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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric McQFold RNASLOpt
MCC 0.625 > 0.558
Average MCC ± 95% Confidence Intervals 0.615 ± 0.161 > 0.547 ± 0.139
Sensitivity 0.638 > 0.555
Positive Predictive Value 0.621 > 0.572
Total TP 261 > 227
Total TN 32965 < 32988
Total FP 203 < 227
Total FP CONTRA 57 < 73
Total FP INCONS 102 > 97
Total FP COMP 44 < 57
Total FN 148 < 182
P-value 5.1503931209e-08

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Performance plots


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

  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 McQFold and RNASLOpt).

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

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Performance of McQFold - scored higher in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 261
Total TN 32965
Total FP 203
Total FP CONTRA 57
Total FP INCONS 102
Total FP COMP 44
Total FN 148
Total Scores
MCC 0.625
Average MCC ± 95% Confidence Intervals 0.615 ± 0.161
Sensitivity 0.638
Positive Predictive Value 0.621
Nr of predictions 20

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.64 0.61 0.69 11 512 5 1 4 0 7
2M58_A - 0.60 0.58 0.64 7 533 5 1 3 1 5
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 2718 36 8 16 12 15
3J3F_8 0.31 0.42 0.23 8 4726 41 12 15 14 11
3U4M_B - 0.95 0.91 1.00 20 1256 2 0 0 2 2
3W1K_J 0.86 0.77 0.96 24 1653 1 1 0 0 7
3W3S_B 0.49 0.45 0.54 15 1961 14 1 12 1 18
3ZEX_C 0.33 0.34 0.32 10 5343 25 4 17 4 19
4A1C_2 0.19 0.25 0.16 5 4484 33 11 16 6 15
4AOB_A 0.50 0.48 0.54 14 1411 13 3 9 1 15
4ATO_G - -0.03 0.00 0.00 0 215 5 0 5 0 7
4ENB_A 1.00 1.00 1.00 15 457 0 0 0 0 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4FRG_B 0.93 0.88 1.00 21 1181 0 0 0 0 3
4FRN_A 0.82 0.71 0.95 20 1827 1 1 0 0 8
4JF2_A 0.92 1.00 0.86 24 1054 5 4 0 1 0
4JRC_A - 0.97 0.94 1.00 16 606 0 0 0 0 1

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Performance of RNASLOpt - scored lower 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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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.