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: MRS2

Gene summary for MRS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRS2

Gene ID

57380

Gene namemagnesium transporter MRS2
Gene AliasHPT
Cytomap6p22.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q9HD23


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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
57380MRS2LZE4THumanEsophagusESCC1.69e-082.26e-010.0811
57380MRS2LZE7THumanEsophagusESCC2.91e-095.61e-010.0667
57380MRS2LZE8THumanEsophagusESCC3.84e-072.20e-010.067
57380MRS2LZE20THumanEsophagusESCC3.18e-031.52e-010.0662
57380MRS2LZE24THumanEsophagusESCC1.18e-164.84e-010.0596
57380MRS2LZE21THumanEsophagusESCC2.31e-032.32e-010.0655
57380MRS2LZE6THumanEsophagusESCC6.80e-043.52e-010.0845
57380MRS2P1T-EHumanEsophagusESCC1.16e-043.03e-010.0875
57380MRS2P2T-EHumanEsophagusESCC2.06e-284.38e-010.1177
57380MRS2P4T-EHumanEsophagusESCC9.10e-225.50e-010.1323
57380MRS2P5T-EHumanEsophagusESCC2.32e-162.86e-010.1327
57380MRS2P8T-EHumanEsophagusESCC1.77e-232.97e-010.0889
57380MRS2P9T-EHumanEsophagusESCC1.43e-122.82e-010.1131
57380MRS2P10T-EHumanEsophagusESCC1.57e-173.03e-010.116
57380MRS2P11T-EHumanEsophagusESCC2.87e-104.21e-010.1426
57380MRS2P12T-EHumanEsophagusESCC4.64e-234.08e-010.1122
57380MRS2P15T-EHumanEsophagusESCC7.95e-163.75e-010.1149
57380MRS2P16T-EHumanEsophagusESCC1.80e-183.93e-010.1153
57380MRS2P19T-EHumanEsophagusESCC8.72e-086.28e-010.1662
57380MRS2P20T-EHumanEsophagusESCC5.49e-194.68e-010.1124
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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
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:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
GO:1990542110EsophagusESCCmitochondrial transmembrane transport72/8552102/187232.94e-074.23e-0672
GO:000683912LiverHCCmitochondrial transport184/7958254/187232.30e-223.83e-20184
GO:199054212LiverHCCmitochondrial transmembrane transport78/7958102/187232.73e-121.26e-1078
GO:000683918Oral cavityOSCCmitochondrial transport162/7305254/187238.96e-166.52e-14162
GO:199054218Oral cavityOSCCmitochondrial transmembrane transport56/7305102/187238.06e-044.32e-0356
GO:000683919Oral cavityLPmitochondrial transport119/4623254/187231.06e-141.33e-12119
GO:199054219Oral cavityLPmitochondrial transmembrane transport37/4623102/187235.93e-033.53e-0237
GO:000683927SkincSCCmitochondrial transport124/4864254/187233.54e-152.81e-13124
GO:199054224SkincSCCmitochondrial transmembrane transport43/4864102/187232.68e-042.16e-0343
GO:000683928ThyroidPTCmitochondrial transport150/5968254/187232.76e-193.34e-17150
GO:199054225ThyroidPTCmitochondrial transmembrane transport57/5968102/187234.49e-077.38e-0657
GO:000683929ThyroidATCmitochondrial transport151/6293254/187232.07e-172.14e-15151
GO:199054226ThyroidATCmitochondrial transmembrane transport57/6293102/187233.05e-063.49e-0557
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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
MRS2SNVMissense_Mutationnovelc.1052N>Gp.Ser351Cysp.S351CQ9HD23protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MRS2SNVMissense_Mutationc.808G>Cp.Glu270Glnp.E270QQ9HD23protein_codingdeleterious(0.03)possibly_damaging(0.897)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MRS2SNVMissense_Mutationc.1023N>Cp.Leu341Phep.L341FQ9HD23protein_codingtolerated(0.21)probably_damaging(0.99)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MRS2insertionFrame_Shift_Insnovelc.912_913insGCAGp.Leu305AlafsTer4p.L305Afs*4Q9HD23protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
MRS2insertionNonsense_Mutationnovelc.913_914insATCGTATCTAATTCAATGTAATTCTATGAGTATGCATACp.Arg304_Leu305insTyrArgIleTerPheAsnValIleLeuTerValCysIlep.R304_L305insYRI*FNVIL*VCIQ9HD23protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
MRS2SNVMissense_Mutationc.1251N>Cp.Lys417Asnp.K417NQ9HD23protein_codingdeleterious_low_confidence(0)benign(0.046)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MRS2SNVMissense_Mutationrs765832035c.1124G>Tp.Arg375Ilep.R375IQ9HD23protein_codingtolerated(0.23)benign(0.175)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRS2SNVMissense_Mutationrs765832035c.1124N>Tp.Arg375Ilep.R375IQ9HD23protein_codingtolerated(0.23)benign(0.175)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MRS2deletionFrame_Shift_Delc.1246delNp.Lys417ArgfsTer11p.K417Rfs*11Q9HD23protein_codingTCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRS2deletionFrame_Shift_Delc.1246delNp.Lys417ArgfsTer11p.K417Rfs*11Q9HD23protein_codingTCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=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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