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: TXNDC12

Gene summary for TXNDC12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TXNDC12

Gene ID

51060

Gene namethioredoxin domain containing 12
Gene AliasAG1
Cytomap1p32.3
Gene Typeprotein-coding
GO ID

GO:0006915

UniProtAcc

O95881


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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
51060TXNDC12LZE2DHumanEsophagusHGIN2.08e-023.38e-010.0642
51060TXNDC12LZE4THumanEsophagusESCC2.20e-125.05e-010.0811
51060TXNDC12LZE7THumanEsophagusESCC1.27e-097.05e-010.0667
51060TXNDC12LZE8THumanEsophagusESCC5.77e-053.53e-010.067
51060TXNDC12LZE20THumanEsophagusESCC8.91e-064.68e-010.0662
51060TXNDC12LZE22THumanEsophagusESCC1.80e-071.12e+000.068
51060TXNDC12LZE24THumanEsophagusESCC9.68e-288.60e-010.0596
51060TXNDC12LZE21THumanEsophagusESCC1.19e-035.11e-010.0655
51060TXNDC12LZE6THumanEsophagusESCC1.83e-088.65e-010.0845
51060TXNDC12P1T-EHumanEsophagusESCC5.53e-116.41e-010.0875
51060TXNDC12P2T-EHumanEsophagusESCC4.90e-611.13e+000.1177
51060TXNDC12P4T-EHumanEsophagusESCC5.19e-411.03e+000.1323
51060TXNDC12P5T-EHumanEsophagusESCC3.46e-277.38e-010.1327
51060TXNDC12P8T-EHumanEsophagusESCC6.88e-571.22e+000.0889
51060TXNDC12P9T-EHumanEsophagusESCC1.66e-308.02e-010.1131
51060TXNDC12P10T-EHumanEsophagusESCC3.02e-561.23e+000.116
51060TXNDC12P11T-EHumanEsophagusESCC1.36e-211.10e+000.1426
51060TXNDC12P12T-EHumanEsophagusESCC1.83e-398.99e-010.1122
51060TXNDC12P15T-EHumanEsophagusESCC8.55e-561.29e+000.1149
51060TXNDC12P16T-EHumanEsophagusESCC1.38e-225.62e-010.1153
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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:009719327EsophagusHGINintrinsic apoptotic signaling pathway90/2587288/187231.50e-142.80e-1290
GO:003497625EsophagusHGINresponse to endoplasmic reticulum stress81/2587256/187231.47e-132.32e-1181
GO:200124227EsophagusHGINregulation of intrinsic apoptotic signaling pathway58/2587164/187232.57e-123.58e-1058
GO:200123327EsophagusHGINregulation of apoptotic signaling pathway97/2587356/187231.36e-111.57e-0997
GO:190589725EsophagusHGINregulation of response to endoplasmic reticulum stress31/258782/187235.25e-082.91e-0631
GO:007005920EsophagusHGINintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress25/258763/187233.41e-071.57e-0525
GO:200123427EsophagusHGINnegative regulation of apoptotic signaling pathway59/2587224/187234.68e-072.07e-0559
GO:200124325EsophagusHGINnegative regulation of intrinsic apoptotic signaling pathway33/258798/187234.73e-072.07e-0533
GO:19022359EsophagusHGINregulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway15/258732/187236.76e-062.08e-0415
GO:190357320EsophagusHGINnegative regulation of response to endoplasmic reticulum stress18/258744/187238.97e-062.64e-0418
GO:190223620EsophagusHGINnegative regulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway11/258720/187231.73e-054.71e-0411
GO:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:2001243111EsophagusESCCnegative regulation of intrinsic apoptotic signaling pathway78/855298/187235.50e-122.10e-1078
GO:1905897111EsophagusESCCregulation of response to endoplasmic reticulum stress63/855282/187238.16e-091.66e-0763
GO:0070059111EsophagusESCCintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress50/855263/187234.37e-087.96e-0750
GO:1903573111EsophagusESCCnegative regulation of response to endoplasmic reticulum stress34/855244/187231.90e-051.67e-0434
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0048018EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa0048019EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa004809LiverCirrhoticGlutathione metabolism30/253057/84652.63e-041.72e-031.06e-0330
hsa0048012LiverCirrhoticGlutathione metabolism30/253057/84652.63e-041.72e-031.06e-0330
hsa0048022LiverHCCGlutathione metabolism42/402057/84655.00e-052.62e-041.46e-0442
hsa0048032LiverHCCGlutathione metabolism42/402057/84655.00e-052.62e-041.46e-0442
hsa0048016Oral cavityOSCCGlutathione metabolism36/370457/84652.41e-036.41e-033.26e-0336
hsa0048017Oral cavityOSCCGlutathione metabolism36/370457/84652.41e-036.41e-033.26e-0336
hsa0048024Oral cavityLPGlutathione metabolism25/241857/84659.58e-033.47e-022.24e-0225
hsa0048034Oral cavityLPGlutathione metabolism25/241857/84659.58e-033.47e-022.24e-0225
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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
TXNDC12SNVMissense_Mutationnovelc.51N>Ap.Phe17Leup.F17LO95881protein_codingtolerated(0.34)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TXNDC12SNVMissense_Mutationc.310G>Tp.Asp104Tyrp.D104YO95881protein_codingdeleterious(0.04)probably_damaging(0.911)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TXNDC12SNVMissense_Mutationrs779015159c.359C>Tp.Pro120Leup.P120LO95881protein_codingdeleterious(0)possibly_damaging(0.681)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TXNDC12SNVMissense_Mutationnovelc.309A>Cp.Glu103Aspp.E103DO95881protein_codingtolerated(0.22)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TXNDC12SNVMissense_Mutationnovelc.303N>Cp.Lys101Asnp.K101NO95881protein_codingtolerated(0.13)benign(0.019)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TXNDC12SNVMissense_Mutationrs763663263c.433N>Ap.Glu145Lysp.E145KO95881protein_codingtolerated(0.14)benign(0.035)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TXNDC12SNVMissense_Mutationc.225N>Cp.Lys75Asnp.K75NO95881protein_codingdeleterious(0.02)probably_damaging(0.975)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TXNDC12SNVMissense_Mutationc.58N>Ap.Leu20Ilep.L20IO95881protein_codingtolerated(0.55)benign(0.001)TCGA-BS-A0TA-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapytaxolPD
TXNDC12SNVMissense_Mutationnovelc.106G>Ap.Asp36Asnp.D36NO95881protein_codingdeleterious(0.01)benign(0.301)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
TXNDC12SNVMissense_Mutationnovelc.283N>Cp.Glu95Glnp.E95QO95881protein_codingtolerated(0.12)benign(0.33)TCGA-49-AARQ-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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