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: TMX1

Gene summary for TMX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMX1

Gene ID

81542

Gene namethioredoxin related transmembrane protein 1
Gene AliasPDIA11
Cytomap14q22.1
Gene Typeprotein-coding
GO ID

GO:0006950

UniProtAcc

Q9H3N1


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
81542TMX1LZE2THumanEsophagusESCC1.96e-037.21e-010.082
81542TMX1LZE4THumanEsophagusESCC1.01e-238.59e-010.0811
81542TMX1LZE5THumanEsophagusESCC3.27e-024.65e-010.0514
81542TMX1LZE7THumanEsophagusESCC2.70e-055.16e-010.0667
81542TMX1LZE8THumanEsophagusESCC1.53e-104.42e-010.067
81542TMX1LZE20THumanEsophagusESCC6.01e-074.01e-010.0662
81542TMX1LZE22THumanEsophagusESCC2.12e-048.25e-010.068
81542TMX1LZE24THumanEsophagusESCC1.67e-216.72e-010.0596
81542TMX1LZE6THumanEsophagusESCC9.21e-066.27e-010.0845
81542TMX1P1T-EHumanEsophagusESCC3.43e-092.86e-010.0875
81542TMX1P2T-EHumanEsophagusESCC2.93e-457.78e-010.1177
81542TMX1P4T-EHumanEsophagusESCC5.01e-441.18e+000.1323
81542TMX1P5T-EHumanEsophagusESCC2.40e-152.97e-010.1327
81542TMX1P8T-EHumanEsophagusESCC2.23e-538.53e-010.0889
81542TMX1P9T-EHumanEsophagusESCC8.88e-154.47e-010.1131
81542TMX1P10T-EHumanEsophagusESCC4.52e-811.32e+000.116
81542TMX1P11T-EHumanEsophagusESCC1.85e-271.24e+000.1426
81542TMX1P12T-EHumanEsophagusESCC1.89e-601.21e+000.1122
81542TMX1P15T-EHumanEsophagusESCC7.73e-691.81e+000.1149
81542TMX1P16T-EHumanEsophagusESCC5.44e-621.05e+000.1153
Page: 1 2 3 4 5 6 

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:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:00349767LiverCirrhoticresponse to endoplasmic reticulum stress130/4634256/187231.72e-193.86e-17130
GO:003497612LiverHCCresponse to endoplasmic reticulum stress189/7958256/187231.43e-244.06e-22189
GO:003497620Oral cavityOSCCresponse to endoplasmic reticulum stress178/7305256/187232.59e-236.06e-21178
GO:0034976110Oral cavityLPresponse to endoplasmic reticulum stress133/4623256/187233.84e-219.24e-19133
GO:0034976112SkincSCCresponse to endoplasmic reticulum stress128/4864256/187231.16e-161.17e-14128
GO:0034976113ThyroidPTCresponse to endoplasmic reticulum stress161/5968256/187231.14e-243.27e-22161
GO:003497633ThyroidATCresponse to endoplasmic reticulum stress167/6293256/187232.62e-251.03e-22167
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
TMX1SNVMissense_Mutationnovelc.65N>Tp.Pro22Leup.P22LQ9H3N1protein_codingtolerated(0.27)probably_damaging(0.942)TCGA-A7-A3IY-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
TMX1SNVMissense_Mutationc.706G>Ap.Glu236Lysp.E236KQ9H3N1protein_codingtolerated(0.19)benign(0.227)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMX1SNVMissense_Mutationc.597N>Ap.Met199Ilep.M199IQ9H3N1protein_codingtolerated(0.41)benign(0.014)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMX1SNVMissense_Mutationrs777140042c.86N>Ap.Ser29Asnp.S29NQ9H3N1protein_codingtolerated(0.23)benign(0.03)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMX1SNVMissense_Mutationnovelc.257C>Tp.Thr86Ilep.T86IQ9H3N1protein_codingdeleterious(0)possibly_damaging(0.898)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TMX1SNVMissense_Mutationrs775236782c.242N>Tp.Ala81Valp.A81VQ9H3N1protein_codingdeleterious(0)possibly_damaging(0.476)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
TMX1SNVMissense_Mutationrs369843771c.635G>Ap.Arg212Hisp.R212HQ9H3N1protein_codingtolerated(0.89)benign(0.001)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TMX1SNVMissense_Mutationnovelc.500A>Cp.Asn167Thrp.N167TQ9H3N1protein_codingtolerated(0.31)benign(0.015)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMX1SNVMissense_Mutationnovelc.724G>Ap.Asp242Asnp.D242NQ9H3N1protein_codingtolerated(0.3)possibly_damaging(0.505)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMX1SNVMissense_Mutationnovelc.322N>Tp.Asp108Tyrp.D108YQ9H3N1protein_codingdeleterious(0)probably_damaging(0.981)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 

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