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: GTPBP4

Gene summary for GTPBP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GTPBP4

Gene ID

23560

Gene nameGTP binding protein 4
Gene AliasCRFG
Cytomap10p15.3
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

D2CFK9


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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
23560GTPBP4AEH-subject1HumanEndometriumAEH8.18e-031.53e-01-0.3059
23560GTPBP4AEH-subject3HumanEndometriumAEH4.54e-021.17e-02-0.2576
23560GTPBP4EEC-subject1HumanEndometriumEEC1.10e-021.88e-01-0.2682
23560GTPBP4EEC-subject3HumanEndometriumEEC5.88e-032.13e-02-0.2525
23560GTPBP4GSM5276934HumanEndometriumEEC9.84e-619.47e-01-0.0913
23560GTPBP4GSM5276937HumanEndometriumEEC1.41e-559.69e-01-0.0897
23560GTPBP4GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC2.84e-17-5.19e-03-0.1869
23560GTPBP4GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC5.80e-13-3.18e-02-0.1875
23560GTPBP4GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC4.70e-09-9.46e-02-0.1883
23560GTPBP4GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC2.55e-101.11e-01-0.1934
23560GTPBP4GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.20e-165.87e-02-0.1917
23560GTPBP4GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC8.70e-16-4.60e-02-0.1916
23560GTPBP4LZE4THumanEsophagusESCC1.48e-184.05e-010.0811
23560GTPBP4LZE8THumanEsophagusESCC5.01e-056.82e-020.067
23560GTPBP4LZE22THumanEsophagusESCC3.92e-033.90e-010.068
23560GTPBP4LZE24THumanEsophagusESCC2.11e-134.81e-010.0596
23560GTPBP4P2T-EHumanEsophagusESCC1.85e-254.59e-010.1177
23560GTPBP4P4T-EHumanEsophagusESCC1.26e-165.94e-010.1323
23560GTPBP4P5T-EHumanEsophagusESCC1.80e-359.17e-010.1327
23560GTPBP4P8T-EHumanEsophagusESCC2.50e-153.29e-010.0889
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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:002261316EndometriumAEHribonucleoprotein complex biogenesis107/2100463/187231.43e-134.08e-11107
GO:190332016EndometriumAEHregulation of protein modification by small protein conjugation or removal67/2100242/187231.10e-122.26e-1067
GO:003164716EndometriumAEHregulation of protein stability77/2100298/187231.13e-122.26e-1077
GO:005082116EndometriumAEHprotein stabilization55/2100191/187232.19e-113.20e-0955
GO:004227316EndometriumAEHribosomal large subunit biogenesis30/210072/187233.69e-115.03e-0930
GO:003139616EndometriumAEHregulation of protein ubiquitination57/2100210/187231.24e-101.40e-0857
GO:004225416EndometriumAEHribosome biogenesis67/2100299/187231.95e-081.18e-0667
GO:005109816EndometriumAEHregulation of binding77/2100363/187232.21e-081.31e-0677
GO:003139716EndometriumAEHnegative regulation of protein ubiquitination28/210083/187234.36e-082.40e-0628
GO:190332116EndometriumAEHnegative regulation of protein modification by small protein conjugation or removal30/210095/187237.94e-084.04e-0630
GO:00016498EndometriumAEHosteoblast differentiation52/2100229/187234.74e-071.92e-0552
GO:00015038EndometriumAEHossification78/2100408/187231.54e-064.85e-0578
GO:00303364EndometriumAEHnegative regulation of cell migration65/2100344/187231.65e-053.42e-0465
GO:00063648EndometriumAEHrRNA processing47/2100225/187231.78e-053.65e-0447
GO:20001464EndometriumAEHnegative regulation of cell motility67/2100359/187231.86e-053.77e-0467
GO:00512714EndometriumAEHnegative regulation of cellular component movement68/2100367/187232.06e-054.11e-0468
GO:00004704EndometriumAEHmaturation of LSU-rRNA12/210028/187232.08e-054.13e-0412
GO:002240714EndometriumAEHregulation of cell-cell adhesion79/2100448/187232.90e-055.40e-0479
GO:00160728EndometriumAEHrRNA metabolic process48/2100236/187233.01e-055.54e-0448
GO:00400134EndometriumAEHnegative regulation of locomotion70/2100391/187234.95e-058.05e-0470
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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
GTPBP4SNVMissense_Mutationnovelc.87N>Tp.Lys29Asnp.K29NQ9BZE4protein_codingdeleterious(0)possibly_damaging(0.677)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GTPBP4SNVMissense_Mutationnovelc.328N>Tp.Ala110Serp.A110SQ9BZE4protein_codingtolerated(0.45)benign(0.057)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GTPBP4SNVMissense_Mutationc.49G>Tp.Asp17Tyrp.D17YQ9BZE4protein_codingdeleterious(0)probably_damaging(0.928)TCGA-E2-A15A-06Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
GTPBP4insertionFrame_Shift_Insnovelc.1514_1515insGCCTGGCCCCCGTCTCp.Arg507GlyfsTer12p.R507Gfs*12Q9BZE4protein_codingTCGA-BH-A0H6-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GTPBP4SNVMissense_Mutationrs773394843c.1697G>Ap.Arg566Glnp.R566QQ9BZE4protein_codingdeleterious(0.03)benign(0.217)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
GTPBP4SNVMissense_Mutationnovelc.168N>Tp.Gln56Hisp.Q56HQ9BZE4protein_codingdeleterious(0)probably_damaging(0.984)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GTPBP4SNVMissense_Mutationrs774844408c.83N>Ap.Arg28Glnp.R28QQ9BZE4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GTPBP4SNVMissense_Mutationc.262G>Ap.Asp88Asnp.D88NQ9BZE4protein_codingtolerated(0.13)possibly_damaging(0.873)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
GTPBP4SNVMissense_Mutationrs372753265c.1529N>Ap.Arg510Glnp.R510QQ9BZE4protein_codingdeleterious(0.01)benign(0.426)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GTPBP4SNVMissense_Mutationc.1606N>Ap.Asp536Asnp.D536NQ9BZE4protein_codingtolerated(0.32)benign(0)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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