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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNAsubopt RDfolder
MCC 0.792 > 0.682
Average MCC ± 95% Confidence Intervals 0.788 ± 0.066 > 0.691 ± 0.076
Sensitivity 0.790 > 0.643
Positive Predictive Value 0.805 > 0.739
Total TP 1036 > 843
Total TN 49995 < 50142
Total FP 365 > 362
Total FP CONTRA 58 < 72
Total FP INCONS 193 < 225
Total FP COMP 114 > 65
Total FN 275 < 468
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of RNAsubopt and RDfolder. 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 RNAsubopt and RDfolder).

  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 RNAsubopt and RDfolder).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNAsubopt and RDfolder. 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 RNAsubopt and RDfolder).

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Performance of RNAsubopt - scored higher in this pairwise comparison

1. Total counts & total scores for RNAsubopt

Total Base Pair Counts
Total TP 1036
Total TN 49995
Total FP 365
Total FP CONTRA 58
Total FP INCONS 193
Total FP COMP 114
Total FN 275
Total Scores
MCC 0.792
Average MCC ± 95% Confidence Intervals 0.788 ± 0.066
Sensitivity 0.790
Positive Predictive Value 0.805
Nr of predictions 92

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2K5Z_A - 0.95 0.91 1.00 10 176 0 0 0 0 1
2K63_A - 0.94 0.89 1.00 8 160 0 0 0 0 1
2K66_A - 1.00 1.00 1.00 9 80 0 0 0 0 0
2KD8_A - 0.87 0.78 1.00 7 101 0 0 0 0 2
2KDQ_B 1.00 1.00 1.00 10 164 0 0 0 0 0
2KE6_A 0.88 0.89 0.89 16 449 3 0 2 1 2
2KEZ_A - 1.00 1.00 1.00 8 94 0 0 0 0 0
2KFC_A - -0.03 0.00 0.00 0 229 7 1 6 0 8
2KGP_A - 1.00 1.00 1.00 9 112 0 0 0 0 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 - 0.96 0.92 1.00 11 281 0 0 0 0 1
2KUR_A 0.89 0.89 0.89 17 448 2 0 2 0 2
2KUU_A 0.88 0.89 0.89 16 429 3 0 2 1 2
2KUV_A 0.89 0.89 0.89 17 420 2 0 2 0 2
2KUW_A 0.94 0.94 0.94 17 452 2 0 1 1 1
2KX8_A 0.97 0.94 1.00 15 356 0 0 0 0 1
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 0.96 0.92 1.00 22 769 0 0 0 0 2
2L1F_A 0.95 0.91 1.00 21 742 0 0 0 0 2
2L2K_A - 1.00 1.00 1.00 17 332 0 0 0 0 0
2L3C_B - 0.96 0.93 1.00 13 226 0 0 0 0 1
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
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
2RRC_A - 1.00 1.00 1.00 7 68 0 0 0 0 0
2WRQ_Y 1.00 1.00 1.00 9 1143 13 0 0 13 0
2WW9_D - 0.09 0.10 0.11 1 732 13 2 6 5 9
2WW9_F - 0.52 0.63 0.50 5 102 5 1 4 0 3
2WW9_E - -0.03 0.00 0.00 0 168 5 0 4 1 5
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 0.83 0.81 0.85 17 1109 4 0 3 1 4
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 - 1.00 1.00 1.00 7 537 4 0 0 4 0
2ZY6_A - 0.66 0.78 0.58 7 264 5 3 2 0 2
2ZZM_B 0.29 0.33 0.26 5 1339 22 5 9 8 10
2ZZN_D 0.52 0.55 0.52 12 961 11 3 8 0 10
3A2K_C 0.47 0.50 0.46 11 1084 13 3 10 0 11
3A3A_A 0.97 0.93 1.00 28 1472 0 0 0 0 2
3ADB_C - 0.98 0.97 1.00 32 1787 0 0 0 0 1
3AKZ_H 0.43 0.45 0.43 9 1106 14 3 9 2 11
3AM1_B - 1.00 1.00 1.00 29 1437 0 0 0 0 0
3AMU_B 0.81 0.79 0.83 15 1139 6 0 3 3 4
3DW4_A - -0.03 0.00 0.00 0 136 6 1 3 2 6
3GCA_A - 0.84 0.71 1.00 5 153 0 0 0 0 2
3GX2_A 0.53 0.54 0.54 15 1421 14 4 9 1 13
3HAY_E - 1.00 1.00 1.00 14 910 4 0 0 4 0
3HJW_D - 0.97 0.94 1.00 15 594 2 0 0 2 1
3IAB_R - 1.00 1.00 1.00 12 373 0 0 0 0 0
3ID5_D - 0.54 0.60 0.50 3 223 5 1 2 2 2
3IVN_B 0.88 0.78 1.00 18 885 0 0 0 0 5
3IWN_A 0.69 0.68 0.70 19 1445 9 1 7 1 9
3J0L_8 - 1.00 1.00 1.00 7 69 0 0 0 0 0
3J0L_a - 0.35 0.36 0.36 4 400 8 3 4 1 7
3J0L_1 - 0.83 0.77 0.91 10 473 4 0 1 3 3
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
3J16_L 0.49 0.52 0.48 11 1136 12 3 9 0 10
3JYV_7 -0.02 0.00 0.00 0 1090 21 4 17 0 20
3KTW_C - 1.00 1.00 1.00 25 1755 8 0 0 8 0
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.66 0.68 0.65 13 715 7 0 7 0 6
3NMU_E - 1.00 1.00 1.00 3 213 5 0 0 5 0
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
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 0.73 0.72 0.75 21 1505 7 4 3 0 8
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
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.62 0.62 0.64 18 1409 11 4 6 1 11
4ENB_A 0.85 0.73 1.00 11 461 2 0 0 2 4
4ENC_A 0.36 0.33 0.42 5 484 7 0 7 0 10

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Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

Total Base Pair Counts
Total TP 843
Total TN 50142
Total FP 362
Total FP CONTRA 72
Total FP INCONS 225
Total FP COMP 65
Total FN 468
Total Scores
MCC 0.682
Average MCC ± 95% Confidence Intervals 0.691 ± 0.076
Sensitivity 0.643
Positive Predictive Value 0.739
Nr of predictions 92

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2K5Z_A - 0.79 0.64 1.00 7 179 0 0 0 0 4
2K63_A - 0.94 0.89 1.00 8 160 0 0 0 0 1
2K66_A - 0.94 0.89 1.00 8 81 0 0 0 0 1
2KD8_A - 0.94 0.89 1.00 8 100 0 0 0 0 1
2KDQ_B 1.00 1.00 1.00 10 164 0 0 0 0 0
2KE6_A 0.91 0.83 1.00 15 452 1 0 0 1 3
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 0 0 0 0 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 - -0.03 0.00 0.00 0 285 7 2 5 0 12
2KUR_A 0.91 0.84 1.00 16 451 0 0 0 0 3
2KUU_A 0.91 0.83 1.00 15 432 1 0 0 1 3
2KUV_A 0.91 0.84 1.00 16 423 0 0 0 0 3
2KUW_A 0.94 0.89 1.00 16 454 0 0 0 0 2
2KX8_A 0.93 0.88 1.00 14 357 0 0 0 0 2
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_B 1.00 1.00 1.00 24 767 0 0 0 0 0
2L1F_A -0.02 0.00 0.00 0 750 13 2 11 0 23
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 1 0 1 0 2
2LBS_A - 1.00 1.00 1.00 14 193 0 0 0 0 0
2LC8_A -0.03 0.00 0.00 0 514 14 3 11 0 18
2LDL_A - 1.00 1.00 1.00 9 131 0 0 0 0 0
2LDT_A - 0.79 0.64 1.00 7 155 0 0 0 0 4
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 - -0.07 0.00 0.00 0 68 4 1 3 0 7
2RRC_A - 0.83 0.71 1.00 5 70 0 0 0 0 2
2WRQ_Y 1.00 1.00 1.00 9 1143 13 0 0 13 0
2WW9_D - 0.31 0.10 1.00 1 740 3 0 0 3 9
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
2WWQ_V 0.80 0.74 0.88 14 1188 4 0 2 2 5
2XKV_B -0.01 0.00 0.00 0 1813 22 10 12 0 11
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2Y8W_B - 1.00 1.00 1.00 6 82 1 0 0 1 0
2Y9C_V - 0.68 0.67 0.71 12 889 7 0 5 2 6
2YIE_Z - 0.53 0.63 0.45 5 591 6 4 2 0 3
2YIE_X - 0.57 0.57 0.57 4 537 5 0 3 2 3
2ZY6_A - 0.66 0.78 0.58 7 264 5 3 2 0 2
2ZZM_B 0.15 0.20 0.13 3 1334 21 7 14 0 12
2ZZN_D 0.93 0.95 0.91 21 961 2 2 0 0 1
3A2K_C 0.98 0.95 1.00 21 1087 0 0 0 0 1
3A3A_A 0.59 0.50 0.71 15 1479 6 0 6 0 15
3ADB_C - 0.48 0.45 0.54 15 1791 13 1 12 0 18
3AKZ_H 0.53 0.55 0.52 11 1106 12 1 9 2 9
3AM1_B - 0.52 0.52 0.54 15 1438 13 4 9 0 14
3AMU_B 0.20 0.21 0.22 4 1139 16 4 10 2 15
3DW4_A - -0.03 0.00 0.00 0 136 4 1 3 0 6
3GCA_A - 0.84 0.71 1.00 5 153 0 0 0 0 2
3GX2_A 0.60 0.57 0.64 16 1424 10 2 7 1 12
3HAY_E - 1.00 1.00 1.00 14 910 7 0 0 7 0
3HJW_D - 0.90 0.88 0.93 14 594 3 0 1 2 2
3IAB_R - 1.00 1.00 1.00 12 373 4 0 0 4 0
3ID5_D - -0.02 0.00 0.00 0 223 6 3 3 0 5
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A -0.01 0.00 0.00 0 1462 10 1 9 0 28
3J0L_8 - 0.92 0.86 1.00 6 70 0 0 0 0 1
3J0L_a - -0.02 0.00 0.00 0 407 4 3 1 0 11
3J0L_1 - 0.73 0.62 0.89 8 475 3 0 1 2 5
3J0L_7 - -0.01 0.00 0.00 0 514 5 1 4 0 10
3J0L_g - -0.01 0.00 0.00 0 173 3 2 1 0 2
3J16_L 0.26 0.24 0.31 5 1143 11 0 11 0 16
3JYV_7 -0.02 0.00 0.00 0 1091 20 4 16 0 20
3KTW_C - 0.11 0.12 0.13 3 1757 23 3 17 3 22
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.43 0.42 0.47 8 718 9 2 7 0 11
3NMU_E - 0.57 0.33 1.00 1 215 3 0 0 3 2
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 - 0.95 0.91 1.00 10 302 0 0 0 0 1
3R4F_A - 0.78 0.73 0.84 16 887 4 2 1 1 6
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 0.35 0.24 0.54 7 1520 6 1 5 0 22
3SIU_F - 0.86 0.75 1.00 6 139 0 0 0 0 2
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 0 0 0 0 0
3TS0_U - 0.91 0.83 1.00 5 113 0 0 0 0 1
3TS2_V - 1.00 1.00 1.00 5 103 0 0 0 0 0
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.42 0.38 0.48 11 1414 13 3 9 1 18
4ENB_A 0.48 0.40 0.60 6 462 4 0 4 0 9
4ENC_A 0.48 0.40 0.60 6 486 4 0 4 0 9

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