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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric HotKnots MCFold
MCC 0.594 > 0.419
Average MCC ± 95% Confidence Intervals 0.575 ± 0.079 > 0.399 ± 0.081
Sensitivity 0.526 > 0.437
Positive Predictive Value 0.677 > 0.410
Total TP 714 > 593
Total TN 172171 > 171779
Total FP 393 < 923
Total FP CONTRA 51 < 124
Total FP INCONS 289 < 729
Total FP COMP 53 < 70
Total FN 643 < 764
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of HotKnots and MCFold. 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 HotKnots and MCFold).

  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 HotKnots and MCFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for HotKnots and MCFold. 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 HotKnots and MCFold).

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Performance of HotKnots - scored higher in this pairwise comparison

1. Total counts & total scores for HotKnots

Total Base Pair Counts
Total TP 714
Total TN 172171
Total FP 393
Total FP CONTRA 51
Total FP INCONS 289
Total FP COMP 53
Total FN 643
Total Scores
MCC 0.594
Average MCC ± 95% Confidence Intervals 0.575 ± 0.079
Sensitivity 0.526
Positive Predictive Value 0.677
Nr of predictions 46

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2. Individual counts for HotKnots [ 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
2KFC_A - -0.02 0.00 0.00 0 623 7 0 7 0 20
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LA5_A - 0.39 0.26 0.63 5 622 3 1 2 0 14
2LC8_A 0.61 0.55 0.69 11 1524 5 0 5 0 9
2LKR_A - 0.93 0.87 1.00 34 6071 3 0 0 3 5
2RP0_A - 0.64 0.42 1.00 5 346 0 0 0 0 7
2WRQ_Y 0.57 0.59 0.56 10 2832 13 5 3 5 7
2WW9_D - 0.14 0.12 0.19 3 1937 13 0 13 0 23
2WW9_E - 0.53 0.29 1.00 4 557 0 0 0 0 10
2WW9_F - 0.59 0.60 0.60 6 290 4 0 4 0 4
2WWQ_V 0.76 0.68 0.86 19 2904 5 0 3 2 9
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
2ZZN_D 0.82 0.78 0.88 21 2461 3 0 3 0 6
3A2K_C 0.42 0.39 0.46 11 2902 13 2 11 0 17
3A3A_A 0.87 0.76 1.00 28 3627 0 0 0 0 9
3AKZ_H 0.43 0.39 0.48 11 2678 12 2 10 0 17
3AM1_B - 0.78 0.71 0.86 25 3211 4 0 4 0 10
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3GCA_A - 0.54 0.29 1.00 5 523 0 0 0 0 12
3GX2_A 0.68 0.55 0.85 22 4345 5 0 4 1 18
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IWN_A 0.63 0.58 0.70 19 4251 9 0 8 1 14
3IZF_C 0.70 0.61 0.80 33 6862 8 1 7 0 21
3J0L_g - -0.01 0.00 0.00 0 460 5 1 4 0 4
3J0L_2 - 0.28 0.27 0.29 9 6185 23 3 19 1 24
3J0L_7 - 0.28 0.29 0.29 5 1208 12 0 12 0 12
3J0L_a - 0.51 0.50 0.53 8 1113 7 3 4 0 8
3J16_L 0.26 0.23 0.30 7 2752 16 1 15 0 23
3JYV_7 -0.01 0.00 0.00 0 2828 22 1 21 0 32
3JYX_3 0.62 0.63 0.61 17 6300 22 1 10 11 10
3JYX_4 0.32 0.30 0.33 10 12216 31 5 15 11 23
3KTW_C - 0.73 0.63 0.84 27 4528 6 2 3 1 16
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NDB_M - 0.84 0.74 0.96 45 9133 3 0 2 1 16
3NKB_B - 0.59 0.54 0.67 14 1995 7 0 7 0 12
3O58_3 0.23 0.26 0.21 9 12360 34 10 24 0 26
3O58_2 0.71 0.71 0.71 27 7222 12 4 7 1 11
3PDR_A 0.67 0.56 0.82 40 12831 11 0 9 2 32
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.64 0.52 0.79 22 3888 6 1 5 0 20
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
4A1C_3 0.70 0.59 0.82 32 7101 7 1 6 0 22
4A1C_2 0.14 0.15 0.14 5 11745 42 6 25 11 28
4ENB_A 0.89 0.79 1.00 15 1260 0 0 0 0 4
4ENC_A 0.86 0.79 0.94 15 1310 1 1 0 0 4

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Performance of MCFold - scored lower in this pairwise comparison

1. Total counts & total scores for MCFold

Total Base Pair Counts
Total TP 593
Total TN 171779
Total FP 923
Total FP CONTRA 124
Total FP INCONS 729
Total FP COMP 70
Total FN 764
Total Scores
MCC 0.419
Average MCC ± 95% Confidence Intervals 0.399 ± 0.081
Sensitivity 0.437
Positive Predictive Value 0.410
Nr of predictions 46

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2. Individual counts for MCFold [ 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 1 0 0 1 1
2KFC_A - 0.28 0.25 0.36 5 616 9 2 7 0 15
2KX8_A 0.91 0.89 0.94 16 844 2 0 1 1 2
2LA5_A - -0.03 0.00 0.00 0 615 15 0 15 0 19
2LC8_A 0.41 0.45 0.39 9 1517 16 0 14 2 11
2LKR_A - 0.93 0.92 0.95 36 6067 14 0 2 12 3
2RP0_A - 0.44 0.42 0.50 5 341 5 1 4 0 7
2WRQ_Y 0.27 0.35 0.22 6 2823 25 8 13 4 11
2WW9_D - -0.01 0.00 0.00 0 1925 28 5 23 0 26
2WW9_E - -0.02 0.00 0.00 0 547 14 0 14 0 14
2WW9_F - 0.59 0.60 0.60 6 290 4 0 4 0 4
2WWQ_V 0.15 0.18 0.15 5 2892 30 4 25 1 23
2XQD_Y 0.34 0.37 0.32 10 2819 22 1 20 1 17
2ZZN_D 0.61 0.63 0.61 17 2457 13 1 10 2 10
3A2K_C 0.44 0.46 0.42 13 2895 18 2 16 0 15
3A3A_A 0.89 0.86 0.91 32 3620 3 1 2 0 5
3AKZ_H 0.40 0.43 0.39 12 2670 19 3 16 0 16
3AM1_B - 0.93 0.89 0.97 31 3208 2 0 1 1 4
3AMU_B 0.44 0.48 0.42 13 2972 18 2 16 0 14
3GCA_A - 0.04 0.06 0.07 1 514 13 1 12 0 16
3GX2_A 0.47 0.48 0.48 19 4331 22 0 21 1 21
3IVN_B 0.39 0.39 0.40 12 2316 18 0 18 0 19
3IWN_A 0.19 0.21 0.18 7 4238 33 8 25 0 26
3IZF_C 0.71 0.69 0.74 37 6853 14 0 13 1 17
3J0L_g - 0.13 0.25 0.08 1 452 12 8 4 0 3
3J0L_2 - 0.21 0.24 0.18 8 6172 39 7 29 3 25
3J0L_7 - -0.01 0.00 0.00 0 1206 19 4 15 0 17
3J0L_a - 0.16 0.19 0.17 3 1110 15 1 14 0 13
3J16_L 0.45 0.47 0.44 14 2743 19 1 17 1 16
3JYV_7 0.21 0.22 0.21 7 2817 26 0 26 0 25
3JYX_3 0.41 0.52 0.33 14 6285 34 12 17 5 13
3JYX_4 0.20 0.24 0.17 8 12199 43 16 23 4 25
3KTW_C - 0.40 0.40 0.43 17 4520 24 4 19 1 26
3LA5_A 0.32 0.32 0.34 11 2453 21 1 20 0 23
3NDB_M - 0.23 0.23 0.24 14 9121 46 1 44 1 47
3NKB_B - 0.56 0.58 0.56 15 1989 13 0 12 1 11
3O58_3 0.22 0.26 0.19 9 12355 45 9 30 6 26
3O58_2 0.20 0.24 0.17 9 7208 44 5 38 1 29
3PDR_A 0.66 0.61 0.72 44 12819 19 0 17 2 28
3RKF_A 0.70 0.65 0.76 22 2182 7 1 6 0 12
3SD1_A 0.33 0.33 0.35 14 3876 26 0 26 0 28
3U4M_B - 0.59 0.59 0.59 22 3123 15 0 15 0 15
4A1C_3 0.68 0.67 0.71 36 7089 17 1 14 2 18
4A1C_2 0.13 0.15 0.11 5 11735 56 10 31 15 28
4ENB_A 0.61 0.63 0.60 12 1255 8 2 6 0 7
4ENC_A 0.28 0.32 0.27 6 1304 17 2 14 1 13

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