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: MS4A1

Gene summary for MS4A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MS4A1

Gene ID

931

Gene namemembrane spanning 4-domains A1
Gene AliasB1
Cytomap11q12.2
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

A0A024R507


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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
931MS4A1Adj_PTCwithHT_6HumanThyroidHT3.72e-251.03e+000.02
931MS4A1PTCwithHT_6HumanThyroidHT1.77e-075.12e-010.02
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:007066110ThyroidHTleukocyte proliferation44/1272318/187235.29e-061.64e-0444
GO:19031319ThyroidHTmononuclear cell differentiation54/1272426/187236.88e-062.00e-0454
GO:00466519ThyroidHTlymphocyte proliferation40/1272288/187231.27e-053.30e-0440
GO:00329438ThyroidHTmononuclear cell proliferation40/1272291/187231.63e-053.95e-0440
GO:00300986ThyroidHTlymphocyte differentiation47/1272374/187233.32e-057.02e-0447
GO:00022536ThyroidHTactivation of immune response47/1272375/187233.55e-057.40e-0447
GO:00069598ThyroidHThumoral immune response40/1272317/187231.14e-041.86e-0340
GO:00421133ThyroidHTB cell activation39/1272334/187236.66e-047.61e-0339
GO:00027648ThyroidHTimmune response-regulating signaling pathway50/1272468/187239.96e-041.02e-0250
GO:00508515ThyroidHTantigen receptor-mediated signaling pathway27/1272240/187236.87e-034.20e-0227
GO:00024293ThyroidHTimmune response-activating cell surface receptor signaling pathway31/1272291/187238.69e-034.92e-0231
GO:00027573ThyroidHTimmune response-activating signal transduction31/1272291/187238.69e-034.92e-0231
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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
MS4A1SNVMissense_Mutationc.74N>Gp.Ser25Cysp.S25CP11836protein_codingdeleterious(0.02)benign(0.006)TCGA-BH-A209-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MS4A1SNVMissense_Mutationc.573N>Tp.Leu191Phep.L191FP11836protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-EW-A1P7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinPD
MS4A1insertionIn_Frame_Insnovelc.582_583insGTTGTTACTGTTGTTGCTp.Leu194_Ser195insValValThrValValAlap.L194_S195insVVTVVAP11836protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MS4A1insertionFrame_Shift_Insnovelc.584_585insTGCTTTTTTTATTTCCATTTp.Val196AlafsTer7p.V196Afs*7P11836protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MS4A1insertionFrame_Shift_Insnovelc.55_56insGATCTGACTCAGGAGGCCACAGTCTTATATACTGCATTAGAAAp.Pro20SerfsTer45p.P20Sfs*45P11836protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MS4A1SNVMissense_Mutationrs748214132c.751G>Ap.Glu251Lysp.E251KP11836protein_codingtolerated(0.17)benign(0.202)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
MS4A1SNVMissense_Mutationc.771N>Tp.Lys257Asnp.K257NP11836protein_codingdeleterious(0.05)probably_damaging(0.991)TCGA-AA-3712-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
MS4A1SNVMissense_Mutationrs188842906c.656C>Tp.Thr219Metp.T219MP11836protein_codingtolerated(0.57)benign(0)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MS4A1SNVMissense_Mutationc.625N>Ap.Ala209Thrp.A209TP11836protein_codingdeleterious(0.03)possibly_damaging(0.795)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MS4A1SNVMissense_Mutationnovelc.429N>Gp.Ile143Metp.I143MP11836protein_codingtolerated(0.1)benign(0.021)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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
931MS4A1CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMECAR-T cells targeting CD20
931MS4A1CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEObinutuzumabOBINUTUZUMAB
931MS4A1CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMERituximabRITUXIMAB
931MS4A1CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEOfatumumabOFATUMUMAB
931MS4A1CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEIodine-131-tositumomab
931MS4A1CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEFBT-A05FBT-A05
931MS4A1CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEANTI-CD20 (HA20) MONOCLONAL ANTIBODY
931MS4A1CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMECD20Bi aATC23529012
931MS4A1CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEOcrelizumabOCRELIZUMAB
931MS4A1CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEantibody178103523OBINUTUZUMAB
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