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: BEX4

Gene summary for BEX4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BEX4

Gene ID

56271

Gene namebrain expressed X-linked 4
Gene AliasBEXL1
CytomapXq22.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9NWD9


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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
56271BEX4LZE4THumanEsophagusESCC1.04e-03-1.01e-010.0811
56271BEX4LZE7THumanEsophagusESCC7.05e-049.45e-010.0667
56271BEX4LZE8THumanEsophagusESCC8.18e-082.49e-010.067
56271BEX4LZE20THumanEsophagusESCC4.92e-03-1.03e-010.0662
56271BEX4LZE22D1HumanEsophagusHGIN7.78e-03-2.14e-020.0595
56271BEX4LZE6THumanEsophagusESCC3.15e-024.17e-010.0845
56271BEX4P1T-EHumanEsophagusESCC2.54e-087.67e-010.0875
56271BEX4P2T-EHumanEsophagusESCC2.16e-771.41e+000.1177
56271BEX4P4T-EHumanEsophagusESCC1.02e-361.06e+000.1323
56271BEX4P5T-EHumanEsophagusESCC1.51e-276.49e-010.1327
56271BEX4P8T-EHumanEsophagusESCC1.13e-02-1.41e-010.0889
56271BEX4P10T-EHumanEsophagusESCC1.30e-651.43e+000.116
56271BEX4P12T-EHumanEsophagusESCC1.83e-03-1.14e-010.1122
56271BEX4P15T-EHumanEsophagusESCC4.67e-277.12e-010.1149
56271BEX4P16T-EHumanEsophagusESCC2.16e-428.07e-010.1153
56271BEX4P20T-EHumanEsophagusESCC2.00e-03-2.01e-010.1124
56271BEX4P22T-EHumanEsophagusESCC2.45e-192.86e-010.1236
56271BEX4P23T-EHumanEsophagusESCC1.04e-041.66e-010.108
56271BEX4P24T-EHumanEsophagusESCC6.89e-042.00e-020.1287
56271BEX4P26T-EHumanEsophagusESCC3.42e-287.44e-010.1276
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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
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
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:00070593EsophagusHGINchromosome segregation71/2587346/187233.47e-045.62e-0371
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:00356015EsophagusESCCprotein deacylation79/8552112/187238.30e-081.42e-0679
GO:00987325EsophagusESCCmacromolecule deacylation80/8552116/187233.19e-074.50e-0680
GO:00064765EsophagusESCCprotein deacetylation70/8552101/187231.29e-061.58e-0570
GO:00903114EsophagusESCCregulation of protein deacetylation30/855248/187231.40e-024.57e-0230
GO:00070592Oral cavityOSCCchromosome segregation206/7305346/187235.82e-153.76e-13206
GO:00356014Oral cavityOSCCprotein deacylation74/7305112/187235.88e-091.26e-0774
GO:00987324Oral cavityOSCCmacromolecule deacylation74/7305116/187235.52e-081.01e-0674
GO:00064764Oral cavityOSCCprotein deacetylation66/7305101/187237.36e-081.30e-0666
GO:00903113Oral cavityOSCCregulation of protein deacetylation30/730548/187238.31e-044.41e-0330
GO:00356017ThyroidPTCprotein deacylation58/5968112/187239.29e-061.05e-0458
GO:00064767ThyroidPTCprotein deacetylation53/5968101/187231.36e-051.47e-0453
GO:00070595ThyroidPTCchromosome segregation146/5968346/187232.99e-052.87e-04146
GO:00987327ThyroidPTCmacromolecule deacylation58/5968116/187233.59e-053.36e-0458
GO:000705913ThyroidATCchromosome segregation183/6293346/187238.03e-144.23e-12183
GO:003560114ThyroidATCprotein deacylation61/6293112/187234.37e-064.79e-0561
GO:000647614ThyroidATCprotein deacetylation56/6293101/187235.15e-065.57e-0556
GO:009873213ThyroidATCmacromolecule deacylation61/6293116/187231.89e-051.72e-0461
GO:00903116ThyroidATCregulation of protein deacetylation25/629348/187236.27e-032.50e-0225
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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
BEX4SNVMissense_Mutationrs750282321c.157G>Ap.Gly53Argp.G53RQ9NWD9protein_codingtolerated(0.05)benign(0.03)TCGA-A2-A1G4-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinSD
BEX4SNVMissense_Mutationc.317A>Gp.Gln106Argp.Q106RQ9NWD9protein_codingtolerated(0.85)benign(0.031)TCGA-BH-A8G0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
BEX4SNVMissense_Mutationc.71G>Tp.Gly24Valp.G24VQ9NWD9protein_codingtolerated(0.28)benign(0.031)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BEX4SNVMissense_Mutationc.125N>Gp.Glu42Glyp.E42GQ9NWD9protein_codingdeleterious(0.03)possibly_damaging(0.822)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BEX4SNVMissense_Mutationrs749945390c.311N>Ap.Arg104Hisp.R104HQ9NWD9protein_codingtolerated(0.06)possibly_damaging(0.839)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BEX4SNVMissense_Mutationnovelc.310N>Tp.Arg104Cysp.R104CQ9NWD9protein_codingtolerated(0.11)benign(0.033)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
BEX4SNVMissense_Mutationrs749945390c.311N>Ap.Arg104Hisp.R104HQ9NWD9protein_codingtolerated(0.06)possibly_damaging(0.839)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
BEX4SNVMissense_Mutationnovelc.273N>Tp.Lys91Asnp.K91NQ9NWD9protein_codingdeleterious(0)benign(0.386)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
BEX4SNVMissense_Mutationrs761698011c.49N>Ap.Ala17Thrp.A17TQ9NWD9protein_codingtolerated(0.3)benign(0.003)TCGA-B5-A5OC-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycisplatinSD
BEX4SNVMissense_Mutationnovelc.193G>Ap.Ala65Thrp.A65TQ9NWD9protein_codingtolerated(0.13)possibly_damaging(0.822)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<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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