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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of MXScarna(seed) - scored higher in this pairwise comparison

  4. Performance of RSpredict(20) - scored lower in this pairwise comparison

  5. Compile and download dataset for MXScarna(seed) & RSpredict(20) [.zip] - may take several seconds...


Overview

Metric MXScarna(seed) RSpredict(20)
MCC 0.827 > 0.676
Average MCC ± 95% Confidence Intervals 0.830 ± 0.040 > 0.674 ± 0.367
Sensitivity 0.713 > 0.546
Positive Predictive Value 0.963 > 0.843
Total TP 77 > 59
Total TN 11332 < 11342
Total FP 4 < 12
Total FP CONTRA 1 < 6
Total FP INCONS 2 < 5
Total FP COMP 1 = 1
Total FN 31 < 49
P-value 0.0

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Performance plots


  1. Comparison of performance of MXScarna(seed) and RSpredict(20). Positive Predictive Value (PPV) is plotted against sensitivity. Each dot represents a single test of each method. See tables below for raw data (individual counts for MXScarna(seed) and RSpredict(20)).

  2. Average Matthews Correlation Coefficients (MCC) with 95% confidence intervals (CIs) were plotted for different RNA families, for which at least 3 members were present in the benchmarking dataset. 'n' denotes the number of MCCs used to calculate the average and CI. See tables below for raw data (individual counts for MXScarna(seed) and RSpredict(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for MXScarna(seed) and RSpredict(20). The whiskers correspond to 95% confidence intervals (CIs). 'n' denotes the number of MCCs used to calculate average MCCs and CIs. See tables below for raw data (individual counts for MXScarna(seed) and RSpredict(20)).

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Performance of MXScarna(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for MXScarna(seed)

Total Base Pair Counts
Total TP 77
Total TN 11332
Total FP 4
Total FP CONTRA 1
Total FP INCONS 2
Total FP COMP 1
Total FN 31
Total Scores
MCC 0.827
Average MCC ± 95% Confidence Intervals 0.830 ± 0.040
Sensitivity 0.713
Positive Predictive Value 0.963
Nr of predictions 4

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2. Individual counts for MXScarna(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00828 0.82 0.67 1.00 18 2467 0 0 0 0 9
PDB_00829 0.86 0.75 1.00 18 2260 0 0 0 0 6
PDB_01020 0.83 0.70 1.00 16 2262 0 0 0 0 7
PDB_01073 0.81 0.74 0.89 25 4343 4 1 2 1 9

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Performance of RSpredict(20) - scored lower in this pairwise comparison

1. Total counts & total scores for RSpredict(20)

Total Base Pair Counts
Total TP 59
Total TN 11342
Total FP 12
Total FP CONTRA 6
Total FP INCONS 5
Total FP COMP 1
Total FN 49
Total Scores
MCC 0.676
Average MCC ± 95% Confidence Intervals 0.674 ± 0.367
Sensitivity 0.546
Positive Predictive Value 0.843
Nr of predictions 4

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2. Individual counts for RSpredict(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00828 0.82 0.74 0.91 20 2463 2 2 0 0 7
PDB_00829 0.70 0.63 0.79 15 2259 4 2 2 0 9
PDB_01020 0.84 0.78 0.90 18 2258 3 2 0 1 5
PDB_01073 0.34 0.18 0.67 6 4362 3 0 3 0 28

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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.