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: MS4A7

Gene summary for MS4A7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MS4A7

Gene ID

58475

Gene namemembrane spanning 4-domains A7
Gene Alias4SPAN2
Cytomap11q12.2
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A0A024R556


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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
58475MS4A7GSM4909297HumanBreastIDC2.09e-145.32e-010.1517
58475MS4A7GSM4909298HumanBreastIDC5.92e-204.80e-010.1551
58475MS4A7GSM4909302HumanBreastIDC4.99e-501.06e+000.1545
58475MS4A7GSM4909304HumanBreastIDC2.21e-488.32e-010.1636
58475MS4A7GSM4909306HumanBreastIDC8.01e-164.10e-010.1564
58475MS4A7M5HumanBreastIDC3.93e-171.10e+000.1598
58475MS4A7NCCBC14HumanBreastDCIS4.76e-033.24e-010.2021
58475MS4A7NCCBC3HumanBreastDCIS2.31e-084.21e-010.1198
58475MS4A7cirrhotic2HumanLiverCirrhotic1.75e-03-2.80e-020.0201
58475MS4A7HCC2HumanLiverHCC7.40e-078.43e-010.5341
58475MS4A7Pt13.aHumanLiverHCC5.26e-165.73e-010.021
58475MS4A7Pt13.cHumanLiverHCC2.52e-086.45e-010.0076
58475MS4A7Pt14.dHumanLiverHCC1.32e-247.67e-010.0143
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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
∗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
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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
MS4A7SNVMissense_Mutationrs774654772c.485N>Tp.Ser162Leup.S162LQ9GZW8protein_codingtolerated(0.25)benign(0.04)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MS4A7SNVMissense_Mutationc.641N>Tp.Asn214Ilep.N214IQ9GZW8protein_codingtolerated(0.43)possibly_damaging(0.823)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
MS4A7deletionFrame_Shift_Delnovelc.337delNp.Phe113LeufsTer3p.F113Lfs*3Q9GZW8protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MS4A7SNVMissense_Mutationc.623N>Cp.Lys208Thrp.K208TQ9GZW8protein_codingdeleterious(0.02)possibly_damaging(0.796)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MS4A7SNVMissense_Mutationnovelc.13N>Cp.Ser5Prop.S5PQ9GZW8protein_codingtolerated(0.33)benign(0)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MS4A7SNVMissense_Mutationnovelc.713C>Ap.Ser238Tyrp.S238YQ9GZW8protein_codingdeleterious_low_confidence(0)possibly_damaging(0.543)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MS4A7SNVMissense_Mutationrs774654772c.485N>Tp.Ser162Leup.S162LQ9GZW8protein_codingtolerated(0.25)benign(0.04)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
MS4A7SNVMissense_Mutationnovelc.239N>Tp.Ser80Phep.S80FQ9GZW8protein_codingtolerated(0.11)benign(0.169)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MS4A7SNVMissense_Mutationnovelc.413N>Tp.Ser138Ilep.S138IQ9GZW8protein_codingtolerated(0.06)possibly_damaging(0.837)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MS4A7SNVMissense_Mutationnovelc.184N>Ap.Leu62Metp.L62MQ9GZW8protein_codingtolerated(0.06)benign(0.172)TCGA-AP-A1DV-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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