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: MBNL2

Gene summary for MBNL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MBNL2

Gene ID

10150

Gene namemuscleblind like splicing regulator 2
Gene AliasMBLL
Cytomap13q32.1
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q5VZF2


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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
10150MBNL2CCI_2HumanCervixCC1.15e-141.81e+000.5249
10150MBNL2CCI_3HumanCervixCC1.37e-025.11e-010.516
10150MBNL2HTA11_3410_2000001011HumanColorectumAD3.83e-14-4.44e-010.0155
10150MBNL2HTA11_99999965104_69814HumanColorectumMSS1.63e-108.70e-010.281
10150MBNL2HTA11_99999971662_82457HumanColorectumMSS9.69e-077.42e-010.3859
10150MBNL2HTA11_99999973899_84307HumanColorectumMSS1.52e-03-4.77e-010.2585
10150MBNL2HTA11_99999974143_84620HumanColorectumMSS1.11e-08-4.71e-010.3005
10150MBNL2F007HumanColorectumFAP1.68e-021.58e-010.1176
10150MBNL2A015-C-203HumanColorectumFAP4.37e-28-4.01e-01-0.1294
10150MBNL2A015-C-204HumanColorectumFAP5.13e-05-2.23e-01-0.0228
10150MBNL2A014-C-040HumanColorectumFAP2.33e-03-4.35e-02-0.1184
10150MBNL2A002-C-201HumanColorectumFAP1.43e-13-3.38e-010.0324
10150MBNL2A002-C-203HumanColorectumFAP1.87e-04-5.12e-020.2786
10150MBNL2A001-C-119HumanColorectumFAP4.07e-08-4.31e-01-0.1557
10150MBNL2A001-C-108HumanColorectumFAP1.48e-18-2.90e-01-0.0272
10150MBNL2A002-C-205HumanColorectumFAP2.83e-21-3.87e-01-0.1236
10150MBNL2A015-C-006HumanColorectumFAP3.74e-16-4.33e-01-0.0994
10150MBNL2A015-C-106HumanColorectumFAP8.43e-12-1.73e-01-0.0511
10150MBNL2A002-C-114HumanColorectumFAP2.18e-20-4.33e-01-0.1561
10150MBNL2A015-C-104HumanColorectumFAP4.96e-33-4.61e-01-0.1899
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:004348410CervixCCregulation of RNA splicing42/2311148/187231.25e-076.24e-0642
GO:19033119CervixCCregulation of mRNA metabolic process64/2311288/187231.71e-065.64e-0564
GO:004802410CervixCCregulation of mRNA splicing, via spliceosome28/2311101/187232.41e-054.19e-0428
GO:00506849CervixCCregulation of mRNA processing33/2311137/187231.06e-041.35e-0333
GO:000838010CervixCCRNA splicing76/2311434/187239.79e-048.19e-0376
GO:000037710CervixCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile55/2311320/187236.71e-033.70e-0255
GO:000039810CervixCCmRNA splicing, via spliceosome55/2311320/187236.71e-033.70e-0255
GO:000037510CervixCCRNA splicing, via transesterification reactions55/2311324/187238.61e-034.44e-0255
GO:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0000377ColorectumADRNA splicing, via transesterification reactions with bulged adenosine as nucleophile130/3918320/187235.88e-162.16e-13130
GO:0000398ColorectumADmRNA splicing, via spliceosome130/3918320/187235.88e-162.16e-13130
GO:0000375ColorectumADRNA splicing, via transesterification reactions131/3918324/187237.11e-162.22e-13131
GO:1903311ColorectumADregulation of mRNA metabolic process117/3918288/187231.69e-144.23e-12117
GO:0043484ColorectumADregulation of RNA splicing70/3918148/187236.47e-131.16e-1070
GO:0048024ColorectumADregulation of mRNA splicing, via spliceosome50/3918101/187231.62e-101.56e-0850
GO:0050684ColorectumADregulation of mRNA processing61/3918137/187234.23e-103.58e-0861
GO:0000380ColorectumADalternative mRNA splicing, via spliceosome33/391877/187231.13e-052.55e-0433
GO:0000381ColorectumADregulation of alternative mRNA splicing, via spliceosome27/391860/187232.41e-054.66e-0427
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:19033112ColorectumMSSregulation of mRNA metabolic process115/3467288/187231.23e-176.41e-15115
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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
MBNL2SNVMissense_Mutationrs575403433c.482N>Tp.Pro161Leup.P161LQ5VZF2protein_codingtolerated(0.3)benign(0.243)TCGA-AC-A3TM-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
MBNL2SNVMissense_Mutationc.652T>Ap.Cys218Serp.C218SQ5VZF2protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AR-A24M-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
MBNL2SNVMissense_Mutationc.95N>Cp.Glu32Alap.E32AQ5VZF2protein_codingtolerated(0.82)benign(0.007)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
MBNL2SNVMissense_Mutationnovelc.280G>Tp.Ala94Serp.A94SQ5VZF2protein_codingtolerated(0.13)benign(0.131)TCGA-E9-A1N8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MBNL2SNVMissense_Mutationnovelc.577N>Ap.Gly193Argp.G193RQ5VZF2protein_codingdeleterious(0.04)possibly_damaging(0.649)TCGA-PL-A8LZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelSD
MBNL2SNVMissense_Mutationrs754344124c.377C>Tp.Thr126Metp.T126MQ5VZF2protein_codingdeleterious(0.04)benign(0.177)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MBNL2SNVMissense_Mutationrs754344124c.377N>Tp.Thr126Metp.T126MQ5VZF2protein_codingdeleterious(0.04)benign(0.177)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MBNL2SNVMissense_Mutationc.404N>Tp.Ala135Valp.A135VQ5VZF2protein_codingtolerated(0.37)benign(0.007)TCGA-Q1-A5R3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
MBNL2SNVMissense_Mutationnovelc.97G>Ap.Glu33Lysp.E33KQ5VZF2protein_codingdeleterious(0)probably_damaging(0.947)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MBNL2SNVMissense_Mutationc.660N>Ap.Asp220Glup.D220EQ5VZF2protein_codingdeleterious(0)possibly_damaging(0.83)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
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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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