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: MSL1

Gene summary for MSL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MSL1

Gene ID

339287

Gene nameMSL complex subunit 1
Gene AliasMSL-1
Cytomap17q21.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

B3KWR7


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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
339287MSL1GSM4909291HumanBreastIDC8.48e-581.18e+000.1753
339287MSL1GSM4909292HumanBreastIDC2.33e-161.02e+000.1236
339287MSL1GSM4909294HumanBreastIDC4.80e-133.79e-010.2022
339287MSL1GSM4909296HumanBreastIDC1.09e-02-9.63e-020.1524
339287MSL1GSM4909311HumanBreastIDC3.66e-06-1.18e-010.1534
339287MSL1GSM4909319HumanBreastIDC1.21e-09-1.39e-010.1563
339287MSL1GSM4909320HumanBreastIDC4.80e-03-1.59e-010.1575
339287MSL1GSM4909321HumanBreastIDC1.43e-02-1.36e-010.1559
339287MSL1NCCBC14HumanBreastDCIS1.81e-501.21e+000.2021
339287MSL1NCCBC2HumanBreastDCIS5.90e-038.99e-020.1554
339287MSL1NCCBC5HumanBreastDCIS2.38e-032.01e-010.2046
339287MSL1P1HumanBreastIDC5.27e-041.40e-020.1527
339287MSL1DCIS2HumanBreastDCIS1.72e-371.73e-010.0085
339287MSL1HCC1_MengHumanLiverHCC9.48e-487.86e-020.0246
339287MSL1HCC2_MengHumanLiverHCC5.40e-352.24e-010.0107
339287MSL1cirrhotic2HumanLiverCirrhotic1.08e-026.40e-020.0201
339287MSL1HCC1HumanLiverHCC5.43e-042.80e+000.5336
339287MSL1HCC2HumanLiverHCC7.48e-042.29e+000.5341
339287MSL1Pt13.bHumanLiverHCC2.04e-061.16e-010.0251
339287MSL1Pt14.aHumanLiverHCC9.18e-074.48e-010.0169
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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:00064731LiverCirrhoticprotein acetylation84/4634201/187237.50e-082.25e-0684
GO:00183941LiverCirrhoticpeptidyl-lysine acetylation73/4634169/187231.08e-073.07e-0673
GO:00435431LiverCirrhoticprotein acylation95/4634243/187234.73e-071.07e-0595
GO:00182051LiverCirrhoticpeptidyl-lysine modification134/4634376/187231.29e-062.59e-05134
GO:00064751LiverCirrhoticinternal protein amino acid acetylation65/4634160/187236.66e-061.04e-0465
GO:00183931LiverCirrhoticinternal peptidyl-lysine acetylation64/4634158/187238.75e-061.29e-0464
GO:001657011LiverCirrhotichistone modification154/4634463/187231.92e-052.57e-04154
GO:00165731LiverCirrhotichistone acetylation61/4634152/187231.97e-052.62e-0461
GO:0043967LiverCirrhotichistone H4 acetylation31/463467/187231.03e-041.06e-0331
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:00064732LiverHCCprotein acetylation135/7958201/187231.20e-125.92e-11135
GO:00435432LiverHCCprotein acylation157/7958243/187232.40e-121.12e-10157
GO:00183942LiverHCCpeptidyl-lysine acetylation116/7958169/187235.11e-122.23e-10116
GO:00064752LiverHCCinternal protein amino acid acetylation107/7958160/187233.77e-101.23e-08107
GO:00183932LiverHCCinternal peptidyl-lysine acetylation105/7958158/187239.48e-102.90e-08105
GO:00165732LiverHCChistone acetylation101/7958152/187231.99e-095.63e-08101
GO:00439671LiverHCChistone H4 acetylation50/795867/187239.14e-081.82e-0650
GO:0043984LiverHCChistone H4-K16 acetylation16/795820/187237.15e-044.37e-0316
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
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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
MSL1SNVMissense_Mutationnovelc.728N>Ap.Arg243Glnp.R243QQ68DK7protein_codingdeleterious(0)probably_damaging(0.979)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MSL1SNVMissense_Mutationnovelc.504N>Tp.Met168Ilep.M168IQ68DK7protein_codingdeleterious(0.04)possibly_damaging(0.584)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MSL1SNVMissense_Mutationc.797G>Tp.Arg266Ilep.R266IQ68DK7protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MSL1SNVMissense_Mutationc.11N>Ap.Arg4Glnp.R4QQ68DK7protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MSL1SNVMissense_Mutationnovelc.890A>Cp.Asp297Alap.D297AQ68DK7protein_codingtolerated(0.06)probably_damaging(0.934)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MSL1deletionFrame_Shift_Delc.871delNp.Phe292SerfsTer10p.F292Sfs*10Q68DK7protein_codingTCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MSL1insertionFrame_Shift_Insnovelc.891_892insAp.Val298SerfsTer2p.V298Sfs*2Q68DK7protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MSL1insertionFrame_Shift_Insnovelc.792_793insAAACAAACCAAACAAAAp.Gln265LysfsTer43p.Q265Kfs*43Q68DK7protein_codingTCGA-CK-4952-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
MSL1SNVMissense_Mutationnovelc.167N>Tp.Pro56Leup.P56LQ68DK7protein_codingtolerated(0.3)possibly_damaging(0.451)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MSL1SNVMissense_Mutationnovelc.167N>Tp.Pro56Leup.P56LQ68DK7protein_codingtolerated(0.3)possibly_damaging(0.451)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
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