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:014001416ThyroidATCmitotic nuclear division171/6293287/187231.13e-191.66e-17171
GO:003304423ThyroidATCregulation of chromosome organization119/6293187/187233.55e-173.40e-15119
GO:004477219ThyroidATCmitotic cell cycle phase transition223/6293424/187233.46e-162.88e-14223
GO:000007013ThyroidATCmitotic sister chromatid segregation108/6293168/187233.53e-162.90e-14108
GO:000734622ThyroidATCregulation of mitotic cell cycle236/6293457/187237.58e-165.92e-14236
GO:000081913ThyroidATCsister chromatid segregation122/6293202/187234.71e-153.17e-13122
GO:000705913ThyroidATCchromosome segregation183/6293346/187238.03e-144.23e-12183
GO:001063926ThyroidATCnegative regulation of organelle organization179/6293348/187233.74e-121.50e-10179
GO:190199015ThyroidATCregulation of mitotic cell cycle phase transition156/6293299/187232.19e-117.80e-10156
GO:005198311ThyroidATCregulation of chromosome segregation60/629391/187232.83e-108.10e-0960
GO:009881312ThyroidATCnuclear chromosome segregation145/6293281/187233.06e-108.61e-09145
GO:003007111ThyroidATCregulation of mitotic metaphase/anaphase transition44/629360/187233.54e-109.86e-0944
GO:000709111ThyroidATCmetaphase/anaphase transition of mitotic cell cycle45/629362/187233.93e-101.08e-0845
GO:004828512ThyroidATCorganelle fission229/6293488/187234.79e-101.29e-08229
GO:190581811ThyroidATCregulation of chromosome separation50/629372/187235.42e-101.45e-0850
GO:001096511ThyroidATCregulation of mitotic sister chromatid separation46/629365/187239.91e-102.55e-0846
GO:005130611ThyroidATCmitotic sister chromatid separation47/629367/187231.05e-092.67e-0847
GO:000028011ThyroidATCnuclear division207/6293439/187231.98e-094.80e-08207
GO:190198715ThyroidATCregulation of cell cycle phase transition187/6293390/187232.36e-095.61e-08187
GO:000708811ThyroidATCregulation of mitotic nuclear division67/6293110/187233.98e-099.08e-0867
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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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