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: MAGI3

Gene summary for MAGI3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAGI3

Gene ID

260425

Gene namemembrane associated guanylate kinase, WW and PDZ domain containing 3
Gene AliasMAGI-3
Cytomap1p13.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q5TCQ9


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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
260425MAGI3CCI_1HumanCervixCC1.63e-171.86e+000.528
260425MAGI3CCI_2HumanCervixCC1.54e-181.90e+000.5249
260425MAGI3CCI_3HumanCervixCC4.04e-271.55e+000.516
260425MAGI3HTA11_3410_2000001011HumanColorectumAD8.43e-42-1.00e+000.0155
260425MAGI3HTA11_2951_2000001011HumanColorectumAD3.02e-09-1.23e+000.0216
260425MAGI3HTA11_347_2000001011HumanColorectumAD1.32e-197.77e-01-0.1954
260425MAGI3HTA11_411_2000001011HumanColorectumSER4.09e-045.13e-01-0.2602
260425MAGI3HTA11_3361_2000001011HumanColorectumAD7.32e-04-4.98e-01-0.1207
260425MAGI3HTA11_866_3004761011HumanColorectumAD8.70e-23-7.77e-010.096
260425MAGI3HTA11_4255_2000001011HumanColorectumSER4.36e-10-8.80e-010.0446
260425MAGI3HTA11_9408_2000001011HumanColorectumAD1.01e-07-1.04e+000.0451
260425MAGI3HTA11_8622_2000001021HumanColorectumSER3.35e-09-8.70e-010.0528
260425MAGI3HTA11_10711_2000001011HumanColorectumAD1.66e-15-7.20e-010.0338
260425MAGI3HTA11_7696_3000711011HumanColorectumAD1.40e-29-7.80e-010.0674
260425MAGI3HTA11_11156_2000001011HumanColorectumAD2.76e-03-8.77e-010.0397
260425MAGI3HTA11_6818_2000001021HumanColorectumAD1.45e-08-6.80e-010.0588
260425MAGI3HTA11_99999970781_79442HumanColorectumMSS7.56e-50-9.02e-010.294
260425MAGI3HTA11_99999971662_82457HumanColorectumMSS5.63e-18-6.70e-010.3859
260425MAGI3HTA11_99999973899_84307HumanColorectumMSS2.76e-11-8.72e-010.2585
260425MAGI3HTA11_99999974143_84620HumanColorectumMSS1.17e-65-1.12e+000.3005
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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
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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00310988CervixCCstress-activated protein kinase signaling cascade58/2311247/187238.02e-072.89e-0558
GO:00514038CervixCCstress-activated MAPK cascade55/2311239/187232.96e-068.31e-0555
GO:00703027CervixCCregulation of stress-activated protein kinase signaling cascade46/2311195/187239.35e-062.11e-0446
GO:00328727CervixCCregulation of stress-activated MAPK cascade44/2311192/187233.09e-055.10e-0444
GO:00196939CervixCCribose phosphate metabolic process72/2311396/187234.49e-044.48e-0372
GO:00092599CervixCCribonucleotide metabolic process70/2311385/187235.35e-045.18e-0370
GO:000915010CervixCCpurine ribonucleotide metabolic process66/2311368/187231.09e-039.07e-0366
GO:00072545CervixCCJNK cascade35/2311167/187231.10e-039.09e-0335
GO:00463285CervixCCregulation of JNK cascade28/2311133/187233.06e-032.01e-0228
GO:000616310CervixCCpurine nucleotide metabolic process67/2311396/187234.41e-032.69e-0267
GO:007252110CervixCCpurine-containing compound metabolic process69/2311416/187236.27e-033.54e-0269
GO:000913510CervixCCpurine nucleoside diphosphate metabolic process22/2311103/187236.75e-033.71e-0222
GO:000917910CervixCCpurine ribonucleoside diphosphate metabolic process22/2311103/187236.75e-033.71e-0222
GO:000911710CervixCCnucleotide metabolic process79/2311489/187237.16e-033.85e-0279
GO:00460374CervixCCGMP metabolic process6/231116/187239.35e-034.66e-026
GO:00091859CervixCCribonucleoside diphosphate metabolic process22/2311106/187239.52e-034.72e-0222
GO:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0401512CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa0401513CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa04015ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa040151ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa040152ColorectumSERRap1 signaling pathway54/1580210/84656.55e-033.68e-022.67e-0254
hsa040153ColorectumSERRap1 signaling pathway54/1580210/84656.55e-033.68e-022.67e-0254
hsa040154ColorectumMSSRap1 signaling pathway66/1875210/84651.03e-035.94e-033.64e-0366
hsa040155ColorectumMSSRap1 signaling pathway66/1875210/84651.03e-035.94e-033.64e-0366
hsa040156ColorectumFAPRap1 signaling pathway53/1404210/84657.93e-045.14e-033.13e-0353
hsa040157ColorectumFAPRap1 signaling pathway53/1404210/84657.93e-045.14e-033.13e-0353
hsa040158ColorectumCRCRap1 signaling pathway48/1091210/84654.00e-058.70e-045.90e-0448
hsa040159ColorectumCRCRap1 signaling pathway48/1091210/84654.00e-058.70e-045.90e-0448
hsa0401514EndometriumAEHRap1 signaling pathway49/1197210/84652.03e-041.78e-031.30e-0349
hsa0401515EndometriumAEHRap1 signaling pathway49/1197210/84652.03e-041.78e-031.30e-0349
hsa0401522EndometriumEECRap1 signaling pathway49/1237210/84654.45e-043.47e-032.59e-0349
hsa0401532EndometriumEECRap1 signaling pathway49/1237210/84654.45e-043.47e-032.59e-0349
hsa0401510LungIACRap1 signaling pathway41/1053210/84652.01e-031.07e-027.10e-0341
hsa0401511LungIACRap1 signaling pathway41/1053210/84652.01e-031.07e-027.10e-0341
hsa0401521LungAISRap1 signaling pathway41/961210/84653.23e-043.38e-032.16e-0341
hsa0401531LungAISRap1 signaling pathway41/961210/84653.23e-043.38e-032.16e-0341
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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
MAGI3SNVMissense_Mutationnovelc.77N>Tp.Pro26Leup.P26LQ5TCQ9protein_codingtolerated(0.34)benign(0.088)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MAGI3SNVMissense_Mutationc.2056N>Ap.Gln686Lysp.Q686KQ5TCQ9protein_codingdeleterious(0.04)possibly_damaging(0.493)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MAGI3SNVMissense_Mutationnovelc.1031G>Tp.Gly344Valp.G344VQ5TCQ9protein_codingdeleterious(0)probably_damaging(1)TCGA-5T-A9QA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
MAGI3SNVMissense_Mutationc.3715N>Cp.Ile1239Leup.I1239LQ5TCQ9protein_codingtolerated_low_confidence(0.65)benign(0.001)TCGA-A7-A13E-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapybevacizumabPD
MAGI3SNVMissense_Mutationc.3508N>Cp.Lys1170Glnp.K1170QQ5TCQ9protein_codingtolerated_low_confidence(0.07)possibly_damaging(0.59)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MAGI3SNVMissense_Mutationrs573108619c.3941G>Ap.Arg1314Glnp.R1314QQ5TCQ9protein_codingtolerated_low_confidence(0.3)benign(0.001)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MAGI3SNVMissense_Mutationnovelc.655N>Gp.Gln219Glup.Q219EQ5TCQ9protein_codingdeleterious(0.03)possibly_damaging(0.845)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
MAGI3SNVMissense_Mutationnovelc.1433A>Cp.Gln478Prop.Q478PQ5TCQ9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E2-A56Z-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MAGI3SNVMissense_Mutationnovelc.3782G>Tp.Gly1261Valp.G1261VQ5TCQ9protein_codingtolerated_low_confidence(0.22)benign(0.003)TCGA-E2-A573-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
MAGI3SNVMissense_Mutationnovelc.3708N>Tp.Leu1236Phep.L1236FQ5TCQ9protein_codingtolerated_low_confidence(0.44)benign(0.157)TCGA-E9-A22D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
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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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