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: BUB1

Gene summary for BUB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BUB1

Gene ID

699

Gene nameBUB1 mitotic checkpoint serine/threonine kinase
Gene AliasBUB1A
Cytomap2q13
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B4DYG2


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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
699BUB1LZE2THumanEsophagusESCC4.73e-037.36e-010.082
699BUB1P2T-EHumanEsophagusESCC8.84e-051.86e-010.1177
699BUB1P4T-EHumanEsophagusESCC9.91e-082.66e-010.1323
699BUB1P5T-EHumanEsophagusESCC8.84e-051.45e-010.1327
699BUB1P10T-EHumanEsophagusESCC2.05e-072.92e-010.116
699BUB1P15T-EHumanEsophagusESCC1.31e-021.68e-010.1149
699BUB1P16T-EHumanEsophagusESCC3.50e-026.32e-020.1153
699BUB1P21T-EHumanEsophagusESCC1.97e-103.20e-010.1617
699BUB1P24T-EHumanEsophagusESCC9.44e-072.50e-010.1287
699BUB1P26T-EHumanEsophagusESCC8.84e-051.78e-010.1276
699BUB1P28T-EHumanEsophagusESCC4.17e-051.31e-010.1149
699BUB1P31T-EHumanEsophagusESCC8.40e-041.22e-010.1251
699BUB1P32T-EHumanEsophagusESCC3.60e-132.92e-010.1666
699BUB1P37T-EHumanEsophagusESCC6.65e-041.63e-010.1371
699BUB1P38T-EHumanEsophagusESCC1.93e-043.04e-010.127
699BUB1P44T-EHumanEsophagusESCC2.47e-021.97e-010.1096
699BUB1P49T-EHumanEsophagusESCC7.48e-034.33e-010.1768
699BUB1P52T-EHumanEsophagusESCC4.44e-081.93e-010.1555
699BUB1P74T-EHumanEsophagusESCC2.66e-022.47e-010.1479
699BUB1P79T-EHumanEsophagusESCC1.78e-031.30e-010.1154
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
GO:00070934EsophagusESCCmitotic cell cycle checkpoint90/8552129/187232.49e-084.69e-0790
GO:00519833EsophagusESCCregulation of chromosome segregation67/855291/187235.42e-089.66e-0767
GO:00070883EsophagusESCCregulation of mitotic nuclear division78/8552110/187236.96e-081.21e-0678
GO:00070912EsophagusESCCmetaphase/anaphase transition of mitotic cell cycle49/855262/187237.65e-081.33e-0649
GO:00513062EsophagusESCCmitotic sister chromatid separation52/855267/187239.14e-081.52e-0652
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041146EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411411EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
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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
BUB1SNVMissense_Mutationc.2854N>Cp.Asp952Hisp.D952HO43683protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
BUB1SNVMissense_Mutationc.1234N>Gp.Thr412Alap.T412AO43683protein_codingtolerated(0.22)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
BUB1SNVMissense_Mutationc.1426N>Gp.Gln476Glup.Q476EO43683protein_codingdeleterious(0)probably_damaging(0.996)TCGA-E2-A15H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyherceptinSD
BUB1SNVMissense_Mutationrs867863036c.2029N>Tp.Arg677Cysp.R677CO43683protein_codingtolerated(0.16)benign(0)TCGA-C5-A7CL-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
BUB1SNVMissense_Mutationnovelc.1513N>Gp.Gln505Glup.Q505EO43683protein_codingtolerated(0.32)benign(0.13)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BUB1SNVMissense_Mutationnovelc.114N>Gp.Phe38Leup.F38LO43683protein_codingtolerated(0.93)benign(0.237)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BUB1SNVMissense_Mutationc.1416N>Ap.Met472Ilep.M472IO43683protein_codingdeleterious(0)probably_damaging(0.993)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BUB1insertionFrame_Shift_Insnovelc.3096_3097insTp.His1033SerfsTer32p.H1033Sfs*32O43683protein_codingTCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
BUB1SNVMissense_Mutationnovelc.1129N>Ap.Ala377Thrp.A377TO43683protein_codingtolerated(0.16)benign(0)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
BUB1SNVMissense_Mutationrs548365437c.1010N>Tp.Ala337Valp.A337VO43683protein_codingtolerated(0.15)benign(0.005)TCGA-A6-2686-01Colorectumcolon 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
699BUB1KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMEinhibitor249565789
699BUB1KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMEinhibitor249565790
699BUB1KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMESCHEMBL17766424
699BUB1KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMEinhibitor249565792
699BUB1KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMEinhibitor315661212
699BUB1KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMEinhibitor249565791
699BUB1KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMESCHEMBL16365841
699BUB1KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMESCHEMBL16322760
699BUB1KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMEinhibitor315661211
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