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

  1. Overview

  2. Performance Plots

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

  4. Performance of Vsfold5 - scored lower in this pairwise comparison

  5. Compile and download dataset for HotKnots & Vsfold5 [.zip] - may take several seconds...


Overview

Metric HotKnots Vsfold5
MCC 0.747 > 0.593
Average MCC ± 95% Confidence Intervals 0.792 ± 0.050 > 0.666 ± 0.062
Sensitivity 0.768 > 0.595
Positive Predictive Value 0.732 > 0.601
Total TP 1771 > 1371
Total TN 175182 < 175318
Total FP 933 < 1089
Total FP CONTRA 218 < 260
Total FP INCONS 429 < 651
Total FP COMP 286 > 178
Total FN 534 < 934
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of HotKnots and Vsfold5. 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 HotKnots and Vsfold5).

  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 HotKnots and Vsfold5).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for HotKnots and Vsfold5. 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 HotKnots and Vsfold5).

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Performance of HotKnots - scored higher in this pairwise comparison

1. Total counts & total scores for HotKnots

Total Base Pair Counts
Total TP 1771
Total TN 175182
Total FP 933
Total FP CONTRA 218
Total FP INCONS 429
Total FP COMP 286
Total FN 534
Total Scores
MCC 0.747
Average MCC ± 95% Confidence Intervals 0.792 ± 0.050
Sensitivity 0.768
Positive Predictive Value 0.732
Nr of predictions 127

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2. Individual counts for HotKnots [ 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 0 229 7 1 6 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
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 - 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 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
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
2LWK_A - 0.95 0.91 1.00 10 197 1 0 0 1 1
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 14 0 0 14 0
2WW9_E - 0.89 0.80 1.00 4 168 0 0 0 0 1
2WW9_D - 0.08 0.10 0.08 1 729 15 2 9 4 9
2WW9_F - 0.68 0.75 0.67 6 103 4 1 2 1 2
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_X - 0.53 0.57 0.50 4 536 6 1 3 2 3
2YIE_Z - -0.02 0.00 0.00 0 587 15 6 9 0 8
2ZY6_A - 0.66 0.78 0.58 7 264 5 3 2 0 2
2ZZM_B 0.25 0.27 0.25 4 1342 20 3 9 8 11
2ZZN_D 0.93 0.95 0.91 21 961 3 2 0 1 1
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 - 0.86 0.85 0.88 28 1787 5 0 4 1 5
3AKZ_H 0.48 0.50 0.48 10 1106 13 4 7 2 10
3AM1_B - 0.86 0.86 0.86 25 1437 4 0 4 0 4
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
3G4S_9 0.78 0.77 0.80 20 2711 14 2 3 9 6
3GCA_A - 0.84 0.71 1.00 5 153 0 0 0 0 2
3GX2_A 0.81 0.79 0.85 22 1423 5 2 2 1 6
3HAY_E - 1.00 1.00 1.00 14 910 7 0 0 7 0
3HJW_D - 1.00 1.00 1.00 16 593 2 0 0 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 5 0 2 3 2
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A 0.69 0.68 0.70 19 1445 9 1 7 1 9
3IYQ_A 0.24 0.33 0.17 17 22341 96 47 35 14 34
3IZ4_A 0.56 0.60 0.52 57 25426 57 26 27 4 38
3IZF_C 0.89 0.91 0.86 32 2603 9 0 5 4 3
3J0L_8 - 1.00 1.00 1.00 7 69 0 0 0 0 0
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_2 - 0.34 0.35 0.35 9 2224 23 2 15 6 17
3J0L_7 - 0.38 0.50 0.31 5 503 12 4 7 1 5
3J0L_g - -0.01 0.00 0.00 0 173 5 1 2 2 2
3J0L_a - 0.55 0.64 0.50 7 397 8 5 2 1 4
3J16_L 0.31 0.33 0.30 7 1136 16 3 13 0 14
3J20_0 0.54 0.57 0.52 12 1196 12 3 8 1 9
3J20_1 0.75 0.75 0.75 15 1092 8 0 5 3 5
3J2C_O - 0.71 0.68 0.74 28 3949 15 3 7 5 13
3J2L_3 0.80 0.82 0.78 28 2984 12 1 7 4 6
3JYV_7 -0.02 0.00 0.00 0 1089 22 4 18 0 20
3JYX_4 0.61 0.83 0.45 10 4734 31 10 2 19 2
3JYX_3 0.77 0.80 0.75 12 2362 27 0 4 23 3
3KTW_C - 0.96 0.96 0.96 24 1755 9 0 1 8 1
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NDB_M - 1.00 1.00 1.00 44 3670 4 0 0 4 0
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 0.85 0.78 0.94 29 2247 6 0 2 4 8
3O58_3 0.26 0.36 0.19 8 4722 35 16 18 1 14
3O58_2 0.87 0.87 0.87 27 2723 12 0 4 8 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 0.81 0.80 0.82 40 4791 11 3 6 2 10
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
3W3S_B 0.60 0.61 0.61 20 1956 14 4 9 1 13
3ZEX_D 0.90 0.86 0.94 30 2764 6 0 2 4 5
3ZEX_E - 0.00 0.00 0.00 0 8255 54 17 32 5 34
4A1C_3 0.88 0.86 0.89 32 2727 7 0 4 3 5
4A1C_2 0.19 0.25 0.15 5 4483 42 12 16 14 15
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
4ATO_G - 0.72 1.00 0.54 7 207 6 6 0 0 0
4ENB_A 1.00 1.00 1.00 15 457 0 0 0 0 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4FRG_B 0.36 0.38 0.38 9 1178 15 2 13 0 15
4FRN_A 0.59 0.57 0.62 16 1822 10 2 8 0 12

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Performance of Vsfold5 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold5

Total Base Pair Counts
Total TP 1371
Total TN 175318
Total FP 1089
Total FP CONTRA 260
Total FP INCONS 651
Total FP COMP 178
Total FN 934
Total Scores
MCC 0.593
Average MCC ± 95% Confidence Intervals 0.666 ± 0.062
Sensitivity 0.595
Positive Predictive Value 0.601
Nr of predictions 127

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2. Individual counts for Vsfold5 [ 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 0.95 0.90 1.00 9 165 0 0 0 0 1
2KE6_A 1.00 1.00 1.00 18 449 1 0 0 1 0
2KEZ_A - 0.78 0.63 1.00 5 97 0 0 0 0 3
2KFC_A - 0.77 0.88 0.70 7 226 3 2 1 0 1
2KGP_A - 0.81 0.67 1.00 6 115 1 0 0 1 3
2KMJ_A - 0.95 0.91 1.00 10 158 0 0 0 0 1
2KPV_A - 0.96 0.92 1.00 12 201 0 0 0 0 1
2KRL_A - 0.71 0.78 0.64 18 1996 13 8 2 3 5
2KU0_A - -0.04 0.00 0.00 0 281 11 0 11 0 12
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 0.97 0.94 1.00 15 356 0 0 0 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 1 0 0 1 0
2L1F_A 0.70 0.61 0.82 14 746 3 0 3 0 9
2L1F_B 0.71 0.63 0.83 15 773 3 0 3 0 9
2L2K_A - 0.94 0.88 1.00 15 334 0 0 0 0 2
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 0.93 0.87 1.00 26 959 0 0 0 0 4
2L5Z_A - 0.68 0.67 0.75 6 103 2 0 2 0 3
2L94_A 0.97 0.94 1.00 17 340 1 0 0 1 1
2LA5_A - -0.03 0.00 0.00 0 268 7 0 7 0 7
2LBS_A - 1.00 1.00 1.00 14 193 0 0 0 0 0
2LC8_A -0.03 0.00 0.00 0 515 13 0 13 0 18
2LDL_A - 0.94 0.89 1.00 8 132 1 0 0 1 1
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 - 0.94 0.89 1.00 8 92 0 0 0 0 1
2LKR_A - 0.31 0.31 0.32 9 2412 19 5 14 0 20
2LWK_A - 0.95 0.91 1.00 10 197 1 0 0 1 1
2RP0_A - 0.84 0.71 1.00 5 111 0 0 0 0 2
2RPT_A - 0.68 0.71 0.71 5 65 2 0 2 0 2
2RRC_A - 0.83 0.71 1.00 5 70 0 0 0 0 2
2WRQ_Y 0.94 0.89 1.00 8 1144 13 0 0 13 1
2WW9_E - -0.03 0.00 0.00 0 168 5 0 4 1 5
2WW9_D - 0.08 0.10 0.09 1 730 13 3 7 3 9
2WW9_F - 0.68 0.75 0.67 6 103 4 1 2 1 2
2WWQ_V 0.78 0.74 0.82 14 1187 4 1 2 1 5
2XKV_B -0.01 0.00 0.00 0 1803 32 17 15 0 11
2XQD_Y 0.95 0.90 1.00 19 1110 1 0 0 1 2
2XXA_G -0.02 0.00 0.00 0 2014 31 2 29 0 35
2Y8W_B - 1.00 1.00 1.00 6 82 1 0 0 1 0
2Y9C_V - 0.74 0.72 0.76 13 889 7 0 4 3 5
2YIE_X - 0.43 0.57 0.33 4 532 10 2 6 2 3
2YIE_Z - -0.02 0.00 0.00 0 591 11 5 6 0 8
2ZY6_A - 0.66 0.78 0.58 7 264 5 3 2 0 2
2ZZM_B 0.17 0.20 0.16 3 1339 25 4 12 9 12
2ZZN_D 0.95 0.95 0.95 21 962 1 1 0 0 1
3A2K_C 0.95 0.91 1.00 20 1088 0 0 0 0 2
3A3A_A 0.95 0.90 1.00 27 1473 0 0 0 0 3
3ADB_C - 0.72 0.61 0.87 20 1796 3 0 3 0 13
3AKZ_H 0.97 0.95 1.00 19 1108 1 0 0 1 1
3AM1_B - 0.86 0.86 0.86 25 1437 4 3 1 0 4
3AMU_B 0.77 0.79 0.75 15 1137 8 0 5 3 4
3DW4_A - 0.91 0.83 1.00 5 135 0 0 0 0 1
3G4S_9 0.12 0.15 0.11 4 2699 33 9 24 0 22
3GCA_A - 0.84 0.71 1.00 5 153 0 0 0 0 2
3GX2_A 0.61 0.57 0.67 16 1425 9 0 8 1 12
3HAY_E - 1.00 1.00 1.00 14 910 4 0 0 4 0
3HJW_D - 0.50 0.56 0.47 9 590 10 2 8 0 7
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 4 0 2 2 2
3IVN_B 0.88 0.78 1.00 18 885 0 0 0 0 5
3IWN_A 0.26 0.25 0.30 7 1449 16 2 14 0 21
3IYQ_A 0.30 0.37 0.24 19 22361 71 36 24 11 32
3IZ4_A 0.31 0.31 0.33 29 25448 65 14 45 6 66
3IZF_C 0.85 0.83 0.88 29 2607 5 0 4 1 6
3J0L_8 - 0.74 0.57 1.00 4 72 0 0 0 0 3
3J0L_1 - 0.25 0.23 0.30 3 474 8 3 4 1 10
3J0L_h - 0.20 0.19 0.24 6 2115 19 3 16 0 26
3J0L_2 - 0.42 0.42 0.44 11 2225 21 1 13 7 15
3J0L_7 - -0.02 0.00 0.00 0 506 13 3 10 0 10
3J0L_g - -0.01 0.00 0.00 0 174 4 0 2 2 2
3J0L_a - 0.39 0.36 0.44 4 402 6 4 1 1 7
3J16_L 0.98 0.95 1.00 20 1139 0 0 0 0 1
3J20_0 0.76 0.76 0.76 16 1198 6 3 2 1 5
3J20_1 0.75 0.75 0.75 15 1092 7 0 5 2 5
3J2C_O - 0.33 0.32 0.36 13 3951 26 3 20 3 28
3J2L_3 0.70 0.71 0.71 24 2986 13 3 7 3 10
3JYV_7 -0.02 0.00 0.00 0 1092 19 4 15 0 20
3JYX_4 0.63 0.83 0.48 10 4735 32 9 2 21 2
3JYX_3 0.12 0.13 0.11 2 2360 20 6 10 4 13
3KTW_C - 0.46 0.44 0.50 11 1758 15 2 9 4 14
3LA5_A -0.02 0.00 0.00 0 938 16 0 16 0 25
3NDB_M - 0.07 0.07 0.08 3 3678 33 2 31 0 41
3NKB_B - 0.69 0.74 0.67 14 714 7 0 7 0 5
3NMU_E - 0.28 0.33 0.25 1 212 5 2 1 2 2
3NPB_A 0.62 0.54 0.71 20 2250 10 1 7 2 17
3O58_3 0.51 0.59 0.45 13 4735 28 11 5 12 9
3O58_2 0.50 0.52 0.50 16 2722 19 3 13 3 15
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 0.69 0.64 0.74 32 4797 13 3 8 2 18
3R4F_A - 0.98 0.95 1.00 21 885 1 0 0 1 1
3R9X_C - 1.00 1.00 1.00 8 221 2 0 0 2 0
3RKF_A 0.90 0.92 0.88 22 841 3 3 0 0 2
3SD1_A 0.13 0.14 0.15 4 1507 22 5 17 0 25
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 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 0.24 0.31 0.20 5 1268 20 9 11 0 11
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
3W3S_B 0.83 0.85 0.82 28 1955 7 2 4 1 5
3ZEX_D 0.09 0.09 0.12 3 2771 24 5 17 2 32
3ZEX_E - 0.11 0.15 0.09 5 8247 54 21 31 2 29
4A1C_3 0.29 0.30 0.31 11 2727 26 4 21 1 26
4A1C_2 0.33 0.40 0.28 8 4487 37 8 13 16 12
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.21 0.21 0.25 6 1413 19 2 16 1 23
4ATO_G - 0.67 0.86 0.55 6 209 5 5 0 0 1
4ENB_A 1.00 1.00 1.00 15 457 0 0 0 0 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4FRG_B 0.60 0.58 0.64 14 1180 8 3 5 0 10
4FRN_A 0.15 0.14 0.17 4 1825 19 3 16 0 24

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