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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric IPknot Fold
MCC 0.513 > 0.411
Average MCC ± 95% Confidence Intervals 0.514 ± 0.080 > 0.429 ± 0.086
Sensitivity 0.411 > 0.364
Positive Predictive Value 0.641 > 0.467
Total TP 1189 > 1053
Total TN 2521932 > 2521530
Total FP 724 < 1287
Total FP CONTRA 57 < 106
Total FP INCONS 608 < 1097
Total FP COMP 59 < 84
Total FN 1707 < 1843
P-value 3.56938820447e-08

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Performance plots


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

  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 IPknot and Fold).

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

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Performance of IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 1189
Total TN 2521932
Total FP 724
Total FP CONTRA 57
Total FP INCONS 608
Total FP COMP 59
Total FN 1707
Total Scores
MCC 0.513
Average MCC ± 95% Confidence Intervals 0.514 ± 0.080
Sensitivity 0.411
Positive Predictive Value 0.641
Nr of predictions 46

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.40 0.30 0.55 6 1529 5 1 4 0 14
2LKR_A - 0.84 0.77 0.91 30 6072 4 0 3 1 9
2M58_A - 0.60 0.41 0.88 7 1645 1 1 0 0 10
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_a - 0.21 0.19 0.25 3 1116 9 1 8 0 13
3J0L_2 - 0.39 0.36 0.43 12 6188 18 2 14 2 21
3J0L_7 - -0.01 0.00 0.00 0 1218 7 0 7 0 17
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_2 0.61 0.52 0.72 329 1116306 135 8 122 5 304
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
3J2C_O - 0.82 0.67 1.00 42 10254 1 0 0 1 21
3J2C_M - 0.54 0.42 0.69 86 106367 43 6 32 5 121
3J2L_3 0.66 0.55 0.81 29 7839 9 0 7 2 24
3J3D_C 0.52 0.43 0.63 12 2756 7 0 7 0 16
3J3E_7 0.47 0.35 0.63 19 7110 11 0 11 0 35
3J3E_8 0.00 0.00 0.00 0 7484 25 2 17 6 33
3J3F_8 0.33 0.33 0.33 12 12210 37 4 20 13 24
3J3F_7 0.67 0.60 0.75 30 7220 10 1 9 0 20
3J3V_B 0.40 0.30 0.55 17 6990 14 0 14 0 40
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.61 0.48 0.80 20 3891 5 0 5 0 22
3U4M_B - 0.68 0.54 0.87 20 3137 3 1 2 0 17
3UZL_B 0.72 0.54 0.95 20 3549 1 0 1 0 17
3W1K_J 0.87 0.79 0.97 30 4155 1 1 0 0 8
3W3S_B 0.85 0.75 0.97 30 4722 2 0 1 1 10
3ZEX_B - 0.27 0.18 0.40 101 1072127 154 6 146 2 457
3ZEX_D 0.72 0.63 0.82 31 6983 7 0 7 0 18
3ZEX_G - 0.70 0.61 0.82 45 16416 14 1 9 4 29
3ZEX_H - 0.20 0.18 0.22 7 9013 25 4 21 0 31
3ZEX_C 0.41 0.21 0.79 11 14182 6 1 2 3 41
3ZEX_F - 0.00 0.00 0.00 0 2619 9 2 7 0 12
3ZEX_E - 0.00 0.00 0.00 0 21894 53 4 47 2 77
3ZND_W 0.20 0.22 0.19 5 2977 23 1 20 2 18
4A1C_3 0.69 0.57 0.84 31 7103 6 1 5 0 23
4A1C_2 0.17 0.15 0.19 5 11755 26 4 17 5 28
4AOB_A 0.42 0.33 0.54 14 4345 13 1 11 1 28
4ATO_G - 0.41 0.40 0.44 4 519 6 0 5 1 6
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.52 0.42 0.67 8 1314 4 0 4 0 11
4FNJ_A - 0.79 0.63 1.00 10 585 0 0 0 0 6
4FRG_B 0.69 0.56 0.86 18 3465 3 1 2 0 14
4FRN_A 0.69 0.56 0.87 20 5128 3 1 2 0 16
4JF2_A 0.84 0.74 0.96 23 2826 1 1 0 0 8
4JRC_A - 0.39 0.22 0.71 5 1533 2 0 2 0 18

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Performance of Fold - scored lower in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 1053
Total TN 2521530
Total FP 1287
Total FP CONTRA 106
Total FP INCONS 1097
Total FP COMP 84
Total FN 1843
Total Scores
MCC 0.411
Average MCC ± 95% Confidence Intervals 0.429 ± 0.086
Sensitivity 0.364
Positive Predictive Value 0.467
Nr of predictions 46

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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
2LC8_A -0.01 0.00 0.00 0 1525 15 2 13 0 20
2LKR_A - 0.85 0.79 0.91 31 6071 5 0 3 2 8
2M58_A - -0.01 0.00 0.00 0 1638 15 0 15 0 17
3AMU_B 0.64 0.59 0.70 16 2980 9 0 7 2 11
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_a - 0.20 0.19 0.23 3 1115 10 2 8 0 13
3J0L_2 - 0.25 0.24 0.26 8 6185 25 2 21 2 25
3J0L_7 - -0.01 0.00 0.00 0 1213 12 0 12 0 17
3J16_L 0.63 0.53 0.76 16 2754 5 0 5 0 14
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_2 0.45 0.40 0.51 256 1116260 253 15 234 4 377
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
3J2C_O - 0.59 0.54 0.65 34 10244 18 1 17 0 29
3J2C_M - 0.19 0.15 0.23 32 106350 110 5 104 1 175
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3J3D_C 0.47 0.43 0.52 12 2752 11 1 10 0 16
3J3E_7 0.46 0.37 0.57 20 7105 15 1 14 0 34
3J3E_8 0.00 0.00 0.00 0 7478 34 2 23 9 33
3J3F_8 0.28 0.28 0.29 10 12211 39 5 20 14 26
3J3F_7 0.79 0.68 0.92 34 7223 4 0 3 1 16
3J3V_B 0.51 0.42 0.63 24 6983 14 1 13 0 33
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.57 0.48 0.69 20 3887 9 1 8 0 22
3U4M_B - 0.45 0.35 0.59 13 3138 9 1 8 0 24
3UZL_B 0.77 0.62 0.96 23 3546 1 0 1 0 14
3W1K_J 0.87 0.79 0.97 30 4155 1 1 0 0 8
3W3S_B 0.85 0.75 0.97 30 4722 2 0 1 1 10
3ZEX_B - 0.27 0.24 0.30 135 1071923 334 34 288 12 423
3ZEX_D 0.76 0.67 0.87 33 6983 5 1 4 0 16
3ZEX_G - 0.76 0.65 0.89 48 16417 12 0 6 6 26
3ZEX_H - 0.18 0.18 0.19 7 9008 30 5 25 0 31
3ZEX_C 0.22 0.21 0.24 11 14151 45 4 30 11 41
3ZEX_F - 0.00 0.00 0.00 0 2617 11 2 9 0 12
3ZEX_E - 0.00 0.00 0.00 0 21890 57 2 53 2 77
3ZND_W 0.20 0.22 0.19 5 2977 23 1 20 2 18
4A1C_3 0.68 0.57 0.82 31 7102 7 1 6 0 23
4A1C_2 0.14 0.15 0.14 5 11744 43 5 27 11 28
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ATO_G - 0.32 0.30 0.38 3 520 5 1 4 0 7
4ENB_A 0.32 0.26 0.42 5 1263 7 1 6 0 14
4ENC_A 0.31 0.26 0.38 5 1313 8 1 7 0 14
4FNJ_A - 0.79 0.63 1.00 10 585 0 0 0 0 6
4FRG_B 0.24 0.22 0.27 7 3460 19 3 16 0 25
4FRN_A 0.41 0.36 0.46 13 5123 15 2 13 0 23
4JF2_A 0.78 0.61 1.00 19 2831 0 0 0 0 12
4JRC_A - 0.29 0.26 0.35 6 1523 11 0 11 0 17

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