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: BUD13

Gene summary for BUD13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BUD13

Gene ID

84811

Gene nameBUD13 homolog
Gene AliasCwc26
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q9BRD0


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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
84811BUD13P27T-EHumanEsophagusESCC1.60e-122.21e-010.1055
84811BUD13P28T-EHumanEsophagusESCC9.98e-077.53e-020.1149
84811BUD13P30T-EHumanEsophagusESCC6.87e-134.58e-010.137
84811BUD13P31T-EHumanEsophagusESCC2.80e-274.55e-010.1251
84811BUD13P32T-EHumanEsophagusESCC3.25e-101.90e-010.1666
84811BUD13P37T-EHumanEsophagusESCC1.13e-081.45e-010.1371
84811BUD13P38T-EHumanEsophagusESCC2.70e-051.95e-010.127
84811BUD13P39T-EHumanEsophagusESCC1.20e-027.28e-020.0894
84811BUD13P40T-EHumanEsophagusESCC2.20e-031.48e-010.109
84811BUD13P42T-EHumanEsophagusESCC8.28e-031.19e-010.1175
84811BUD13P47T-EHumanEsophagusESCC4.08e-091.75e-010.1067
84811BUD13P48T-EHumanEsophagusESCC6.11e-041.02e-010.0959
84811BUD13P49T-EHumanEsophagusESCC9.33e-086.48e-010.1768
84811BUD13P52T-EHumanEsophagusESCC4.67e-071.57e-010.1555
84811BUD13P54T-EHumanEsophagusESCC9.17e-071.73e-010.0975
84811BUD13P57T-EHumanEsophagusESCC1.25e-071.35e-010.0926
84811BUD13P61T-EHumanEsophagusESCC6.61e-051.48e-010.099
84811BUD13P62T-EHumanEsophagusESCC4.88e-274.36e-010.1302
84811BUD13P65T-EHumanEsophagusESCC1.75e-031.06e-010.0978
84811BUD13P74T-EHumanEsophagusESCC6.20e-257.23e-010.1479
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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
∗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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
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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
BUD13SNVMissense_Mutationnovelc.442N>Ap.Pro148Thrp.P148TQ9BRD0protein_codingdeleterious(0.03)benign(0.169)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
BUD13insertionNonsense_Mutationnovelc.1256_1257insATGTTTTCAACTATGACCTATATGTACATGATTTCCAAATCAATATTp.Ala420CysfsTer5p.A420Cfs*5Q9BRD0protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
BUD13SNVMissense_Mutationrs776700062c.1310N>Ap.Arg437Glnp.R437QQ9BRD0protein_codingtolerated(0.11)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BUD13SNVMissense_Mutationnovelc.716N>Gp.Ser239Cysp.S239CQ9BRD0protein_codingdeleterious(0.03)probably_damaging(0.921)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BUD13SNVMissense_Mutationnovelc.1498G>Tp.Gly500Trpp.G500WQ9BRD0protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BUD13SNVMissense_Mutationc.1091N>Ap.Ser364Asnp.S364NQ9BRD0protein_codingtolerated(0.39)benign(0.003)TCGA-EA-A78R-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BUD13SNVMissense_Mutationrs766495135c.812N>Tp.Ser271Phep.S271FQ9BRD0protein_codingdeleterious(0.01)probably_damaging(0.923)TCGA-IR-A3LF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BUD13SNVMissense_Mutationc.767T>Cp.Leu256Prop.L256PQ9BRD0protein_codingtolerated(0.23)benign(0.003)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BUD13SNVMissense_Mutationrs753401362c.1229G>Ap.Arg410Glnp.R410QQ9BRD0protein_codingdeleterious(0.04)probably_damaging(0.964)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BUD13SNVMissense_Mutationc.891N>Tp.Lys297Asnp.K297NQ9BRD0protein_codingdeleterious(0.02)benign(0.255)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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