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

  1. Overview

  2. Performance Plots

  3. Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

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

  5. Compile and download dataset for CentroidAlifold(seed) & MCFold [.zip] - may take several seconds...


Overview

Metric CentroidAlifold(seed) MCFold
MCC 0.695 > 0.553
Average MCC ± 95% Confidence Intervals 0.638 ± 0.066 > 0.559 ± 0.083
Sensitivity 0.538 < 0.605
Positive Predictive Value 0.905 > 0.518
Total TP 617 < 694
Total TN 87891 > 87232
Total FP 129 < 815
Total FP CONTRA 11 < 188
Total FP INCONS 54 < 459
Total FP COMP 64 < 168
Total FN 530 > 453
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of CentroidAlifold(seed) 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 CentroidAlifold(seed) 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 CentroidAlifold(seed) and MCFold).

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

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Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidAlifold(seed)

Total Base Pair Counts
Total TP 617
Total TN 87891
Total FP 129
Total FP CONTRA 11
Total FP INCONS 54
Total FP COMP 64
Total FN 530
Total Scores
MCC 0.695
Average MCC ± 95% Confidence Intervals 0.638 ± 0.066
Sensitivity 0.538
Positive Predictive Value 0.905
Nr of predictions 50

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2. Individual counts for CentroidAlifold(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KE6_A 0.44 0.44 0.47 8 450 10 0 9 1 10
2KUR_A 0.77 0.74 0.82 14 450 4 0 3 1 5
2KUU_A 0.88 0.83 0.94 15 431 3 0 1 2 3
2KUV_A 0.46 0.47 0.50 9 421 9 0 9 0 10
2KUW_A 0.44 0.44 0.47 8 453 10 0 9 1 10
2KX8_A 0.00 0.00 0.00 0 371 0 0 0 0 16
2L1F_A 1.00 1.00 1.00 23 740 0 0 0 0 0
2L1F_B 1.00 1.00 1.00 24 767 0 0 0 0 0
2L94_A 0.51 0.50 0.56 9 341 8 0 7 1 9
2LC8_A 0.00 0.00 0.00 0 528 0 0 0 0 18
2WRQ_Y 0.47 0.22 1.00 2 1150 4 0 0 4 7
2WWQ_V 0.56 0.32 1.00 6 1198 0 0 0 0 13
2XKV_B 0.67 0.73 0.62 8 1822 22 0 5 17 3
2XQD_Y 0.48 0.24 1.00 5 1124 1 0 0 1 16
2XXA_G 0.83 0.74 0.93 26 2017 4 0 2 2 9
2ZZN_D 0.52 0.27 1.00 6 978 0 0 0 0 16
3A2K_C 0.52 0.27 1.00 6 1102 0 0 0 0 16
3A3A_A 0.95 0.90 1.00 27 1473 0 0 0 0 3
3AKZ_H 0.50 0.25 1.00 5 1122 1 0 0 1 15
3AMU_B 0.51 0.26 1.00 5 1152 1 0 0 1 14
3GX2_A 0.92 0.86 1.00 24 1425 1 0 0 1 4
3IVN_B 0.86 0.83 0.90 19 882 2 2 0 0 4
3IZF_C 0.67 0.46 1.00 16 2624 0 0 0 0 19
3J16_L 0.53 0.29 1.00 6 1153 0 0 0 0 15
3J20_0 0.53 0.29 1.00 6 1213 0 0 0 0 15
3J2L_3 0.66 0.44 1.00 15 3005 2 0 0 2 19
3J3D_C 0.56 0.32 1.00 6 962 0 0 0 0 13
3J3E_7 0.68 0.50 0.94 17 2723 2 0 1 1 17
3J3E_8 0.39 0.20 0.75 3 2738 1 1 0 0 12
3J3F_8 0.62 0.47 0.82 9 4750 4 2 0 2 10
3J3F_7 0.68 0.47 1.00 17 2917 1 0 0 1 19
3JYV_7 0.50 0.25 1.00 5 1106 1 0 0 1 15
3JYX_4 0.91 0.83 1.00 10 4746 3 0 0 3 2
3JYX_3 0.65 0.53 0.80 8 2368 8 0 2 6 7
3LA5_A 0.87 0.80 0.95 20 933 1 1 0 0 5
3O58_2 0.72 0.52 1.00 16 2738 0 0 0 0 15
3O58_3 0.68 0.50 0.92 11 4752 2 1 0 1 11
3PDR_A 0.93 0.88 0.98 44 4795 3 0 1 2 6
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.85 0.76 0.96 22 1510 1 0 1 0 7
3ZEX_C 0.56 0.34 0.91 10 5363 3 1 0 2 19
3ZEX_D 0.65 0.43 1.00 15 2781 3 0 0 3 20
3ZND_W 0.00 0.00 0.00 0 1189 6 0 2 4 8
4A1C_2 0.60 0.40 0.89 8 4507 3 1 0 2 12
4A1C_3 0.66 0.43 1.00 16 2747 0 0 0 0 21
4ENB_A 0.72 0.53 1.00 8 464 0 0 0 0 7
4ENC_A 0.73 0.53 1.00 8 488 0 0 0 0 7
4FRG_B 0.81 0.71 0.94 17 1184 2 0 1 1 7
4FRN_A 0.80 0.71 0.91 20 1826 2 1 1 0 8
4JF2_A 0.76 0.63 0.94 15 1066 1 1 0 0 9

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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 694
Total TN 87232
Total FP 815
Total FP CONTRA 188
Total FP INCONS 459
Total FP COMP 168
Total FN 453
Total Scores
MCC 0.553
Average MCC ± 95% Confidence Intervals 0.559 ± 0.083
Sensitivity 0.605
Positive Predictive Value 0.518
Nr of predictions 50

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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
2KE6_A 1.00 1.00 1.00 18 449 1 0 0 1 0
2KUR_A 1.00 1.00 1.00 19 448 0 0 0 0 0
2KUU_A 1.00 1.00 1.00 18 429 1 0 0 1 0
2KUV_A 1.00 1.00 1.00 19 420 0 0 0 0 0
2KUW_A 1.00 1.00 1.00 18 452 1 0 0 1 0
2KX8_A 1.00 1.00 1.00 16 355 0 0 0 0 0
2L1F_A 0.79 0.78 0.82 18 741 4 0 4 0 5
2L1F_B 0.80 0.79 0.83 19 768 4 0 4 0 5
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
2LC8_A 0.44 0.44 0.47 8 511 10 0 9 1 10
2WRQ_Y 0.38 0.56 0.26 5 1133 21 8 6 7 4
2WWQ_V 0.19 0.21 0.19 4 1183 20 3 14 3 15
2XKV_B 0.20 0.27 0.16 3 1816 30 4 12 14 8
2XQD_Y 0.39 0.43 0.38 9 1105 18 2 13 3 12
2XXA_G 0.23 0.26 0.24 9 2007 30 1 28 1 26
2ZZN_D 0.69 0.73 0.67 16 960 11 1 7 3 6
3A2K_C 0.49 0.55 0.46 12 1082 14 3 11 0 10
3A3A_A 0.98 0.97 1.00 29 1471 0 0 0 0 1
3AKZ_H 0.46 0.50 0.43 10 1104 16 5 8 3 10
3AMU_B 0.50 0.58 0.44 11 1132 15 4 10 1 8
3GX2_A 0.58 0.61 0.57 17 1419 15 1 12 2 11
3IVN_B 0.45 0.48 0.46 11 879 14 5 8 1 12
3IZF_C 0.92 0.94 0.89 33 2603 10 0 4 6 2
3J16_L 0.54 0.57 0.52 12 1136 12 4 7 1 9
3J20_0 0.66 0.71 0.63 15 1195 11 3 6 2 6
3J2L_3 0.77 0.79 0.75 27 2984 15 1 8 6 7
3J3D_C 0.54 0.63 0.48 12 943 13 4 9 0 7
3J3E_7 0.55 0.56 0.54 19 2706 23 1 15 7 15
3J3E_8 0.15 0.20 0.12 3 2716 36 11 12 13 12
3J3F_8 0.14 0.21 0.10 4 4720 51 17 20 14 15
3J3F_7 0.88 0.89 0.86 32 2897 9 1 4 4 4
3JYV_7 0.25 0.30 0.24 6 1086 20 8 11 1 14
3JYX_4 0.36 0.58 0.23 7 4725 37 19 5 13 5
3JYX_3 0.46 0.67 0.32 10 2347 28 15 6 7 5
3LA5_A 0.44 0.44 0.48 11 931 12 2 10 0 14
3O58_2 0.25 0.29 0.23 9 2715 31 6 24 1 22
3O58_3 0.28 0.36 0.22 8 4727 39 14 15 10 14
3PDR_A 0.78 0.80 0.77 40 4788 14 5 7 2 10
3RKF_A 0.89 0.88 0.91 21 843 3 0 2 1 3
3SD1_A 0.43 0.45 0.43 13 1503 17 1 16 0 16
3ZEX_C 0.30 0.34 0.27 10 5337 28 6 21 1 19
3ZEX_D 0.23 0.26 0.23 9 2756 33 6 25 2 26
3ZND_W 0.23 0.38 0.15 3 1171 26 9 8 9 5
4A1C_2 0.18 0.25 0.14 5 4480 45 12 19 14 15
4A1C_3 0.86 0.86 0.86 32 2726 9 0 5 4 5
4ENB_A 0.78 0.73 0.85 11 459 4 0 2 2 4
4ENC_A 0.34 0.33 0.38 5 483 11 0 8 3 10
4FRG_B 0.35 0.38 0.35 9 1176 17 3 14 0 15
4FRN_A 0.09 0.11 0.10 3 1818 28 2 25 1 25
4JF2_A 0.74 0.75 0.75 18 1058 7 1 5 1 6

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