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: BUD31

Gene summary for BUD31

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BUD31

Gene ID

8896

Gene nameBUD31 homolog
Gene AliasCwc14
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

P41223


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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
8896BUD31AEH-subject1HumanEndometriumAEH3.77e-08-2.88e-01-0.3059
8896BUD31AEH-subject2HumanEndometriumAEH1.10e-14-2.93e-01-0.2525
8896BUD31AEH-subject3HumanEndometriumAEH3.11e-07-2.34e-01-0.2576
8896BUD31AEH-subject4HumanEndometriumAEH2.47e-08-1.82e-01-0.2657
8896BUD31AEH-subject5HumanEndometriumAEH1.29e-03-2.37e-01-0.2953
8896BUD31EEC-subject1HumanEndometriumEEC1.81e-11-3.21e-01-0.2682
8896BUD31EEC-subject2HumanEndometriumEEC9.48e-16-3.55e-01-0.2607
8896BUD31EEC-subject3HumanEndometriumEEC1.62e-39-3.44e-01-0.2525
8896BUD31GSM5276934HumanEndometriumEEC4.50e-025.01e-02-0.0913
8896BUD31GSM5276937HumanEndometriumEEC9.01e-031.17e-01-0.0897
8896BUD31GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.36e-30-2.66e-01-0.1869
8896BUD31GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC4.09e-35-2.58e-01-0.1875
8896BUD31GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC6.55e-36-3.15e-01-0.1883
8896BUD31GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC9.81e-23-2.32e-01-0.1934
8896BUD31GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC5.73e-41-2.14e-01-0.1917
8896BUD31GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC5.84e-49-1.27e-01-0.1916
8896BUD31GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC4.52e-07-1.76e-01-0.1269
8896BUD31LZE4THumanEsophagusESCC1.34e-164.67e-010.0811
8896BUD31LZE7THumanEsophagusESCC2.48e-069.80e-010.0667
8896BUD31LZE8THumanEsophagusESCC1.91e-044.65e-010.067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:000838016EndometriumAEHRNA splicing111/2100434/187232.42e-171.12e-14111
GO:000037515EndometriumAEHRNA splicing, via transesterification reactions88/2100324/187231.11e-153.91e-1388
GO:000037715EndometriumAEHRNA splicing, via transesterification reactions with bulged adenosine as nucleophile87/2100320/187231.51e-154.78e-1387
GO:000039815EndometriumAEHmRNA splicing, via spliceosome87/2100320/187231.51e-154.78e-1387
GO:00510905EndometriumAEHregulation of DNA-binding transcription factor activity69/2100440/187232.51e-031.87e-0269
GO:000838017EndometriumEECRNA splicing111/2168434/187232.45e-161.13e-13111
GO:000037516EndometriumEECRNA splicing, via transesterification reactions88/2168324/187237.46e-152.63e-1288
GO:000037716EndometriumEECRNA splicing, via transesterification reactions with bulged adenosine as nucleophile87/2168320/187239.97e-153.15e-1287
GO:000039816EndometriumEECmRNA splicing, via spliceosome87/2168320/187239.97e-153.15e-1287
GO:005109013EndometriumEECregulation of DNA-binding transcription factor activity75/2168440/187233.71e-043.97e-0375
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
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:00510918EsophagusESCCpositive regulation of DNA-binding transcription factor activity155/8552260/187233.83e-064.14e-05155
GO:000838012LiverCirrhoticRNA splicing229/4634434/187239.13e-372.86e-33229
GO:000037512LiverCirrhoticRNA splicing, via transesterification reactions175/4634324/187235.95e-307.47e-27175
GO:000037712LiverCirrhoticRNA splicing, via transesterification reactions with bulged adenosine as nucleophile172/4634320/187234.02e-293.60e-26172
GO:000039812LiverCirrhoticmRNA splicing, via spliceosome172/4634320/187234.02e-293.60e-26172
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa030407LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304012LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
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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
BUD31SNVMissense_Mutationc.215N>Cp.Arg72Thrp.R72TP41223protein_codingdeleterious(0.03)possibly_damaging(0.9)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BUD31SNVMissense_Mutationnovelc.97G>Cp.Glu33Glnp.E33QP41223protein_codingtolerated(0.3)possibly_damaging(0.856)TCGA-VS-A9UC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
BUD31SNVMissense_Mutationc.400N>Cp.Cys134Argp.C134RP41223protein_codingdeleterious(0)possibly_damaging(0.904)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
BUD31SNVMissense_Mutationrs865774528c.359G>Ap.Arg120Hisp.R120HP41223protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AG-3592-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
BUD31SNVMissense_Mutationnovelc.172C>Ap.Arg58Serp.R58SP41223protein_codingdeleterious(0)possibly_damaging(0.878)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BUD31SNVMissense_Mutationnovelc.172N>Ap.Arg58Serp.R58SP41223protein_codingdeleterious(0)possibly_damaging(0.878)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BUD31SNVMissense_Mutationnovelc.259A>Cp.Asn87Hisp.N87HP41223protein_codingtolerated(0.09)possibly_damaging(0.841)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BUD31SNVMissense_Mutationrs568467012c.184N>Ap.Asp62Asnp.D62NP41223protein_codingtolerated(0.07)benign(0.072)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
BUD31SNVMissense_Mutationnovelc.220N>Tp.Leu74Phep.L74FP41223protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
BUD31SNVMissense_Mutationc.208N>Cp.Ile70Leup.I70LP41223protein_codingdeleterious(0)benign(0.215)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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