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: MSL2

Gene summary for MSL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MSL2

Gene ID

55167

Gene nameMSL complex subunit 2
Gene AliasMSL-2
Cytomap3q22.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9HCI7


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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
55167MSL2CCI_1HumanCervixCC7.63e-056.89e-010.528
55167MSL2CCI_2HumanCervixCC1.78e-151.18e+000.5249
55167MSL2CCI_3HumanCervixCC4.98e-178.79e-010.516
55167MSL2C21HumanOral cavityOSCC2.47e-052.74e-010.2678
55167MSL2C30HumanOral cavityOSCC5.66e-063.65e-010.3055
55167MSL2C38HumanOral cavityOSCC7.70e-076.16e-010.172
55167MSL2C43HumanOral cavityOSCC3.93e-068.60e-020.1704
55167MSL2C46HumanOral cavityOSCC8.55e-031.76e-010.1673
55167MSL2C06HumanOral cavityOSCC1.05e-069.50e-010.2699
55167MSL2C08HumanOral cavityOSCC2.59e-112.36e-010.1919
55167MSL2LN22HumanOral cavityOSCC1.99e-024.95e-010.1733
55167MSL2LP15HumanOral cavityLP4.33e-087.68e-010.2174
55167MSL2EOLP-1HumanOral cavityEOLP1.74e-082.09e-01-0.0202
55167MSL2NEOLP-3HumanOral cavityNEOLP3.91e-031.23e-01-0.0191
55167MSL2SYSMH1HumanOral cavityOSCC2.36e-037.26e-020.1127
55167MSL2SYSMH2HumanOral cavityOSCC1.20e-051.19e-010.2326
55167MSL2SYSMH3HumanOral cavityOSCC5.04e-061.37e-010.2442
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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
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
∗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:004396711Oral cavityLPhistone H4 acetylation31/462367/187239.80e-051.22e-0331
GO:001657023Oral cavityEOLPhistone modification98/2218463/187235.58e-092.96e-0798
GO:001820521Oral cavityEOLPpeptidyl-lysine modification72/2218376/187232.38e-053.56e-0472
GO:004354321Oral cavityEOLPprotein acylation51/2218243/187233.11e-054.41e-0451
GO:000647321Oral cavityEOLPprotein acetylation44/2218201/187233.69e-055.12e-0444
GO:001839421Oral cavityEOLPpeptidyl-lysine acetylation37/2218169/187231.48e-041.58e-0337
GO:001839321Oral cavityEOLPinternal peptidyl-lysine acetylation34/2218158/187233.76e-043.40e-0334
GO:001657321Oral cavityEOLPhistone acetylation33/2218152/187233.85e-043.46e-0333
GO:000647521Oral cavityEOLPinternal protein amino acid acetylation34/2218160/187234.79e-044.19e-0334
GO:00439672Oral cavityEOLPhistone H4 acetylation18/221867/187236.02e-045.04e-0318
GO:00439841Oral cavityEOLPhistone H4-K16 acetylation8/221820/187231.29e-039.17e-038
GO:001657031Oral cavityNEOLPhistone modification88/2005463/187235.59e-082.23e-0688
GO:001820531Oral cavityNEOLPpeptidyl-lysine modification64/2005376/187231.21e-041.43e-0364
GO:00439842Oral cavityNEOLPhistone H4-K16 acetylation7/200520/187233.51e-032.06e-027
GO:004354331Oral cavityNEOLPprotein acylation40/2005243/187233.85e-032.21e-0240
GO:000647331Oral cavityNEOLPprotein acetylation34/2005201/187234.76e-032.61e-0234
GO:001839431Oral cavityNEOLPpeptidyl-lysine acetylation29/2005169/187237.09e-033.60e-0229
GO:001839331Oral cavityNEOLPinternal peptidyl-lysine acetylation27/2005158/187239.64e-034.54e-0227
GO:00439673Oral cavityNEOLPhistone H4 acetylation14/200567/187231.04e-024.87e-0214
GO:001657331Oral cavityNEOLPhistone acetylation26/2005152/187231.08e-024.99e-0226
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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
MSL2SNVMissense_Mutationnovelc.1273C>Ap.Pro425Thrp.P425TQ9HCI7protein_codingtolerated(1)benign(0)TCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MSL2SNVMissense_Mutationc.1603N>Ap.Ala535Thrp.A535TQ9HCI7protein_codingdeleterious(0.01)possibly_damaging(0.7)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MSL2SNVMissense_Mutationc.524C>Tp.Ser175Phep.S175FQ9HCI7protein_codingdeleterious(0.02)possibly_damaging(0.555)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MSL2SNVMissense_Mutationc.949A>Gp.Met317Valp.M317VQ9HCI7protein_codingtolerated(0.41)benign(0)TCGA-C8-A12Y-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MSL2insertionNonsense_Mutationnovelc.1271_1272insTTCTGAAGGTAATTAAATTTAGACTATGTAGTATGTp.Lys424delinsAsnSerGluGlyAsnTerIleTerThrMetTerTyrValp.K424delinsNSEGN*I*TM*YVQ9HCI7protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MSL2insertionNonsense_Mutationnovelc.260_261insCAACTACAGTAAATAACAGCTTTCTTTTATAGCTGTATp.Glu88AsnfsTer5p.E88Nfs*5Q9HCI7protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
MSL2SNVMissense_Mutationnovelc.273G>Tp.Glu91Aspp.E91DQ9HCI7protein_codingdeleterious(0.05)benign(0.075)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MSL2SNVMissense_Mutationnovelc.1405N>Gp.Gln469Glup.Q469EQ9HCI7protein_codingdeleterious(0.01)possibly_damaging(0.888)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MSL2SNVMissense_Mutationnovelc.1085N>Ap.Arg362Glnp.R362QQ9HCI7protein_codingtolerated(0.53)benign(0)TCGA-VS-A9U7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MSL2SNVMissense_Mutationc.1316C>Ap.Pro439Hisp.P439HQ9HCI7protein_codingtolerated(0.25)possibly_damaging(0.534)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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