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: FBXW5

Gene summary for FBXW5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FBXW5

Gene ID

54461

Gene nameF-box and WD repeat domain containing 5
Gene AliasFbw5
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

A0A024R8H7


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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
54461FBXW5HTA11_2487_2000001011HumanColorectumSER8.22e-043.01e-01-0.1808
54461FBXW5HTA11_347_2000001011HumanColorectumAD2.78e-052.03e-01-0.1954
54461FBXW5HTA11_2112_2000001011HumanColorectumSER1.34e-056.56e-01-0.2196
54461FBXW5HTA11_83_2000001011HumanColorectumSER1.00e-032.03e-01-0.1526
54461FBXW5HTA11_696_2000001011HumanColorectumAD1.58e-031.87e-01-0.1464
54461FBXW5HTA11_1391_2000001011HumanColorectumAD1.98e-032.69e-01-0.059
54461FBXW5HTA11_10623_2000001011HumanColorectumAD6.70e-054.02e-01-0.0177
54461FBXW5HTA11_7696_3000711011HumanColorectumAD2.79e-031.01e-010.0674
54461FBXW5A015-C-203HumanColorectumFAP6.44e-042.67e-01-0.1294
54461FBXW5LZE3DHumanEsophagusHGIN4.79e-026.69e-010.0668
54461FBXW5LZE4THumanEsophagusESCC9.86e-061.45e-010.0811
54461FBXW5LZE5THumanEsophagusESCC1.53e-021.83e-010.0514
54461FBXW5LZE7THumanEsophagusESCC1.37e-032.04e-010.0667
54461FBXW5LZE8THumanEsophagusESCC2.42e-134.63e-010.067
54461FBXW5LZE20THumanEsophagusESCC6.53e-135.69e-010.0662
54461FBXW5LZE22THumanEsophagusESCC1.49e-063.44e-010.068
54461FBXW5LZE24THumanEsophagusESCC1.41e-206.11e-010.0596
54461FBXW5LZE21THumanEsophagusESCC1.90e-095.43e-010.0655
54461FBXW5LZE6THumanEsophagusESCC6.18e-053.54e-010.0845
54461FBXW5P1T-EHumanEsophagusESCC5.04e-217.04e-010.0875
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0007346ColorectumADregulation of mitotic cell cycle119/3918457/187234.60e-033.14e-02119
GO:0140014ColorectumADmitotic nuclear division78/3918287/187236.48e-034.05e-0278
GO:0046605ColorectumADregulation of centrosome cycle18/391849/187237.93e-034.73e-0218
GO:00104981ColorectumSERproteasomal protein catabolic process132/2897490/187233.08e-115.55e-09132
GO:00431611ColorectumSERproteasome-mediated ubiquitin-dependent protein catabolic process105/2897412/187237.48e-084.70e-06105
GO:00466051ColorectumSERregulation of centrosome cycle17/289749/187237.17e-049.44e-0317
GO:0010824ColorectumSERregulation of centrosome duplication15/289745/187232.29e-032.19e-0215
GO:00431614ColorectumFAPproteasome-mediated ubiquitin-dependent protein catabolic process98/2622412/187235.41e-084.20e-0698
GO:00104984ColorectumFAPproteasomal protein catabolic process110/2622490/187232.12e-071.26e-05110
GO:00073462ColorectumFAPregulation of mitotic cell cycle85/2622457/187233.41e-032.48e-0285
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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00070883EsophagusESCCregulation of mitotic nuclear division78/8552110/187236.96e-081.21e-0678
GO:00517831EsophagusESCCregulation of nuclear division90/8552139/187234.30e-064.60e-0590
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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
FBXW5SNVMissense_Mutationnovelc.410A>Cp.Asn137Thrp.N137TQ969U6protein_codingtolerated(0.07)benign(0.34)TCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
FBXW5insertionNonsense_Mutationnovelc.976_977insTTGGACAGGGACCCTCACCGTAGCCCTCCCTGCAGGCATCAAGp.Lys326IlefsTer8p.K326Ifs*8Q969U6protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
FBXW5insertionIn_Frame_Insnovelc.410_411insTGGp.Asn137_Trp138insGlyp.N137_W138insGQ969U6protein_codingTCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
FBXW5SNVMissense_Mutationnovelc.768C>Gp.Asp256Glup.D256EQ969U6protein_codingtolerated(0.17)benign(0.251)TCGA-C5-A1MF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FBXW5SNVMissense_Mutationc.1378N>Gp.Leu460Valp.L460VQ969U6protein_codingdeleterious(0.01)benign(0.306)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FBXW5SNVMissense_Mutationc.1101N>Gp.Ile367Metp.I367MQ969U6protein_codingdeleterious(0.01)possibly_damaging(0.812)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FBXW5SNVMissense_Mutationnovelc.528C>Gp.Asp176Glup.D176EQ969U6protein_codingtolerated(0.69)benign(0.005)TCGA-VS-A8EB-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownPD
FBXW5SNVMissense_Mutationnovelc.80N>Cp.Leu27Prop.L27PQ969U6protein_codingdeleterious(0.01)probably_damaging(1)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FBXW5SNVMissense_Mutationrs771667923c.1636G>Ap.Val546Ilep.V546IQ969U6protein_codingtolerated(0.51)benign(0)TCGA-AA-3521-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FBXW5SNVMissense_Mutationrs201344198c.937N>Tp.Arg313Trpp.R313WQ969U6protein_codingtolerated(0.18)benign(0.226)TCGA-AA-3531-01Colorectumcolon 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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