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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RDfolder MCFold
MCC 0.489 > 0.404
Average MCC ± 95% Confidence Intervals 0.471 ± 0.101 > 0.388 ± 0.087
Sensitivity 0.376 < 0.416
Positive Predictive Value 0.649 > 0.405
Total TP 350 < 388
Total TN 78777 > 78358
Total FP 200 < 594
Total FP CONTRA 14 < 66
Total FP INCONS 175 < 504
Total FP COMP 11 < 24
Total FN 582 > 544
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of RDfolder and MCFold. 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 RDfolder and MCFold).

  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 RDfolder and MCFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RDfolder and MCFold. 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 RDfolder and MCFold).

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Performance of RDfolder - scored higher in this pairwise comparison

1. Total counts & total scores for RDfolder

Total Base Pair Counts
Total TP 350
Total TN 78777
Total FP 200
Total FP CONTRA 14
Total FP INCONS 175
Total FP COMP 11
Total FN 582
Total Scores
MCC 0.489
Average MCC ± 95% Confidence Intervals 0.471 ± 0.101
Sensitivity 0.376
Positive Predictive Value 0.649
Nr of predictions 38

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.95 0.91 1.00 10 396 0 0 0 0 1
2KFC_A - 0.49 0.25 1.00 5 625 0 0 0 0 15
2KX8_A 0.88 0.78 1.00 14 847 0 0 0 0 4
2LA5_A - 0.46 0.26 0.83 5 624 1 0 1 0 14
2LC8_A -0.01 0.00 0.00 0 1526 14 2 12 0 20
2RP0_A - 0.64 0.42 1.00 5 346 0 0 0 0 7
2WRQ_Y 0.57 0.59 0.56 10 2832 12 5 3 4 7
2WW9_D - 0.29 0.12 0.75 3 1949 1 0 1 0 23
2WW9_F - 0.71 0.60 0.86 6 293 1 0 1 0 4
2WW9_E - -0.01 0.00 0.00 0 556 5 0 5 0 14
2WWQ_V 0.64 0.50 0.82 14 2909 4 0 3 1 14
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
2ZZN_D 0.84 0.78 0.91 21 2462 2 0 2 0 6
3A2K_C 0.86 0.75 1.00 21 2905 0 0 0 0 7
3A3A_A 0.53 0.41 0.71 15 3634 6 0 6 0 22
3AKZ_H 0.48 0.43 0.55 12 2679 11 1 9 1 16
3AM1_B - 0.47 0.43 0.54 15 3212 13 1 12 0 20
3AMU_B 0.18 0.15 0.22 4 2985 16 2 12 2 23
3GCA_A - 0.54 0.29 1.00 5 523 0 0 0 0 12
3GX2_A 0.50 0.40 0.64 16 4346 10 1 8 1 24
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IWN_A 0.00 0.00 0.00 0 4268 10 0 10 0 33
3J0L_a - -0.01 0.00 0.00 0 1124 4 1 3 0 16
3J0L_g - -0.01 0.00 0.00 0 462 3 1 2 0 4
3J0L_7 - -0.01 0.00 0.00 0 1220 5 0 5 0 17
3J16_L 0.22 0.17 0.31 5 2759 11 0 11 0 25
3J20_0 0.73 0.57 0.94 17 2832 2 0 1 1 13
3J3D_C 0.72 0.61 0.85 17 2755 3 0 3 0 11
3JYV_7 -0.01 0.00 0.00 0 2830 20 0 20 0 32
3KTW_C - 0.08 0.07 0.12 3 4535 23 0 22 1 40
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NKB_B - 0.37 0.31 0.47 8 1999 9 0 9 0 18
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.30 0.17 0.54 7 3903 6 0 6 0 35
4ATO_G - 0.63 0.40 1.00 4 524 0 0 0 0 6
4ENB_A 0.43 0.32 0.60 6 1265 4 0 4 0 13
4ENC_A 0.43 0.32 0.60 6 1316 4 0 4 0 13
4JRC_A - 0.81 0.65 1.00 15 1525 0 0 0 0 8

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Performance of MCFold - scored lower in this pairwise comparison

1. Total counts & total scores for MCFold

Total Base Pair Counts
Total TP 388
Total TN 78358
Total FP 594
Total FP CONTRA 66
Total FP INCONS 504
Total FP COMP 24
Total FN 544
Total Scores
MCC 0.404
Average MCC ± 95% Confidence Intervals 0.388 ± 0.087
Sensitivity 0.416
Positive Predictive Value 0.405
Nr of predictions 38

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.95 0.91 1.00 10 396 1 0 0 1 1
2KFC_A - 0.28 0.25 0.36 5 616 9 2 7 0 15
2KX8_A 0.91 0.89 0.94 16 844 2 0 1 1 2
2LA5_A - -0.03 0.00 0.00 0 615 15 0 15 0 19
2LC8_A 0.41 0.45 0.39 9 1517 16 0 14 2 11
2RP0_A - 0.44 0.42 0.50 5 341 5 1 4 0 7
2WRQ_Y 0.27 0.35 0.22 6 2823 25 8 13 4 11
2WW9_D - -0.01 0.00 0.00 0 1925 28 5 23 0 26
2WW9_F - 0.59 0.60 0.60 6 290 4 0 4 0 4
2WW9_E - -0.02 0.00 0.00 0 547 14 0 14 0 14
2WWQ_V 0.15 0.18 0.15 5 2892 30 4 25 1 23
2XQD_Y 0.34 0.37 0.32 10 2819 22 1 20 1 17
2ZZN_D 0.61 0.63 0.61 17 2457 13 1 10 2 10
3A2K_C 0.44 0.46 0.42 13 2895 18 2 16 0 15
3A3A_A 0.89 0.86 0.91 32 3620 3 1 2 0 5
3AKZ_H 0.40 0.43 0.39 12 2670 19 3 16 0 16
3AM1_B - 0.93 0.89 0.97 31 3208 2 0 1 1 4
3AMU_B 0.44 0.48 0.42 13 2972 18 2 16 0 14
3GCA_A - 0.04 0.06 0.07 1 514 13 1 12 0 16
3GX2_A 0.47 0.48 0.48 19 4331 22 0 21 1 21
3IVN_B 0.39 0.39 0.40 12 2316 18 0 18 0 19
3IWN_A 0.19 0.21 0.18 7 4238 33 8 25 0 26
3J0L_a - 0.16 0.19 0.17 3 1110 15 1 14 0 13
3J0L_g - 0.13 0.25 0.08 1 452 12 8 4 0 3
3J0L_7 - -0.01 0.00 0.00 0 1206 19 4 15 0 17
3J16_L 0.45 0.47 0.44 14 2743 19 1 17 1 16
3J20_0 0.59 0.57 0.63 17 2823 12 1 9 2 13
3J3D_C 0.42 0.43 0.43 12 2747 18 2 14 2 16
3JYV_7 0.21 0.22 0.21 7 2817 26 0 26 0 25
3KTW_C - 0.40 0.40 0.43 17 4520 24 4 19 1 26
3LA5_A 0.32 0.32 0.34 11 2453 21 1 20 0 23
3NKB_B - 0.56 0.58 0.56 15 1989 13 0 12 1 11
3RKF_A 0.70 0.65 0.76 22 2182 7 1 6 0 12
3SD1_A 0.33 0.33 0.35 14 3876 26 0 26 0 28
4ATO_G - 0.30 0.30 0.33 3 519 8 0 6 2 7
4ENB_A 0.61 0.63 0.60 12 1255 8 2 6 0 7
4ENC_A 0.28 0.32 0.27 6 1304 17 2 14 1 13
4JRC_A - 0.20 0.22 0.21 5 1516 19 0 19 0 18

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