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: FBXO44

Gene summary for FBXO44

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FBXO44

Gene ID

93611

Gene nameF-box protein 44
Gene AliasFBG3
Cytomap1p36.22
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A024R4F9


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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
93611FBXO44LZE8THumanEsophagusESCC4.52e-021.12e-010.067
93611FBXO44LZE22THumanEsophagusESCC4.86e-022.42e-010.068
93611FBXO44LZE24THumanEsophagusESCC1.32e-132.13e-010.0596
93611FBXO44LZE6THumanEsophagusESCC4.07e-071.69e-010.0845
93611FBXO44P2T-EHumanEsophagusESCC8.44e-262.54e-010.1177
93611FBXO44P4T-EHumanEsophagusESCC1.01e-112.01e-010.1323
93611FBXO44P5T-EHumanEsophagusESCC2.00e-081.40e-010.1327
93611FBXO44P8T-EHumanEsophagusESCC4.28e-111.60e-010.0889
93611FBXO44P9T-EHumanEsophagusESCC4.61e-035.57e-020.1131
93611FBXO44P10T-EHumanEsophagusESCC4.55e-163.48e-010.116
93611FBXO44P11T-EHumanEsophagusESCC9.49e-063.62e-010.1426
93611FBXO44P12T-EHumanEsophagusESCC3.98e-162.39e-010.1122
93611FBXO44P15T-EHumanEsophagusESCC3.25e-153.05e-010.1149
93611FBXO44P16T-EHumanEsophagusESCC1.90e-223.82e-010.1153
93611FBXO44P17T-EHumanEsophagusESCC4.11e-031.88e-010.1278
93611FBXO44P20T-EHumanEsophagusESCC2.57e-224.12e-010.1124
93611FBXO44P21T-EHumanEsophagusESCC5.64e-244.54e-010.1617
93611FBXO44P22T-EHumanEsophagusESCC3.08e-213.62e-010.1236
93611FBXO44P23T-EHumanEsophagusESCC3.70e-109.00e-020.108
93611FBXO44P24T-EHumanEsophagusESCC2.65e-111.79e-010.1287
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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
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
∗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:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:003650315EsophagusESCCERAD pathway82/8552107/187235.80e-111.84e-0982
GO:003043314EsophagusESCCubiquitin-dependent ERAD pathway66/855285/187231.64e-093.78e-0866
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:19011362EsophagusESCCcarbohydrate derivative catabolic process99/8552172/187231.11e-035.54e-0399
GO:00311461EsophagusESCCSCF-dependent proteasomal ubiquitin-dependent protein catabolic process33/855249/187231.80e-038.26e-0333
GO:0006516EsophagusESCCglycoprotein catabolic process19/855228/187231.49e-024.84e-0219
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:003497620Oral cavityOSCCresponse to endoplasmic reticulum stress178/7305256/187232.59e-236.06e-21178
GO:00304334Oral cavityOSCCubiquitin-dependent ERAD pathway65/730585/187232.12e-128.99e-1165
GO:00365035Oral cavityOSCCERAD pathway76/7305107/187231.76e-116.11e-1076
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:19011361Oral cavityOSCCcarbohydrate derivative catabolic process89/7305172/187234.52e-042.73e-0389
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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
FBXO44SNVMissense_Mutationnovelc.425N>Ap.Gly142Glup.G142Eprotein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.684)TCGA-BH-A1EW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
FBXO44SNVMissense_Mutationc.279N>Gp.Phe93Leup.F93Lprotein_codingtolerated(0.26)possibly_damaging(0.647)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FBXO44SNVMissense_Mutationc.145N>Tp.Arg49Cysp.R49Cprotein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
FBXO44SNVMissense_Mutationrs764071113c.4N>Ap.Ala2Thrp.A2Tprotein_codingdeleterious_low_confidence(0)probably_damaging(0.922)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FBXO44SNVMissense_Mutationrs752367811c.655N>Tp.Arg219Trpp.R219Wprotein_codingdeleterious_low_confidence(0.01)benign(0)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FBXO44SNVMissense_Mutationc.29N>Ap.Pro10Hisp.P10Hprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
FBXO44SNVMissense_Mutationrs376358727c.529N>Ap.Ala177Thrp.A177Tprotein_codingtolerated_low_confidence(0.57)benign(0)TCGA-DY-A1DG-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
FBXO44SNVMissense_Mutationnovelc.524N>Tp.Ala175Valp.A175Vprotein_codingtolerated_low_confidence(0.11)benign(0)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
FBXO44SNVMissense_Mutationrs749723056c.481N>Tp.Arg161Trpp.R161Wprotein_codingtolerated_low_confidence(0.09)benign(0)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
FBXO44SNVMissense_Mutationrs183109009c.124N>Ap.Asp42Asnp.D42Nprotein_codingdeleterious(0.02)probably_damaging(1)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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