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: TXNDC9

Gene summary for TXNDC9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TXNDC9

Gene ID

10190

Gene namethioredoxin domain containing 9
Gene AliasAPACD
Cytomap2q11.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

O14530


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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
10190TXNDC9LZE4THumanEsophagusESCC3.32e-134.75e-010.0811
10190TXNDC9LZE7THumanEsophagusESCC1.41e-055.37e-010.0667
10190TXNDC9LZE8THumanEsophagusESCC3.64e-081.34e-010.067
10190TXNDC9LZE20THumanEsophagusESCC3.69e-041.61e-010.0662
10190TXNDC9LZE22THumanEsophagusESCC1.96e-043.05e-010.068
10190TXNDC9LZE24THumanEsophagusESCC8.24e-165.09e-010.0596
10190TXNDC9LZE21THumanEsophagusESCC3.69e-074.57e-010.0655
10190TXNDC9P2T-EHumanEsophagusESCC6.75e-306.69e-010.1177
10190TXNDC9P4T-EHumanEsophagusESCC1.52e-318.98e-010.1323
10190TXNDC9P5T-EHumanEsophagusESCC2.16e-154.55e-010.1327
10190TXNDC9P8T-EHumanEsophagusESCC6.68e-173.40e-010.0889
10190TXNDC9P9T-EHumanEsophagusESCC5.28e-175.88e-010.1131
10190TXNDC9P10T-EHumanEsophagusESCC2.40e-396.35e-010.116
10190TXNDC9P11T-EHumanEsophagusESCC4.36e-148.11e-010.1426
10190TXNDC9P12T-EHumanEsophagusESCC6.53e-336.05e-010.1122
10190TXNDC9P15T-EHumanEsophagusESCC1.19e-286.50e-010.1149
10190TXNDC9P16T-EHumanEsophagusESCC4.71e-224.38e-010.1153
10190TXNDC9P17T-EHumanEsophagusESCC2.08e-076.60e-010.1278
10190TXNDC9P19T-EHumanEsophagusESCC2.22e-071.11e+000.1662
10190TXNDC9P20T-EHumanEsophagusESCC1.44e-256.34e-010.1124
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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:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:000645719Oral cavityLPprotein folding125/4623212/187231.62e-268.45e-24125
GO:0006457111SkincSCCprotein folding131/4864212/187232.96e-281.32e-25131
GO:0006457112ThyroidPTCprotein folding137/5968212/187238.29e-232.01e-20137
GO:000645733ThyroidATCprotein folding140/6293212/187233.46e-228.09e-20140
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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
TXNDC9SNVMissense_Mutationc.673N>Cp.Asp225Hisp.D225HO14530protein_codingdeleterious(0)possibly_damaging(0.831)TCGA-D8-A13Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
TXNDC9SNVMissense_Mutationc.633N>Tp.Lys211Asnp.K211NO14530protein_codingtolerated(0.07)benign(0.067)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TXNDC9SNVMissense_Mutationnovelc.185N>Tp.Lys62Ilep.K62IO14530protein_codingdeleterious(0)probably_damaging(0.921)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TXNDC9SNVMissense_Mutationc.633N>Tp.Lys211Asnp.K211NO14530protein_codingtolerated(0.07)benign(0.067)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TXNDC9SNVMissense_Mutationrs748796557c.221N>Tp.Arg74Ilep.R74IO14530protein_codingtolerated(0.1)benign(0.028)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TXNDC9SNVMissense_Mutationnovelc.241N>Tp.Asp81Tyrp.D81YO14530protein_codingdeleterious(0)possibly_damaging(0.886)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
TXNDC9SNVMissense_Mutationc.528N>Tp.Glu176Aspp.E176DO14530protein_codingdeleterious(0.02)probably_damaging(0.971)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TXNDC9SNVMissense_Mutationc.584N>Tp.Pro195Leup.P195LO14530protein_codingdeleterious(0.01)probably_damaging(0.969)TCGA-55-8507-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
TXNDC9SNVMissense_Mutationc.655N>Cp.Tyr219Hisp.Y219HO14530protein_codingtolerated(0.52)benign(0.003)TCGA-86-8358-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
TXNDC9SNVMissense_Mutationnovelc.92C>Gp.Ser31Cysp.S31CO14530protein_codingdeleterious(0.03)benign(0.003)TCGA-97-A4M0-01Lunglung adenocarcinomaFemale<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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