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

  1. Overview

  2. Performance Plots

  3. Performance of RSpredict(20) - scored higher in this pairwise comparison

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

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


Overview

Metric RSpredict(20) McQFold
MCC 0.660 > 0.610
Average MCC ± 95% Confidence Intervals 0.636 ± 0.095 < 0.643 ± 0.106
Sensitivity 0.597 < 0.626
Positive Predictive Value 0.735 > 0.601
Total TP 598 < 627
Total TN 104649 > 104419
Total FP 341 < 545
Total FP CONTRA 84 < 140
Total FP INCONS 132 < 277
Total FP COMP 125 < 128
Total FN 403 > 374
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of RSpredict(20) and McQFold. 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 RSpredict(20) and McQFold).

  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 RSpredict(20) and McQFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RSpredict(20) and McQFold. 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 RSpredict(20) and McQFold).

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

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

Total Base Pair Counts
Total TP 598
Total TN 104649
Total FP 341
Total FP CONTRA 84
Total FP INCONS 132
Total FP COMP 125
Total FN 403
Total Scores
MCC 0.660
Average MCC ± 95% Confidence Intervals 0.636 ± 0.095
Sensitivity 0.597
Positive Predictive Value 0.735
Nr of predictions 39

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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
2KDQ_B 0.89 0.80 1.00 8 166 0 0 0 0 2
2L94_A 0.53 0.50 0.60 9 342 7 0 6 1 9
2WRQ_Y 1.00 1.00 1.00 9 1143 12 0 0 12 0
2XKV_B 0.00 0.00 0.00 0 1831 4 1 3 0 11
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2XXA_G 0.50 0.26 1.00 9 2036 0 0 0 0 26
3A2K_C 0.88 0.86 0.90 19 1087 2 0 2 0 3
3AMU_B 0.69 0.53 0.91 10 1146 2 0 1 1 9
3GX2_A 0.40 0.21 0.75 6 1441 2 1 1 0 22
3IVN_B 0.91 0.87 0.95 20 882 1 1 0 0 3
3IZ4_A 0.61 0.57 0.67 54 25455 38 13 14 11 41
3IZF_C 0.94 0.91 0.97 32 2607 4 0 1 3 3
3J20_0 0.90 0.90 0.90 19 1198 3 1 1 1 2
3J20_1 0.67 0.50 0.91 10 1101 2 0 1 1 10
3J2L_3 0.71 0.59 0.87 20 2997 6 0 3 3 14
3J3D_C 0.82 0.84 0.80 16 948 4 3 1 0 3
3J3E_7 0.82 0.79 0.84 27 2709 7 0 5 2 7
3J3E_8 -0.01 0.00 0.00 0 2724 19 5 13 1 15
3J3F_7 0.94 0.94 0.94 34 2898 3 1 1 1 2
3J3F_8 0.42 0.47 0.38 9 4737 26 9 6 11 10
3JYV_7 0.97 0.95 1.00 19 1092 2 0 0 2 1
3JYX_4 0.59 0.75 0.47 9 4737 33 9 1 23 3
3JYX_3 0.80 0.80 0.80 12 2363 16 0 3 13 3
3LA5_A 0.89 0.80 1.00 20 934 0 0 0 0 5
3NPB_A -0.01 0.00 0.00 0 2272 6 1 5 0 37
3O58_3 0.38 0.50 0.30 11 4727 29 15 11 3 11
3O58_2 0.93 0.94 0.94 29 2723 10 0 2 8 2
3PDR_A 0.80 0.70 0.92 35 4802 5 1 2 2 15
3RKF_A 0.91 0.88 0.95 21 844 1 1 0 0 3
3SD1_A 0.82 0.86 0.78 25 1501 7 5 2 0 4
3ZEX_D 0.88 0.83 0.94 29 2765 7 0 2 5 6
3ZEX_C 0.34 0.31 0.38 9 5350 19 3 12 4 20
3ZND_W 0.47 0.38 0.60 3 1186 9 0 2 7 5
4A1C_3 0.60 0.49 0.75 18 2739 8 0 6 2 19
4A1C_2 0.25 0.30 0.21 6 4487 30 12 11 7 14
4AOB_A 0.33 0.21 0.55 6 1426 5 1 4 0 23
4ENB_A 0.54 0.40 0.75 6 464 2 0 2 0 9
4ENC_A 0.51 0.40 0.67 6 487 3 0 3 0 9
4FRG_B 0.19 0.13 0.33 3 1193 6 1 5 0 21

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Performance of McQFold - scored lower in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 627
Total TN 104419
Total FP 545
Total FP CONTRA 140
Total FP INCONS 277
Total FP COMP 128
Total FN 374
Total Scores
MCC 0.610
Average MCC ± 95% Confidence Intervals 0.643 ± 0.106
Sensitivity 0.626
Positive Predictive Value 0.601
Nr of predictions 39

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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
2KDQ_B 1.00 1.00 1.00 10 164 0 0 0 0 0
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
2WRQ_Y 1.00 1.00 1.00 9 1143 14 0 0 14 0
2XKV_B 0.33 0.36 0.31 4 1822 27 2 7 18 7
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2XXA_G 0.27 0.26 0.30 9 2015 22 0 21 1 26
3A2K_C 0.98 0.95 1.00 21 1087 0 0 0 0 1
3AMU_B 0.86 0.79 0.94 15 1141 4 0 1 3 4
3GX2_A 0.56 0.57 0.57 16 1421 13 4 8 1 12
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IZ4_A 0.46 0.46 0.47 44 25442 56 14 36 6 51
3IZF_C 0.85 0.83 0.88 29 2607 7 0 4 3 6
3J20_0 0.74 0.76 0.73 16 1197 7 3 3 1 5
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J2L_3 0.71 0.68 0.74 23 2989 11 0 8 3 11
3J3D_C 0.90 0.95 0.86 18 947 3 3 0 0 1
3J3E_7 0.61 0.59 0.65 20 2710 14 2 9 3 14
3J3E_8 -0.01 0.00 0.00 0 2718 36 8 16 12 15
3J3F_7 0.21 0.22 0.22 8 2897 29 3 26 0 28
3J3F_8 0.31 0.42 0.23 8 4726 41 12 15 14 11
3JYV_7 -0.02 0.00 0.00 0 1091 20 4 16 0 20
3JYX_4 0.35 0.58 0.22 7 4724 33 17 8 8 5
3JYX_3 0.28 0.40 0.20 6 2348 24 17 7 0 9
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NPB_A 0.90 0.81 1.00 30 2248 5 0 0 5 7
3O58_3 0.30 0.36 0.25 8 4732 27 15 9 3 14
3O58_2 0.93 0.87 1.00 27 2727 2 0 0 2 4
3PDR_A 0.83 0.80 0.87 40 4794 9 2 4 3 10
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.82 0.83 0.83 24 1504 5 1 4 0 5
3ZEX_D 0.76 0.66 0.88 23 2770 6 1 2 3 12
3ZEX_C 0.33 0.34 0.32 10 5343 25 4 17 4 19
3ZND_W 0.24 0.38 0.16 3 1172 25 9 7 9 5
4A1C_3 0.28 0.30 0.28 11 2724 30 4 24 2 26
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
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

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