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: BYSL

Gene summary for BYSL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BYSL

Gene ID

705

Gene namebystin like
Gene AliasBYSTIN
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0000462

UniProtAcc

Q13895


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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
705BYSLLZE2THumanEsophagusESCC6.25e-048.17e-010.082
705BYSLLZE7THumanEsophagusESCC9.72e-031.70e-010.0667
705BYSLLZE22THumanEsophagusESCC3.26e-031.03e-010.068
705BYSLLZE24THumanEsophagusESCC3.68e-047.08e-020.0596
705BYSLP1T-EHumanEsophagusESCC4.64e-025.53e-020.0875
705BYSLP2T-EHumanEsophagusESCC3.33e-122.02e-010.1177
705BYSLP4T-EHumanEsophagusESCC2.64e-082.89e-010.1323
705BYSLP5T-EHumanEsophagusESCC2.73e-183.54e-010.1327
705BYSLP9T-EHumanEsophagusESCC3.47e-102.31e-010.1131
705BYSLP10T-EHumanEsophagusESCC2.96e-101.07e-010.116
705BYSLP11T-EHumanEsophagusESCC9.57e-092.67e-010.1426
705BYSLP12T-EHumanEsophagusESCC1.01e-081.49e-010.1122
705BYSLP15T-EHumanEsophagusESCC8.55e-081.25e-010.1149
705BYSLP16T-EHumanEsophagusESCC4.28e-161.62e-010.1153
705BYSLP17T-EHumanEsophagusESCC6.48e-114.49e-010.1278
705BYSLP19T-EHumanEsophagusESCC2.78e-033.43e-010.1662
705BYSLP20T-EHumanEsophagusESCC1.97e-08-1.45e-020.1124
705BYSLP21T-EHumanEsophagusESCC4.32e-143.78e-010.1617
705BYSLP22T-EHumanEsophagusESCC6.74e-151.50e-010.1236
705BYSLP23T-EHumanEsophagusESCC3.88e-143.55e-010.108
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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
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
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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:0042274111EsophagusESCCribosomal small subunit biogenesis67/855273/187236.62e-175.38e-1567
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:190018018EsophagusESCCregulation of protein localization to nucleus102/8552136/187232.84e-121.13e-10102
GO:00304904EsophagusESCCmaturation of SSU-rRNA45/855250/187235.07e-111.63e-0945
GO:00004623EsophagusESCCmaturation of SSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)32/855237/187232.96e-074.23e-0632
GO:000182412EsophagusESCCblastocyst development73/8552106/187231.13e-061.40e-0573
GO:00018253EsophagusESCCblastocyst formation29/855238/187231.18e-048.13e-0429
GO:190257011EsophagusESCCprotein localization to nucleolus13/855216/187234.05e-031.62e-0213
GO:00018294EsophagusESCCtrophectodermal cell differentiation13/855217/187231.00e-023.42e-0213
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:001607212LiverHCCrRNA metabolic process193/7958236/187231.26e-351.14e-32193
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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
BYSLSNVMissense_Mutationc.61G>Ap.Asp21Asnp.D21NQ13895protein_codingtolerated(0.2)benign(0.033)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
BYSLSNVMissense_Mutationrs539386229c.593N>Cp.Gly198Alap.G198AQ13895protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BYSLSNVMissense_Mutationc.686N>Tp.Ala229Valp.A229VQ13895protein_codingdeleterious(0)probably_damaging(0.998)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
BYSLSNVMissense_Mutationrs765781821c.434N>Ap.Arg145Hisp.R145HQ13895protein_codingdeleterious(0)benign(0.228)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
BYSLSNVMissense_Mutationrs753749685c.743G>Ap.Arg248Hisp.R248HQ13895protein_codingdeleterious(0.02)probably_damaging(0.949)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
BYSLSNVMissense_Mutationnovelc.953N>Ap.Pro318Hisp.P318HQ13895protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
BYSLSNVMissense_Mutationnovelc.1213C>Tp.Leu405Phep.L405FQ13895protein_codingdeleterious(0.03)probably_damaging(0.992)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
BYSLSNVMissense_Mutationc.670N>Ap.Ala224Thrp.A224TQ13895protein_codingtolerated(0.83)benign(0.006)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BYSLSNVMissense_Mutationc.1033C>Ap.Leu345Metp.L345MQ13895protein_codingdeleterious(0.02)probably_damaging(0.929)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BYSLSNVMissense_Mutationrs747035538c.886N>Ap.Glu296Lysp.E296KQ13895protein_codingdeleterious(0)possibly_damaging(0.846)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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