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: MAGI2

Gene summary for MAGI2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAGI2

Gene ID

9863

Gene namemembrane associated guanylate kinase, WW and PDZ domain containing 2
Gene AliasACVRIP1
Cytomap7q21.11
Gene Typeprotein-coding
GO ID

GO:0001655

UniProtAcc

B7Z4H4


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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
9863MAGI2HTA11_78_2000001011HumanColorectumAD1.45e-128.80e-01-0.1088
9863MAGI2HTA11_99999965062_69753HumanColorectumMSI-H3.30e-027.79e-010.3487
9863MAGI2NAFLD1HumanLiverNAFLD3.71e-151.38e+00-0.04
9863MAGI2S41HumanLiverCirrhotic5.12e-057.66e-01-0.0343
9863MAGI2HCC1_MengHumanLiverHCC3.08e-12-2.49e-010.0246
9863MAGI2HCC2_MengHumanLiverHCC1.14e-09-2.07e-010.0107
9863MAGI2cirrhotic1HumanLiverCirrhotic1.22e-03-2.14e-010.0202
9863MAGI2cirrhotic2HumanLiverCirrhotic6.69e-03-2.25e-010.0201
9863MAGI2HCC1HumanLiverHCC1.82e-244.45e-010.5336
9863MAGI2Pt13.aHumanLiverHCC1.28e-04-2.52e-010.021
9863MAGI2Pt14.dHumanLiverHCC1.35e-04-2.50e-010.0143
9863MAGI2RNA-P10T2-P10T2-1HumanLungAAH4.07e-069.73e-01-0.1271
9863MAGI2RNA-P10T2-P10T2-2HumanLungAAH2.23e-038.33e-01-0.1406
9863MAGI2RNA-P10T2-P10T2-3HumanLungAAH1.79e-069.98e-01-0.1408
9863MAGI2RNA-P10T2-P10T2-4HumanLungAAH4.69e-048.04e-01-0.138
9863MAGI2RNA-P25T1-P25T1-1HumanLungAIS2.73e-096.94e-01-0.2116
9863MAGI2RNA-P25T1-P25T1-2HumanLungAIS2.57e-026.58e-01-0.1941
9863MAGI2RNA-P25T1-P25T1-4HumanLungAIS1.16e-066.41e-01-0.2119
9863MAGI2RNA-P6T1-P6T1-2HumanLungMIAC9.31e-081.21e+00-0.0186
9863MAGI2RNA-P7T1-P7T1-1HumanLungAIS3.66e-091.15e+00-0.0961
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0002064ColorectumADepithelial cell development89/3918220/187232.98e-113.52e-0989
GO:0043112ColorectumADreceptor metabolic process62/3918166/187238.18e-072.85e-0562
GO:1990090ColorectumADcellular response to nerve growth factor stimulus26/391853/187234.87e-061.28e-0426
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:1990089ColorectumADresponse to nerve growth factor26/391856/187231.71e-053.59e-0426
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0035303ColorectumADregulation of dephosphorylation46/3918128/187236.20e-051.04e-0346
GO:0031346ColorectumADpositive regulation of cell projection organization104/3918353/187238.26e-051.30e-03104
GO:0006898ColorectumADreceptor-mediated endocytosis76/3918244/187231.07e-041.59e-0376
GO:0030100ColorectumADregulation of endocytosis67/3918211/187231.42e-042.01e-0367
GO:0035304ColorectumADregulation of protein dephosphorylation33/391890/187234.23e-044.77e-0333
GO:0045807ColorectumADpositive regulation of endocytosis35/3918100/187237.78e-047.78e-0335
GO:0007178ColorectumADtransmembrane receptor protein serine/threonine kinase signaling pathway99/3918355/187239.92e-049.28e-0399
GO:0010921ColorectumADregulation of phosphatase activity30/391884/187231.24e-031.09e-0230
GO:0010922ColorectumADpositive regulation of phosphatase activity15/391834/187231.96e-031.58e-0215
GO:0035306ColorectumADpositive regulation of dephosphorylation22/391859/187232.86e-032.14e-0222
GO:0048260ColorectumADpositive regulation of receptor-mediated endocytosis20/391852/187232.87e-032.14e-0220
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04015ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa040151ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa0401521LungAISRap1 signaling pathway41/961210/84653.23e-043.38e-032.16e-0341
hsa0415121LungAISPI3K-Akt signaling pathway57/961354/84653.72e-032.00e-021.28e-0257
hsa0401531LungAISRap1 signaling pathway41/961210/84653.23e-043.38e-032.16e-0341
hsa0415131LungAISPI3K-Akt signaling pathway57/961354/84653.72e-032.00e-021.28e-0257
hsa0401541LungAAHRap1 signaling pathway20/348210/84653.89e-041.35e-021.09e-0220
hsa0401551LungAAHRap1 signaling pathway20/348210/84653.89e-041.35e-021.09e-0220
hsa0401561LungMIACRap1 signaling pathway29/507210/84651.94e-059.40e-046.80e-0429
hsa0401571LungMIACRap1 signaling pathway29/507210/84651.94e-059.40e-046.80e-0429
hsa041515ProstateBPHPI3K-Akt signaling pathway104/1718354/84652.07e-051.55e-049.61e-05104
hsa0401516ProstateBPHRap1 signaling pathway61/1718210/84651.40e-035.85e-033.62e-0361
hsa0415112ProstateBPHPI3K-Akt signaling pathway104/1718354/84652.07e-051.55e-049.61e-05104
hsa0401517ProstateBPHRap1 signaling pathway61/1718210/84651.40e-035.85e-033.62e-0361
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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
MAGI2SNVMissense_Mutationc.1930N>Ap.Asp644Asnp.D644NQ86UL8protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
MAGI2SNVMissense_Mutationc.3066N>Cp.Glu1022Aspp.E1022DQ86UL8protein_codingtolerated(0.11)probably_damaging(0.97)TCGA-A2-A0YJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
MAGI2SNVMissense_Mutationc.2983N>Tp.Ile995Phep.I995FQ86UL8protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
MAGI2SNVMissense_Mutationc.3680N>Cp.Arg1227Thrp.R1227TQ86UL8protein_codingtolerated(0.1)probably_damaging(0.977)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MAGI2SNVMissense_Mutationnovelc.1186G>Ap.Glu396Lysp.E396KQ86UL8protein_codingtolerated(0.19)benign(0.169)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAGI2SNVMissense_Mutationnovelc.2648A>Gp.His883Argp.H883RQ86UL8protein_codingdeleterious(0.04)benign(0.015)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MAGI2SNVMissense_Mutationnovelc.2423N>Ap.Ile808Asnp.I808NQ86UL8protein_codingdeleterious(0)possibly_damaging(0.899)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
MAGI2SNVMissense_Mutationc.2773N>Tp.Arg925Cysp.R925CQ86UL8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B6-A1KI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MAGI2SNVMissense_Mutationc.319N>Ap.Asp107Asnp.D107NQ86UL8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A0DE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MAGI2SNVMissense_Mutationrs774328144c.3934N>Ap.Glu1312Lysp.E1312KQ86UL8protein_codingtolerated(0.41)benign(0.091)TCGA-BH-A18K-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
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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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