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 RNAwolf - scored lower in this pairwise comparison

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


Overview

Metric IPknot RNAwolf
MCC 0.669 > 0.436
Average MCC ± 95% Confidence Intervals 0.721 ± 0.075 > 0.538 ± 0.088
Sensitivity 0.645 > 0.446
Positive Predictive Value 0.695 > 0.428
Total TP 1335 > 923
Total TN 976182 > 975948
Total FP 829 < 1465
Total FP CONTRA 162 < 328
Total FP INCONS 424 < 904
Total FP COMP 243 > 233
Total FN 734 < 1146
P-value 3.56938820447e-08

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Performance plots


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

  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 RNAwolf).

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

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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 1335
Total TN 976182
Total FP 829
Total FP CONTRA 162
Total FP INCONS 424
Total FP COMP 243
Total FN 734
Total Scores
MCC 0.669
Average MCC ± 95% Confidence Intervals 0.721 ± 0.075
Sensitivity 0.645
Positive Predictive Value 0.695
Nr of predictions 69

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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
2LBS_A - 1.00 1.00 1.00 14 193 0 0 0 0 0
2LC8_A 0.41 0.33 0.55 6 517 5 1 4 0 12
2LDL_A - 1.00 1.00 1.00 9 131 0 0 0 0 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 - 0.88 0.86 0.89 25 2412 9 0 3 6 4
2LQZ_A - 1.00 1.00 1.00 8 124 2 0 0 2 0
2LU0_A - 1.00 1.00 1.00 16 422 0 0 0 0 0
2LWK_A - 0.95 0.91 1.00 10 197 1 0 0 1 1
2M58_A - 0.71 0.58 0.88 7 536 1 1 0 0 5
2YIE_Z - 0.53 0.63 0.45 5 591 6 4 2 0 3
2YIE_X - 1.00 1.00 1.00 7 537 3 0 0 3 0
3AMU_B 0.81 0.79 0.83 15 1139 6 0 3 3 4
3J0L_g - -0.01 0.00 0.00 0 174 4 0 2 2 2
3J0L_8 - 1.00 1.00 1.00 7 69 0 0 0 0 0
3J0L_a - 0.16 0.18 0.18 2 400 10 3 6 1 9
3J0L_1 - 0.83 0.77 0.91 10 473 4 0 1 3 3
3J0L_h - 0.90 0.81 1.00 26 2114 2 0 0 2 6
3J0L_7 - -0.02 0.00 0.00 0 512 7 1 6 0 10
3J0L_2 - 0.49 0.46 0.52 12 2227 18 0 11 7 14
3J16_L 0.90 0.81 1.00 17 1142 0 0 0 0 4
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J20_0 0.54 0.57 0.52 12 1196 12 3 8 1 9
3J20_2 0.75 0.74 0.76 305 421966 159 17 80 62 107
3J2C_O - 0.98 0.95 1.00 39 3948 4 0 0 4 2
3J2C_M - 0.72 0.74 0.71 71 39825 58 13 16 29 25
3J2L_3 0.82 0.82 0.82 28 2986 10 0 6 4 6
3J3D_C 0.52 0.53 0.53 10 949 9 3 6 0 9
3J3E_7 0.60 0.56 0.66 19 2712 11 1 9 1 15
3J3E_8 -0.01 0.00 0.00 0 2723 25 5 14 6 15
3J3F_8 0.36 0.47 0.28 9 4729 40 11 12 17 10
3J3F_7 0.81 0.83 0.79 30 2896 10 1 7 2 6
3J3V_B 0.54 0.56 0.54 15 2628 16 4 9 3 12
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.74 0.69 0.80 20 1508 5 0 5 0 9
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 - 0.91 0.91 0.91 20 1254 3 2 0 1 2
3UZL_B 0.93 0.88 1.00 14 1279 7 0 0 7 2
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
3W1K_J 0.97 0.97 0.97 30 1647 1 1 0 0 1
3W3S_B 0.94 0.91 0.97 30 1958 2 0 1 1 3
3ZEX_H - 0.28 0.37 0.22 7 3593 25 15 10 0 12
3ZEX_F - 0.00 0.00 0.00 0 910 9 0 4 5 4
3ZEX_C 0.51 0.34 0.77 10 5361 7 1 2 4 19
3ZEX_G - 0.89 0.91 0.87 41 6460 18 5 1 12 4
3ZEX_E - 0.00 0.00 0.00 0 8256 53 19 29 5 34
3ZEX_D 0.81 0.80 0.82 28 2762 10 0 6 4 7
3ZEX_B - 0.33 0.27 0.40 95 421115 160 26 116 18 251
3ZND_W 0.24 0.38 0.16 3 1172 25 9 7 9 5
4A1C_3 0.83 0.81 0.86 30 2728 7 0 5 2 7
4A1C_2 0.23 0.25 0.22 5 4493 26 8 10 8 15
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.50 0.48 0.54 14 1411 13 3 9 1 15
4ATO_G - 0.49 0.57 0.44 4 211 6 0 5 1 3
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.59 0.53 0.67 8 484 4 0 4 0 7
4FNJ_A - 0.91 0.83 1.00 10 240 0 0 0 0 2
4FRG_B 0.75 0.71 0.81 17 1181 4 3 1 0 7
4FRN_A 0.79 0.71 0.87 20 1825 3 1 2 0 8
4HXH_A - 1.00 1.00 1.00 6 89 0 0 0 0 0
4JF2_A 0.96 0.96 0.96 23 1058 1 1 0 0 1
4JRC_A - 0.45 0.29 0.71 5 615 2 0 2 0 12

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Performance of RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 923
Total TN 975948
Total FP 1465
Total FP CONTRA 328
Total FP INCONS 904
Total FP COMP 233
Total FN 1146
Total Scores
MCC 0.436
Average MCC ± 95% Confidence Intervals 0.538 ± 0.088
Sensitivity 0.446
Positive Predictive Value 0.428
Nr of predictions 69

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LBS_A - 1.00 1.00 1.00 14 193 0 0 0 0 0
2LC8_A 0.52 0.50 0.56 9 512 7 0 7 0 9
2LDL_A - 0.88 0.78 1.00 7 133 0 0 0 0 2
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 1 0 0 1 0
2LI4_A - 0.96 0.93 1.00 13 176 0 0 0 0 1
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 - 0.84 0.79 0.88 23 2414 11 0 3 8 6
2LQZ_A - 1.00 1.00 1.00 8 124 1 0 0 1 0
2LU0_A - 0.97 0.94 1.00 15 423 0 0 0 0 1
2LWK_A - 0.48 0.45 0.56 5 198 5 0 4 1 6
2M58_A - 0.60 0.58 0.64 7 533 4 1 3 0 5
2YIE_Z - 0.62 0.63 0.63 5 594 7 1 2 4 3
2YIE_X - -0.01 0.00 0.00 0 536 11 1 7 3 7
3AMU_B 0.77 0.79 0.75 15 1137 8 0 5 3 4
3J0L_g - -0.02 0.00 0.00 0 171 7 4 1 2 2
3J0L_8 - 1.00 1.00 1.00 7 69 0 0 0 0 0
3J0L_a - 0.14 0.18 0.14 2 397 13 4 8 1 9
3J0L_1 - 0.68 0.54 0.88 7 476 5 0 1 4 6
3J0L_h - 0.47 0.41 0.57 13 2117 12 1 9 2 19
3J0L_7 - -0.02 0.00 0.00 0 509 10 1 9 0 10
3J0L_2 - 0.14 0.15 0.15 4 2223 26 4 19 3 22
3J16_L 0.58 0.57 0.60 12 1139 9 2 6 1 9
3J20_1 0.53 0.55 0.52 11 1091 11 4 6 1 9
3J20_0 0.54 0.57 0.52 12 1196 12 2 9 1 9
3J20_2 0.55 0.55 0.56 228 421959 243 27 154 62 184
3J2C_O - 0.41 0.44 0.40 18 3942 30 7 20 3 23
3J2C_M - 0.21 0.25 0.19 24 39797 113 35 69 9 72
3J2L_3 0.71 0.71 0.73 24 2987 13 1 8 4 10
3J3D_C 0.92 0.95 0.90 18 948 3 2 0 1 1
3J3E_7 0.57 0.56 0.59 19 2709 15 1 12 2 15
3J3E_8 -0.01 0.00 0.00 0 2719 37 6 17 14 15
3J3F_8 0.28 0.37 0.23 7 4730 39 9 15 15 12
3J3F_7 0.27 0.28 0.28 10 2898 27 4 22 1 26
3J3V_B 0.59 0.59 0.59 16 2629 16 1 10 5 11
3RKF_A 0.89 0.83 0.95 20 845 1 0 1 0 4
3SD1_A 0.58 0.59 0.59 17 1504 12 2 10 0 12
3SIU_F - 0.86 0.75 1.00 6 139 0 0 0 0 2
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 0 0 0 0 0
3TS0_U - 1.00 1.00 1.00 6 112 1 0 0 1 0
3TS2_V - -0.05 0.00 0.00 0 103 6 0 5 1 5
3U4M_B - 0.50 0.50 0.52 11 1255 12 1 9 2 11
3UZL_B 0.93 0.88 1.00 14 1279 7 0 0 7 2
3VJR_D - 1.00 1.00 1.00 12 239 1 0 0 1 0
3W1K_J 0.81 0.77 0.86 24 1650 5 0 4 1 7
3W3S_B 0.70 0.70 0.72 23 1957 10 0 9 1 10
3ZEX_H - -0.01 0.00 0.00 0 3593 33 17 15 1 19
3ZEX_F - 0.00 0.00 0.00 0 910 17 0 4 13 4
3ZEX_C 0.08 0.10 0.07 3 5328 43 18 25 0 26
3ZEX_G - 0.20 0.20 0.21 9 6465 37 13 20 4 36
3ZEX_E - -0.01 0.00 0.00 0 8244 60 23 37 0 34
3ZEX_D 0.26 0.26 0.27 9 2763 24 8 16 0 26
3ZEX_B - 0.18 0.19 0.17 65 420964 343 98 225 20 281
3ZND_W 0.67 0.75 0.60 6 1181 15 0 4 11 2
4A1C_3 0.32 0.30 0.35 11 2732 21 1 19 1 26
4A1C_2 0.12 0.15 0.10 3 4487 38 12 14 12 17
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.26 0.24 0.30 7 1414 17 2 14 1 22
4ATO_G - -0.03 0.00 0.00 0 213 7 4 3 0 7
4ENB_A 0.45 0.40 0.55 6 461 5 1 4 0 9
4ENC_A 0.34 0.33 0.38 5 483 9 0 8 1 10
4FNJ_A - -0.04 0.00 0.00 0 243 7 0 7 0 12
4FRG_B 0.54 0.50 0.60 12 1182 8 3 5 0 12
4FRN_A -0.01 0.00 0.00 0 1828 20 1 19 0 28
4HXH_A - 1.00 1.00 1.00 6 89 0 0 0 0 0
4JF2_A 0.72 0.67 0.80 16 1062 4 4 0 0 8
4JRC_A - 0.71 0.65 0.79 11 608 3 2 1 0 6

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