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: MAGI1

Gene summary for MAGI1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAGI1

Gene ID

9223

Gene namemembrane associated guanylate kinase, WW and PDZ domain containing 1
Gene AliasAIP-3
Cytomap3p14.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q96QZ7


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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
9223MAGI1CCI_2HumanCervixCC1.11e-119.02e-010.5249
9223MAGI1CCI_3HumanCervixCC1.39e-096.58e-010.516
9223MAGI1HTA11_3410_2000001011HumanColorectumAD1.10e-11-4.36e-010.0155
9223MAGI1HTA11_2487_2000001011HumanColorectumSER4.21e-023.12e-01-0.1808
9223MAGI1HTA11_347_2000001011HumanColorectumAD1.94e-217.73e-01-0.1954
9223MAGI1HTA11_411_2000001011HumanColorectumSER9.18e-057.49e-01-0.2602
9223MAGI1HTA11_2112_2000001011HumanColorectumSER5.94e-052.85e-01-0.2196
9223MAGI1HTA11_7862_2000001011HumanColorectumAD5.68e-04-4.77e-01-0.0179
9223MAGI1HTA11_866_3004761011HumanColorectumAD1.86e-04-4.69e-010.096
9223MAGI1HTA11_9408_2000001011HumanColorectumAD2.03e-06-6.37e-010.0451
9223MAGI1HTA11_7696_3000711011HumanColorectumAD1.39e-02-2.88e-010.0674
9223MAGI1HTA11_7469_2000001011HumanColorectumAD2.38e-03-7.20e-01-0.0124
9223MAGI1HTA11_99999970781_79442HumanColorectumMSS3.64e-12-4.49e-010.294
9223MAGI1HTA11_99999965062_69753HumanColorectumMSI-H5.65e-181.05e+000.3487
9223MAGI1HTA11_99999965104_69814HumanColorectumMSS1.53e-044.71e-010.281
9223MAGI1HTA11_99999971662_82457HumanColorectumMSS6.37e-05-7.98e-020.3859
9223MAGI1HTA11_99999973899_84307HumanColorectumMSS1.48e-14-8.20e-010.2585
9223MAGI1HTA11_99999974143_84620HumanColorectumMSS6.85e-34-7.99e-010.3005
9223MAGI1A015-C-203HumanColorectumFAP5.62e-31-5.25e-01-0.1294
9223MAGI1A014-C-040HumanColorectumFAP2.50e-02-3.18e-01-0.1184
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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
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:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:004578510CervixCCpositive regulation of cell adhesion101/2311437/187231.96e-103.08e-08101
GO:00224099CervixCCpositive regulation of cell-cell adhesion61/2311284/187239.30e-062.11e-0461
GO:0045785ColorectumADpositive regulation of cell adhesion122/3918437/187232.65e-043.28e-03122
GO:00457851ColorectumSERpositive regulation of cell adhesion93/2897437/187236.78e-049.04e-0393
GO:00457852ColorectumMSSpositive regulation of cell adhesion110/3467437/187232.94e-043.87e-03110
GO:00457853ColorectumMSI-Hpositive regulation of cell adhesion48/1319437/187231.47e-032.23e-0248
GO:00457854ColorectumFAPpositive regulation of cell adhesion92/2622437/187233.09e-057.04e-0492
GO:00457855ColorectumCRCpositive regulation of cell adhesion81/2078437/187232.28e-061.10e-0481
GO:0022407ColorectumCRCregulation of cell-cell adhesion67/2078448/187236.86e-034.81e-0267
GO:004578516EndometriumAEHpositive regulation of cell adhesion96/2100437/187235.50e-117.18e-0996
GO:002240714EndometriumAEHregulation of cell-cell adhesion79/2100448/187232.90e-055.40e-0479
GO:002240910EndometriumAEHpositive regulation of cell-cell adhesion54/2100284/187236.94e-051.07e-0354
GO:004578517EndometriumEECpositive regulation of cell adhesion98/2168437/187236.15e-118.38e-0998
GO:002240715EndometriumEECregulation of cell-cell adhesion84/2168448/187234.98e-061.24e-0484
GO:002240914EndometriumEECpositive regulation of cell-cell adhesion56/2168284/187234.36e-057.15e-0456
GO:00457857LiverCirrhoticpositive regulation of cell adhesion141/4634437/187232.05e-041.89e-03141
GO:004578512LiverHCCpositive regulation of cell adhesion215/7958437/187232.53e-031.22e-02215
GO:00224096LiverCystpositive regulation of cell-cell adhesion19/496284/187232.19e-048.05e-0319
GO:004578522LiverCystpositive regulation of cell adhesion25/496437/187232.79e-049.40e-0325
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0453020CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa0401512CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa04530110CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa0401513CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa04530ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa04015ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa045301ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa040151ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa045302ColorectumSERTight junction59/1580169/84653.24e-075.98e-064.34e-0659
hsa040152ColorectumSERRap1 signaling pathway54/1580210/84656.55e-033.68e-022.67e-0254
hsa045303ColorectumSERTight junction59/1580169/84653.24e-075.98e-064.34e-0659
hsa040153ColorectumSERRap1 signaling pathway54/1580210/84656.55e-033.68e-022.67e-0254
hsa045304ColorectumMSSTight junction66/1875169/84654.10e-076.25e-063.83e-0666
hsa040154ColorectumMSSRap1 signaling pathway66/1875210/84651.03e-035.94e-033.64e-0366
hsa045305ColorectumMSSTight junction66/1875169/84654.10e-076.25e-063.83e-0666
hsa040155ColorectumMSSRap1 signaling pathway66/1875210/84651.03e-035.94e-033.64e-0366
hsa045306ColorectumMSI-HTight junction31/797169/84652.08e-042.80e-032.35e-0331
hsa045307ColorectumMSI-HTight junction31/797169/84652.08e-042.80e-032.35e-0331
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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
MAGI1SNVMissense_Mutationnovelc.3286A>Gp.Thr1096Alap.T1096AQ96QZ7protein_codingtolerated(0.93)benign(0.007)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
MAGI1SNVMissense_Mutationc.4253N>Cp.Arg1418Thrp.R1418TQ96QZ7protein_codingtolerated_low_confidence(0.1)possibly_damaging(0.6)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MAGI1SNVMissense_Mutationc.4125N>Cp.Glu1375Aspp.E1375DQ96QZ7protein_codingtolerated_low_confidence(0.42)benign(0.006)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MAGI1SNVMissense_Mutationnovelc.3031N>Tp.Arg1011Trpp.R1011WQ96QZ7protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAGI1SNVMissense_Mutationnovelc.1717G>Tp.Val573Leup.V573LQ96QZ7protein_codingtolerated(0.41)benign(0.081)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
MAGI1SNVMissense_Mutationnovelc.2583N>Gp.Ile861Metp.I861MQ96QZ7protein_codingtolerated(0.18)probably_damaging(0.956)TCGA-B6-A0RT-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MAGI1SNVMissense_Mutationnovelc.2848N>Ap.Gly950Serp.G950SQ96QZ7protein_codingtolerated(0.08)benign(0.048)TCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
MAGI1SNVMissense_Mutationrs750943411c.1186N>Tp.Arg396Trpp.R396WQ96QZ7protein_codingdeleterious(0)probably_damaging(0.959)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MAGI1SNVMissense_Mutationc.3962N>Ap.Arg1321Glnp.R1321QQ96QZ7protein_codingtolerated(0.1)benign(0)TCGA-C8-A130-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MAGI1SNVMissense_Mutationrs765094156c.3032N>Ap.Arg1011Glnp.R1011QQ96QZ7protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-C8-A1HG-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
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