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: FBXL15

Gene summary for FBXL15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FBXL15

Gene ID

79176

Gene nameF-box and leucine rich repeat protein 15
Gene AliasFBXO37
Cytomap10q24.32
Gene Typeprotein-coding
GO ID

GO:0000086

UniProtAcc

Q9H469


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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
79176FBXL15LZE4THumanEsophagusESCC4.98e-027.62e-020.0811
79176FBXL15LZE20THumanEsophagusESCC1.13e-038.78e-020.0662
79176FBXL15LZE24THumanEsophagusESCC9.37e-174.36e-010.0596
79176FBXL15P1T-EHumanEsophagusESCC2.57e-122.65e-010.0875
79176FBXL15P2T-EHumanEsophagusESCC9.39e-192.90e-010.1177
79176FBXL15P4T-EHumanEsophagusESCC5.51e-253.94e-010.1323
79176FBXL15P5T-EHumanEsophagusESCC1.27e-132.49e-010.1327
79176FBXL15P8T-EHumanEsophagusESCC5.67e-121.65e-010.0889
79176FBXL15P9T-EHumanEsophagusESCC5.74e-101.94e-010.1131
79176FBXL15P10T-EHumanEsophagusESCC6.36e-066.91e-020.116
79176FBXL15P11T-EHumanEsophagusESCC5.08e-072.97e-010.1426
79176FBXL15P12T-EHumanEsophagusESCC2.54e-194.29e-010.1122
79176FBXL15P15T-EHumanEsophagusESCC7.70e-131.43e-010.1149
79176FBXL15P16T-EHumanEsophagusESCC4.04e-111.87e-010.1153
79176FBXL15P17T-EHumanEsophagusESCC6.77e-092.49e-010.1278
79176FBXL15P19T-EHumanEsophagusESCC3.37e-053.98e-010.1662
79176FBXL15P20T-EHumanEsophagusESCC9.98e-213.77e-010.1124
79176FBXL15P21T-EHumanEsophagusESCC2.35e-162.25e-010.1617
79176FBXL15P22T-EHumanEsophagusESCC3.12e-071.20e-010.1236
79176FBXL15P23T-EHumanEsophagusESCC2.67e-153.60e-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
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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00000864EsophagusESCCG2/M transition of mitotic cell cycle96/8552137/187236.00e-091.23e-0796
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:000717810EsophagusESCCtransmembrane receptor protein serine/threonine kinase signaling pathway195/8552355/187232.58e-041.58e-03195
GO:00311461EsophagusESCCSCF-dependent proteasomal ubiquitin-dependent protein catabolic process33/855249/187231.80e-038.26e-0333
GO:001049812LiverCirrhoticproteasomal protein catabolic process216/4634490/187232.52e-219.29e-19216
GO:004316112LiverCirrhoticproteasome-mediated ubiquitin-dependent protein catabolic process184/4634412/187234.52e-198.85e-17184
GO:00447721LiverCirrhoticmitotic cell cycle phase transition139/4634424/187231.02e-041.06e-03139
GO:00015035LiverCirrhoticossification127/4634408/187231.89e-031.19e-02127
GO:000717811LiverCirrhotictransmembrane receptor protein serine/threonine kinase signaling pathway111/4634355/187232.98e-031.70e-02111
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:0000086LiverHCCG2/M transition of mitotic cell cycle75/7958137/187232.52e-031.22e-0275
GO:0044839LiverHCCcell cycle G2/M phase transition79/7958148/187234.82e-032.03e-0279
GO:0031146LiverHCCSCF-dependent proteasomal ubiquitin-dependent protein catabolic process30/795849/187236.31e-032.57e-0230
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
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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
FBXL15SNVMissense_Mutationc.778G>Ap.Glu260Lysp.E260KQ9H469protein_codingdeleterious(0)probably_damaging(0.978)TCGA-LP-A7HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FBXL15SNVMissense_Mutationc.820G>Ap.Asp274Asnp.D274NQ9H469protein_codingdeleterious(0)probably_damaging(0.995)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FBXL15SNVMissense_Mutationc.284N>Tp.Ala95Valp.A95VQ9H469protein_codingtolerated(0.22)benign(0.028)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FBXL15SNVMissense_Mutationnovelc.11C>Tp.Pro4Leup.P4LQ9H469protein_codingdeleterious_low_confidence(0)benign(0)TCGA-G5-6233-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPD
FBXL15insertionFrame_Shift_Insnovelc.885dupTp.Val296CysfsTer22p.V296Cfs*22Q9H469protein_codingTCGA-A6-2680-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FBXL15deletionFrame_Shift_Delnovelc.768delNp.His257MetfsTer7p.H257Mfs*7Q9H469protein_codingTCGA-SJ-A6ZI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FBXL15SNVMissense_Mutationc.850N>Tp.Val284Leup.V284LQ9H469protein_codingtolerated(0.06)probably_damaging(0.967)TCGA-D7-A4YY-01Stomachstomach adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilSD
FBXL15SNVMissense_Mutationrs775240149c.347N>Cp.Leu116Prop.L116PQ9H469protein_codingdeleterious(0)probably_damaging(0.997)TCGA-HU-A4H3-01Stomachstomach adenocarcinomaFemale<65III/IVChemotherapyts-1PD
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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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