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: A2M

Gene summary for A2M

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

A2M

Gene ID

2

Gene namealpha-2-macroglobulin
Gene AliasA2MD
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0001867

UniProtAcc

P01023


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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
2A2MEEC-subject2HumanEndometriumEEC1.28e-03-1.04e-01-0.2607
2A2MEEC-subject3HumanEndometriumEEC4.01e-052.28e-01-0.2525
2A2MGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.86e-03-4.40e-02-0.1934
2A2MGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.89e-07-1.44e-01-0.1917
2A2MGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.08e-03-1.44e-01-0.1916
2A2MGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC5.96e-246.34e-01-0.1269
2A2MNAFLD1HumanLiverNAFLD3.20e-111.18e+00-0.04
2A2MS41HumanLiverCirrhotic1.84e-111.12e+00-0.0343
2A2MS43HumanLiverCirrhotic1.00e-146.63e-01-0.0187
2A2MHCC1_MengHumanLiverHCC4.09e-892.27e-010.0246
2A2MHCC2_MengHumanLiverHCC4.99e-16-5.66e-010.0107
2A2Mcirrhotic1HumanLiverCirrhotic9.33e-06-3.62e-010.0202
2A2Mcirrhotic2HumanLiverCirrhotic2.26e-07-9.72e-030.0201
2A2Mcirrhotic3HumanLiverCirrhotic1.79e-171.01e-010.0215
2A2MHCC1HumanLiverHCC3.79e-155.66e+000.5336
2A2MHCC2HumanLiverHCC4.30e-366.87e+000.5341
2A2MHCC5HumanLiverHCC1.90e-034.16e+000.4932
2A2MPt13.aHumanLiverHCC6.12e-032.15e-020.021
2A2MPt13.bHumanLiverHCC3.44e-311.61e-010.0251
2A2MPt14.aHumanLiverHCC2.28e-175.73e-010.0169
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GO:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:005254810CervixCCregulation of endopeptidase activity103/2311432/187231.89e-115.14e-09103
GO:004586110CervixCCnegative regulation of proteolysis80/2311351/187232.88e-081.98e-0680
GO:00513469CervixCCnegative regulation of hydrolase activity81/2311379/187234.27e-071.67e-0581
GO:00104669CervixCCnegative regulation of peptidase activity60/2311262/187231.27e-064.34e-0560
GO:001095110CervixCCnegative regulation of endopeptidase activity56/2311252/187237.43e-061.74e-0456
GO:005254715CervixHSIL_HPVregulation of peptidase activity52/737461/187238.35e-126.81e-0952
GO:005254815CervixHSIL_HPVregulation of endopeptidase activity48/737432/187239.20e-113.70e-0848
GO:004586115CervixHSIL_HPVnegative regulation of proteolysis36/737351/187231.64e-071.02e-0536
GO:001046614CervixHSIL_HPVnegative regulation of peptidase activity30/737262/187231.66e-071.03e-0530
GO:001095113CervixHSIL_HPVnegative regulation of endopeptidase activity29/737252/187232.39e-071.44e-0529
GO:005134614CervixHSIL_HPVnegative regulation of hydrolase activity37/737379/187233.81e-072.06e-0537
GO:005254717EndometriumEECregulation of peptidase activity91/2168461/187232.00e-078.93e-0691
GO:004586117EndometriumEECnegative regulation of proteolysis72/2168351/187238.46e-072.98e-0572
GO:005254817EndometriumEECregulation of endopeptidase activity82/2168432/187233.96e-061.04e-0482
GO:005134615EndometriumEECnegative regulation of hydrolase activity72/2168379/187231.46e-052.87e-0472
GO:004886314EndometriumEECstem cell differentiation43/2168206/187238.48e-051.21e-0343
GO:001046615EndometriumEECnegative regulation of peptidase activity49/2168262/187234.64e-044.79e-0349
GO:001095114EndometriumEECnegative regulation of endopeptidase activity47/2168252/187236.37e-046.25e-0347
GO:000268313EndometriumEECnegative regulation of immune system process72/2168434/187231.04e-039.13e-0372
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046104LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
hsa046105LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
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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
A2MSNVMissense_Mutationnovelc.2257N>Ap.Glu753Lysp.E753KP01023protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
A2MSNVMissense_Mutationrs774076635c.526G>Ap.Ala176Thrp.A176TP01023protein_codingtolerated(0.13)benign(0.025)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
A2MSNVMissense_Mutationrs200527343c.3103N>Gp.Asn1035Aspp.N1035DP01023protein_codingtolerated(0.2)benign(0.007)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
A2MSNVMissense_Mutationrs774772832c.1310T>Gp.Val437Glyp.V437GP01023protein_codingdeleterious(0.02)benign(0.439)TCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
A2MSNVMissense_Mutationc.3164N>Gp.Tyr1055Cysp.Y1055CP01023protein_codingdeleterious(0)probably_damaging(0.964)TCGA-BH-A18H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
A2MSNVMissense_Mutationrs774772832c.1310T>Gp.Val437Glyp.V437GP01023protein_codingdeleterious(0.02)benign(0.439)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
A2MSNVMissense_Mutationc.118N>Gp.His40Aspp.H40DP01023protein_codingdeleterious(0)possibly_damaging(0.67)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
A2MSNVMissense_Mutationrs200527343c.3103N>Gp.Asn1035Aspp.N1035DP01023protein_codingtolerated(0.2)benign(0.007)TCGA-EW-A1PH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
A2MSNVMissense_Mutationrs769791745c.976N>Gp.Ile326Valp.I326VP01023protein_codingtolerated(0.48)benign(0.13)TCGA-PL-A8LV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
A2MinsertionFrame_Shift_Insnovelc.428_429insTp.Val144SerfsTer10p.V144Sfs*10P01023protein_codingTCGA-A8-A06X-01Breastbreast invasive 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
2A2MENZYME, TRANSPORTER, DRUGGABLE GENOME, PROTEASE INHIBITORCOBALT6663071
2A2MENZYME, TRANSPORTER, DRUGGABLE GENOME, PROTEASE INHIBITORPROSTAGLANDIN E16202298
2A2MENZYME, TRANSPORTER, DRUGGABLE GENOME, PROTEASE INHIBITOREnzymes23280790
2A2MENZYME, TRANSPORTER, DRUGGABLE GENOME, PROTEASE INHIBITORTHROMBINTHROMBIN2432677
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