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
4154MBNL1CA_HPV_1HumanCervixCC5.12e-082.68e-010.0264
4154MBNL1HSIL_HPV_1HumanCervixHSIL_HPV1.70e-022.80e-010.0116
4154MBNL1CCI_1HumanCervixCC1.01e-101.24e+000.528
4154MBNL1CCI_2HumanCervixCC1.27e-162.80e+000.5249
4154MBNL1CCI_3HumanCervixCC5.63e-252.04e+000.516
4154MBNL1H2HumanCervixHSIL_HPV1.07e-05-3.25e-010.0632
4154MBNL1L1HumanCervixCC1.34e-03-3.59e-020.0802
4154MBNL1HTA11_3410_2000001011HumanColorectumAD8.67e-45-8.77e-010.0155
4154MBNL1HTA11_2487_2000001011HumanColorectumSER1.50e-02-4.26e-01-0.1808
4154MBNL1HTA11_2951_2000001011HumanColorectumAD2.86e-06-7.46e-010.0216
4154MBNL1HTA11_347_2000001011HumanColorectumAD1.12e-054.31e-01-0.1954
4154MBNL1HTA11_3361_2000001011HumanColorectumAD2.68e-16-6.65e-01-0.1207
4154MBNL1HTA11_7862_2000001011HumanColorectumAD9.80e-03-5.13e-01-0.0179
4154MBNL1HTA11_866_3004761011HumanColorectumAD5.73e-28-8.59e-010.096
4154MBNL1HTA11_4255_2000001011HumanColorectumSER1.62e-03-4.57e-010.0446
4154MBNL1HTA11_9408_2000001011HumanColorectumAD4.13e-07-9.67e-010.0451
4154MBNL1HTA11_8622_2000001021HumanColorectumSER3.57e-12-8.07e-010.0528
4154MBNL1HTA11_7663_2000001011HumanColorectumSER2.26e-03-4.18e-010.0131
4154MBNL1HTA11_10711_2000001011HumanColorectumAD1.11e-07-6.02e-010.0338
4154MBNL1HTA11_7696_3000711011HumanColorectumAD6.28e-36-7.67e-010.0674
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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: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
GO:190331111LiverCirrhoticregulation of mRNA metabolic process140/4634288/187231.07e-181.91e-16140
GO:005068411LiverCirrhoticregulation of mRNA processing81/4634137/187231.05e-171.60e-1581
GO:004348412LiverCirrhoticregulation of RNA splicing85/4634148/187232.03e-172.83e-1585
GO:004802412LiverCirrhoticregulation of mRNA splicing, via spliceosome62/4634101/187235.83e-156.20e-1362
GO:000038011LiverCirrhoticalternative mRNA splicing, via spliceosome43/463477/187235.31e-092.10e-0743
GO:00017015LiverCirrhoticin utero embryonic development134/4634367/187232.78e-076.86e-06134
GO:000038111LiverCirrhoticregulation of alternative mRNA splicing, via spliceosome31/463460/187236.48e-061.02e-0431
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:000037522LiverHCCRNA splicing, via transesterification reactions228/7958324/187231.47e-244.06e-22228
GO:000037722LiverHCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile224/7958320/187231.16e-232.62e-21224
GO:000039822LiverHCCmRNA splicing, via spliceosome224/7958320/187231.16e-232.62e-21224
GO:190331121LiverHCCregulation of mRNA metabolic process205/7958288/187233.38e-236.90e-21205
GO:004348422LiverHCCregulation of RNA splicing113/7958148/187234.32e-174.15e-15113
GO:005068421LiverHCCregulation of mRNA processing106/7958137/187237.64e-177.12e-15106
GO:004802422LiverHCCregulation of mRNA splicing, via spliceosome74/7958101/187233.29e-101.10e-0874
GO:000170111LiverHCCin utero embryonic development204/7958367/187232.44e-074.30e-06204
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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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