(1)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TXNDC17insertionFrame_Shift_Insrs753600817c.260dupAp.Asn87LysfsTer12p.N87Kfs*12Q9BRA2protein_codingTCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
TXNDC17SNVMissense_Mutationc.129N>Gp.Cys43Trpp.C43WQ9BRA2protein_codingdeleterious(0)probably_damaging(1)TCGA-BS-A0TA-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapytaxolPD
TXNDC17SNVMissense_Mutationnovelc.353N>Gp.Met118Argp.M118RQ9BRA2protein_codingdeleterious(0)possibly_damaging(0.83)TCGA-DD-AAC8-01Liverliver hepatocellular carcinomaMale>=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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