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: MGP

Gene summary for MGP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MGP

Gene ID

4256

Gene namematrix Gla protein
Gene AliasGIG36
Cytomap12p12.3
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

A0A024RAX0


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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
4256MGPGSM4909277HumanBreastPrecancer4.44e-02-8.88e-010.0177
4256MGPGSM4909280HumanBreastPrecancer8.53e-055.57e-010.0305
4256MGPGSM4909282HumanBreastIDC1.01e-40-1.09e+00-0.0288
4256MGPGSM4909285HumanBreastIDC4.86e-061.01e-010.21
4256MGPGSM4909286HumanBreastIDC2.45e-10-1.26e-010.1081
4256MGPGSM4909288HumanBreastIDC8.14e-033.87e-020.0988
4256MGPGSM4909289HumanBreastIDC7.56e-056.02e-010.1064
4256MGPGSM4909291HumanBreastIDC8.94e-34-1.31e+000.1753
4256MGPGSM4909292HumanBreastIDC3.79e-02-7.79e-010.1236
4256MGPGSM4909293HumanBreastIDC1.58e-072.92e-010.1581
4256MGPGSM4909294HumanBreastIDC9.02e-19-7.20e-010.2022
4256MGPGSM4909295HumanBreastIDC5.34e-044.16e-010.0898
4256MGPGSM4909297HumanBreastIDC3.19e-50-1.06e+000.1517
4256MGPGSM4909299HumanBreastIDC4.37e-1321.09e+000.035
4256MGPGSM4909300HumanBreastIDC2.70e-459.40e-010.0334
4256MGPGSM4909301HumanBreastIDC1.33e-43-1.11e+000.1577
4256MGPGSM4909304HumanBreastIDC1.10e-42-1.13e+000.1636
4256MGPGSM4909305HumanBreastIDC6.25e-498.46e-010.0436
4256MGPGSM4909306HumanBreastIDC3.85e-295.79e-010.1564
4256MGPGSM4909308HumanBreastIDC4.15e-06-2.19e-010.158
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
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:00015036BreastPrecancerossification36/1080408/187237.53e-034.98e-0236
GO:000150311BreastIDCossification50/1434408/187236.51e-048.04e-0350
GO:000150321BreastDCISossification45/1390408/187234.98e-033.72e-0245
GO:00015038EndometriumAEHossification78/2100408/187231.54e-064.85e-0578
GO:0061448EndometriumAEHconnective tissue development44/2100252/187231.92e-031.51e-0244
GO:0070167EndometriumAEHregulation of biomineral tissue development20/210097/187235.00e-033.14e-0220
GO:00302822EndometriumAEHbone mineralization23/2100119/187236.32e-033.75e-0223
GO:0110149EndometriumAEHregulation of biomineralization20/210099/187236.34e-033.76e-0220
GO:00312141EndometriumAEHbiomineral tissue development30/2100169/187237.31e-034.18e-0230
GO:01101481EndometriumAEHbiomineralization30/2100171/187238.63e-034.71e-0230
GO:000150313EndometriumEECossification79/2168408/187232.72e-067.67e-0579
GO:00614481EndometriumEECconnective tissue development44/2168252/187233.51e-032.36e-0244
GO:00701671EndometriumEECregulation of biomineral tissue development20/216897/187237.11e-034.07e-0220
GO:01101491EndometriumEECregulation of biomineralization20/216899/187238.95e-034.81e-0220
GO:00302821EndometriumEECbone mineralization23/2168119/187239.19e-034.94e-0223
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:00487052EsophagusESCCskeletal system morphogenesis120/8552220/187234.90e-031.89e-02120
GO:00512161EsophagusESCCcartilage development103/8552190/187231.08e-023.67e-02103
GO:000150310Oral cavityOSCCossification203/7305408/187235.54e-066.19e-05203
GO:000150331Oral cavityNEOLPossification81/2005408/187232.67e-081.15e-0681
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
MGPSNVMissense_Mutationrs112598629c.43N>Tp.Val15Leup.V15LP08493protein_codingtolerated(0.11)benign(0.041)TCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MGPSNVMissense_Mutationrs112598629c.43N>Tp.Val15Leup.V15LP08493protein_codingtolerated(0.11)benign(0.041)TCGA-AO-A0JE-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
MGPSNVMissense_Mutationrs112598629c.43G>Tp.Val15Leup.V15LP08493protein_codingtolerated(0.11)benign(0.041)TCGA-BH-A0BW-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinCR
MGPinsertionFrame_Shift_Insnovelc.334_335insCACCp.Gly112AlafsTer8p.G112Afs*8P08493protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
MGPinsertionFrame_Shift_Insnovelc.333_334insATTCTCTTGTCTGGCTp.Gly112IlefsTer12p.G112Ifs*12P08493protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
MGPSNVMissense_Mutationnovelc.113C>Tp.Ser38Phep.S38FP08493protein_codingtolerated_low_confidence(0.1)benign(0.364)TCGA-FU-A3YQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MGPSNVMissense_Mutationc.256C>Tp.Arg86Cysp.R86CP08493protein_codingdeleterious(0)probably_damaging(0.931)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MGPSNVMissense_Mutationrs550754490c.274N>Ap.Glu92Lysp.E92KP08493protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MGPSNVMissense_Mutationrs753350275c.316C>Tp.Arg106Cysp.R106CP08493protein_codingtolerated(0.17)probably_damaging(0.983)TCGA-CM-4744-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MGPSNVMissense_Mutationrs753350275c.316N>Tp.Arg106Cysp.R106CP08493protein_codingtolerated(0.17)probably_damaging(0.983)TCGA-CM-5860-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinSD
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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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