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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric CentroidFold McQFold
MCC 0.611 > 0.429
Average MCC ± 95% Confidence Intervals 0.667 ± 0.082 > 0.605 ± 0.106
Sensitivity 0.600 > 0.403
Positive Predictive Value 0.622 > 0.457
Total TP 1810 > 1214
Total TN 4405394 < 4405646
Total FP 1575 < 1642
Total FP CONTRA 367 > 357
Total FP INCONS 732 < 1086
Total FP COMP 476 > 199
Total FN 1205 < 1801
P-value 5.23657817852e-08

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Performance plots


  1. Comparison of performance of CentroidFold and McQFold. 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 CentroidFold and McQFold).

  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 CentroidFold and McQFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidFold and McQFold. 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 CentroidFold and McQFold).

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Performance of CentroidFold - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidFold

Total Base Pair Counts
Total TP 1810
Total TN 4405394
Total FP 1575
Total FP CONTRA 367
Total FP INCONS 732
Total FP COMP 476
Total FN 1205
Total Scores
MCC 0.611
Average MCC ± 95% Confidence Intervals 0.667 ± 0.082
Sensitivity 0.600
Positive Predictive Value 0.622
Nr of predictions 42

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KRL_A - 0.91 0.87 0.95 20 2003 9 1 0 8 3
2LC8_A 0.51 0.39 0.70 7 518 3 1 2 0 11
2M58_A - -0.02 0.00 0.00 0 538 6 0 6 0 12
2ZZN_D 0.93 0.95 0.91 21 961 3 2 0 1 1
3A2K_C 0.49 0.55 0.46 12 1082 14 3 11 0 10
3A3A_A 0.97 0.93 1.00 28 1472 0 0 0 0 2
3ADB_C - 0.98 0.97 1.00 32 1787 0 0 0 0 1
3GX2_A 0.94 0.89 1.00 25 1424 1 0 0 1 3
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A 0.86 0.79 0.96 22 1449 1 0 1 0 6
3IYQ_A 0.29 0.39 0.22 20 22347 86 39 34 13 31
3IZ4_A 0.60 0.57 0.64 54 25451 38 16 15 7 41
3J0L_a - 0.41 0.36 0.50 4 403 5 3 1 1 7
3J20_2 0.70 0.69 0.70 286 421962 177 23 97 57 126
3J20_0 0.54 0.57 0.52 12 1196 12 3 8 1 9
3J3D_C 0.73 0.79 0.68 15 946 7 3 4 0 4
3J3E_8 0.12 0.13 0.13 2 2726 22 4 10 8 13
3J3F_8 0.36 0.47 0.28 9 4729 37 12 11 14 10
3JYV_7 0.92 0.85 1.00 17 1094 2 0 0 2 3
3JYX_5 - 0.45 0.48 0.42 232 1968448 572 135 187 250 249
3KIY_A - 0.71 0.68 0.75 536 1485164 253 58 122 73 250
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.66 0.68 0.65 13 715 7 0 7 0 6
3NPB_A 0.87 0.84 0.91 31 2244 8 1 2 5 6
3O58_3 0.44 0.41 0.47 9 4745 11 1 9 1 13
3PDR_A 0.88 0.86 0.90 43 4792 7 2 3 2 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 4 4 0 9
3U4M_B - 0.81 0.77 0.85 17 1256 5 0 3 2 5
3W1K_J 0.97 0.97 0.97 30 1647 1 1 0 0 1
3W3S_B 0.95 0.91 1.00 30 1959 1 0 0 1 3
3ZEX_C 0.48 0.34 0.67 10 5359 6 1 4 1 19
3ZEX_B - 0.27 0.25 0.31 85 421074 210 38 155 17 261
4A1C_2 0.22 0.25 0.19 5 4490 29 9 12 8 15
4AOB_A 0.50 0.48 0.54 14 1411 13 3 9 1 15
4ATO_G - 0.61 0.57 0.67 4 214 2 0 2 0 3
4ENB_A 0.85 0.73 1.00 11 461 1 0 0 1 4
4ENC_A 0.85 0.73 1.00 11 485 1 0 0 1 4
4FRG_B 0.75 0.71 0.81 17 1181 4 3 1 0 7
4FRN_A 0.80 0.71 0.91 20 1826 2 1 1 0 8
4JF2_A 0.89 0.79 1.00 19 1063 0 0 0 0 5
4JRC_A - 0.38 0.41 0.39 7 604 11 0 11 0 10

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Performance of McQFold - scored lower in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 1214
Total TN 4405646
Total FP 1642
Total FP CONTRA 357
Total FP INCONS 1086
Total FP COMP 199
Total FN 1801
Total Scores
MCC 0.429
Average MCC ± 95% Confidence Intervals 0.605 ± 0.106
Sensitivity 0.403
Positive Predictive Value 0.457
Nr of predictions 42

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KRL_A - 0.75 0.83 0.68 19 1996 15 7 2 6 4
2LC8_A 0.64 0.61 0.69 11 512 5 1 4 0 7
2M58_A - 0.60 0.58 0.64 7 533 5 1 3 1 5
2ZZN_D 0.93 0.95 0.91 21 961 2 2 0 0 1
3A2K_C 0.98 0.95 1.00 21 1087 0 0 0 0 1
3A3A_A 0.97 0.93 1.00 28 1472 0 0 0 0 2
3ADB_C - 0.98 0.97 1.00 32 1787 1 0 0 1 1
3GX2_A 0.56 0.57 0.57 16 1421 13 4 8 1 12
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A 0.21 0.21 0.24 6 1447 19 2 17 0 22
3IYQ_A 0.22 0.31 0.15 16 22335 100 45 44 11 35
3IZ4_A 0.46 0.46 0.47 44 25442 56 14 36 6 51
3J0L_a - 0.21 0.18 0.29 2 404 6 3 2 1 9
3J20_2 0.55 0.56 0.55 231 421948 234 41 148 45 181
3J20_0 0.74 0.76 0.73 16 1197 7 3 3 1 5
3J3D_C 0.90 0.95 0.86 18 947 3 3 0 0 1
3J3E_8 -0.01 0.00 0.00 0 2718 36 8 16 12 15
3J3F_8 0.31 0.42 0.23 8 4726 41 12 15 14 11
3JYV_7 -0.02 0.00 0.00 0 1091 20 4 16 0 20
3JYX_5 - 0.00 0.00 0.00 0 1969002 0 0 0 0 481
3KIY_A - 0.38 0.38 0.38 302 1485090 544 83 405 56 484
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.42 0.42 0.44 8 717 10 2 8 0 11
3NPB_A 0.90 0.81 1.00 30 2248 5 0 0 5 7
3O58_3 0.30 0.36 0.25 8 4732 27 15 9 3 14
3PDR_A 0.83 0.80 0.87 40 4794 9 2 4 3 10
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.82 0.83 0.83 24 1504 5 1 4 0 5
3U4M_B - 0.95 0.91 1.00 20 1256 2 0 0 2 2
3W1K_J 0.86 0.77 0.96 24 1653 1 1 0 0 7
3W3S_B 0.49 0.45 0.54 15 1961 14 1 12 1 18
3ZEX_C 0.33 0.34 0.32 10 5343 25 4 17 4 19
3ZEX_B - 0.12 0.14 0.12 47 420944 379 78 283 18 299
4A1C_2 0.19 0.25 0.16 5 4484 33 11 16 6 15
4AOB_A 0.50 0.48 0.54 14 1411 13 3 9 1 15
4ATO_G - -0.03 0.00 0.00 0 215 5 0 5 0 7
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 0.93 0.88 1.00 21 1181 0 0 0 0 3
4FRN_A 0.82 0.71 0.95 20 1827 1 1 0 0 8
4JF2_A 0.92 1.00 0.86 24 1054 5 4 0 1 0
4JRC_A - 0.97 0.94 1.00 16 606 0 0 0 0 1

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