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: GUF1

Gene summary for GUF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GUF1

Gene ID

60558

Gene nameGTP binding elongation factor GUF1
Gene AliasDEE40
Cytomap4p12
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

A0A024R9T3


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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
60558GUF1HCC1_MengHumanLiverHCC1.54e-381.05e-010.0246
60558GUF1HCC2_MengHumanLiverHCC2.12e-096.50e-020.0107
60558GUF1HCC1HumanLiverHCC6.19e-042.79e+000.5336
60558GUF1HCC2HumanLiverHCC1.86e-144.01e+000.5341
60558GUF1S015HumanLiverHCC8.93e-073.49e-010.2375
60558GUF1S016HumanLiverHCC1.48e-031.70e-010.2243
60558GUF1S028HumanLiverHCC1.19e-093.84e-010.2503
60558GUF1S029HumanLiverHCC5.94e-073.09e-010.2581
60558GUF1C04HumanOral cavityOSCC4.94e-085.56e-010.2633
60558GUF1C21HumanOral cavityOSCC1.93e-277.89e-010.2678
60558GUF1C30HumanOral cavityOSCC1.10e-106.90e-010.3055
60558GUF1C46HumanOral cavityOSCC5.43e-072.21e-010.1673
60558GUF1C51HumanOral cavityOSCC2.91e-022.71e-010.2674
60558GUF1C57HumanOral cavityOSCC7.08e-042.19e-010.1679
60558GUF1LN22HumanOral cavityOSCC2.33e-047.73e-010.1733
60558GUF1SYSMH1HumanOral cavityOSCC8.98e-051.98e-010.1127
60558GUF1SYSMH2HumanOral cavityOSCC6.43e-051.18e-010.2326
60558GUF1SYSMH3HumanOral cavityOSCC7.01e-132.87e-010.2442
60558GUF1SYSMH5HumanOral cavityOSCC3.19e-031.40e-010.0647
60558GUF1male-WTAHumanThyroidPTC5.15e-178.50e-020.1037
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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
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:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:004572712LiverHCCpositive regulation of translation97/7958136/187238.51e-123.55e-1097
GO:003425022LiverHCCpositive regulation of cellular amide metabolic process110/7958162/187235.14e-111.92e-09110
GO:000641720Oral cavityOSCCregulation of translation274/7305468/187234.39e-184.63e-16274
GO:004572719Oral cavityOSCCpositive regulation of translation101/7305136/187235.85e-174.94e-15101
GO:003425019Oral cavityOSCCpositive regulation of cellular amide metabolic process115/7305162/187231.28e-161.05e-14115
GO:0006417113ThyroidPTCregulation of translation236/5968468/187232.70e-172.52e-15236
GO:0034250113ThyroidPTCpositive regulation of cellular amide metabolic process98/5968162/187235.26e-143.04e-1298
GO:0045727113ThyroidPTCpositive regulation of translation84/5968136/187236.52e-133.08e-1184
GO:000641735ThyroidATCregulation of translation236/6293468/187232.39e-141.34e-12236
GO:004572733ThyroidATCpositive regulation of translation85/6293136/187234.71e-121.84e-1085
GO:003425034ThyroidATCpositive regulation of cellular amide metabolic process97/6293162/187235.97e-122.30e-1097
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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
GUF1SNVMissense_Mutationrs575851684c.256N>Ap.Asp86Asnp.D86NQ8N442protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
GUF1SNVMissense_Mutationc.1793N>Ap.Ala598Glup.A598EQ8N442protein_codingtolerated(0.06)probably_damaging(0.979)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
GUF1SNVMissense_Mutationc.1579N>Ap.Asp527Asnp.D527NQ8N442protein_codingtolerated(0.06)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GUF1SNVMissense_Mutationnovelc.319A>Gp.Lys107Glup.K107EQ8N442protein_codingdeleterious(0.02)probably_damaging(0.975)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GUF1SNVMissense_Mutationc.425N>Gp.Pro142Argp.P142RQ8N442protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A12M-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GUF1insertionNonsense_Mutationnovelc.505_506insGATACAAACTCTTCTTTCTATGATTCCTCCTCTp.Glu169delinsGlyTyrLysLeuPhePheLeuTerPheLeuLeuTerp.E169delinsGYKLFFL*FLL*Q8N442protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
GUF1deletionFrame_Shift_Delc.1927delNp.Lys645SerfsTer2p.K645Sfs*2Q8N442protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GUF1deletionFrame_Shift_Delc.1927delNp.Lys645SerfsTer2p.K645Sfs*2Q8N442protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GUF1SNVMissense_Mutationrs116110746c.1754G>Ap.Arg585Glnp.R585QQ8N442protein_codingdeleterious(0.01)possibly_damaging(0.797)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GUF1SNVMissense_Mutationc.1692N>Tp.Glu564Aspp.E564DQ8N442protein_codingtolerated(1)benign(0.03)TCGA-AA-3815-01Colorectumcolon 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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