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: TXNL1

Gene summary for TXNL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TXNL1

Gene ID

9352

Gene namethioredoxin like 1
Gene AliasHEL-S-114
Cytomap18q21.31
Gene Typeprotein-coding
GO ID

GO:0000502

UniProtAcc

O43396


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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
9352TXNL1SYSMH5HumanOral cavityOSCC1.13e-043.91e-010.0647
9352TXNL1SYSMH6HumanOral cavityOSCC2.89e-206.44e-010.1275
9352TXNL1GSM5252130_BPH340PrGF_ViaHumanProstateBPH2.77e-136.06e-01-0.1972
9352TXNL1GSM5252131_BPH340PrSF_ViaHumanProstateBPH1.59e-023.29e-01-0.2126
9352TXNL1GSM5252132_BPH389PrGFHumanProstateBPH1.85e-056.56e-01-0.2247
9352TXNL1GSM5252133_BPH389PrSFHumanProstateBPH2.17e-027.33e-01-0.2027
9352TXNL1GSM5252135_BPH511PrPUr_Fcol_3GEXHumanProstateBPH7.77e-136.86e-01-0.1833
9352TXNL1GSM5252136_BPH556PrGA1_FcolHumanProstateBPH1.31e-035.37e-01-0.23
9352TXNL1GSM5252137_BPH556PrGA2_FcolHumanProstateBPH3.17e-086.77e-01-0.23
9352TXNL1047563_1562-all-cellsHumanProstateBPH1.59e-17-1.06e-010.0791
9352TXNL1Dong_P1HumanProstateTumor2.48e-173.81e-020.035
9352TXNL1Dong_P3HumanProstateTumor4.34e-071.29e-020.0278
9352TXNL1Dong_P4HumanProstateTumor3.33e-051.27e-010.0292
9352TXNL1Dong_P5HumanProstateTumor9.68e-23-4.55e-020.053
9352TXNL1GSM5353215_PA_AUG_PB_1B_S2HumanProstateTumor1.17e-071.66e-010.1557
9352TXNL1GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor1.59e-034.29e-020.1602
9352TXNL1GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor5.11e-03-1.24e-010.1575
9352TXNL1GSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor4.94e-16-1.70e-010.1545
9352TXNL1GSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor4.97e-08-1.59e-010.1569
9352TXNL1P4_S8_cSCCHumanSkincSCC3.35e-132.02e-01-0.3095
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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
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
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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
TXNL1SNVMissense_Mutationnovelc.484N>Ap.Asp162Asnp.D162NO43396protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TXNL1SNVMissense_Mutationc.659N>Cp.Leu220Prop.L220PO43396protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TXNL1SNVMissense_Mutationc.585A>Cp.Lys195Asnp.K195NO43396protein_codingdeleterious(0)possibly_damaging(0.814)TCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TXNL1SNVMissense_Mutationnovelc.93N>Ap.Met31Ilep.M31IO43396protein_codingtolerated(0.05)benign(0.001)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TXNL1SNVMissense_Mutationnovelc.839N>Ap.Arg280Glnp.R280QO43396protein_codingdeleterious(0)possibly_damaging(0.848)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TXNL1SNVMissense_Mutationc.585N>Cp.Lys195Asnp.K195NO43396protein_codingdeleterious(0)possibly_damaging(0.814)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TXNL1SNVMissense_Mutationrs745346344c.479N>Gp.Asp160Glyp.D160GO43396protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TXNL1SNVMissense_Mutationc.700N>Tp.Arg234Cysp.R234CO43396protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TXNL1deletionFrame_Shift_Delnovelc.482delGp.Cys161LeufsTer20p.C161Lfs*20O43396protein_codingTCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TXNL1deletionFrame_Shift_Delc.855delAp.Gly286GlufsTer23p.G286Efs*23O43396protein_codingTCGA-AA-A022-01Colorectumcolon 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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