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: FUZ

Gene summary for FUZ

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FUZ

Gene ID

80199

Gene namefuzzy planar cell polarity protein
Gene AliasCPLANE3
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q9BT04


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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
80199FUZLZE24THumanEsophagusESCC1.12e-122.43e-010.0596
80199FUZP2T-EHumanEsophagusESCC1.31e-049.70e-020.1177
80199FUZP4T-EHumanEsophagusESCC2.35e-102.62e-010.1323
80199FUZP8T-EHumanEsophagusESCC2.61e-254.13e-010.0889
80199FUZP10T-EHumanEsophagusESCC2.28e-192.87e-010.116
80199FUZP11T-EHumanEsophagusESCC8.40e-052.10e-010.1426
80199FUZP12T-EHumanEsophagusESCC6.98e-223.25e-010.1122
80199FUZP15T-EHumanEsophagusESCC9.22e-121.39e-010.1149
80199FUZP16T-EHumanEsophagusESCC2.16e-142.76e-010.1153
80199FUZP17T-EHumanEsophagusESCC7.04e-041.80e-010.1278
80199FUZP19T-EHumanEsophagusESCC3.01e-093.92e-010.1662
80199FUZP20T-EHumanEsophagusESCC3.30e-056.59e-020.1124
80199FUZP21T-EHumanEsophagusESCC1.73e-046.65e-020.1617
80199FUZP22T-EHumanEsophagusESCC2.55e-121.31e-010.1236
80199FUZP26T-EHumanEsophagusESCC3.20e-122.43e-010.1276
80199FUZP27T-EHumanEsophagusESCC6.95e-152.43e-010.1055
80199FUZP28T-EHumanEsophagusESCC1.09e-037.01e-020.1149
80199FUZP30T-EHumanEsophagusESCC8.21e-113.26e-010.137
80199FUZP31T-EHumanEsophagusESCC3.29e-143.23e-010.1251
80199FUZP32T-EHumanEsophagusESCC1.03e-071.54e-010.1666
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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
∗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:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:000184115EsophagusESCCneural tube formation75/8552102/187239.68e-091.95e-0775
GO:000184314EsophagusESCCneural tube closure66/855288/187231.98e-083.82e-0766
GO:001402014EsophagusESCCprimary neural tube formation69/855294/187234.22e-087.76e-0769
GO:006060614EsophagusESCCtube closure66/855289/187234.24e-087.76e-0766
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:00219159EsophagusESCCneural tube development101/8552152/187231.78e-072.79e-06101
GO:00163316EsophagusESCCmorphogenesis of embryonic epithelium98/8552147/187232.12e-073.27e-0698
GO:000183814EsophagusESCCembryonic epithelial tube formation83/8552121/187232.78e-074.08e-0683
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:006082817EsophagusESCCregulation of canonical Wnt signaling pathway153/8552253/187231.38e-061.67e-05153
GO:003514815EsophagusESCCtube formation96/8552148/187231.86e-062.16e-0596
GO:190211514EsophagusESCCregulation of organelle assembly116/8552186/187233.15e-063.53e-05116
GO:00721759EsophagusESCCepithelial tube formation86/8552132/187234.81e-065.10e-0586
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:00017387EsophagusESCCmorphogenesis of a polarized epithelium63/855294/187232.34e-052.00e-0463
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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
FUZSNVMissense_Mutationc.143N>Ap.Gly48Glup.G48EQ9BT04protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A26Z-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
FUZinsertionFrame_Shift_Insnovelc.326_327insCACAGGTGAGGACTATCCCATTACCTCATCATTCCCATATTACAGAp.Val110ThrfsTer19p.V110Tfs*19Q9BT04protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
FUZSNVMissense_Mutationc.566N>Tp.Ala189Valp.A189VQ9BT04protein_codingtolerated(1)benign(0.007)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
FUZSNVMissense_Mutationrs779762408c.1166N>Tp.Arg389Leup.R389LQ9BT04protein_codingtolerated(0.22)benign(0.007)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FUZSNVMissense_Mutationc.596N>Tp.Thr199Metp.T199MQ9BT04protein_codingtolerated(0.27)benign(0.007)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FUZSNVMissense_Mutationc.983N>Ap.Arg328Hisp.R328HQ9BT04protein_codingtolerated(0.05)benign(0.007)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
FUZSNVMissense_Mutationnovelc.457G>Ap.Asp153Asnp.D153NQ9BT04protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
FUZSNVMissense_Mutationnovelc.1169N>Cp.Leu390Prop.L390PQ9BT04protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
FUZSNVMissense_Mutationnovelc.1019C>Tp.Thr340Metp.T340MQ9BT04protein_codingtolerated(0.19)benign(0.022)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
FUZSNVMissense_Mutationnovelc.440A>Gp.Asp147Glyp.D147GQ9BT04protein_codingdeleterious(0.04)possibly_damaging(0.894)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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