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: MTG2

Gene summary for MTG2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTG2

Gene ID

26164

Gene namemitochondrial ribosome associated GTPase 2
Gene AliasGTPBP5
Cytomap20q13.33
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q9H4K7


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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
26164MTG2LZE4THumanEsophagusESCC1.14e-041.89e-010.0811
26164MTG2LZE7THumanEsophagusESCC2.64e-022.14e-010.0667
26164MTG2LZE20THumanEsophagusESCC1.53e-033.18e-010.0662
26164MTG2LZE24THumanEsophagusESCC5.88e-031.87e-010.0596
26164MTG2P1T-EHumanEsophagusESCC1.13e-043.29e-010.0875
26164MTG2P2T-EHumanEsophagusESCC3.42e-082.53e-010.1177
26164MTG2P4T-EHumanEsophagusESCC2.67e-051.89e-010.1323
26164MTG2P5T-EHumanEsophagusESCC9.16e-143.01e-010.1327
26164MTG2P8T-EHumanEsophagusESCC7.66e-081.31e-010.0889
26164MTG2P9T-EHumanEsophagusESCC2.50e-101.56e-010.1131
26164MTG2P10T-EHumanEsophagusESCC1.48e-164.02e-010.116
26164MTG2P11T-EHumanEsophagusESCC1.97e-095.09e-010.1426
26164MTG2P12T-EHumanEsophagusESCC1.28e-194.45e-010.1122
26164MTG2P15T-EHumanEsophagusESCC4.28e-092.16e-010.1149
26164MTG2P16T-EHumanEsophagusESCC1.25e-154.11e-010.1153
26164MTG2P17T-EHumanEsophagusESCC3.28e-113.20e-010.1278
26164MTG2P20T-EHumanEsophagusESCC4.73e-174.11e-010.1124
26164MTG2P21T-EHumanEsophagusESCC1.57e-245.68e-010.1617
26164MTG2P22T-EHumanEsophagusESCC3.81e-102.16e-010.1236
26164MTG2P23T-EHumanEsophagusESCC1.03e-184.79e-010.108
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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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:00701292EsophagusESCCregulation of mitochondrial translation22/855224/187232.82e-063.21e-0522
GO:00621252EsophagusESCCregulation of mitochondrial gene expression24/855228/187231.37e-051.25e-0424
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:01400531LiverHCCmitochondrial gene expression82/7958108/187231.49e-127.20e-1182
GO:00325431LiverHCCmitochondrial translation62/795876/187232.95e-121.34e-1062
GO:0070129LiverHCCregulation of mitochondrial translation19/795824/187232.80e-042.02e-0319
GO:0062125LiverHCCregulation of mitochondrial gene expression21/795828/187234.94e-043.23e-0321
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:004225420Oral cavityOSCCribosome biogenesis230/7305299/187233.22e-416.80e-38230
GO:000641720Oral cavityOSCCregulation of translation274/7305468/187234.39e-184.63e-16274
GO:01400533Oral cavityOSCCmitochondrial gene expression78/7305108/187232.37e-129.86e-1178
GO:00325434Oral cavityOSCCmitochondrial translation59/730576/187237.21e-122.70e-1059
GO:00701291Oral cavityOSCCregulation of mitochondrial translation17/730524/187231.59e-037.56e-0317
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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
MTG2SNVMissense_Mutationc.268N>Cp.Ser90Argp.S90RQ9H4K7protein_codingtolerated(0.35)possibly_damaging(0.492)TCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
MTG2SNVMissense_Mutationc.340G>Tp.Val114Phep.V114FQ9H4K7protein_codingdeleterious(0)probably_damaging(0.992)TCGA-D8-A141-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
MTG2SNVMissense_Mutationc.377C>Gp.Ser126Trpp.S126WQ9H4K7protein_codingdeleterious(0)probably_damaging(0.941)TCGA-E2-A1II-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MTG2SNVMissense_Mutationrs760017639c.904N>Tp.Arg302Cysp.R302CQ9H4K7protein_codingdeleterious(0)probably_damaging(1)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MTG2SNVMissense_Mutationc.442N>Tp.Arg148Cysp.R148CQ9H4K7protein_codingdeleterious(0)probably_damaging(0.982)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MTG2SNVMissense_Mutationc.1055N>Ap.Ala352Aspp.A352DQ9H4K7protein_codingdeleterious(0)benign(0.024)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MTG2SNVMissense_Mutationrs768368919c.790N>Ap.Gly264Argp.G264RQ9H4K7protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MTG2SNVMissense_Mutationc.941A>Gp.Gln314Argp.Q314RQ9H4K7protein_codingtolerated(0.32)benign(0)TCGA-A5-A0GH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MTG2SNVMissense_Mutationrs142043457c.475N>Ap.Val159Metp.V159MQ9H4K7protein_codingtolerated(0.15)benign(0.305)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
MTG2SNVMissense_Mutationnovelc.478N>Tp.Gly160Cysp.G160CQ9H4K7protein_codingdeleterious(0)probably_damaging(1)TCGA-AJ-A23O-01Endometriumuterine corpus endometrioid 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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