• Comparing automatic and manual methods for LORCA analysis
• Key aspects of comparison:
  • Accuracy of key metrics (EImin, EImax, PoS)
  • Consistency of results (Coefficient of Variation)
  • Time efficiency

The LORCA Analyzer app streamlines the analysis process with several key features:

1. File Upload and Processing
2. Results Visualization
3. CV Analysis
4. Sample Lookup
5. Data Export
6. Master Data Management
7. File Renaming

• Upload multiple CSV files
• Automatic processing and validation
• Invalid filename detection

• Display processed results in a table

• Graphs for each sample

• Compare key metrics across samples ## CV Analysis

• Select specific samples for analysis

• Calculate and display Coefficient of Variation

• Identify best combination of runs

• Search for specific samples
• View detailed sample information
• Compare multiple samples

• Export processed data as CSV
• View and manage master data
• Update master database with new results

• Rename files with invalid names
• Automatic reprocessing after renaming
• Maintain data integrity

• All p-values > 0.05, indicating no statistically significant differences

• Manual method: 25 minutes
• Automatic method: 4.5 minutes
• Time saved: 20.5 minutes (82% reduction)

1. Accuracy: Automatic method produces statistically similar results to manual method
2. Efficiency: 82% reduction in processing time
3. Scalability: Improved throughput for large-scale analyses