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b/src/utils/pipelines/genomicAnalysis.ts |
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import { GeneAssembly } from '../../types'; |
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export interface GenomicAnalysisResult { |
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id: string; |
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assemblyId: string; |
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timestamp: string; |
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metrics: { |
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geneExpression: number[]; |
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regulatoryElements: string[]; |
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pathwayEnrichment: { |
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pathway: string; |
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score: number; |
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}[]; |
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structuralVariants: { |
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type: string; |
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position: number; |
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impact: number; |
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}[]; |
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}; |
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predictions: { |
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phenotype: string; |
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probability: number; |
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confidence: number; |
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}[]; |
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} |
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export class GenomicAnalysisPipeline { |
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// Simulated quantum-enhanced analysis |
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static async analyzeGeneAssembly(assembly: GeneAssembly): Promise<GenomicAnalysisResult> { |
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// Simulate processing time |
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await new Promise(resolve => setTimeout(resolve, 2000)); |
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const mockPathways = [ |
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'Photosynthesis', |
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'Stress Response', |
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'Growth Regulation', |
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'Nutrient Uptake', |
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'Secondary Metabolism' |
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]; |
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return { |
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id: Math.random().toString(36).substr(2, 9), |
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assemblyId: assembly.id, |
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timestamp: new Date().toISOString(), |
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metrics: { |
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geneExpression: Array(10).fill(0).map(() => Math.random() * 2), // Fold change values |
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regulatoryElements: [ |
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'Promoter_Region_1', |
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'Enhancer_Element_A', |
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'Silencer_Region_B', |
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'TATA_Box_Modified' |
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], |
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pathwayEnrichment: mockPathways.map(pathway => ({ |
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pathway, |
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score: Math.random() * 0.5 + 0.5 // Score between 0.5 and 1.0 |
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})), |
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structuralVariants: Array(3).fill(0).map(() => ({ |
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type: ['Insertion', 'Deletion', 'Inversion'][Math.floor(Math.random() * 3)], |
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position: Math.floor(Math.random() * 1000000), |
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impact: Math.random() |
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})) |
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}, |
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predictions: [ |
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{ |
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phenotype: 'Drought Resistance', |
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probability: Math.random() * 0.3 + 0.7, // High probability 0.7-1.0 |
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confidence: Math.random() * 0.2 + 0.8 // High confidence 0.8-1.0 |
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}, |
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{ |
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phenotype: 'Growth Rate', |
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probability: Math.random() * 0.4 + 0.6, |
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confidence: Math.random() * 0.3 + 0.7 |
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}, |
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{ |
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phenotype: 'Yield Improvement', |
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probability: Math.random() * 0.5 + 0.5, |
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confidence: Math.random() * 0.4 + 0.6 |
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} |
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] |
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}; |
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} |
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} |