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: BUB3

Gene summary for BUB3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BUB3

Gene ID

9184

Gene nameBUB3 mitotic checkpoint protein
Gene AliasBUB3L
Cytomap10q26.13
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A140VJF3


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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
9184BUB3HTA11_99999970781_79442HumanColorectumMSS3.60e-105.19e-010.294
9184BUB3HTA11_99999965104_69814HumanColorectumMSS2.62e-022.79e-010.281
9184BUB3HTA11_99999971662_82457HumanColorectumMSS1.72e-023.34e-010.3859
9184BUB3LZE4THumanEsophagusESCC1.04e-115.92e-010.0811
9184BUB3LZE7THumanEsophagusESCC4.71e-044.80e-010.0667
9184BUB3LZE8THumanEsophagusESCC4.54e-073.53e-010.067
9184BUB3LZE20THumanEsophagusESCC1.69e-032.16e-010.0662
9184BUB3LZE22D1HumanEsophagusHGIN4.96e-058.64e-020.0595
9184BUB3LZE22THumanEsophagusESCC3.33e-041.84e-010.068
9184BUB3LZE24THumanEsophagusESCC3.42e-217.19e-010.0596
9184BUB3LZE21THumanEsophagusESCC4.95e-023.46e-010.0655
9184BUB3LZE6THumanEsophagusESCC5.20e-127.97e-010.0845
9184BUB3P1T-EHumanEsophagusESCC1.14e-034.93e-010.0875
9184BUB3P2T-EHumanEsophagusESCC1.26e-581.27e+000.1177
9184BUB3P4T-EHumanEsophagusESCC3.79e-411.24e+000.1323
9184BUB3P5T-EHumanEsophagusESCC1.36e-581.46e+000.1327
9184BUB3P8T-EHumanEsophagusESCC1.67e-215.48e-010.0889
9184BUB3P9T-EHumanEsophagusESCC1.09e-085.08e-010.1131
9184BUB3P10T-EHumanEsophagusESCC4.35e-307.36e-010.116
9184BUB3P11T-EHumanEsophagusESCC8.45e-199.87e-010.1426
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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
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
GO:0051304LiverHCCchromosome separation53/795896/187238.05e-033.17e-0253
GO:01400145Oral cavityOSCCmitotic nuclear division191/7305287/187231.99e-213.70e-19191
GO:00447728Oral cavityOSCCmitotic cell cycle phase transition255/7305424/187235.29e-196.98e-17255
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:00000702Oral cavityOSCCmitotic sister chromatid segregation118/7305168/187231.89e-161.48e-14118
GO:00008193Oral cavityOSCCsister chromatid segregation135/7305202/187238.88e-166.52e-14135
GO:00070592Oral cavityOSCCchromosome segregation206/7305346/187235.82e-153.76e-13206
GO:00330448Oral cavityOSCCregulation of chromosome organization123/7305187/187239.87e-145.17e-12123
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:19019905Oral cavityOSCCregulation of mitotic cell cycle phase transition173/7305299/187232.49e-118.35e-10173
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
GO:00988132Oral cavityOSCCnuclear chromosome segregation162/7305281/187231.56e-104.56e-09162
GO:001063918Oral cavityOSCCnegative regulation of organelle organization190/7305348/187232.12e-094.97e-08190
GO:19019875Oral cavityOSCCregulation of cell cycle phase transition209/7305390/187232.79e-096.42e-08209
GO:00457864Oral cavityOSCCnegative regulation of cell cycle206/7305385/187234.28e-099.55e-08206
GO:00000753Oral cavityOSCCcell cycle checkpoint101/7305169/187233.53e-086.68e-07101
GO:00070933Oral cavityOSCCmitotic cell cycle checkpoint81/7305129/187233.75e-087.06e-0781
GO:00459304Oral cavityOSCCnegative regulation of mitotic cell cycle132/7305235/187236.51e-081.16e-06132
GO:19019914Oral cavityOSCCnegative regulation of mitotic cell cycle phase transition104/7305179/187231.67e-072.73e-06104
GO:00345023Oral cavityOSCCprotein localization to chromosome60/730592/187233.17e-074.79e-0660
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051662ColorectumMSSHuman T-cell leukemia virus 1 infection68/1875222/84651.84e-039.61e-035.89e-0368
hsa051663ColorectumMSSHuman T-cell leukemia virus 1 infection68/1875222/84651.84e-039.61e-035.89e-0368
hsa0516639EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa041109EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa05166114EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa0411016EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0516614LiverCirrhoticHuman T-cell leukemia virus 1 infection87/2530222/84651.69e-038.01e-034.94e-0387
hsa041104LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa0516615LiverCirrhoticHuman T-cell leukemia virus 1 infection87/2530222/84651.69e-038.01e-034.94e-0387
hsa0411011LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa0516622LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa0516632LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0516630Oral cavityOSCCHuman T-cell leukemia virus 1 infection150/3704222/84653.68e-137.26e-123.70e-12150
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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
BUB3SNVMissense_Mutationnovelc.358G>Cp.Val120Leup.V120LO43684protein_codingtolerated(0.56)benign(0.052)TCGA-A2-A3XX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
BUB3SNVMissense_Mutationc.637G>Ap.Glu213Lysp.E213KO43684protein_codingdeleterious(0.02)possibly_damaging(0.835)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BUB3SNVMissense_Mutationc.548G>Ap.Arg183Hisp.R183HO43684protein_codingdeleterious(0)possibly_damaging(0.503)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
BUB3SNVMissense_Mutationc.169G>Cp.Gly57Argp.G57RO43684protein_codingtolerated(0.13)benign(0.001)TCGA-GM-A2DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
BUB3SNVMissense_Mutationnovelc.715G>Ap.Ala239Thrp.A239TO43684protein_codingtolerated(0.05)possibly_damaging(0.606)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BUB3SNVMissense_Mutationc.506N>Gp.Tyr169Cysp.Y169CO43684protein_codingtolerated(0.18)possibly_damaging(0.598)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BUB3SNVMissense_Mutationc.550N>Cp.Cys184Argp.C184RO43684protein_codingtolerated(0.06)possibly_damaging(0.736)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BUB3SNVMissense_Mutationc.548N>Ap.Arg183Hisp.R183HO43684protein_codingdeleterious(0)possibly_damaging(0.503)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BUB3insertionIn_Frame_Insnovelc.196_197insGGCp.Asp66delinsGlyHisp.D66delinsGHO43684protein_codingTCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BUB3insertionFrame_Shift_Insnovelc.690_691insGGTAAp.Ile231GlyfsTer30p.I231Gfs*30O43684protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<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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