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: MBNL1

Gene summary for MBNL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MBNL1

Gene ID

4154

Gene namemuscleblind like splicing regulator 1
Gene AliasEXP
Cytomap3q25.1-q25.2
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q86VM6


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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
4154MBNL1NEOLP-2HumanOral cavityNEOLP7.60e-155.24e-01-0.0196
4154MBNL1NEOLP-3HumanOral cavityNEOLP3.62e-245.40e-01-0.0191
4154MBNL1SYSMH1HumanOral cavityOSCC1.92e-267.88e-010.1127
4154MBNL1SYSMH2HumanOral cavityOSCC3.33e-155.14e-010.2326
4154MBNL1SYSMH3HumanOral cavityOSCC3.26e-228.11e-010.2442
4154MBNL1SYSMH4HumanOral cavityOSCC1.03e-11-1.59e-010.1226
4154MBNL1SYSMH5HumanOral cavityOSCC1.31e-046.66e-020.0647
4154MBNL1HTA12-15-2HumanPancreasPDAC1.84e-036.76e-010.2315
4154MBNL1HTA12-16-5HumanPancreasPDAC1.25e-026.65e-010.047
4154MBNL1HTA12-23-1HumanPancreasPDAC3.34e-151.29e+000.3405
4154MBNL1HTA12-25-1HumanPancreasPDAC3.62e-111.07e+000.313
4154MBNL1HTA12-26-1HumanPancreasPDAC2.01e-221.13e+000.3728
4154MBNL1HTA12-29-1HumanPancreasPDAC6.02e-511.14e+000.3722
4154MBNL1HTA12-9-1HumanPancreasPDAC7.61e-035.90e-010.1532
4154MBNL1HTA12-9-2HumanPancreasPDAC4.54e-046.80e-010.0835
4154MBNL1GSM5252136_BPH556PrGA1_FcolHumanProstateBPH6.99e-032.57e-01-0.23
4154MBNL1047563_1562-all-cellsHumanProstateBPH1.00e-348.06e-010.0791
4154MBNL1048752_1579-all-cellsHumanProstateBPH7.91e-257.52e-010.1008
4154MBNL1052095_1628-all-cellsHumanProstateBPH2.97e-337.98e-010.1032
4154MBNL1052097_1595-all-cellsHumanProstateBPH3.17e-439.17e-010.0972
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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:00017018CervixCCin utero embryonic development71/2311367/187237.21e-051.00e-0371
GO:00506849CervixCCregulation of mRNA processing33/2311137/187231.06e-041.35e-0333
GO:000838010CervixCCRNA splicing76/2311434/187239.79e-048.19e-0376
GO:0045445CervixCCmyoblast differentiation21/231184/187231.08e-038.94e-0321
GO:00487365CervixCCappendage development35/2311172/187231.88e-031.39e-0235
GO:00601735CervixCClimb development35/2311172/187231.88e-031.39e-0235
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:00454451CervixHSIL_HPVmyoblast differentiation10/73784/187231.67e-031.80e-0210
GO:004348415CervixHSIL_HPVregulation of RNA splicing13/737148/187235.72e-034.55e-0213
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
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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
MBNL1SNVMissense_Mutationc.347N>Tp.Pro116Leup.P116LQ9NR56protein_codingdeleterious(0.02)benign(0.036)TCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MBNL1SNVMissense_Mutationc.895A>Gp.Lys299Glup.K299EQ9NR56protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A27I-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadrimycin+cyclophosphamideSD
MBNL1SNVMissense_Mutationc.163G>Ap.Asp55Asnp.D55NQ9NR56protein_codingdeleterious(0.02)possibly_damaging(0.899)TCGA-D8-A27W-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
MBNL1SNVMissense_Mutationc.154G>Ap.Ala52Thrp.A52TQ9NR56protein_codingdeleterious(0)probably_damaging(0.962)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MBNL1SNVMissense_Mutationnovelc.488T>Cp.Val163Alap.V163AQ9NR56protein_codingtolerated(0.08)benign(0.061)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MBNL1SNVMissense_Mutationc.251N>Ap.Arg84Hisp.R84HQ9NR56protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MBNL1SNVMissense_Mutationc.41N>Cp.Leu14Prop.L14PQ9NR56protein_codingdeleterious(0.01)benign(0.315)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MBNL1SNVMissense_Mutationrs753484865c.614C>Ap.Pro205Hisp.P205HQ9NR56protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MBNL1SNVMissense_Mutationc.185N>Tp.Ser62Phep.S62FQ9NR56protein_codingdeleterious(0)possibly_damaging(0.847)TCGA-F4-6459-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
MBNL1SNVMissense_Mutationc.749N>Tp.Ala250Valp.A250VQ9NR56protein_codingdeleterious(0.01)possibly_damaging(0.46)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<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
4154MBNL1DRUGGABLE GENOMEMITOXANTRONEMITOXANTRONE
4154MBNL1DRUGGABLE GENOMEGNF-PF-5149CHEMBL600309
4154MBNL1DRUGGABLE GENOMELOMOFUNGINLOMOFUNGIN
4154MBNL1DRUGGABLE GENOMENOR-BINALTORPHIMINE DIHYDROCHLORIDECHEMBL2374078
4154MBNL1DRUGGABLE GENOMEAZELAIC ACIDAZELAIC ACID
4154MBNL1DRUGGABLE GENOMENSC-95397CHEMBL429095
4154MBNL1DRUGGABLE GENOMEEPINEPHRINE BITARTRATEEPINEPHRINE BITARTRATE
4154MBNL1DRUGGABLE GENOMEMITOXANTRONE DIHYDROCHLORIDEMITOXANTRONE HYDROCHLORIDE
4154MBNL1DRUGGABLE GENOMENOREPINEPHRINENOREPINEPHRINE
4154MBNL1DRUGGABLE GENOMERAMATROBANRAMATROBAN
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