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: FRZB

Gene summary for FRZB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FRZB

Gene ID

2487

Gene namefrizzled related protein
Gene AliasFRE
Cytomap2q32.1
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

D9ZGF6


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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
2487FRZBP2T-EHumanEsophagusESCC7.96e-194.67e-010.1177
2487FRZBP16T-EHumanEsophagusESCC2.31e-379.13e-010.1153
2487FRZBP56T-EHumanEsophagusESCC4.69e-041.45e+000.1613
2487FRZBP76T-EHumanEsophagusESCC2.66e-179.22e-010.1207
2487FRZBP130T-EHumanEsophagusESCC1.54e-089.57e-010.1676
2487FRZBC43HumanOral cavityOSCC4.24e-06-2.19e-010.1704
2487FRZBC57HumanOral cavityOSCC4.07e-11-1.49e-010.1679
2487FRZBC08HumanOral cavityOSCC4.60e-04-2.10e-010.1919
2487FRZBC09HumanOral cavityOSCC2.67e-02-2.19e-010.1431
2487FRZBNEOLP-2HumanOral cavityNEOLP7.85e-033.46e-01-0.0196
2487FRZBNEOLP-3HumanOral cavityNEOLP1.17e-043.46e-01-0.0191
2487FRZBSYSMH1HumanOral cavityOSCC2.01e-07-2.16e-010.1127
2487FRZBSYSMH2HumanOral cavityOSCC1.98e-06-2.07e-010.2326
2487FRZBSYSMH4HumanOral cavityOSCC1.98e-06-2.18e-010.1226
2487FRZBSYSMH5HumanOral cavityOSCC4.24e-06-2.19e-010.0647
2487FRZBSYSMH6HumanOral cavityOSCC4.54e-05-2.13e-010.1275
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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:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:0061008110EsophagusESCChepaticobiliary system development98/8552150/187238.91e-071.15e-0598
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:0001889110EsophagusESCCliver development96/8552147/187231.18e-061.47e-0596
GO:006082817EsophagusESCCregulation of canonical Wnt signaling pathway153/8552253/187231.38e-061.67e-05153
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:00456007EsophagusESCCpositive regulation of fat cell differentiation46/855266/187236.72e-055.11e-0446
GO:00487628EsophagusESCCmesenchymal cell differentiation133/8552236/187235.94e-043.22e-03133
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00303085EsophagusESCCnegative regulation of cell growth108/8552188/187237.46e-043.87e-03108
GO:00301788EsophagusESCCnegative regulation of Wnt signaling pathway97/8552170/187231.81e-038.31e-0397
GO:00355671EsophagusESCCnon-canonical Wnt signaling pathway45/855272/187232.97e-031.24e-0245
GO:00604856EsophagusESCCmesenchyme development156/8552291/187233.76e-031.53e-02156
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0431024Oral cavityNEOLPWnt signaling pathway34/1112171/84658.05e-032.88e-021.81e-0234
hsa0431034Oral cavityNEOLPWnt signaling pathway34/1112171/84658.05e-032.88e-021.81e-0234
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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
FRZBSNVMissense_Mutationnovelc.473N>Cp.Gly158Alap.G158AQ92765protein_codingtolerated(0.32)benign(0.01)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FRZBSNVMissense_Mutationnovelc.343G>Tp.Ala115Serp.A115SQ92765protein_codingdeleterious(0)probably_damaging(0.99)TCGA-E9-A295-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
FRZBSNVMissense_Mutationrs759242908c.631N>Tp.His211Tyrp.H211YQ92765protein_codingdeleterious(0.03)possibly_damaging(0.868)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
FRZBinsertionIn_Frame_Insnovelc.136_137insCTTGGGp.Leu46delinsProTrpValp.L46delinsPWVQ92765protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
FRZBSNVMissense_Mutationnovelc.176A>Gp.His59Argp.H59RQ92765protein_codingdeleterious(0)probably_damaging(0.988)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FRZBSNVMissense_Mutationrs151046356c.433N>Ap.Gly145Serp.G145SQ92765protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FRZBSNVMissense_Mutationc.862N>Tp.Arg288Cysp.R288CQ92765protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FRZBSNVMissense_Mutationnovelc.77N>Ap.Arg26Glnp.R26QQ92765protein_codingtolerated(0.7)benign(0)TCGA-JW-AAVH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FRZBSNVMissense_Mutationc.814G>Tp.Gly272Cysp.G272CQ92765protein_codingdeleterious(0)probably_damaging(0.989)TCGA-LP-A4AW-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FRZBSNVMissense_Mutationc.458N>Ap.Ile153Asnp.I153NQ92765protein_codingdeleterious(0)probably_damaging(0.979)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
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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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