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: TMX4

Gene summary for TMX4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMX4

Gene ID

56255

Gene namethioredoxin related transmembrane protein 4
Gene AliasDJ971N18.2
Cytomap20p12.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9H1E5


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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
56255TMX4LZE4THumanEsophagusESCC1.34e-094.67e-010.0811
56255TMX4LZE20THumanEsophagusESCC8.61e-031.76e-010.0662
56255TMX4LZE24THumanEsophagusESCC2.45e-102.60e-010.0596
56255TMX4P1T-EHumanEsophagusESCC2.87e-116.83e-010.0875
56255TMX4P2T-EHumanEsophagusESCC7.27e-531.08e+000.1177
56255TMX4P4T-EHumanEsophagusESCC5.75e-154.04e-010.1323
56255TMX4P5T-EHumanEsophagusESCC7.47e-065.41e-020.1327
56255TMX4P8T-EHumanEsophagusESCC1.51e-204.93e-010.0889
56255TMX4P9T-EHumanEsophagusESCC6.61e-113.50e-010.1131
56255TMX4P10T-EHumanEsophagusESCC2.44e-295.49e-010.116
56255TMX4P11T-EHumanEsophagusESCC1.94e-231.02e+000.1426
56255TMX4P12T-EHumanEsophagusESCC9.05e-161.89e-010.1122
56255TMX4P15T-EHumanEsophagusESCC4.58e-041.60e-010.1149
56255TMX4P16T-EHumanEsophagusESCC2.19e-651.33e+000.1153
56255TMX4P17T-EHumanEsophagusESCC5.31e-076.04e-010.1278
56255TMX4P19T-EHumanEsophagusESCC1.41e-044.93e-010.1662
56255TMX4P20T-EHumanEsophagusESCC3.63e-184.29e-010.1124
56255TMX4P21T-EHumanEsophagusESCC5.83e-244.91e-010.1617
56255TMX4P22T-EHumanEsophagusESCC1.03e-183.36e-010.1236
56255TMX4P23T-EHumanEsophagusESCC3.64e-123.82e-010.108
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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
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
TMX4SNVMissense_Mutationc.185C>Tp.Pro62Leup.P62LQ9H1E5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TMX4SNVMissense_Mutationnovelc.201C>Gp.Cys67Trpp.C67WQ9H1E5protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TMX4SNVMissense_Mutationc.337N>Tp.His113Tyrp.H113YQ9H1E5protein_codingdeleterious(0)probably_damaging(0.912)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
TMX4SNVMissense_Mutationnovelc.871G>Ap.Glu291Lysp.E291KQ9H1E5protein_codingtolerated(0.07)benign(0.089)TCGA-VS-A9UY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TMX4SNVMissense_Mutationc.887N>Tp.Ala296Valp.A296VQ9H1E5protein_codingtolerated(0.27)benign(0)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMX4SNVMissense_Mutationnovelc.685N>Cp.Asn229Hisp.N229HQ9H1E5protein_codingtolerated(0.54)benign(0.135)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TMX4SNVMissense_Mutationc.155N>Tp.Glu52Valp.E52VQ9H1E5protein_codingdeleterious(0)benign(0.44)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMX4SNVMissense_Mutationnovelc.1030N>Tp.His344Tyrp.H344YQ9H1E5protein_codingtolerated(0.33)benign(0.027)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMX4SNVMissense_Mutationrs111982452c.916N>Ap.Gly306Serp.G306SQ9H1E5protein_codingtolerated(1)benign(0)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TMX4SNVMissense_Mutationrs376577418c.689N>Ap.Arg230Glnp.R230QQ9H1E5protein_codingtolerated(0.83)benign(0)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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