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: MYBL2

Gene summary for MYBL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MYBL2

Gene ID

4605

Gene nameMYB proto-oncogene like 2
Gene AliasB-MYB
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

P10244


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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
4605MYBL2P65T-EHumanEsophagusESCC2.06e-031.45e-010.0978
4605MYBL2P74T-EHumanEsophagusESCC2.66e-022.09e-010.1479
4605MYBL2P75T-EHumanEsophagusESCC2.02e-062.71e-010.1125
4605MYBL2P76T-EHumanEsophagusESCC2.03e-094.13e-010.1207
4605MYBL2P79T-EHumanEsophagusESCC1.76e-124.13e-010.1154
4605MYBL2P80T-EHumanEsophagusESCC1.26e-022.19e-010.155
4605MYBL2P83T-EHumanEsophagusESCC3.38e-259.21e-010.1738
4605MYBL2P89T-EHumanEsophagusESCC6.22e-105.44e-010.1752
4605MYBL2P91T-EHumanEsophagusESCC1.03e-131.76e+000.1828
4605MYBL2P107T-EHumanEsophagusESCC1.56e-195.40e-010.171
4605MYBL2P130T-EHumanEsophagusESCC6.38e-318.03e-010.1676
4605MYBL2HCC1_MengHumanLiverHCC2.13e-226.38e-020.0246
4605MYBL2S014HumanLiverHCC2.85e-116.98e-010.2254
4605MYBL2S016HumanLiverHCC9.52e-063.93e-010.2243
4605MYBL2S028HumanLiverHCC2.94e-056.11e-010.2503
4605MYBL2C04HumanOral cavityOSCC1.34e-191.24e+000.2633
4605MYBL2C21HumanOral cavityOSCC2.32e-178.69e-010.2678
4605MYBL2C30HumanOral cavityOSCC5.59e-321.85e+000.3055
4605MYBL2C43HumanOral cavityOSCC7.23e-072.66e-010.1704
4605MYBL2C46HumanOral cavityOSCC2.58e-073.79e-010.1673
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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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00512256EsophagusESCCspindle assembly85/8552117/187232.72e-095.98e-0885
GO:009030715EsophagusESCCmitotic spindle assembly52/855265/187231.41e-082.77e-0752
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:0051402110EsophagusESCCneuron apoptotic process148/8552246/187233.08e-063.47e-05148
GO:1901214111EsophagusESCCregulation of neuron death186/8552319/187233.35e-063.73e-05186
GO:1901216111EsophagusESCCpositive regulation of neuron death65/855297/187231.76e-051.56e-0465
GO:0043525110EsophagusESCCpositive regulation of neuron apoptotic process40/855258/187232.83e-041.71e-0340
GO:004352317EsophagusESCCregulation of neuron apoptotic process122/8552212/187233.21e-041.90e-03122
GO:199082316EsophagusESCCresponse to leukemia inhibitory factor60/855295/187234.41e-042.48e-0360
GO:199083015EsophagusESCCcellular response to leukemia inhibitory factor59/855294/187236.19e-043.32e-0359
GO:014001411LiverHCCmitotic nuclear division174/7958287/187233.74e-101.23e-08174
GO:000705111LiverHCCspindle organization116/7958184/187231.40e-083.40e-07116
GO:000705211LiverHCCmitotic spindle organization80/7958120/187237.43e-081.50e-0680
GO:007099722LiverHCCneuron death202/7958361/187231.44e-072.70e-06202
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0421838EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0421822LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0421832LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0421820Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa04218110Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
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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
MYBL2GCBreastDCISHIST1H4C,HMGB1,DUT, etc.2.23e-01The 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.
MYBL2CD8TEXBreastIDCHIST1H4C,HMGB1,DUT, etc.7.75e-02The 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.
MYBL2TREGCervixADJLIG1,DUT,DTL, etc.6.60e-02The 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.
MYBL2CD8TEREXCervixADJLIG1,DUT,DTL, etc.-2.22e-16The 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.
MYBL2CD8TEREXCervixCCLIG1,DUT,DTL, etc.9.72e-02The 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.
MYBL2DCCervixHealthyLIG1,DUT,DTL, etc.3.08e-02The 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.
MYBL2M2MACCervixHealthyLIG1,DUT,DTL, etc.2.34e-02The 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.
MYBL2CD8TEREXCervixHealthyLIG1,DUT,DTL, etc.1.30e-01The 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.
MYBL2CD8TEREXCervixHSIL_HPVLIG1,DUT,DTL, etc.6.78e-02The 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.
MYBL2PLACervixHSIL_HPVLIG1,DUT,DTL, etc.1.41e-02The 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.
∗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
MYBL2SNVMissense_Mutationnovelc.1849T>Cp.Ser617Prop.S617PP10244protein_codingtolerated(0.22)benign(0.143)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MYBL2SNVMissense_Mutationc.1666N>Ap.Glu556Lysp.E556KP10244protein_codingdeleterious(0.01)benign(0.385)TCGA-A2-A3XY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
MYBL2SNVMissense_Mutationnovelc.1418T>Ap.Leu473Glnp.L473QP10244protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A5XU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
MYBL2SNVMissense_Mutationnovelc.364N>Tp.Arg122Cysp.R122CP10244protein_codingdeleterious(0)probably_damaging(0.938)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MYBL2SNVMissense_Mutationc.1847N>Ap.Ser616Tyrp.S616YP10244protein_codingdeleterious(0)possibly_damaging(0.751)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MYBL2SNVMissense_Mutationc.215N>Ap.Arg72Lysp.R72KP10244protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-BH-A0BF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MYBL2insertionFrame_Shift_Insnovelc.1376_1377insGAGCCACTCTCCCACAGTTGGCTTCp.Phe459LeufsTer102p.F459Lfs*102P10244protein_codingTCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
MYBL2insertionIn_Frame_Insnovelc.1304_1305insTATAAAAATATCTGCAGGCTGGGTACTGTGGTTp.Ser435_Cys436insIleLysIleSerAlaGlyTrpValLeuTrpPhep.S435_C436insIKISAGWVLWFP10244protein_codingTCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MYBL2insertionIn_Frame_Insnovelc.1114_1115insAGTTCGAGACCAp.Arg372delinsGlnPheGluThrSerp.R372delinsQFETSP10244protein_codingTCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
MYBL2deletionFrame_Shift_Delnovelc.408delNp.Cys137AlafsTer36p.C137Afs*36P10244protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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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