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: BEX3

Gene summary for BEX3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BEX3

Gene ID

27018

Gene namebrain expressed X-linked 3
Gene AliasBex
CytomapXq22.2
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q00994


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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
27018BEX3GSM4909281HumanBreastIDC9.73e-286.82e-010.21
27018BEX3GSM4909282HumanBreastIDC6.27e-032.84e-01-0.0288
27018BEX3GSM4909285HumanBreastIDC1.78e-305.81e-010.21
27018BEX3GSM4909286HumanBreastIDC2.71e-079.73e-020.1081
27018BEX3GSM4909291HumanBreastIDC3.23e-054.57e-010.1753
27018BEX3GSM4909293HumanBreastIDC1.86e-215.41e-010.1581
27018BEX3GSM4909294HumanBreastIDC2.63e-06-3.02e-010.2022
27018BEX3GSM4909296HumanBreastIDC8.69e-07-3.49e-010.1524
27018BEX3GSM4909298HumanBreastIDC2.62e-265.85e-010.1551
27018BEX3GSM4909299HumanBreastIDC4.19e-062.71e-010.035
27018BEX3GSM4909301HumanBreastIDC1.05e-084.83e-010.1577
27018BEX3GSM4909304HumanBreastIDC1.03e-256.43e-010.1636
27018BEX3GSM4909305HumanBreastIDC4.38e-053.46e-010.0436
27018BEX3GSM4909306HumanBreastIDC4.80e-215.87e-010.1564
27018BEX3GSM4909307HumanBreastIDC2.51e-257.25e-010.1569
27018BEX3GSM4909308HumanBreastIDC6.09e-468.52e-010.158
27018BEX3GSM4909311HumanBreastIDC4.08e-158.19e-020.1534
27018BEX3GSM4909312HumanBreastIDC5.95e-063.36e-010.1552
27018BEX3GSM4909316HumanBreastIDC2.11e-024.20e-010.21
27018BEX3GSM4909319HumanBreastIDC3.23e-201.23e-020.1563
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
GO:00525479BreastPrecancerregulation of peptidase activity71/1080461/187232.72e-146.94e-1271
GO:00525489BreastPrecancerregulation of endopeptidase activity67/1080432/187231.06e-132.36e-1167
GO:20001169BreastPrecancerregulation of cysteine-type endopeptidase activity43/1080235/187231.30e-111.83e-0943
GO:00432819BreastPrecancerregulation of cysteine-type endopeptidase activity involved in apoptotic process40/1080209/187231.59e-112.07e-0940
GO:00458629BreastPrecancerpositive regulation of proteolysis51/1080372/187237.77e-095.70e-0751
GO:00109529BreastPrecancerpositive regulation of peptidase activity33/1080197/187233.01e-081.89e-0633
GO:00432808BreastPrecancerpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process24/1080129/187233.13e-071.50e-0524
GO:00109509BreastPrecancerpositive regulation of endopeptidase activity29/1080179/187234.23e-071.90e-0529
GO:20010568BreastPrecancerpositive regulation of cysteine-type endopeptidase activity25/1080148/187231.19e-064.60e-0525
GO:00971919BreastPrecancerextrinsic apoptotic signaling pathway30/1080219/187239.42e-062.50e-0430
GO:00069193BreastPrecanceractivation of cysteine-type endopeptidase activity involved in apoptotic process14/108078/187231.33e-042.31e-0314
GO:00086258BreastPrecancerextrinsic apoptotic signaling pathway via death domain receptors11/108082/187237.29e-034.88e-0211
GO:005254714BreastIDCregulation of peptidase activity96/1434461/187237.58e-206.15e-1796
GO:005254814BreastIDCregulation of endopeptidase activity88/1434432/187231.20e-174.85e-1588
GO:200011614BreastIDCregulation of cysteine-type endopeptidase activity55/1434235/187234.25e-141.21e-1155
GO:004328114BreastIDCregulation of cysteine-type endopeptidase activity involved in apoptotic process50/1434209/187232.49e-136.14e-1150
GO:004586214BreastIDCpositive regulation of proteolysis66/1434372/187239.76e-111.29e-0866
GO:001095214BreastIDCpositive regulation of peptidase activity40/1434197/187231.04e-087.67e-0740
GO:009719114BreastIDCextrinsic apoptotic signaling pathway42/1434219/187232.56e-081.73e-0642
GO:004328013BreastIDCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process29/1434129/187231.10e-076.35e-0629
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04722ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa047221ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa047222ColorectumSERNeurotrophin signaling pathway35/1580119/84652.80e-032.02e-021.47e-0235
hsa047223ColorectumSERNeurotrophin signaling pathway35/1580119/84652.80e-032.02e-021.47e-0235
hsa047224ColorectumMSSNeurotrophin signaling pathway45/1875119/84657.04e-056.55e-044.02e-0445
hsa047225ColorectumMSSNeurotrophin signaling pathway45/1875119/84657.04e-056.55e-044.02e-0445
hsa0472216EndometriumAEHNeurotrophin signaling pathway31/1197119/84654.07e-043.07e-032.25e-0331
hsa0472217EndometriumAEHNeurotrophin signaling pathway31/1197119/84654.07e-043.07e-032.25e-0331
hsa0472222EndometriumEECNeurotrophin signaling pathway30/1237119/84651.54e-039.55e-037.12e-0330
hsa0472232EndometriumEECNeurotrophin signaling pathway30/1237119/84651.54e-039.55e-037.12e-0330
hsa0472225EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa04722111EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa0472210LiverHCCNeurotrophin signaling pathway74/4020119/84658.27e-043.26e-031.81e-0374
hsa0472211LiverHCCNeurotrophin signaling pathway74/4020119/84658.27e-043.26e-031.81e-0374
hsa0472218ProstateBPHNeurotrophin signaling pathway38/1718119/84651.76e-037.16e-034.43e-0338
hsa0472219ProstateBPHNeurotrophin signaling pathway38/1718119/84651.76e-037.16e-034.43e-0338
hsa0472223ProstateTumorNeurotrophin signaling pathway39/1791119/84652.01e-038.10e-035.02e-0339
hsa0472233ProstateTumorNeurotrophin signaling pathway39/1791119/84652.01e-038.10e-035.02e-0339
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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
BEX3SNVMissense_Mutationc.271N>Tp.Arg91Cysp.R91CQ00994protein_codingtolerated(0.08)benign(0)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BEX3SNVMissense_Mutationc.222N>Ap.Met74Ilep.M74IQ00994protein_codingtolerated(0.05)benign(0)TCGA-C8-A1HE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BEX3SNVMissense_Mutationc.149N>Tp.Ala50Valp.A50VQ00994protein_codingtolerated(0.13)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
BEX3SNVMissense_Mutationc.222N>Ap.Met74Ilep.M74IQ00994protein_codingtolerated(0.05)benign(0)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BEX3SNVMissense_Mutationc.211A>Gp.Met71Valp.M71VQ00994protein_codingtolerated(1)possibly_damaging(0.621)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
BEX3SNVMissense_Mutationc.313N>Ap.Asp105Asnp.D105NQ00994protein_codingdeleterious(0.04)benign(0)TCGA-AG-3890-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
BEX3SNVMissense_Mutationc.196N>Tp.Asp66Tyrp.D66YQ00994protein_codingdeleterious(0)probably_damaging(0.988)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
BEX3SNVMissense_Mutationc.307N>Tp.His103Tyrp.H103YQ00994protein_codingdeleterious(0)probably_damaging(0.913)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
BEX3SNVMissense_Mutationc.271N>Tp.Arg91Cysp.R91CQ00994protein_codingtolerated(0.08)benign(0)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BEX3SNVMissense_Mutationc.280N>Gp.Met94Valp.M94VQ00994protein_codingtolerated(0.19)benign(0.013)TCGA-BG-A18B-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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