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: MRM2

Gene summary for MRM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRM2

Gene ID

29960

Gene namemitochondrial rRNA methyltransferase 2
Gene AliasFJH1
Cytomap7p22.3
Gene Typeprotein-coding
GO ID

GO:0000154

UniProtAcc

Q9UI43


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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
29960MRM2HCC2HumanLiverHCC1.12e-113.46e+000.5341
29960MRM2S014HumanLiverHCC3.19e-298.00e-010.2254
29960MRM2S015HumanLiverHCC9.10e-298.63e-010.2375
29960MRM2S016HumanLiverHCC1.64e-369.00e-010.2243
29960MRM2S027HumanLiverHCC2.79e-085.25e-010.2446
29960MRM2S028HumanLiverHCC1.20e-288.07e-010.2503
29960MRM2S029HumanLiverHCC2.19e-236.89e-010.2581
29960MRM2PTC01HumanThyroidPTC7.91e-061.06e-010.1899
29960MRM2PTC05HumanThyroidPTC2.73e-082.36e-010.2065
29960MRM2PTC06HumanThyroidPTC5.12e-182.83e-010.2057
29960MRM2PTC07HumanThyroidPTC6.64e-162.73e-010.2044
29960MRM2ATC12HumanThyroidATC2.10e-132.45e-010.34
29960MRM2ATC13HumanThyroidATC1.06e-163.62e-010.34
29960MRM2ATC2HumanThyroidATC2.25e-148.38e-010.34
29960MRM2ATC4HumanThyroidATC1.31e-183.61e-010.34
29960MRM2ATC5HumanThyroidATC2.39e-214.06e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:001607212LiverHCCrRNA metabolic process193/7958236/187231.26e-351.14e-32193
GO:000636421LiverHCCrRNA processing185/7958225/187238.14e-356.45e-32185
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
GO:0001510LiverHCCRNA methylation53/795883/187236.96e-056.29e-0453
GO:0022613113ThyroidPTCribonucleoprotein complex biogenesis292/5968463/187233.24e-442.05e-40292
GO:0042254113ThyroidPTCribosome biogenesis202/5968299/187233.47e-375.47e-34202
GO:0006364112ThyroidPTCrRNA processing156/5968225/187235.58e-315.03e-28156
GO:0016072112ThyroidPTCrRNA metabolic process160/5968236/187235.68e-303.58e-27160
GO:003447018ThyroidPTCncRNA processing215/5968395/187237.14e-211.22e-18215
GO:00346608ThyroidPTCncRNA metabolic process239/5968485/187235.54e-164.26e-14239
GO:00322594ThyroidPTCmethylation146/5968364/187234.99e-043.26e-03146
GO:00434145ThyroidPTCmacromolecule methylation127/5968316/187231.02e-036.07e-03127
GO:002261334ThyroidATCribonucleoprotein complex biogenesis292/6293463/187233.05e-399.63e-36292
GO:004225434ThyroidATCribosome biogenesis203/6293299/187233.63e-344.59e-31203
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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
MRM2deletionFrame_Shift_Delnovelc.65delNp.Ser22IlefsTer14p.S22Ifs*14Q9UI43protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
MRM2SNVMissense_Mutationrs753589819c.79N>Tp.Arg27Trpp.R27WQ9UI43protein_codingdeleterious(0)probably_damaging(0.918)TCGA-EA-A3QD-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
MRM2SNVMissense_Mutationc.668N>Ap.Ser223Asnp.S223NQ9UI43protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-A02W-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MRM2SNVMissense_Mutationc.178C>Tp.Leu60Phep.L60FQ9UI43protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-3898-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MRM2SNVMissense_Mutationrs763061299c.88N>Ap.Ala30Thrp.A30TQ9UI43protein_codingtolerated(0.3)benign(0.048)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
MRM2SNVMissense_Mutationnovelc.547G>Tp.Asp183Tyrp.D183YQ9UI43protein_codingdeleterious(0.04)benign(0.224)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRM2SNVMissense_Mutationnovelc.678N>Tp.Glu226Aspp.E226DQ9UI43protein_codingtolerated(0.75)benign(0.174)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
MRM2SNVMissense_Mutationnovelc.68N>Ap.Arg23Hisp.R23HQ9UI43protein_codingtolerated(0.8)benign(0)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
MRM2SNVMissense_Mutationrs758318346c.388N>Ap.Val130Metp.V130MQ9UI43protein_codingtolerated(0.06)possibly_damaging(0.663)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRM2SNVMissense_Mutationc.276N>Cp.Gln92Hisp.Q92HQ9UI43protein_codingtolerated(0.09)benign(0.023)TCGA-ED-A7PZ-01Liverliver hepatocellular carcinomaMale<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
29960MRM2NAPlazomicinPLAZOMICIN
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