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: TEX2

Gene summary for TEX2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TEX2

Gene ID

55852

Gene nametestis expressed 2
Gene AliasHT008
Cytomap17q23.3
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q8IWB9


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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
55852TEX2LZE4THumanEsophagusESCC9.21e-031.39e-010.0811
55852TEX2LZE24THumanEsophagusESCC8.00e-041.31e-010.0596
55852TEX2P1T-EHumanEsophagusESCC1.25e-169.13e-010.0875
55852TEX2P2T-EHumanEsophagusESCC2.75e-085.85e-020.1177
55852TEX2P8T-EHumanEsophagusESCC1.62e-096.61e-020.0889
55852TEX2P10T-EHumanEsophagusESCC3.27e-064.42e-020.116
55852TEX2P11T-EHumanEsophagusESCC1.06e-084.00e-010.1426
55852TEX2P12T-EHumanEsophagusESCC2.66e-058.31e-020.1122
55852TEX2P15T-EHumanEsophagusESCC1.53e-081.93e-010.1149
55852TEX2P16T-EHumanEsophagusESCC1.37e-042.69e-020.1153
55852TEX2P21T-EHumanEsophagusESCC3.18e-141.77e-010.1617
55852TEX2P22T-EHumanEsophagusESCC4.57e-084.02e-020.1236
55852TEX2P23T-EHumanEsophagusESCC3.26e-082.50e-010.108
55852TEX2P26T-EHumanEsophagusESCC2.55e-061.58e-010.1276
55852TEX2P27T-EHumanEsophagusESCC2.92e-043.64e-020.1055
55852TEX2P28T-EHumanEsophagusESCC6.91e-101.36e-010.1149
55852TEX2P30T-EHumanEsophagusESCC5.27e-071.75e-010.137
55852TEX2P31T-EHumanEsophagusESCC1.00e-024.19e-020.1251
55852TEX2P32T-EHumanEsophagusESCC8.93e-171.94e-010.1666
55852TEX2P36T-EHumanEsophagusESCC9.76e-051.54e-010.1187
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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
∗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:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0006888ColorectumADendoplasmic reticulum to Golgi vesicle-mediated transport44/3918130/187234.13e-044.68e-0344
GO:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
GO:00068881ColorectumSERendoplasmic reticulum to Golgi vesicle-mediated transport34/2897130/187231.13e-031.29e-0234
GO:00481932ColorectumMSSGolgi vesicle transport101/3467296/187239.09e-119.77e-09101
GO:00068882ColorectumMSSendoplasmic reticulum to Golgi vesicle-mediated transport44/3467130/187232.17e-054.60e-0444
GO:00068883ColorectumMSI-Hendoplasmic reticulum to Golgi vesicle-mediated transport22/1319130/187231.05e-043.24e-0322
GO:00481933ColorectumMSI-HGolgi vesicle transport39/1319296/187231.17e-043.51e-0339
GO:001623616EsophagusHGINmacroautophagy77/2587291/187237.15e-094.61e-0777
GO:002241120EsophagusHGINcellular component disassembly102/2587443/187238.31e-084.33e-06102
GO:19030089EsophagusHGINorganelle disassembly36/2587114/187238.60e-073.58e-0536
GO:00619128EsophagusHGINselective autophagy19/258768/187231.68e-031.85e-0219
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:190300816EsophagusESCCorganelle disassembly89/8552114/187231.36e-125.80e-1189
GO:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:006191215EsophagusESCCselective autophagy47/855268/187237.81e-055.80e-0447
GO:00108765LiverNAFLDlipid localization79/1882448/187234.75e-072.92e-0579
GO:00068694LiverNAFLDlipid transport71/1882398/187231.16e-065.59e-0571
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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
TEX2SNVMissense_Mutationnovelc.735N>Gp.His245Glnp.H245QQ8IWB9protein_codingtolerated(0.4)benign(0.227)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TEX2SNVMissense_Mutationc.463N>Ap.Glu155Lysp.E155KQ8IWB9protein_codingtolerated(0.12)benign(0.011)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TEX2SNVMissense_Mutationnovelc.2848N>Gp.Leu950Valp.L950VQ8IWB9protein_codingdeleterious(0)possibly_damaging(0.799)TCGA-AC-A62Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TEX2SNVMissense_Mutationnovelc.1000N>Gp.Leu334Valp.L334VQ8IWB9protein_codingtolerated(0.39)benign(0.122)TCGA-Z7-A8R6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
TEX2insertionFrame_Shift_Insnovelc.707_708insAAAGAAAAAAAAAAGGCAAATACTAAGTGGAGGATTGGAGAAGTGGp.Pro237LysfsTer18p.P237Kfs*18Q8IWB9protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TEX2insertionNonsense_Mutationnovelc.736_737insATCAAGGAGGAGGAGTGTGATTCTGAGGGGGATGGCTACGGp.Leu246HisfsTer7p.L246Hfs*7Q8IWB9protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TEX2insertionIn_Frame_Insnovelc.1487_1488insCCTAGAACTTCTATTTATTATTATTTTTTTp.Ser496_Gly497insLeuGluLeuLeuPheIleIleIlePhePhep.S496_G497insLELLFIIIFFQ8IWB9protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TEX2insertionFrame_Shift_Insnovelc.3006_3007insTGTGAp.Lys1003CysfsTer65p.K1003Cfs*65Q8IWB9protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TEX2insertionIn_Frame_Insnovelc.3005_3006insTGATGAGTTCAGCATCACTGCp.Thr1002_Lys1003insAspGluPheSerIleThrAlap.T1002_K1003insDEFSITAQ8IWB9protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TEX2insertionNonsense_Mutationnovelc.2022_2023insGTAAGTCTGGGTTGCCTTTGAAAGCTATGAATTGAGATATTTATGGTAp.Pro674_Gln675insValSerLeuGlyCysLeuTerLysLeuTerIleGluIlePheMetValp.P674_Q675insVSLGCL*KL*IEIFMVQ8IWB9protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
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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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