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: BUB1B

Gene summary for BUB1B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BUB1B

Gene ID

701

Gene nameBUB1 mitotic checkpoint serine/threonine kinase B
Gene AliasBUB1beta
Cytomap15q15.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O60566


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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
701BUB1BATC2HumanThyroidATC1.60e-076.00e-010.34
701BUB1BATC4HumanThyroidATC6.21e-031.40e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:190209911ThyroidATCregulation of metaphase/anaphase transition of cell cycle44/629363/187234.45e-099.97e-0844
GO:004478411ThyroidATCmetaphase/anaphase transition of cell cycle45/629365/187234.62e-091.03e-0745
GO:003304511ThyroidATCregulation of sister chromatid segregation48/629372/187239.86e-092.05e-0748
GO:004578614ThyroidATCnegative regulation of cell cycle181/6293385/187232.64e-085.07e-07181
GO:200125111ThyroidATCnegative regulation of chromosome organization54/629386/187232.84e-085.41e-0754
GO:005178311ThyroidATCregulation of nuclear division77/6293139/187231.01e-071.70e-0677
GO:190199115ThyroidATCnegative regulation of mitotic cell cycle phase transition94/6293179/187231.33e-072.19e-0694
GO:004583911ThyroidATCnegative regulation of mitotic nuclear division34/629348/187231.49e-072.41e-0634
GO:004593015ThyroidATCnegative regulation of mitotic cell cycle117/6293235/187231.93e-073.05e-06117
GO:00458414ThyroidATCnegative regulation of mitotic metaphase/anaphase transition29/629340/187235.62e-077.96e-0629
GO:00330474ThyroidATCregulation of mitotic sister chromatid segregation32/629346/187236.68e-079.13e-0632
GO:005178411ThyroidATCnegative regulation of nuclear division37/629356/187236.82e-079.30e-0637
GO:00330464ThyroidATCnegative regulation of sister chromatid segregation30/629343/187231.36e-061.71e-0530
GO:00330484ThyroidATCnegative regulation of mitotic sister chromatid segregation30/629343/187231.36e-061.71e-0530
GO:20008164ThyroidATCnegative regulation of mitotic sister chromatid separation30/629343/187231.36e-061.71e-0530
GO:00513044ThyroidATCchromosome separation55/629396/187231.58e-061.93e-0555
GO:000709312ThyroidATCmitotic cell cycle checkpoint69/6293129/187232.52e-062.96e-0569
GO:00070944ThyroidATCmitotic spindle assembly checkpoint27/629338/187232.64e-063.06e-0527
GO:00711734ThyroidATCspindle assembly checkpoint27/629338/187232.64e-063.06e-0527
GO:00711744ThyroidATCmitotic spindle checkpoint27/629338/187232.64e-063.06e-0527
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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
BUB1BSNVMissense_Mutationnovelc.1378N>Gp.Gln460Glup.Q460EO60566protein_codingtolerated(0.25)benign(0.392)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
BUB1BSNVMissense_Mutationnovelc.2006N>Cp.Leu669Prop.L669PO60566protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
BUB1BSNVMissense_Mutationnovelc.361T>Ap.Phe121Ilep.F121IO60566protein_codingdeleterious(0)probably_damaging(0.985)TCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
BUB1BSNVMissense_Mutationrs761128578c.2782A>Gp.Ser928Glyp.S928GO60566protein_codingtolerated(0.17)benign(0.015)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BUB1BSNVMissense_Mutationnovelc.721N>Gp.Pro241Alap.P241AO60566protein_codingdeleterious(0)probably_damaging(0.931)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
BUB1BSNVMissense_Mutationc.863N>Tp.Ser288Phep.S288FO60566protein_codingdeleterious(0.02)benign(0.003)TCGA-C5-A7CL-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
BUB1BSNVMissense_Mutationnovelc.209C>Ap.Thr70Asnp.T70NO60566protein_codingdeleterious(0.02)benign(0.079)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BUB1BSNVMissense_Mutationnovelc.2644N>Ap.Asp882Asnp.D882NO60566protein_codingtolerated(0.17)probably_damaging(0.993)TCGA-MA-AA3X-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
BUB1BSNVMissense_Mutationc.41C>Tp.Ala14Valp.A14VO60566protein_codingtolerated(0.07)benign(0.003)TCGA-AA-3869-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
BUB1BSNVMissense_Mutationnovelc.923N>Cp.Leu308Prop.L308PO60566protein_codingdeleterious(0.04)probably_damaging(0.972)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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