CompaRNA - on-line benchmarks of RNA structure prediction methods
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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNASampler(seed) MXScarna(20)
MCC 0.478 > 0.464
Average MCC ± 95% Confidence Intervals 0.512 ± 0.184 > 0.496 ± 0.190
Sensitivity 0.353 < 0.368
Positive Predictive Value 0.652 > 0.590
Total TP 120 < 125
Total TN 79070 > 79042
Total FP 96 < 148
Total FP CONTRA 8 < 15
Total FP INCONS 56 < 72
Total FP COMP 32 < 61
Total FN 220 > 215
P-value 1.43284180886e-08

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Performance plots


  1. Comparison of performance of RNASampler(seed) and MXScarna(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 RNASampler(seed) and MXScarna(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 RNASampler(seed) and MXScarna(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNASampler(seed) and MXScarna(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 RNASampler(seed) and MXScarna(20)).

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

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

Total Base Pair Counts
Total TP 120
Total TN 79070
Total FP 96
Total FP CONTRA 8
Total FP INCONS 56
Total FP COMP 32
Total FN 220
Total Scores
MCC 0.478
Average MCC ± 95% Confidence Intervals 0.512 ± 0.184
Sensitivity 0.353
Positive Predictive Value 0.652
Nr of predictions 10

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.95 0.91 1.00 10 396 0 0 0 0 1
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3J3E_8 0.12 0.09 0.17 3 7485 22 2 13 7 30
3J3F_8 0.44 0.33 0.57 12 12225 15 1 8 6 24
3JYX_4 0.39 0.30 0.50 10 12226 13 2 8 3 23
3O58_3 0.45 0.34 0.60 12 12383 12 2 6 4 23
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.60 0.38 0.94 16 3899 1 0 1 0 26
3ZEX_C 0.32 0.19 0.53 10 14177 13 1 8 4 42
4A1C_2 0.31 0.24 0.40 8 11761 20 0 12 8 25

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

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

Total Base Pair Counts
Total TP 125
Total TN 79042
Total FP 148
Total FP CONTRA 15
Total FP INCONS 72
Total FP COMP 61
Total FN 215
Total Scores
MCC 0.464
Average MCC ± 95% Confidence Intervals 0.496 ± 0.190
Sensitivity 0.368
Positive Predictive Value 0.590
Nr of predictions 10

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.95 0.91 1.00 10 396 0 0 0 0 1
3IVN_B 0.74 0.58 0.95 18 2327 1 1 0 0 13
3J3E_8 0.14 0.09 0.23 3 7490 15 2 8 5 30
3J3F_8 0.43 0.36 0.52 13 12221 26 2 10 14 23
3JYX_4 0.33 0.30 0.37 10 12219 32 2 15 15 23
3O58_3 0.52 0.40 0.67 14 12382 17 2 5 10 21
3RKF_A 0.72 0.53 1.00 18 2193 0 0 0 0 16
3SD1_A 0.63 0.55 0.74 23 3885 8 2 6 0 19
3ZEX_C 0.31 0.21 0.46 11 14172 13 2 11 0 41
4A1C_2 0.18 0.15 0.21 5 11757 36 2 17 17 28

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