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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Contrafold UNAFold
MCC 0.610 > 0.496
Average MCC ± 95% Confidence Intervals 0.641 ± 0.082 > 0.573 ± 0.083
Sensitivity 0.632 > 0.530
Positive Predictive Value 0.589 > 0.464
Total TP 2419 > 2027
Total TN 5850025 > 5849768
Total FP 2328 < 2881
Total FP CONTRA 551 < 674
Total FP INCONS 1140 < 1666
Total FP COMP 637 > 541
Total FN 1406 < 1798
P-value 3.56938820447e-08

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Performance plots


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

  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 Contrafold and UNAFold).

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

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Performance of Contrafold - scored higher in this pairwise comparison

1. Total counts & total scores for Contrafold

Total Base Pair Counts
Total TP 2419
Total TN 5850025
Total FP 2328
Total FP CONTRA 551
Total FP INCONS 1140
Total FP COMP 637
Total FN 1406
Total Scores
MCC 0.610
Average MCC ± 95% Confidence Intervals 0.641 ± 0.082
Sensitivity 0.632
Positive Predictive Value 0.589
Nr of predictions 46

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KFC_A - 0.71 0.63 0.83 5 230 1 1 0 0 3
2KRL_A - 0.91 0.87 0.95 20 2003 9 1 0 8 3
2LC8_A 0.46 0.39 0.58 7 516 5 3 2 0 11
2M58_A - -0.02 0.00 0.00 0 531 13 0 13 0 12
2RP0_A - 0.84 0.71 1.00 5 111 0 0 0 0 2
2WDL_A - 0.69 0.71 0.68 556 1444510 320 75 181 64 232
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
3GCA_A - 0.76 0.71 0.83 5 152 1 1 0 0 2
3GX2_A 0.93 0.89 0.96 25 1423 2 1 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 0.28 0.39 0.20 20 22341 95 44 35 16 31
3IZ4_A 0.57 0.58 0.57 55 25440 49 18 23 8 40
3J0L_a - 0.53 0.55 0.55 6 400 6 3 2 1 5
3J20_2 0.70 0.72 0.69 296 421939 197 27 106 64 116
3J20_0 0.53 0.57 0.50 12 1195 13 3 9 1 9
3J3D_C 0.71 0.79 0.65 15 945 8 3 5 0 4
3J3E_8 0.12 0.13 0.11 2 2724 32 5 11 16 13
3J3F_8 0.35 0.47 0.26 9 4726 44 13 13 18 10
3JYV_7 -0.02 0.00 0.00 0 1091 20 4 16 0 20
3JYX_5 - 0.43 0.50 0.37 240 1968358 697 172 232 293 241
3KIY_A - 0.70 0.71 0.69 561 1485072 329 73 174 82 225
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.63 0.68 0.59 13 713 9 0 9 0 6
3NPB_A 0.86 0.84 0.89 31 2243 9 1 3 5 6
3O58_3 0.32 0.36 0.29 8 4736 21 7 13 1 14
3PDR_A 0.83 0.86 0.80 43 4786 13 5 6 2 7
3RKF_A 0.87 0.83 0.91 20 844 2 2 0 0 4
3SD1_A 0.68 0.69 0.69 20 1504 9 5 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 0.98 0.97 1.00 32 1957 1 0 0 1 1
3ZEX_B - 0.26 0.27 0.25 92 420991 302 58 211 33 254
3ZEX_C 0.35 0.34 0.37 10 5347 23 4 13 6 19
4A1C_2 0.21 0.25 0.19 5 4489 33 9 13 11 15
4AOB_A 0.53 0.52 0.56 15 1410 13 3 9 1 14
4ATO_G - 0.52 0.57 0.50 4 212 4 0 4 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 0.73 0.71 0.77 17 1180 5 3 2 0 7
4FRN_A 0.74 0.71 0.77 20 1822 6 1 5 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 UNAFold - scored lower in this pairwise comparison

1. Total counts & total scores for UNAFold

Total Base Pair Counts
Total TP 2027
Total TN 5849768
Total FP 2881
Total FP CONTRA 674
Total FP INCONS 1666
Total FP COMP 541
Total FN 1798
Total Scores
MCC 0.496
Average MCC ± 95% Confidence Intervals 0.573 ± 0.083
Sensitivity 0.530
Positive Predictive Value 0.464
Nr of predictions 46

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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
2KFC_A - -0.03 0.00 0.00 0 229 7 1 6 0 8
2KRL_A - 0.91 0.87 0.95 20 2003 9 1 0 8 3
2LC8_A -0.03 0.00 0.00 0 513 15 3 12 0 18
2M58_A - 0.60 0.58 0.64 7 533 4 1 3 0 5
2RP0_A - 0.84 0.71 1.00 5 111 0 0 0 0 2
2WDL_A - 0.49 0.50 0.47 396 1444479 488 87 360 41 392
2ZZN_D 0.93 0.95 0.91 21 961 2 2 0 0 1
3A2K_C 0.47 0.50 0.46 11 1084 13 3 10 0 11
3A3A_A 0.97 0.93 1.00 28 1472 0 0 0 0 2
3ADB_C - 0.86 0.85 0.88 28 1787 4 0 4 0 5
3GCA_A - 0.84 0.71 1.00 5 153 0 0 0 0 2
3GX2_A 0.81 0.79 0.85 22 1423 5 2 2 1 6
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A 0.80 0.79 0.81 22 1445 6 1 4 1 6
3IYQ_A 0.23 0.33 0.17 17 22339 96 46 38 12 34
3IZ4_A 0.58 0.60 0.57 57 25436 53 12 31 10 38
3J0L_a - 0.55 0.64 0.50 7 397 8 5 2 1 4
3J20_2 0.57 0.58 0.55 240 421931 250 36 161 53 172
3J20_0 0.51 0.57 0.48 12 1194 14 3 10 1 9
3J3D_C 0.33 0.37 0.32 7 946 15 3 12 0 12
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
3JYV_7 0.24 0.25 0.25 5 1091 16 7 8 1 15
3JYX_5 - 0.36 0.45 0.29 216 1968262 763 245 279 239 265
3KIY_A - 0.50 0.52 0.48 410 1485034 486 79 357 50 376
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.69 0.74 0.67 14 714 7 0 7 0 5
3NPB_A 0.85 0.78 0.94 29 2247 6 0 2 4 8
3O58_3 0.42 0.50 0.35 11 4733 34 5 15 14 11
3PDR_A 0.93 0.92 0.94 46 4791 5 1 2 2 4
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
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
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_B - 0.36 0.40 0.33 138 420935 317 72 207 38 208
3ZEX_C 0.30 0.34 0.26 10 5336 43 5 23 15 19
4A1C_2 0.19 0.25 0.15 5 4483 42 11 17 14 15
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
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
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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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.