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

  1. Overview

  2. Performance Plots

  3. Performance of RNASLOpt - scored higher in this pairwise comparison

  4. Performance of Sfold - scored lower in this pairwise comparison

  5. Compile and download dataset for RNASLOpt & Sfold [.zip] - may take several seconds...


Overview

Metric RNASLOpt Sfold
MCC 0.558 > 0.542
Average MCC ± 95% Confidence Intervals 0.547 ± 0.139 > 0.526 ± 0.103
Sensitivity 0.555 > 0.523
Positive Predictive Value 0.572 < 0.572
Total TP 227 > 214
Total TN 32988 < 33011
Total FP 227 > 222
Total FP CONTRA 73 > 51
Total FP INCONS 97 < 109
Total FP COMP 57 < 62
Total FN 182 < 195
P-value 2.17043408065e-05

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Performance plots


  1. Comparison of performance of RNASLOpt and Sfold. 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 RNASLOpt and Sfold).

  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 RNASLOpt and Sfold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNASLOpt and Sfold. 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 RNASLOpt and Sfold).

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Performance of RNASLOpt - scored higher in this pairwise comparison

1. Total counts & total scores for RNASLOpt

Total Base Pair Counts
Total TP 227
Total TN 32988
Total FP 227
Total FP CONTRA 73
Total FP INCONS 97
Total FP COMP 57
Total FN 182
Total Scores
MCC 0.558
Average MCC ± 95% Confidence Intervals 0.547 ± 0.139
Sensitivity 0.555
Positive Predictive Value 0.572
Nr of predictions 20

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2. Individual counts for RNASLOpt [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.48 0.39 0.64 7 517 4 0 4 0 11
2M58_A - 0.37 0.33 0.44 4 535 5 4 1 0 8
3J0L_a - 0.21 0.18 0.29 2 404 6 3 2 1 9
3J20_0 0.74 0.76 0.73 16 1197 7 3 3 1 5
3J3D_C 0.90 0.95 0.86 18 947 3 3 0 0 1
3J3E_8 -0.01 0.00 0.00 0 2724 30 6 12 12 15
3J3F_8 0.39 0.47 0.32 9 4733 38 10 9 19 10
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
3W1K_J 0.93 0.90 0.97 28 1649 1 1 0 0 3
3W3S_B 0.90 0.85 0.97 28 1960 2 0 1 1 5
3ZEX_C 0.32 0.34 0.31 10 5342 36 8 14 14 19
4A1C_2 0.30 0.40 0.24 8 4482 35 13 13 9 12
4AOB_A 0.31 0.28 0.38 8 1416 13 3 10 0 21
4ATO_G - 0.36 0.43 0.33 3 211 6 6 0 0 4
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.73 0.60 0.90 9 486 1 1 0 0 6
4FRG_B 0.60 0.58 0.64 14 1180 8 3 5 0 10
4FRN_A 0.19 0.18 0.22 5 1825 18 6 12 0 23
4JF2_A 0.89 0.79 1.00 19 1063 0 0 0 0 5
4JRC_A - 0.97 0.94 1.00 16 606 0 0 0 0 1

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Performance of Sfold - scored lower in this pairwise comparison

1. Total counts & total scores for Sfold

Total Base Pair Counts
Total TP 214
Total TN 33011
Total FP 222
Total FP CONTRA 51
Total FP INCONS 109
Total FP COMP 62
Total FN 195
Total Scores
MCC 0.542
Average MCC ± 95% Confidence Intervals 0.526 ± 0.103
Sensitivity 0.523
Positive Predictive Value 0.572
Nr of predictions 20

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2. Individual counts for Sfold [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.46 0.39 0.58 7 516 5 0 5 0 11
2M58_A - 0.34 0.25 0.50 3 538 3 1 2 0 9
3J0L_a - 0.55 0.64 0.50 7 397 8 5 2 1 4
3J20_0 0.51 0.57 0.48 12 1194 14 3 10 1 9
3J3D_C 0.44 0.37 0.54 7 955 6 1 5 0 12
3J3E_8 0.10 0.13 0.08 2 2718 32 6 16 10 13
3J3F_8 0.39 0.47 0.33 9 4734 37 8 10 19 10
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
3W1K_J 0.97 0.97 0.97 30 1647 1 1 0 0 1
3W3S_B 0.63 0.64 0.64 21 1956 13 4 8 1 12
3ZEX_C 0.41 0.34 0.50 10 5354 27 2 8 17 19
4A1C_2 0.21 0.25 0.19 5 4489 34 8 14 12 15
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ATO_G - 0.37 0.14 1.00 1 219 0 0 0 0 6
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.57 0.33 1.00 5 491 0 0 0 0 10
4FRG_B 0.67 0.58 0.78 14 1184 4 3 1 0 10
4FRN_A 0.71 0.57 0.89 16 1830 2 2 0 0 12
4JF2_A 0.89 0.79 1.00 19 1063 0 0 0 0 5
4JRC_A - 0.34 0.35 0.35 6 605 11 0 11 0 11

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