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: MMGT1

Gene summary for MMGT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MMGT1

Gene ID

93380

Gene namemembrane magnesium transporter 1
Gene AliasEMC5
CytomapXq26.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8N4V1


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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
93380MMGT1P128T-EHumanEsophagusESCC4.17e-267.87e-010.1241
93380MMGT1P130T-EHumanEsophagusESCC5.28e-346.39e-010.1676
93380MMGT1HCC1_MengHumanLiverHCC8.42e-271.17e-020.0246
93380MMGT1HCC2_MengHumanLiverHCC1.17e-322.10e-010.0107
93380MMGT1HCC1HumanLiverHCC5.66e-033.46e+000.5336
93380MMGT1HCC2HumanLiverHCC4.60e-042.08e+000.5341
93380MMGT1S014HumanLiverHCC4.49e-133.53e-010.2254
93380MMGT1S015HumanLiverHCC1.06e-094.65e-010.2375
93380MMGT1S016HumanLiverHCC4.85e-184.66e-010.2243
93380MMGT1S027HumanLiverHCC5.40e-106.03e-010.2446
93380MMGT1S028HumanLiverHCC8.98e-206.56e-010.2503
93380MMGT1S029HumanLiverHCC1.39e-196.36e-010.2581
93380MMGT1C04HumanOral cavityOSCC7.44e-147.26e-010.2633
93380MMGT1C21HumanOral cavityOSCC1.01e-227.49e-010.2678
93380MMGT1C30HumanOral cavityOSCC7.60e-241.02e+000.3055
93380MMGT1C43HumanOral cavityOSCC6.66e-112.97e-010.1704
93380MMGT1C46HumanOral cavityOSCC4.99e-062.15e-010.1673
93380MMGT1C51HumanOral cavityOSCC2.01e-034.35e-010.2674
93380MMGT1C06HumanOral cavityOSCC6.25e-047.89e-010.2699
93380MMGT1C08HumanOral cavityOSCC3.97e-093.04e-010.1919
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:000702914EsophagusESCCendoplasmic reticulum organization65/855287/187233.28e-086.08e-0765
GO:005120515EsophagusESCCprotein insertion into membrane46/855257/187235.90e-081.04e-0646
GO:004504812EsophagusESCCprotein insertion into ER membrane21/855222/187238.75e-071.13e-0521
GO:007181611EsophagusESCCtail-anchored membrane protein insertion into ER membrane17/855217/187231.63e-061.95e-0517
GO:00450503EsophagusESCCprotein insertion into ER membrane by stop-transfer membrane-anchor sequence10/855210/187233.94e-042.26e-0310
GO:009015012LiverHCCestablishment of protein localization to membrane168/7958260/187234.07e-132.13e-11168
GO:000702911LiverHCCendoplasmic reticulum organization64/795887/187233.92e-091.04e-0764
GO:005120511LiverHCCprotein insertion into membrane41/795857/187236.42e-067.83e-0541
GO:0071816LiverHCCtail-anchored membrane protein insertion into ER membrane15/795817/187231.31e-041.07e-0315
GO:00450481LiverHCCprotein insertion into ER membrane18/795822/187231.91e-041.49e-0318
GO:0045050LiverHCCprotein insertion into ER membrane by stop-transfer membrane-anchor sequence10/795810/187231.92e-041.49e-0310
GO:009015018Oral cavityOSCCestablishment of protein localization to membrane163/7305260/187237.13e-154.47e-13163
GO:00070294Oral cavityOSCCendoplasmic reticulum organization58/730587/187231.59e-072.61e-0658
GO:00512056Oral cavityOSCCprotein insertion into membrane40/730557/187231.81e-062.34e-0540
GO:00450502Oral cavityOSCCprotein insertion into ER membrane by stop-transfer membrane-anchor sequence10/730510/187238.14e-056.26e-0410
GO:00450482Oral cavityOSCCprotein insertion into ER membrane17/730522/187232.99e-041.87e-0317
GO:00718162Oral cavityOSCCtail-anchored membrane protein insertion into ER membrane14/730517/187233.31e-042.04e-0314
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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
MMGT1SNVMissense_Mutationc.86N>Tp.Ser29Phep.S29FQ8N4V1protein_codingdeleterious(0)possibly_damaging(0.701)TCGA-E9-A228-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MMGT1SNVMissense_Mutationnovelc.70N>Ap.Ala24Thrp.A24TQ8N4V1protein_codingdeleterious(0.04)probably_damaging(0.936)TCGA-PN-A8MA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MMGT1SNVMissense_Mutationnovelc.112N>Cp.Asp38Hisp.D38HQ8N4V1protein_codingtolerated(0.56)benign(0.003)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
MMGT1SNVMissense_Mutationrs782610277c.389N>Ap.Arg130Hisp.R130HQ8N4V1protein_codingdeleterious_low_confidence(0)benign(0)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MMGT1SNVMissense_Mutationnovelc.5N>Tp.Ala2Valp.A2VQ8N4V1protein_codingtolerated(0.18)benign(0.009)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MMGT1SNVMissense_Mutationc.248N>Tp.Thr83Metp.T83MQ8N4V1protein_codingtolerated(0.05)possibly_damaging(0.896)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
MMGT1SNVMissense_Mutationrs782214612c.388N>Tp.Arg130Cysp.R130CQ8N4V1protein_codingdeleterious_low_confidence(0)benign(0.353)TCGA-B5-A0K9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MMGT1SNVMissense_Mutationc.293N>Ap.Arg98Glnp.R98QQ8N4V1protein_codingtolerated(0.08)possibly_damaging(0.722)TCGA-B5-A11N-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MMGT1SNVMissense_Mutationnovelc.298N>Tp.Leu100Phep.L100FQ8N4V1protein_codingdeleterious(0)possibly_damaging(0.885)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
MMGT1SNVMissense_Mutationnovelc.368N>Cp.Leu123Serp.L123SQ8N4V1protein_codingdeleterious_low_confidence(0)benign(0.278)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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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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