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: BOLA3

Gene summary for BOLA3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BOLA3

Gene ID

388962

Gene namebolA family member 3
Gene AliasMMDS2
Cytomap2p13.1
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q53S33


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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
388962BOLA3S014HumanLiverHCC4.37e-381.42e+000.2254
388962BOLA3S015HumanLiverHCC7.67e-211.57e+000.2375
388962BOLA3S016HumanLiverHCC1.97e-291.30e+000.2243
388962BOLA3S027HumanLiverHCC3.14e-061.07e+000.2446
388962BOLA3S028HumanLiverHCC1.21e-121.30e+000.2503
388962BOLA3S029HumanLiverHCC2.37e-141.30e+000.2581
388962BOLA3C04HumanOral cavityOSCC1.11e-392.49e+000.2633
388962BOLA3C21HumanOral cavityOSCC2.30e-582.45e+000.2678
388962BOLA3C30HumanOral cavityOSCC7.55e-543.26e+000.3055
388962BOLA3C38HumanOral cavityOSCC2.35e-121.34e+000.172
388962BOLA3C43HumanOral cavityOSCC1.06e-531.18e+000.1704
388962BOLA3C46HumanOral cavityOSCC2.84e-381.02e+000.1673
388962BOLA3C51HumanOral cavityOSCC5.83e-181.32e+000.2674
388962BOLA3C57HumanOral cavityOSCC4.29e-138.97e-010.1679
388962BOLA3C06HumanOral cavityOSCC4.80e-091.63e+000.2699
388962BOLA3C07HumanOral cavityOSCC1.29e-061.51e+000.2491
388962BOLA3C08HumanOral cavityOSCC1.37e-761.86e+000.1919
388962BOLA3C09HumanOral cavityOSCC4.44e-228.13e-010.1431
388962BOLA3LN22HumanOral cavityOSCC1.64e-091.75e+000.1733
388962BOLA3LN46HumanOral cavityOSCC8.48e-148.89e-010.1666
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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.

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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
BOLA3SNVMissense_Mutationnovelc.59C>Tp.Pro20Leup.P20LQ53S33protein_codingtolerated(0.28)probably_damaging(0.996)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BOLA3SNVMissense_Mutationrs746179125c.71G>Ap.Arg24Glnp.R24QQ53S33protein_codingtolerated(0.07)possibly_damaging(0.478)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
BOLA3SNVMissense_Mutationnovelc.196N>Gp.Lys66Glup.K66EQ53S33protein_codingtolerated(0.05)benign(0.096)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BOLA3SNVMissense_Mutationc.182N>Ap.Ala61Glup.A61EQ53S33protein_codingdeleterious(0.03)probably_damaging(0.984)TCGA-D1-A160-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BOLA3SNVMissense_Mutationnovelc.275T>Cp.Ile92Thrp.I92TQ53S33protein_codingdeleterious(0)probably_damaging(0.927)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BOLA3SNVMissense_Mutationnovelc.69T>Gp.His23Glnp.H23QQ53S33protein_codingtolerated(0.41)benign(0)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BOLA3SNVMissense_Mutationnovelc.145N>Tp.Ala49Serp.A49SQ53S33protein_codingtolerated(0.35)benign(0.007)TCGA-EY-A215-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BOLA3deletionFrame_Shift_Delnovelc.128delNp.Lys43SerfsTer8p.K43Sfs*8Q53S33protein_codingTCGA-D1-A17A-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BOLA3SNVMissense_Mutationc.118N>Gp.Leu40Valp.L40VQ53S33protein_codingdeleterious(0)probably_damaging(0.998)TCGA-37-4135-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
BOLA3deletionFrame_Shift_Delnovelc.123delNp.Glu42LysfsTer9p.E42Kfs*9Q53S33protein_codingTCGA-33-4566-01Lunglung squamous cell carcinomaMale<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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