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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 2 3 4 5 6 7 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:190223516EsophagusESCCregulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway24/855232/187237.22e-043.77e-0324
GO:1902236111EsophagusESCCnegative regulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway16/855220/187231.85e-038.40e-0316
GO:00349767LiverCirrhoticresponse to endoplasmic reticulum stress130/4634256/187231.72e-193.86e-17130
GO:200123312LiverCirrhoticregulation of apoptotic signaling pathway163/4634356/187232.62e-184.43e-16163
GO:009719312LiverCirrhoticintrinsic apoptotic signaling pathway130/4634288/187232.69e-142.45e-12130
GO:20012427LiverCirrhoticregulation of intrinsic apoptotic signaling pathway82/4634164/187232.35e-121.71e-1082
GO:20012347LiverCirrhoticnegative regulation of apoptotic signaling pathway102/4634224/187238.40e-125.60e-10102
GO:19058977LiverCirrhoticregulation of response to endoplasmic reticulum stress46/463482/187231.28e-095.56e-0846
GO:20012437LiverCirrhoticnegative regulation of intrinsic apoptotic signaling pathway47/463498/187235.26e-071.17e-0547
GO:19035737LiverCirrhoticnegative regulation of response to endoplasmic reticulum stress26/463444/187231.30e-062.59e-0526
GO:00700596LiverCirrhoticintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress29/463463/187231.90e-041.76e-0329
GO:19022353LiverCirrhoticregulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway17/463432/187235.24e-044.14e-0317
GO:19022367LiverCirrhoticnegative regulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway11/463420/187233.61e-031.99e-0211
GO:003497612LiverHCCresponse to endoplasmic reticulum stress189/7958256/187231.43e-244.06e-22189
GO:200123322LiverHCCregulation of apoptotic signaling pathway226/7958356/187237.26e-165.68e-14226
GO:009719322LiverHCCintrinsic apoptotic signaling pathway184/7958288/187231.50e-138.32e-12184
GO:200123412LiverHCCnegative regulation of apoptotic signaling pathway145/7958224/187231.33e-115.36e-10145
GO:200124212LiverHCCregulation of intrinsic apoptotic signaling pathway109/7958164/187234.52e-101.45e-08109
GO:190589712LiverHCCregulation of response to endoplasmic reticulum stress62/795882/187231.06e-093.23e-0862
GO:200124312LiverHCCnegative regulation of intrinsic apoptotic signaling pathway67/795898/187231.97e-073.55e-0667
Page: 1 2 3 4 5 

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
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 

Top

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
Page: 1