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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric MaxExpect RNAwolf
MCC 0.588 > 0.436
Average MCC ± 95% Confidence Intervals 0.657 ± 0.084 > 0.538 ± 0.088
Sensitivity 0.606 > 0.446
Positive Predictive Value 0.571 > 0.428
Total TP 1254 > 923
Total TN 975908 < 975948
Total FP 1229 < 1465
Total FP CONTRA 254 < 328
Total FP INCONS 687 < 904
Total FP COMP 288 > 233
Total FN 815 < 1146
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of MaxExpect - scored higher in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 1254
Total TN 975908
Total FP 1229
Total FP CONTRA 254
Total FP INCONS 687
Total FP COMP 288
Total FN 815
Total Scores
MCC 0.588
Average MCC ± 95% Confidence Intervals 0.657 ± 0.084
Sensitivity 0.606
Positive Predictive Value 0.571
Nr of predictions 69

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2. Individual counts for MaxExpect [ 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 -0.03 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
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 - 0.84 0.83 0.86 24 2412 11 0 4 7 5
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 - 1.00 1.00 1.00 11 196 1 0 0 1 0
2M58_A - -0.02 0.00 0.00 0 531 13 0 13 0 12
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 6 1 3 2 3
3AMU_B 0.73 0.79 0.68 15 1135 10 0 7 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 - 0.39 0.36 0.44 4 402 6 4 1 1 7
3J0L_1 - 0.83 0.77 0.91 10 473 4 0 1 3 3
3J0L_h - 0.93 0.88 1.00 28 2112 2 0 0 2 4
3J0L_7 - -0.02 0.00 0.00 0 507 12 3 9 0 10
3J0L_2 - 0.30 0.31 0.31 8 2224 25 2 16 7 18
3J16_L 0.34 0.33 0.37 7 1140 12 0 12 0 14
3J20_1 0.75 0.75 0.75 15 1092 6 0 5 1 5
3J20_0 0.53 0.57 0.50 12 1195 13 2 10 1 9
3J20_2 0.60 0.63 0.58 258 421926 239 28 156 55 154
3J2C_O - 0.74 0.71 0.78 29 3950 13 0 8 5 12
3J2C_M - 0.48 0.54 0.43 52 39804 88 29 40 19 44
3J2L_3 0.80 0.82 0.78 28 2984 12 1 7 4 6
3J3D_C 0.47 0.53 0.43 10 945 13 5 8 0 9
3J3E_7 0.60 0.59 0.63 20 2709 14 2 10 2 14
3J3E_8 0.10 0.13 0.09 2 2719 32 5 16 11 13
3J3F_8 0.34 0.42 0.29 8 4733 39 10 10 19 11
3J3F_7 0.94 0.94 0.94 34 2898 4 1 1 2 2
3J3V_B 0.71 0.74 0.69 20 2627 17 2 7 8 7
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.70 0.69 0.71 20 1505 8 3 5 0 9
3SIU_F - 1.00 1.00 1.00 8 137 0 0 0 0 0
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 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 - 0.58 0.59 0.59 13 1254 9 2 7 0 9
3UZL_B 1.00 1.00 1.00 16 1277 8 0 0 8 0
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 0.97 0.94 1.00 31 1958 1 0 0 1 2
3ZEX_H - 0.26 0.37 0.19 7 3589 29 18 11 0 12
3ZEX_F - -0.01 0.00 0.00 0 908 11 2 4 5 4
3ZEX_C 0.54 0.45 0.65 13 5354 17 2 5 10 16
3ZEX_G - 0.98 0.96 1.00 43 6464 17 0 0 17 2
3ZEX_E - -0.01 0.00 0.00 0 8252 54 21 31 2 34
3ZEX_D 0.82 0.77 0.87 27 2765 11 0 4 7 8
3ZEX_B - 0.37 0.39 0.35 134 420964 302 66 188 48 212
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 0.19 0.25 0.16 5 4484 41 10 17 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 - 0.45 0.43 0.50 3 214 3 3 0 0 4
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.36 0.33 0.42 5 484 8 0 7 1 10
4FNJ_A - 0.91 0.83 1.00 10 240 0 0 0 0 2
4FRG_B 0.29 0.25 0.35 6 1185 11 4 7 0 18
4FRN_A 0.51 0.46 0.57 13 1825 10 5 5 0 15
4HXH_A - 1.00 1.00 1.00 6 89 0 0 0 0 0
4JF2_A 0.89 0.79 1.00 19 1063 0 0 0 0 5
4JRC_A - 0.34 0.35 0.35 6 605 11 0 11 0 11

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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.