CompaRNA - on-line benchmarks of RNA structure prediction methods
Home

Methods
Datasets
Rankings
RNA 2D Atlas

Help
FAQ

Contact us
RSS feeds
Twitter

Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric UNAFold RNAwolf
MCC 0.582 > 0.436
Average MCC ± 95% Confidence Intervals 0.661 ± 0.078 > 0.538 ± 0.088
Sensitivity 0.608 > 0.446
Positive Predictive Value 0.559 > 0.428
Total TP 1257 > 923
Total TN 975855 < 975948
Total FP 1291 < 1465
Total FP CONTRA 268 < 328
Total FP INCONS 723 < 904
Total FP COMP 300 > 233
Total FN 812 < 1146
P-value 3.56938820447e-08

^top




Performance plots


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

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

^top





Performance of UNAFold - scored higher in this pairwise comparison

1. Total counts & total scores for UNAFold

Total Base Pair Counts
Total TP 1257
Total TN 975855
Total FP 1291
Total FP CONTRA 268
Total FP INCONS 723
Total FP COMP 300
Total FN 812
Total Scores
MCC 0.582
Average MCC ± 95% Confidence Intervals 0.661 ± 0.078
Sensitivity 0.608
Positive Predictive Value 0.559
Nr of predictions 69

^top



2. Individual counts for UNAFold [ 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 - 0.95 0.91 1.00 10 152 0 0 0 0 1
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 6 0 0 6 0
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 - 0.60 0.58 0.64 7 533 4 1 3 0 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 6 1 3 2 3
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 - 0.55 0.64 0.50 7 397 8 5 2 1 4
3J0L_1 - 0.75 0.69 0.82 9 473 4 0 2 2 4
3J0L_h - 0.87 0.81 0.93 26 2112 4 1 1 2 6
3J0L_7 - 0.66 0.70 0.64 7 508 5 2 2 1 3
3J0L_2 - 0.30 0.31 0.31 8 2224 25 2 16 7 18
3J16_L 0.31 0.33 0.30 7 1136 16 3 13 0 14
3J20_1 0.75 0.75 0.75 15 1092 6 0 5 1 5
3J20_0 0.51 0.57 0.48 12 1194 14 3 10 1 9
3J20_2 0.57 0.58 0.55 240 421931 250 36 161 53 172
3J2C_O - 0.60 0.61 0.60 25 3945 22 7 10 5 16
3J2C_M - 0.75 0.80 0.71 77 39816 68 13 19 36 19
3J2L_3 0.80 0.82 0.78 28 2984 12 1 7 4 6
3J3D_C 0.33 0.37 0.32 7 946 15 3 12 0 12
3J3E_7 0.58 0.59 0.59 20 2707 16 2 12 2 14
3J3E_8 0.15 0.20 0.13 3 2718 32 6 15 11 12
3J3F_8 0.32 0.42 0.25 8 4729 44 12 12 20 11
3J3F_7 0.86 0.86 0.86 31 2898 6 1 4 1 5
3J3V_B 0.75 0.74 0.77 20 2630 16 0 6 10 7
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
3W1K_J 0.97 0.97 0.97 30 1647 1 1 0 0 1
3W3S_B 0.61 0.61 0.63 20 1957 13 4 8 1 13
3ZEX_H - 0.25 0.37 0.18 7 3586 32 20 12 0 12
3ZEX_F - -0.01 0.00 0.00 0 908 11 2 4 5 4
3ZEX_C 0.30 0.34 0.26 10 5336 43 5 23 15 19
3ZEX_G - 0.97 0.93 1.00 42 6465 17 0 0 17 3
3ZEX_E - 0.00 0.00 0.00 0 8255 54 17 32 5 34
3ZEX_D 0.88 0.83 0.94 29 2765 6 0 2 4 6
3ZEX_B - 0.36 0.40 0.33 138 420935 317 72 207 38 208
3ZND_W 0.25 0.38 0.18 3 1174 22 8 6 8 5
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 11 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 - 0.38 0.43 0.38 3 212 5 5 0 0 4
4ENB_A 0.85 0.73 1.00 11 461 2 0 0 2 4
4ENC_A 0.37 0.33 0.45 5 485 7 0 6 1 10
4FNJ_A - 0.91 0.83 1.00 10 240 0 0 0 0 2
4FRG_B 0.36 0.38 0.38 9 1178 15 2 13 0 15
4FRN_A 0.48 0.46 0.52 13 1823 12 2 10 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

^top



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

^top



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

^top


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