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: FBXW4

Gene summary for FBXW4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FBXW4

Gene ID

6468

Gene nameF-box and WD repeat domain containing 4
Gene AliasDAC
Cytomap10q24.32
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

P57775


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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
6468FBXW4NAFLD1HumanLiverNAFLD1.77e-022.83e-01-0.04
6468FBXW4HCC1_MengHumanLiverHCC2.80e-12-6.07e-020.0246
6468FBXW4HCC2_MengHumanLiverHCC2.78e-141.15e-010.0107
6468FBXW4HCC2HumanLiverHCC1.64e-072.47e+000.5341
6468FBXW4S015HumanLiverHCC1.28e-023.78e-010.2375
6468FBXW4S016HumanLiverHCC5.37e-043.14e-010.2243
6468FBXW4S027HumanLiverHCC1.15e-035.13e-010.2446
6468FBXW4S028HumanLiverHCC1.47e-054.07e-010.2503
6468FBXW4S029HumanLiverHCC2.33e-033.60e-010.2581
6468FBXW4C21HumanOral cavityOSCC4.35e-031.46e-010.2678
6468FBXW4C30HumanOral cavityOSCC8.19e-136.65e-010.3055
6468FBXW4C46HumanOral cavityOSCC1.10e-041.97e-010.1673
6468FBXW4C51HumanOral cavityOSCC4.67e-074.61e-010.2674
6468FBXW4C06HumanOral cavityOSCC4.78e-035.86e-010.2699
6468FBXW4C08HumanOral cavityOSCC4.04e-114.08e-010.1919
6468FBXW4LN46HumanOral cavityOSCC4.71e-042.14e-010.1666
6468FBXW4EOLP-1HumanOral cavityEOLP4.90e-022.32e-01-0.0202
6468FBXW4SYSMH1HumanOral cavityOSCC1.33e-073.11e-010.1127
6468FBXW4SYSMH2HumanOral cavityOSCC2.84e-053.39e-010.2326
6468FBXW4SYSMH3HumanOral cavityOSCC3.60e-082.36e-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
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:00431617LiverNAFLDproteasome-mediated ubiquitin-dependent protein catabolic process91/1882412/187233.00e-131.75e-1091
GO:00104987LiverNAFLDproteasomal protein catabolic process101/1882490/187231.35e-126.09e-10101
GO:00160555LiverNAFLDWnt signaling pathway74/1882444/187238.98e-062.96e-0474
GO:01987385LiverNAFLDcell-cell signaling by wnt74/1882446/187231.05e-053.33e-0474
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:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
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
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:001605510Oral cavityOSCCWnt signaling pathway227/7305444/187231.10e-071.87e-06227
GO:019873810Oral cavityOSCCcell-cell signaling by wnt227/7305446/187231.75e-072.86e-06227
GO:001049825Oral cavityEOLPproteasomal protein catabolic process108/2218490/187237.79e-119.51e-09108
GO:004316125Oral cavityEOLPproteasome-mediated ubiquitin-dependent protein catabolic process92/2218412/187239.87e-106.96e-0892
GO:001605523Oral cavityEOLPWnt signaling pathway89/2218444/187233.66e-071.06e-0589
GO:019873823Oral cavityEOLPcell-cell signaling by wnt89/2218446/187234.49e-071.25e-0589
GO:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0043161113ThyroidPTCproteasome-mediated ubiquitin-dependent protein catabolic process254/5968412/187233.91e-364.54e-33254
GO:0016055110ThyroidPTCWnt signaling pathway217/5968444/187233.71e-142.30e-12217
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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
FBXW4SNVMissense_Mutationc.1198C>Ap.Leu400Metp.L400MP57775protein_codingdeleterious(0)possibly_damaging(0.796)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FBXW4SNVMissense_Mutationc.478G>Cp.Ala160Prop.A160PP57775protein_codingtolerated(0.09)benign(0.309)TCGA-E2-A15M-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
FBXW4SNVMissense_Mutationrs199576249c.973G>Ap.Val325Ilep.V325IP57775protein_codingtolerated(0.06)benign(0.017)TCGA-EK-A2R7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FBXW4SNVMissense_Mutationc.360N>Cp.Gln120Hisp.Q120HP57775protein_codingdeleterious(0.02)benign(0.359)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FBXW4SNVMissense_Mutationrs148012023c.1169N>Ap.Arg390Hisp.R390HP57775protein_codingdeleterious(0.01)possibly_damaging(0.707)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FBXW4SNVMissense_Mutationnovelc.800N>Ap.Gly267Glup.G267EP57775protein_codingtolerated(0.52)benign(0.015)TCGA-A6-5659-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FBXW4SNVMissense_Mutationrs770806032c.434N>Ap.Arg145Hisp.R145HP57775protein_codingtolerated(0.35)benign(0.006)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FBXW4SNVMissense_Mutationc.1099N>Tp.Arg367Cysp.R367CP57775protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FBXW4SNVMissense_Mutationc.758G>Ap.Ser253Asnp.S253NP57775protein_codingtolerated(0.35)benign(0.021)TCGA-AG-3882-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FBXW4SNVMissense_Mutationrs781234377c.737N>Ap.Arg246Glnp.R246QP57775protein_codingdeleterious(0.03)possibly_damaging(0.773)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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