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 Fold - scored lower in this pairwise comparison

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


Overview

Metric IPknot Fold
MCC 0.675 > 0.542
Average MCC ± 95% Confidence Intervals 0.748 ± 0.082 > 0.665 ± 0.097
Sensitivity 0.645 > 0.574
Positive Predictive Value 0.707 > 0.513
Total TP 1168 > 1039
Total TN 954095 > 953721
Total FP 688 < 1221
Total FP CONTRA 125 < 266
Total FP INCONS 358 < 720
Total FP COMP 205 < 235
Total FN 643 < 772
P-value 3.56938820447e-08

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Performance plots


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

  2. Comparison of performance of IPknot and Fold. 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 Fold).

  3. 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 Fold).

  4. 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 Fold).

  5. Comparison of average Matthews Correlation Coefficients (MCCs) for IPknot and Fold. 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 Fold).

  6. Comparison of average Matthews Correlation Coefficients (MCCs) for IPknot and Fold. 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 Fold).

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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 1168
Total TN 954095
Total FP 688
Total FP CONTRA 125
Total FP INCONS 358
Total FP COMP 205
Total FN 643
Total Scores
MCC 0.675
Average MCC ± 95% Confidence Intervals 0.748 ± 0.082
Sensitivity 0.645
Positive Predictive Value 0.707
Nr of predictions 57

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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
2LWK_A - 0.95 0.91 1.00 10 197 1 0 0 1 1
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_2 - 0.49 0.46 0.52 12 2227 18 0 11 7 14
3J0L_a - 0.16 0.18 0.18 2 400 10 3 6 1 9
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 - 0.90 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
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_M - 0.72 0.74 0.71 71 39825 58 13 16 29 25
3J2C_O - 0.98 0.95 1.00 39 3948 4 0 0 4 2
3J2L_3 0.82 0.82 0.82 28 2986 10 0 6 4 6
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
3W3S_B 0.94 0.91 0.97 30 1958 2 0 1 1 3
3ZEX_F - 0.00 0.00 0.00 0 910 9 0 4 5 4
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
3ZEX_H - 0.28 0.37 0.22 7 3593 25 15 10 0 12
3ZEX_C 0.51 0.34 0.77 10 5361 7 1 2 4 19
4A1C_2 0.23 0.25 0.22 5 4493 26 8 10 8 15
4A1C_3 0.83 0.81 0.86 30 2728 7 0 5 2 7
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

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Performance of Fold - scored lower in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 1039
Total TN 953721
Total FP 1221
Total FP CONTRA 266
Total FP INCONS 720
Total FP COMP 235
Total FN 772
Total Scores
MCC 0.542
Average MCC ± 95% Confidence Intervals 0.665 ± 0.097
Sensitivity 0.574
Positive Predictive Value 0.513
Nr of predictions 57

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2. Individual counts for Fold [ 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 - 0.90 0.90 0.90 26 2411 10 0 3 7 3
2LQZ_A - 1.00 1.00 1.00 8 124 2 0 0 2 0
2LWK_A - 1.00 1.00 1.00 11 196 1 0 0 1 0
2YIE_Z - -0.02 0.00 0.00 0 587 15 6 9 0 8
2YIE_X - 0.39 0.43 0.38 3 536 8 1 4 3 4
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_2 - 0.30 0.31 0.31 8 2224 25 2 16 7 18
3J0L_a - 0.15 0.18 0.17 2 399 11 4 6 1 9
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 - 0.93 0.88 1.00 28 2112 2 0 0 2 4
3J0L_7 - -0.02 0.00 0.00 0 507 12 2 10 0 10
3J16_L 0.76 0.76 0.76 16 1138 5 0 5 0 5
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 0.55 0.58 0.53 239 421918 270 31 180 59 173
3J2C_M - 0.23 0.27 0.20 26 39796 116 31 72 13 70
3J2C_O - 0.71 0.76 0.67 31 3941 21 5 10 6 10
3J2L_3 0.80 0.82 0.78 28 2984 12 1 7 4 6
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.68 0.69 0.69 20 1504 9 4 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
3W3S_B 0.94 0.91 0.97 30 1958 2 0 1 1 3
3ZEX_F - -0.01 0.00 0.00 0 908 11 2 4 5 4
3ZEX_G - 0.98 0.96 1.00 43 6464 17 0 0 17 2
3ZEX_E - -0.01 0.00 0.00 0 8249 57 20 35 2 34
3ZEX_D 0.90 0.86 0.94 30 2764 8 0 2 6 5
3ZEX_B - 0.32 0.36 0.29 123 420926 346 87 216 43 223
3ZEX_H - 0.26 0.37 0.19 7 3588 30 19 11 0 12
3ZEX_C 0.28 0.34 0.23 10 5330 46 9 25 12 19
4A1C_2 0.19 0.25 0.15 5 4482 43 11 18 14 15
4A1C_3 0.86 0.84 0.89 31 2728 7 0 4 3 6
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 0.37 0.33 0.45 5 461 7 0 6 1 10
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 0.22 0.25 0.23 6 1176 20 7 13 0 18
4FRN_A 0.46 0.46 0.46 13 1820 15 7 8 0 15
4HXH_A - 1.00 1.00 1.00 6 89 0 0 0 0 0

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