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: GFM2

Gene summary for GFM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GFM2

Gene ID

84340

Gene nameGTP dependent ribosome recycling factor mitochondrial 2
Gene AliasEF-G2mt
Cytomap5q13.3
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q969S9


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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
84340GFM2HCC1_MengHumanLiverHCC1.31e-183.34e-030.0246
84340GFM2HCC2HumanLiverHCC5.77e-112.49e+000.5341
84340GFM2S014HumanLiverHCC3.95e-083.24e-010.2254
84340GFM2S015HumanLiverHCC1.56e-115.56e-010.2375
84340GFM2S016HumanLiverHCC5.20e-093.24e-010.2243
84340GFM2S027HumanLiverHCC1.93e-043.80e-010.2446
84340GFM2S028HumanLiverHCC1.74e-063.52e-010.2503
84340GFM2S029HumanLiverHCC1.18e-074.30e-010.2581
84340GFM2C04HumanOral cavityOSCC1.66e-021.72e-010.2633
84340GFM2C21HumanOral cavityOSCC2.25e-103.57e-010.2678
84340GFM2C30HumanOral cavityOSCC1.72e-095.64e-010.3055
84340GFM2C38HumanOral cavityOSCC3.87e-085.54e-010.172
84340GFM2C43HumanOral cavityOSCC2.66e-052.42e-010.1704
84340GFM2C46HumanOral cavityOSCC1.09e-062.09e-010.1673
84340GFM2C51HumanOral cavityOSCC3.74e-062.58e-010.2674
84340GFM2C57HumanOral cavityOSCC1.80e-041.05e-010.1679
84340GFM2LN22HumanOral cavityOSCC6.20e-043.68e-010.1733
84340GFM2LN46HumanOral cavityOSCC3.20e-072.40e-010.1666
84340GFM2SYSMH3HumanOral cavityOSCC4.20e-042.29e-010.2442
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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
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:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:190300811LiverHCCorganelle disassembly89/7958114/187238.68e-155.73e-1389
GO:01400531LiverHCCmitochondrial gene expression82/7958108/187231.49e-127.20e-1182
GO:00325431LiverHCCmitochondrial translation62/795876/187232.95e-121.34e-1062
GO:003298411LiverHCCprotein-containing complex disassembly138/7958224/187235.59e-091.46e-07138
GO:00436242LiverHCCcellular protein complex disassembly71/7958136/187231.39e-024.95e-0271
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:19030088Oral cavityOSCCorganelle disassembly85/7305114/187231.15e-146.93e-1385
GO:01400533Oral cavityOSCCmitochondrial gene expression78/7305108/187232.37e-129.86e-1178
GO:00325434Oral cavityOSCCmitochondrial translation59/730576/187237.21e-122.70e-1059
GO:003298410Oral cavityOSCCprotein-containing complex disassembly136/7305224/187233.42e-111.13e-09136
GO:0006415Oral cavityOSCCtranslational termination13/730518/187234.45e-031.79e-0213
GO:00436244Oral cavityOSCCcellular protein complex disassembly68/7305136/187235.84e-032.24e-0268
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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
GFM2SNVMissense_Mutationnovelc.1795N>Ap.Glu599Lysp.E599KQ969S9protein_codingtolerated(0.4)benign(0.102)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
GFM2SNVMissense_Mutationc.1619T>Cp.Ile540Thrp.I540TQ969S9protein_codingdeleterious(0)benign(0.224)TCGA-A8-A083-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GFM2SNVMissense_Mutationc.2093N>Tp.Arg698Ilep.R698IQ969S9protein_codingdeleterious(0.02)benign(0.251)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GFM2SNVMissense_Mutationrs761283105c.569N>Ap.Arg190Glnp.R190QQ969S9protein_codingdeleterious(0.03)probably_damaging(0.993)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GFM2SNVMissense_Mutationc.425N>Tp.Thr142Ilep.T142IQ969S9protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
GFM2SNVMissense_Mutationc.385N>Gp.Thr129Alap.T129AQ969S9protein_codingdeleterious(0)possibly_damaging(0.902)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
GFM2insertionNonsense_Mutationnovelc.1243_1244insACCCTTAACTGp.Leu415TyrfsTer3p.L415Yfs*3Q969S9protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
GFM2deletionFrame_Shift_Delnovelc.1556delNp.Leu519Terp.L519*Q969S9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
GFM2SNVMissense_Mutationc.2334N>Cp.Leu778Phep.L778FQ969S9protein_codingtolerated(0.71)benign(0.003)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GFM2SNVMissense_Mutationnovelc.172N>Cp.Ser58Prop.S58PQ969S9protein_codingdeleterious_low_confidence(0.03)probably_damaging(0.949)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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