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: FBXO9

Gene summary for FBXO9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FBXO9

Gene ID

26268

Gene nameF-box protein 9
Gene AliasFBX9
Cytomap6p12.1
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q9UK97


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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
26268FBXO9LZE2THumanEsophagusESCC6.31e-031.13e+000.082
26268FBXO9LZE4THumanEsophagusESCC1.23e-125.47e-010.0811
26268FBXO9LZE5THumanEsophagusESCC4.46e-063.71e-010.0514
26268FBXO9LZE7THumanEsophagusESCC1.34e-126.79e-010.0667
26268FBXO9LZE8THumanEsophagusESCC4.90e-078.13e-020.067
26268FBXO9LZE20THumanEsophagusESCC7.40e-092.52e-010.0662
26268FBXO9LZE21D1HumanEsophagusHGIN9.28e-042.11e-010.0632
26268FBXO9LZE22THumanEsophagusESCC6.67e-034.88e-010.068
26268FBXO9LZE24THumanEsophagusESCC8.75e-195.65e-010.0596
26268FBXO9LZE6THumanEsophagusESCC2.29e-053.84e-010.0845
26268FBXO9P1T-EHumanEsophagusESCC2.69e-126.69e-010.0875
26268FBXO9P2T-EHumanEsophagusESCC9.83e-314.55e-010.1177
26268FBXO9P4T-EHumanEsophagusESCC7.61e-327.88e-010.1323
26268FBXO9P5T-EHumanEsophagusESCC3.76e-171.45e-010.1327
26268FBXO9P8T-EHumanEsophagusESCC3.07e-233.38e-010.0889
26268FBXO9P9T-EHumanEsophagusESCC3.73e-184.33e-010.1131
26268FBXO9P10T-EHumanEsophagusESCC1.87e-244.89e-010.116
26268FBXO9P11T-EHumanEsophagusESCC2.68e-116.78e-010.1426
26268FBXO9P12T-EHumanEsophagusESCC2.93e-407.10e-010.1122
26268FBXO9P15T-EHumanEsophagusESCC2.38e-195.10e-010.1149
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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
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:001049826EsophagusHGINproteasomal protein catabolic process139/2587490/187231.20e-173.41e-15139
GO:004316126EsophagusHGINproteasome-mediated ubiquitin-dependent protein catabolic process114/2587412/187237.00e-141.20e-11114
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:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:00319294EsophagusESCCTOR signaling79/8552126/187238.57e-056.21e-0479
GO:00320061EsophagusESCCregulation of TOR signaling63/8552104/187231.55e-037.29e-0363
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:00319292LiverCirrhoticTOR signaling44/4634126/187236.69e-033.30e-0244
GO:00454442LiverCirrhoticfat cell differentiation73/4634229/187238.57e-033.97e-0273
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:00319291LiverHCCTOR signaling78/7958126/187238.49e-069.97e-0578
GO:0032006LiverHCCregulation of TOR signaling63/7958104/187231.50e-041.20e-0363
GO:00454441LiverHCCfat cell differentiation120/7958229/187231.52e-038.05e-03120
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
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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
FBXO9SNVMissense_Mutationrs753933679c.1114C>Tp.Arg372Cysp.R372CQ9UK97protein_codingtolerated(0.09)benign(0.017)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FBXO9SNVMissense_Mutationnovelc.662N>Ap.Arg221Lysp.R221KQ9UK97protein_codingtolerated(0.08)benign(0.057)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FBXO9SNVMissense_Mutationnovelc.418G>Ap.Asp140Asnp.D140NQ9UK97protein_codingtolerated(0.09)benign(0.025)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
FBXO9SNVMissense_Mutationnovelc.861N>Gp.Phe287Leup.F287LQ9UK97protein_codingdeleterious(0)benign(0.132)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
FBXO9SNVMissense_Mutationc.82N>Ap.Asp28Asnp.D28NQ9UK97protein_codingdeleterious(0.01)benign(0.015)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FBXO9SNVMissense_Mutationc.902G>Ap.Arg301Lysp.R301KQ9UK97protein_codingdeleterious(0)possibly_damaging(0.904)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FBXO9SNVMissense_Mutationc.1300G>Ap.Ala434Thrp.A434TQ9UK97protein_codingdeleterious(0.01)benign(0.129)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FBXO9SNVMissense_Mutationrs753933679c.1114N>Tp.Arg372Cysp.R372CQ9UK97protein_codingtolerated(0.09)benign(0.017)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FBXO9SNVMissense_Mutationnovelc.1321N>Ap.Ala441Thrp.A441TQ9UK97protein_codingtolerated(0.08)possibly_damaging(0.715)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FBXO9SNVMissense_Mutationrs760965873c.701N>Ap.Arg234Hisp.R234HQ9UK97protein_codingtolerated(0.16)benign(0.099)TCGA-AA-A022-01Colorectumcolon 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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