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: MS4A2

Gene summary for MS4A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MS4A2

Gene ID

2206

Gene namemembrane spanning 4-domains A2
Gene AliasAPY
Cytomap11q12.1
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q01362


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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
2206MS4A2CA_HPV_1HumanCervixCC8.58e-19-7.09e-010.0264
2206MS4A2CA_HPV_3HumanCervixCC8.28e-05-4.49e-010.0414
2206MS4A2N_HPV_2HumanCervixN_HPV5.12e-10-6.44e-01-0.0131
2206MS4A2CCI_1HumanCervixCC1.46e-05-9.18e-010.528
2206MS4A2CCI_2HumanCervixCC5.47e-05-9.18e-010.5249
2206MS4A2CCI_3HumanCervixCC7.16e-08-9.18e-010.516
2206MS4A2CCII_1HumanCervixCC2.06e-11-9.18e-010.3249
2206MS4A2TumorHumanCervixCC5.21e-31-9.18e-010.1241
2206MS4A2sample1HumanCervixCC2.49e-09-9.18e-010.0959
2206MS4A2sample3HumanCervixCC4.93e-29-9.18e-010.1387
2206MS4A2H2HumanCervixHSIL_HPV2.93e-28-8.98e-010.0632
2206MS4A2L1HumanCervixCC1.21e-12-9.18e-010.0802
2206MS4A2T1HumanCervixCC1.18e-21-9.18e-010.0918
2206MS4A2T2HumanCervixCC1.22e-04-9.18e-010.0709
2206MS4A2T3HumanCervixCC1.21e-28-9.18e-010.1389
2206MS4A2HCC1HumanLiverHCC1.73e-101.17e+000.5336
2206MS4A2HCC2HumanLiverHCC1.58e-221.31e+000.5341
2206MS4A2HCC5HumanLiverHCC8.95e-171.11e+000.4932
2206MS4A2EOLP-1HumanOral cavityEOLP1.02e-075.10e-01-0.0202
2206MS4A2EOLP-2HumanOral cavityEOLP7.24e-298.63e-01-0.0203
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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
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
∗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:00027644CervixCCimmune response-regulating signaling pathway97/2311468/187231.49e-077.07e-0697
GO:00380933CervixCCFc receptor signaling pathway19/231150/187233.42e-069.17e-0519
GO:0038095CervixCCFc-epsilon receptor signaling pathway11/231124/187235.28e-057.88e-0411
GO:0002768CervixCCimmune response-regulating cell surface receptor signaling pathway59/2311315/187236.64e-046.11e-0359
GO:000276411CervixHSIL_HPVimmune response-regulating signaling pathway46/737468/187231.17e-081.30e-0646
GO:00027681CervixHSIL_HPVimmune response-regulating cell surface receptor signaling pathway32/737315/187239.80e-074.68e-0532
GO:003809311CervixHSIL_HPVFc receptor signaling pathway8/73750/187236.88e-049.21e-038
GO:000276421CervixN_HPVimmune response-regulating signaling pathway36/534468/187237.52e-087.81e-0636
GO:00027682CervixN_HPVimmune response-regulating cell surface receptor signaling pathway22/534315/187231.11e-042.18e-0322
GO:000276413Oral cavityEOLPimmune response-regulating signaling pathway108/2218468/187234.04e-127.34e-10108
GO:003809313Oral cavityEOLPFc receptor signaling pathway19/221850/187231.84e-064.26e-0519
GO:00027683Oral cavityEOLPimmune response-regulating cell surface receptor signaling pathway66/2218315/187232.44e-065.45e-0566
GO:00380951Oral cavityEOLPFc-epsilon receptor signaling pathway10/221824/187232.17e-042.16e-0310
GO:000276422Oral cavityNEOLPimmune response-regulating signaling pathway74/2005468/187233.90e-043.63e-0374
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0407110CervixCCSphingolipid signaling pathway35/1267121/84655.70e-053.93e-042.32e-0435
hsa04664CervixCCFc epsilon RI signaling pathway22/126768/84652.35e-041.31e-037.77e-0422
hsa053107CervixCCAsthma11/126731/84653.82e-031.36e-028.03e-0311
hsa0407113CervixCCSphingolipid signaling pathway35/1267121/84655.70e-053.93e-042.32e-0435
hsa046641CervixCCFc epsilon RI signaling pathway22/126768/84652.35e-041.31e-037.77e-0422
hsa0531012CervixCCAsthma11/126731/84653.82e-031.36e-028.03e-0311
hsa0407141Oral cavityEOLPSphingolipid signaling pathway44/1218121/84651.19e-093.51e-082.07e-0844
hsa046642Oral cavityEOLPFc epsilon RI signaling pathway23/121868/84654.23e-052.01e-041.19e-0423
hsa040722Oral cavityEOLPPhospholipase D signaling pathway31/1218148/84651.82e-024.67e-022.76e-0231
hsa0407151Oral cavityEOLPSphingolipid signaling pathway44/1218121/84651.19e-093.51e-082.07e-0844
hsa0466411Oral cavityEOLPFc epsilon RI signaling pathway23/121868/84654.23e-052.01e-041.19e-0423
hsa0407211Oral cavityEOLPPhospholipase D signaling pathway31/1218148/84651.82e-024.67e-022.76e-0231
hsa0407161Oral cavityNEOLPSphingolipid signaling pathway36/1112121/84651.11e-061.21e-057.64e-0636
hsa0407171Oral cavityNEOLPSphingolipid signaling pathway36/1112121/84651.11e-061.21e-057.64e-0636
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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
MS4A2SNVMissense_Mutationc.727N>Tp.Asp243Tyrp.D243YQ01362protein_codingdeleterious(0)possibly_damaging(0.817)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MS4A2SNVMissense_Mutationnovelc.23N>Ap.Arg8Lysp.R8KQ01362protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AR-A2LH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
MS4A2SNVMissense_Mutationc.472T>Cp.Tyr158Hisp.Y158HQ01362protein_codingdeleterious(0.01)probably_damaging(0.969)TCGA-WL-A834-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelSD
MS4A2SNVMissense_Mutationnovelc.569N>Cp.Ile190Thrp.I190TQ01362protein_codingdeleterious(0)possibly_damaging(0.883)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MS4A2SNVMissense_Mutationc.592N>Cp.Ser198Prop.S198PQ01362protein_codingtolerated(0.26)probably_damaging(0.94)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MS4A2SNVMissense_Mutationc.509N>Tp.Thr170Ilep.T170IQ01362protein_codingtolerated(0.1)benign(0.005)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
MS4A2SNVMissense_Mutationc.364A>Tp.Asn122Tyrp.N122YQ01362protein_codingtolerated(0.16)possibly_damaging(0.678)TCGA-DY-A1DF-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MS4A2SNVMissense_Mutationnovelc.20G>Tp.Arg7Metp.R7MQ01362protein_codingdeleterious(0)benign(0.258)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MS4A2SNVMissense_Mutationc.271N>Tp.Asp91Tyrp.D91YQ01362protein_codingdeleterious(0.05)possibly_damaging(0.855)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MS4A2SNVMissense_Mutationc.31N>Gp.Leu11Valp.L11VQ01362protein_codingdeleterious(0.01)possibly_damaging(0.486)TCGA-AP-A0LI-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapypaclitaxelSD
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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
2206MS4A2EXTERNAL SIDE OF PLASMA MEMBRANEOMALIZUMABOMALIZUMAB
2206MS4A2EXTERNAL SIDE OF PLASMA MEMBRANER112
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