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 ProbKnot - scored lower in this pairwise comparison

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


Overview

Metric RNASLOpt ProbKnot
MCC 0.558 > 0.512
Average MCC ± 95% Confidence Intervals 0.547 ± 0.139 > 0.475 ± 0.142
Sensitivity 0.555 > 0.540
Positive Predictive Value 0.572 > 0.497
Total TP 227 > 221
Total TN 32988 > 32940
Total FP 227 < 281
Total FP CONTRA 73 < 75
Total FP INCONS 97 < 149
Total FP COMP 57 = 57
Total FN 182 < 188
P-value 4.94031556815e-08

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Performance plots


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

  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 ProbKnot).

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

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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 ProbKnot - scored lower in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 221
Total TN 32940
Total FP 281
Total FP CONTRA 75
Total FP INCONS 149
Total FP COMP 57
Total FN 188
Total Scores
MCC 0.512
Average MCC ± 95% Confidence Intervals 0.475 ± 0.142
Sensitivity 0.540
Positive Predictive Value 0.497
Nr of predictions 20

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A -0.03 0.00 0.00 0 513 15 3 12 0 18
2M58_A - -0.02 0.00 0.00 0 529 15 0 15 0 12
3J0L_a - 0.60 0.64 0.58 7 399 6 4 1 1 4
3J20_0 0.54 0.57 0.52 12 1196 12 3 8 1 9
3J3D_C 0.46 0.53 0.42 10 944 14 6 8 0 9
3J3E_8 -0.01 0.00 0.00 0 2718 37 6 18 13 15
3J3F_8 0.39 0.47 0.33 9 4734 38 9 9 20 10
3U4M_B - 0.58 0.59 0.59 13 1254 9 2 7 0 9
3W1K_J 0.97 0.97 0.97 30 1647 1 1 0 0 1
3W3S_B 0.98 0.97 1.00 32 1957 1 0 0 1 1
3ZEX_C 0.48 0.52 0.45 15 5341 22 4 14 4 14
4A1C_2 0.17 0.25 0.13 5 4477 49 13 21 15 15
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ATO_G - 0.38 0.43 0.38 3 212 5 5 0 0 4
4ENB_A 0.81 0.73 0.92 11 460 1 1 0 0 4
4ENC_A 0.52 0.53 0.53 8 481 8 0 7 1 7
4FRG_B 0.38 0.38 0.41 9 1180 13 6 7 0 15
4FRN_A 0.49 0.46 0.54 13 1824 11 6 5 0 15
4JF2_A 0.91 0.92 0.92 22 1058 2 2 0 0 2
4JRC_A - 0.28 0.29 0.31 5 606 11 0 11 0 12

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