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: FBXO31

Gene summary for FBXO31

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FBXO31

Gene ID

79791

Gene nameF-box protein 31
Gene AliasFBX14
Cytomap16q24.2
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

A0A0C4DGU8


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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
79791FBXO31LZE4THumanEsophagusESCC2.48e-037.87e-020.0811
79791FBXO31LZE7THumanEsophagusESCC4.09e-083.26e-010.0667
79791FBXO31LZE24THumanEsophagusESCC1.06e-082.31e-010.0596
79791FBXO31LZE21THumanEsophagusESCC3.93e-052.26e-010.0655
79791FBXO31P1T-EHumanEsophagusESCC1.92e-052.22e-010.0875
79791FBXO31P2T-EHumanEsophagusESCC7.48e-141.97e-010.1177
79791FBXO31P4T-EHumanEsophagusESCC4.52e-101.49e-010.1323
79791FBXO31P5T-EHumanEsophagusESCC2.16e-121.33e-010.1327
79791FBXO31P8T-EHumanEsophagusESCC5.91e-071.10e-010.0889
79791FBXO31P9T-EHumanEsophagusESCC1.41e-071.61e-010.1131
79791FBXO31P10T-EHumanEsophagusESCC3.28e-038.06e-020.116
79791FBXO31P11T-EHumanEsophagusESCC1.60e-092.49e-010.1426
79791FBXO31P12T-EHumanEsophagusESCC7.67e-212.90e-010.1122
79791FBXO31P15T-EHumanEsophagusESCC1.79e-183.98e-010.1149
79791FBXO31P16T-EHumanEsophagusESCC1.74e-141.55e-010.1153
79791FBXO31P19T-EHumanEsophagusESCC3.60e-023.32e-010.1662
79791FBXO31P20T-EHumanEsophagusESCC3.35e-122.17e-010.1124
79791FBXO31P21T-EHumanEsophagusESCC2.59e-111.69e-010.1617
79791FBXO31P22T-EHumanEsophagusESCC3.47e-152.88e-010.1236
79791FBXO31P23T-EHumanEsophagusESCC6.74e-133.02e-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
∗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:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
GO:00070934EsophagusESCCmitotic cell cycle checkpoint90/8552129/187232.49e-084.69e-0790
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:000008214EsophagusESCCG1/S transition of mitotic cell cycle134/8552214/187234.04e-075.55e-06134
GO:004484314EsophagusESCCcell cycle G1/S phase transition148/8552241/187235.68e-077.48e-06148
GO:00315705EsophagusESCCDNA integrity checkpoint83/8552123/187238.17e-071.06e-0583
GO:00000775EsophagusESCCDNA damage checkpoint78/8552115/187231.27e-061.56e-0578
GO:19019883EsophagusESCCnegative regulation of cell cycle phase transition151/8552249/187231.28e-061.57e-05151
GO:004593013EsophagusESCCnegative regulation of mitotic cell cycle143/8552235/187231.84e-062.15e-05143
GO:190199113EsophagusESCCnegative regulation of mitotic cell cycle phase transition112/8552179/187233.69e-064.03e-05112
GO:002260420EsophagusESCCregulation of cell morphogenesis180/8552309/187235.19e-065.45e-05180
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
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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
FBXO31SNVMissense_Mutationc.821N>Cp.Phe274Serp.F274SQ5XUX0protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FBXO31SNVMissense_Mutationc.718N>Tp.Gly240Cysp.G240CQ5XUX0protein_codingdeleterious(0.02)probably_damaging(1)TCGA-JW-A852-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
FBXO31SNVMissense_Mutationnovelc.404N>Gp.Tyr135Cysp.Y135CQ5XUX0protein_codingdeleterious(0.01)probably_damaging(0.942)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
FBXO31SNVMissense_Mutationrs772688100c.1051C>Tp.Arg351Trpp.R351WQ5XUX0protein_codingdeleterious(0)possibly_damaging(0.846)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FBXO31SNVMissense_Mutationc.365G>Ap.Arg122Glnp.R122QQ5XUX0protein_codingtolerated(1)probably_damaging(0.992)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
FBXO31SNVMissense_Mutationc.1121N>Ap.Arg374Hisp.R374HQ5XUX0protein_codingtolerated(0.63)benign(0)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
FBXO31SNVMissense_Mutationc.394N>Tp.Arg132Trpp.R132WQ5XUX0protein_codingdeleterious(0)possibly_damaging(0.714)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FBXO31SNVMissense_Mutationc.1318N>Cp.Cys440Argp.C440RQ5XUX0protein_codingtolerated_low_confidence(0.59)benign(0)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FBXO31SNVMissense_Mutationc.740N>Ap.Arg247Glnp.R247QQ5XUX0protein_codingtolerated(0.13)probably_damaging(0.992)TCGA-AG-A026-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
FBXO31SNVMissense_Mutationc.544N>Ap.Val182Ilep.V182IQ5XUX0protein_codingdeleterious(0.04)probably_damaging(0.979)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<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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