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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Fold RNAfold
MCC 0.777 > 0.754
Average MCC ± 95% Confidence Intervals 0.802 ± 0.067 < 0.809 ± 0.063
Sensitivity 0.796 > 0.776
Positive Predictive Value 0.764 > 0.740
Total TP 1216 > 1185
Total TN 121050 > 121039
Total FP 552 < 596
Total FP CONTRA 116 < 130
Total FP INCONS 259 < 287
Total FP COMP 177 < 179
Total FN 312 < 343
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Fold and RNAfold. 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 Fold and RNAfold).

  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 Fold and RNAfold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Fold and RNAfold. 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 Fold and RNAfold).

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Performance of Fold - scored higher in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 1216
Total TN 121050
Total FP 552
Total FP CONTRA 116
Total FP INCONS 259
Total FP COMP 177
Total FN 312
Total Scores
MCC 0.777
Average MCC ± 95% Confidence Intervals 0.802 ± 0.067
Sensitivity 0.796
Positive Predictive Value 0.764
Nr of predictions 82

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KPV_A - 0.96 0.92 1.00 12 201 0 0 0 0 1
2KRL_A - 0.91 0.87 0.95 20 2003 9 1 0 8 3
2KU0_A - 0.96 0.92 1.00 11 281 0 0 0 0 1
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
2KXM_A - 0.93 0.88 1.00 7 142 0 0 0 0 1
2KZL_A - 1.00 1.00 1.00 13 507 1 0 0 1 0
2L1F_B 0.91 0.92 0.92 22 767 2 0 2 0 2
2L1F_A 0.91 0.91 0.91 21 740 2 0 2 0 2
2L2K_A - 1.00 1.00 1.00 17 332 0 0 0 0 0
2L3C_B - 1.00 1.00 1.00 14 225 0 0 0 0 0
2L3E_A - 1.00 1.00 1.00 12 228 1 0 0 1 0
2L3J_B 1.00 1.00 1.00 30 955 0 0 0 0 0
2L5Z_A - 1.00 1.00 1.00 9 102 0 0 0 0 0
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
2LA5_A - 0.77 0.71 0.83 5 269 3 0 1 2 2
2LBS_A - 1.00 1.00 1.00 14 193 0 0 0 0 0
2LC8_A -0.03 0.00 0.00 0 513 15 3 12 0 18
2LDL_A - 1.00 1.00 1.00 9 131 1 0 0 1 0
2LDT_A - 1.00 1.00 1.00 11 151 0 0 0 0 0
2LHP_A - 1.00 1.00 1.00 15 246 0 0 0 0 0
2LI4_A - 1.00 1.00 1.00 14 175 0 0 0 0 0
2LJJ_A - 1.00 1.00 1.00 7 123 3 0 0 3 0
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2LKR_A - 0.90 0.90 0.90 26 2411 10 0 3 7 3
2LQZ_A - 1.00 1.00 1.00 8 124 2 0 0 2 0
2LWK_A - 1.00 1.00 1.00 11 196 1 0 0 1 0
2RRC_A - 0.83 0.71 1.00 5 70 0 0 0 0 2
2WWQ_V 0.97 0.95 1.00 18 1186 3 0 0 3 1
2XKV_B 0.64 0.73 0.57 8 1821 26 0 6 20 3
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2XXA_G 1.00 1.00 1.00 35 2010 1 0 0 1 0
2Y8W_B - 1.00 1.00 1.00 6 82 1 0 0 1 0
2Y9C_V - 0.79 0.83 0.75 15 886 8 0 5 3 3
2YIE_Z - -0.02 0.00 0.00 0 587 15 6 9 0 8
2YIE_X - 0.39 0.43 0.38 3 536 8 1 4 3 4
3ADB_C - 0.86 0.85 0.88 28 1787 4 0 4 0 5
3AKZ_H 1.00 1.00 1.00 20 1107 2 0 0 2 0
3AM1_B - 0.86 0.86 0.86 25 1437 4 0 4 0 4
3AMU_B 0.73 0.79 0.68 15 1135 10 0 7 3 4
3IYQ_A 0.24 0.33 0.18 17 22345 95 40 38 17 34
3IZ4_A 0.60 0.61 0.59 58 25437 47 16 25 6 37
3IZF_C 0.87 0.89 0.86 31 2604 8 0 5 3 4
3J0L_8 - 1.00 1.00 1.00 7 69 0 0 0 0 0
3J0L_a - 0.15 0.18 0.17 2 399 11 4 6 1 9
3J0L_1 - 0.83 0.77 0.91 10 473 4 0 1 3 3
3J0L_h - 0.93 0.88 1.00 28 2112 2 0 0 2 4
3J0L_7 - -0.02 0.00 0.00 0 507 12 2 10 0 10
3J0L_g - -0.01 0.00 0.00 0 174 4 0 2 2 2
3J0L_2 - 0.30 0.31 0.31 8 2224 25 2 16 7 18
3J16_L 0.76 0.76 0.76 16 1138 5 0 5 0 5
3NDB_M - 1.00 1.00 1.00 44 3670 4 0 0 4 0
3NKB_B - 0.41 0.42 0.42 8 716 11 4 7 0 11
3NMU_E - -0.02 0.00 0.00 0 207 11 6 3 2 3
3NPB_A 0.77 0.73 0.82 27 2245 11 0 6 5 10
3O58_3 0.39 0.50 0.31 11 4728 41 9 16 16 11
3O58_2 0.86 0.87 0.84 27 2722 12 0 5 7 4
3OVB_D - 1.00 1.00 1.00 11 215 1 0 0 1 0
3OVS_D - 1.00 1.00 1.00 12 204 0 0 0 0 0
3P22_G - 1.00 1.00 1.00 11 301 0 0 0 0 0
3PDR_A 0.93 0.92 0.94 46 4791 5 1 2 2 4
3R4F_A - 1.00 1.00 1.00 22 884 1 0 0 1 0
3R9X_C - 1.00 1.00 1.00 8 221 2 0 0 2 0
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.68 0.69 0.69 20 1504 9 4 5 0 9
3SIU_F - 1.00 1.00 1.00 8 137 0 0 0 0 0
3SN2_B 1.00 1.00 1.00 12 142 0 0 0 0 0
3TRZ_Z - 1.00 1.00 1.00 5 87 1 0 0 1 0
3TS0_U - 1.00 1.00 1.00 6 112 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 103 0 0 0 0 0
3U4M_B - 0.58 0.59 0.59 13 1254 9 2 7 0 9
3UZL_B 1.00 1.00 1.00 16 1277 8 0 0 8 0
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
4A1C_2 0.19 0.25 0.15 5 4482 43 11 18 14 15
4A1C_3 0.86 0.84 0.89 31 2728 7 0 4 3 6
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ENB_A 0.37 0.33 0.45 5 461 7 0 6 1 10
4ENC_A 0.36 0.33 0.42 5 484 8 0 7 1 10

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Performance of RNAfold - scored lower in this pairwise comparison

1. Total counts & total scores for RNAfold

Total Base Pair Counts
Total TP 1185
Total TN 121039
Total FP 596
Total FP CONTRA 130
Total FP INCONS 287
Total FP COMP 179
Total FN 343
Total Scores
MCC 0.754
Average MCC ± 95% Confidence Intervals 0.809 ± 0.063
Sensitivity 0.776
Positive Predictive Value 0.740
Nr of predictions 82

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KPV_A - 0.96 0.92 1.00 12 201 0 0 0 0 1
2KRL_A - 0.91 0.87 0.95 20 2003 9 1 0 8 3
2KU0_A - 1.00 1.00 1.00 12 280 0 0 0 0 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
2KXM_A - 1.00 1.00 1.00 8 141 0 0 0 0 0
2KZL_A - 1.00 1.00 1.00 13 507 1 0 0 1 0
2L1F_B 1.00 1.00 1.00 24 767 0 0 0 0 0
2L1F_A 1.00 1.00 1.00 23 740 0 0 0 0 0
2L2K_A - 1.00 1.00 1.00 17 332 0 0 0 0 0
2L3C_B - 1.00 1.00 1.00 14 225 0 0 0 0 0
2L3E_A - 1.00 1.00 1.00 12 228 1 0 0 1 0
2L3J_B 1.00 1.00 1.00 30 955 0 0 0 0 0
2L5Z_A - 1.00 1.00 1.00 9 102 0 0 0 0 0
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
2LA5_A - 0.77 0.71 0.83 5 269 3 0 1 2 2
2LBS_A - 1.00 1.00 1.00 14 193 0 0 0 0 0
2LC8_A 0.64 0.61 0.69 11 512 5 0 5 0 7
2LDL_A - 1.00 1.00 1.00 9 131 1 0 0 1 0
2LDT_A - 1.00 1.00 1.00 11 151 0 0 0 0 0
2LHP_A - 1.00 1.00 1.00 15 246 0 0 0 0 0
2LI4_A - 1.00 1.00 1.00 14 175 0 0 0 0 0
2LJJ_A - 1.00 1.00 1.00 7 123 3 0 0 3 0
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2LKR_A - 1.00 1.00 1.00 29 2411 8 0 0 8 0
2LQZ_A - 1.00 1.00 1.00 8 124 2 0 0 2 0
2LWK_A - 0.95 0.91 1.00 10 197 1 0 0 1 1
2RRC_A - 1.00 1.00 1.00 7 68 0 0 0 0 0
2WWQ_V 1.00 1.00 1.00 19 1185 5 0 0 5 0
2XKV_B 0.64 0.73 0.57 8 1821 25 0 6 19 3
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2XXA_G 0.35 0.34 0.38 12 2013 21 1 19 1 23
2Y8W_B - 1.00 1.00 1.00 6 82 1 0 0 1 0
2Y9C_V - 0.79 0.83 0.75 15 886 8 0 5 3 3
2YIE_Z - -0.02 0.00 0.00 0 587 15 6 9 0 8
2YIE_X - 0.33 0.43 0.27 3 533 11 3 5 3 4
3ADB_C - 0.35 0.36 0.36 12 1786 22 1 20 1 21
3AKZ_H 0.48 0.50 0.48 10 1106 13 4 7 2 10
3AM1_B - 0.74 0.76 0.73 22 1436 8 3 5 0 7
3AMU_B 0.81 0.79 0.83 15 1139 6 0 3 3 4
3IYQ_A 0.24 0.33 0.17 17 22340 95 45 38 12 34
3IZ4_A 0.56 0.60 0.52 57 25426 57 26 27 4 38
3IZF_C 0.75 0.77 0.73 27 2603 15 0 10 5 8
3J0L_8 - 1.00 1.00 1.00 7 69 0 0 0 0 0
3J0L_a - 0.18 0.18 0.22 2 402 8 3 4 1 9
3J0L_1 - 0.83 0.77 0.91 10 473 4 0 1 3 3
3J0L_h - 0.87 0.81 0.93 26 2112 4 1 1 2 6
3J0L_7 - -0.02 0.00 0.00 0 507 12 2 10 0 10
3J0L_g - -0.01 0.00 0.00 0 173 5 1 2 2 2
3J0L_2 - 0.30 0.31 0.31 8 2224 25 2 16 7 18
3J16_L 0.90 0.81 1.00 17 1142 0 0 0 0 4
3NDB_M - 0.93 0.93 0.93 41 3670 9 0 3 6 3
3NKB_B - 0.69 0.74 0.67 14 714 7 0 7 0 5
3NMU_E - 1.00 1.00 1.00 3 213 5 0 0 5 0
3NPB_A 0.91 0.86 0.97 32 2245 5 1 0 4 5
3O58_3 0.41 0.50 0.34 11 4732 35 6 15 14 11
3O58_2 0.72 0.74 0.70 23 2721 19 0 10 9 8
3OVB_D - 1.00 1.00 1.00 11 215 1 0 0 1 0
3OVS_D - 1.00 1.00 1.00 12 204 0 0 0 0 0
3P22_G - 1.00 1.00 1.00 11 301 0 0 0 0 0
3PDR_A 0.90 0.90 0.90 45 4790 7 2 3 2 5
3R4F_A - 1.00 1.00 1.00 22 884 1 0 0 1 0
3R9X_C - 1.00 1.00 1.00 8 221 2 0 0 2 0
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.77 0.76 0.79 22 1505 6 4 2 0 7
3SIU_F - 1.00 1.00 1.00 8 137 0 0 0 0 0
3SN2_B 0.95 0.92 1.00 11 143 0 0 0 0 1
3TRZ_Z - 1.00 1.00 1.00 5 87 1 0 0 1 0
3TS0_U - 1.00 1.00 1.00 6 112 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 103 0 0 0 0 0
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
3UZL_B 0.49 0.50 0.50 8 1277 15 0 8 7 8
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
4A1C_2 0.19 0.25 0.15 5 4482 43 11 18 14 15
4A1C_3 0.88 0.86 0.89 32 2727 7 0 4 3 5
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ENB_A 0.85 0.73 1.00 11 461 2 0 0 2 4
4ENC_A 0.37 0.33 0.45 5 485 7 0 6 1 10

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