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: GFM1

Gene summary for GFM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GFM1

Gene ID

85476

Gene nameG elongation factor mitochondrial 1
Gene AliasCOXPD1
Cytomap3q25.32
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q96RP9


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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
85476GFM1C46HumanOral cavityOSCC2.17e-153.62e-010.1673
85476GFM1C51HumanOral cavityOSCC1.35e-157.33e-010.2674
85476GFM1C57HumanOral cavityOSCC2.59e-114.90e-010.1679
85476GFM1C06HumanOral cavityOSCC3.94e-071.07e+000.2699
85476GFM1C08HumanOral cavityOSCC1.25e-317.70e-010.1919
85476GFM1LN22HumanOral cavityOSCC6.85e-037.22e-010.1733
85476GFM1LN46HumanOral cavityOSCC7.20e-032.55e-010.1666
85476GFM1LP15HumanOral cavityLP5.61e-068.44e-010.2174
85476GFM1LP17HumanOral cavityLP1.75e-044.67e-010.2349
85476GFM1SYSMH1HumanOral cavityOSCC7.23e-224.80e-010.1127
85476GFM1SYSMH2HumanOral cavityOSCC8.59e-063.33e-010.2326
85476GFM1SYSMH3HumanOral cavityOSCC2.33e-134.89e-010.2442
85476GFM1SYSMH5HumanOral cavityOSCC2.00e-031.99e-010.0647
85476GFM1SYSMH6HumanOral cavityOSCC4.86e-021.92e-010.1275
85476GFM1P4_S8_cSCCHumanSkincSCC3.44e-029.15e-02-0.3095
85476GFM1P1_cSCCHumanSkincSCC3.54e-043.70e-010.0292
85476GFM1P2_cSCCHumanSkincSCC7.91e-073.08e-01-0.024
85476GFM1P4_cSCCHumanSkincSCC9.21e-093.25e-01-0.00290000000000005
85476GFM1P10_cSCCHumanSkincSCC1.46e-247.29e-010.1017
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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
∗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:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:000641419EsophagusESCCtranslational elongation41/855255/187231.26e-051.16e-0441
GO:0032543LiverCirrhoticmitochondrial translation40/463476/187231.61e-074.29e-0640
GO:0140053LiverCirrhoticmitochondrial gene expression49/4634108/187232.35e-064.31e-0549
GO:01400531LiverHCCmitochondrial gene expression82/7958108/187231.49e-127.20e-1182
GO:00325431LiverHCCmitochondrial translation62/795876/187232.95e-121.34e-1062
GO:000641412LiverHCCtranslational elongation36/795855/187234.94e-043.23e-0336
GO:01400533Oral cavityOSCCmitochondrial gene expression78/7305108/187232.37e-129.86e-1178
GO:00325434Oral cavityOSCCmitochondrial translation59/730576/187237.21e-122.70e-1059
GO:000641416Oral cavityOSCCtranslational elongation37/730555/187232.03e-051.94e-0437
GO:003254313Oral cavityLPmitochondrial translation43/462376/187232.85e-091.26e-0743
GO:014005312Oral cavityLPmitochondrial gene expression53/4623108/187233.54e-081.27e-0653
GO:000641417Oral cavityLPtranslational elongation25/462355/187236.27e-045.71e-0325
GO:00325436SkincSCCmitochondrial translation47/486476/187234.70e-112.22e-0947
GO:01400535SkincSCCmitochondrial gene expression56/4864108/187238.06e-092.56e-0756
GO:000641423SkincSCCtranslational elongation30/486455/187236.13e-068.70e-0530
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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
GFM1SNVMissense_Mutationc.889G>Tp.Asp297Tyrp.D297YQ96RP9protein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-A8-A09W-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
GFM1SNVMissense_Mutationc.1816N>Cp.Glu606Glnp.E606QQ96RP9protein_codingdeleterious(0.04)possibly_damaging(0.461)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GFM1SNVMissense_Mutationc.1184N>Ap.Gly395Glup.G395EQ96RP9protein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A12D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
GFM1SNVMissense_Mutationnovelc.1061C>Tp.Ser354Leup.S354LQ96RP9protein_codingdeleterious(0.03)benign(0.073)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
GFM1SNVMissense_Mutationnovelc.401C>Tp.Ala134Valp.A134VQ96RP9protein_codingdeleterious(0)possibly_damaging(0.875)TCGA-OL-A66K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GFM1SNVMissense_Mutationrs140490191c.1148G>Ap.Arg383Glnp.R383QQ96RP9protein_codingtolerated(0.22)possibly_damaging(0.884)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GFM1SNVMissense_Mutationrs191462023c.622N>Ap.Glu208Lysp.E208KQ96RP9protein_codingdeleterious(0)probably_damaging(0.975)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
GFM1SNVMissense_Mutationnovelc.1766N>Tp.Ser589Leup.S589LQ96RP9protein_codingtolerated(0.29)benign(0.003)TCGA-C5-A2M1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GFM1SNVMissense_Mutationnovelc.166N>Cp.Asp56Hisp.D56HQ96RP9protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A8EI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GFM1SNVMissense_Mutationc.1946N>Ap.Gly649Glup.G649EQ96RP9protein_codingdeleterious(0)possibly_damaging(0.674)TCGA-A6-2682-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5PD
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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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