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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Afold Alterna
MCC 0.810 > 0.778
Average MCC ± 95% Confidence Intervals 0.787 ± 0.082 > 0.772 ± 0.077
Sensitivity 0.820 > 0.785
Positive Predictive Value 0.810 > 0.782
Total TP 822 > 787
Total TN 35511 < 35520
Total FP 272 < 295
Total FP CONTRA 39 < 58
Total FP INCONS 154 < 161
Total FP COMP 79 > 76
Total FN 180 < 215
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Afold and Alterna. 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 Afold and Alterna).

  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 Afold and Alterna).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Afold and Alterna. 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 Afold and Alterna).

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Performance of Afold - scored higher in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP 822
Total TN 35511
Total FP 272
Total FP CONTRA 39
Total FP INCONS 154
Total FP COMP 79
Total FN 180
Total Scores
MCC 0.810
Average MCC ± 95% Confidence Intervals 0.787 ± 0.082
Sensitivity 0.820
Positive Predictive Value 0.810
Nr of predictions 69

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2K5Z_A - 1.00 1.00 1.00 11 175 0 0 0 0 0
2K63_A - 1.00 1.00 1.00 9 159 0 0 0 0 0
2K66_A - 1.00 1.00 1.00 9 80 0 0 0 0 0
2KD8_A - 1.00 1.00 1.00 9 99 0 0 0 0 0
2KDQ_B 1.00 1.00 1.00 10 164 0 0 0 0 0
2KE6_A 1.00 1.00 1.00 18 449 1 0 0 1 0
2KEZ_A - 1.00 1.00 1.00 8 94 0 0 0 0 0
2KFC_A - -0.03 0.00 0.00 0 228 8 1 7 0 8
2KGP_A - 1.00 1.00 1.00 9 112 1 0 0 1 0
2KMJ_A - 1.00 1.00 1.00 11 157 0 0 0 0 0
2KPV_A - 0.96 0.92 1.00 12 201 0 0 0 0 1
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_A 0.98 1.00 0.96 23 739 1 0 1 0 0
2L1F_B 0.98 1.00 0.96 24 766 1 0 1 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
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 6 0 5 1 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
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2RP0_A - 0.76 0.71 0.83 5 110 1 0 1 0 2
2RPT_A - 1.00 1.00 1.00 7 65 0 0 0 0 0
2WRQ_Y 1.00 1.00 1.00 9 1143 14 0 0 14 0
2WW9_D - 0.08 0.10 0.08 1 729 16 2 9 5 9
2WW9_F - 0.68 0.75 0.67 6 103 4 1 2 1 2
2WW9_E - 0.79 0.80 0.80 4 167 1 0 1 0 1
2YIE_Z - -0.02 0.00 0.00 0 587 16 6 9 1 8
2YIE_X - 0.53 0.57 0.50 4 536 8 1 3 4 3
2ZY6_A - 0.63 0.78 0.54 7 263 6 3 3 0 2
2ZZM_B 0.25 0.27 0.25 4 1342 20 3 9 8 11
2ZZN_D 0.91 0.91 0.91 20 962 3 2 0 1 2
3A2K_C 0.46 0.50 0.44 11 1083 14 3 11 0 11
3A3A_A 0.93 0.87 1.00 26 1474 0 0 0 0 4
3ADB_C - 0.85 0.85 0.85 28 1786 6 0 5 1 5
3AKZ_H 0.19 0.20 0.21 4 1108 17 4 11 2 16
3AM1_B - 0.79 0.79 0.79 23 1437 6 0 6 0 6
3DW4_A - -0.04 0.00 0.00 0 135 7 1 4 2 6
3GCA_A - -0.04 0.00 0.00 0 151 9 1 6 2 7
3HAY_E - 1.00 1.00 1.00 14 910 8 0 0 8 0
3HJW_D - 0.97 1.00 0.94 16 592 3 0 1 2 0
3IAB_R - 1.00 1.00 1.00 12 373 0 0 0 0 0
3ID5_D - 0.59 0.60 0.60 3 224 6 0 2 4 2
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A 0.67 0.68 0.68 19 1444 9 1 8 0 9
3J0L_1 - 0.83 0.77 0.91 10 473 5 0 1 4 3
3J0L_7 - -0.02 0.00 0.00 0 504 15 1 14 0 10
3JYV_7 -0.02 0.00 0.00 0 1088 23 4 19 0 20
3KTW_C - 0.94 0.96 0.92 24 1754 10 0 2 8 1
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.69 0.74 0.67 14 714 7 0 7 0 5
3NMU_E - -0.02 0.00 0.00 0 208 10 5 3 2 3
3OVS_D - 0.82 0.83 0.83 10 204 2 0 2 0 2
3P22_G - 0.91 0.91 0.91 10 301 1 0 1 0 1
3R4F_A - 1.00 1.00 1.00 22 884 1 0 0 1 0
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
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

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Performance of Alterna - scored lower in this pairwise comparison

1. Total counts & total scores for Alterna

Total Base Pair Counts
Total TP 787
Total TN 35520
Total FP 295
Total FP CONTRA 58
Total FP INCONS 161
Total FP COMP 76
Total FN 215
Total Scores
MCC 0.778
Average MCC ± 95% Confidence Intervals 0.772 ± 0.077
Sensitivity 0.785
Positive Predictive Value 0.782
Nr of predictions 69

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2K5Z_A - 1.00 1.00 1.00 11 175 0 0 0 0 0
2K63_A - 1.00 1.00 1.00 9 159 0 0 0 0 0
2K66_A - 1.00 1.00 1.00 9 80 0 0 0 0 0
2KD8_A - 1.00 1.00 1.00 9 99 0 0 0 0 0
2KDQ_B 1.00 1.00 1.00 10 164 0 0 0 0 0
2KE6_A 0.94 0.94 0.94 17 449 2 0 1 1 1
2KEZ_A - 1.00 1.00 1.00 8 94 0 0 0 0 0
2KFC_A - 0.79 0.63 1.00 5 231 0 0 0 0 3
2KGP_A - 1.00 1.00 1.00 9 112 1 0 0 1 0
2KMJ_A - 1.00 1.00 1.00 11 157 0 0 0 0 0
2KPV_A - 0.56 0.54 0.64 7 202 4 0 4 0 6
2KU0_A - 0.39 0.42 0.42 5 280 7 2 5 0 7
2KUR_A 0.95 0.95 0.95 18 448 1 0 1 0 1
2KUU_A 0.94 0.94 0.94 17 429 2 0 1 1 1
2KUV_A 0.94 0.95 0.95 18 420 1 0 1 0 1
2KUW_A 1.00 1.00 1.00 18 452 1 0 0 1 0
2KX8_A 0.93 0.94 0.94 15 355 1 0 1 0 1
2KXM_A - 0.78 0.63 1.00 5 144 0 0 0 0 3
2KZL_A - 1.00 1.00 1.00 13 507 4 0 0 4 0
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
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
2LBS_A - 1.00 1.00 1.00 14 193 0 0 0 0 0
2LC8_A 0.47 0.44 0.53 8 513 7 0 7 0 10
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
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2RP0_A - 0.84 0.71 1.00 5 111 0 0 0 0 2
2RPT_A - 1.00 1.00 1.00 7 65 0 0 0 0 0
2WRQ_Y 1.00 1.00 1.00 9 1143 14 0 0 14 0
2WW9_D - -0.02 0.00 0.00 0 724 17 8 9 0 10
2WW9_F - 0.86 0.75 1.00 6 106 1 0 0 1 2
2WW9_E - -0.03 0.00 0.00 0 168 5 0 4 1 5
2YIE_Z - -0.02 0.00 0.00 0 587 15 6 9 0 8
2YIE_X - 0.53 0.57 0.50 4 536 9 1 3 5 3
2ZY6_A - 0.69 0.78 0.64 7 265 5 2 2 1 2
2ZZM_B 0.12 0.13 0.13 2 1342 21 3 11 7 13
2ZZN_D 0.93 0.95 0.91 21 961 2 2 0 0 1
3A2K_C 0.49 0.55 0.46 12 1082 14 3 11 0 10
3A3A_A 0.93 0.87 1.00 26 1474 0 0 0 0 4
3ADB_C - 0.63 0.64 0.64 21 1786 12 1 11 0 12
3AKZ_H 0.45 0.50 0.42 10 1103 16 6 8 2 10
3AM1_B - 0.67 0.69 0.67 20 1436 10 3 7 0 9
3DW4_A - 0.91 0.83 1.00 5 135 3 0 0 3 1
3GCA_A - 0.84 0.71 1.00 5 153 0 0 0 0 2
3HAY_E - 1.00 1.00 1.00 14 910 9 0 0 9 0
3HJW_D - 0.94 0.94 0.94 15 593 3 0 1 2 1
3IAB_R - 1.00 1.00 1.00 12 373 4 0 0 4 0
3ID5_D - -0.02 0.00 0.00 0 224 5 1 4 0 5
3IVN_B 0.81 0.78 0.86 18 882 3 2 1 0 5
3IWN_A 0.81 0.79 0.85 22 1446 5 1 3 1 6
3J0L_1 - 0.63 0.62 0.67 8 472 8 0 4 4 5
3J0L_7 - 0.37 0.40 0.36 4 508 9 2 5 2 6
3JYV_7 -0.02 0.00 0.00 0 1089 22 4 18 0 20
3KTW_C - 0.48 0.52 0.46 13 1752 21 2 13 6 12
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.41 0.42 0.42 8 716 11 3 8 0 11
3NMU_E - -0.02 0.00 0.00 0 208 10 5 3 2 3
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
3R4F_A - 1.00 1.00 1.00 22 884 1 0 0 1 0
3RKF_A 0.82 0.79 0.86 19 844 3 1 2 0 5
3SIU_F - 0.69 0.75 0.67 6 136 3 0 3 0 2
3SN2_B 0.91 0.83 1.00 10 144 0 0 0 0 2

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