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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric ProbKnot Cylofold
MCC 0.558 > 0.547
Average MCC ± 95% Confidence Intervals 0.529 ± 0.087 < 0.558 ± 0.073
Sensitivity 0.498 > 0.456
Positive Predictive Value 0.631 < 0.662
Total TP 666 > 610
Total TN 179388 < 179522
Total FP 430 > 344
Total FP CONTRA 41 > 32
Total FP INCONS 348 > 279
Total FP COMP 41 > 33
Total FN 672 < 728
P-value 1.35125075749e-05

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Performance plots


  1. Comparison of performance of ProbKnot and Cylofold. 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 ProbKnot and Cylofold).

  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 ProbKnot and Cylofold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ProbKnot and Cylofold. 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 ProbKnot and Cylofold).

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Performance of ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 666
Total TN 179388
Total FP 430
Total FP CONTRA 41
Total FP INCONS 348
Total FP COMP 41
Total FN 672
Total Scores
MCC 0.558
Average MCC ± 95% Confidence Intervals 0.529 ± 0.087
Sensitivity 0.498
Positive Predictive Value 0.631
Nr of predictions 40

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KRL_A - 0.69 0.60 0.80 24 5121 11 2 4 5 16
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LA5_A - 0.45 0.32 0.67 6 621 3 0 3 0 13
2LC8_A -0.01 0.00 0.00 0 1525 15 2 13 0 20
2LKR_A - 0.85 0.77 0.94 30 6073 4 0 2 2 9
2M58_A - -0.01 0.00 0.00 0 1638 15 0 15 0 17
2XQD_Y 0.90 0.81 1.00 22 2828 1 0 0 1 5
3AKZ_H 0.73 0.75 0.72 21 2672 8 4 4 0 7
3AM1_B - 0.74 0.71 0.78 25 3208 7 1 6 0 10
3AMU_B 0.65 0.59 0.73 16 2981 8 0 6 2 11
3IZF_C 0.72 0.61 0.85 33 6864 6 0 6 0 21
3J0L_g - -0.01 0.00 0.00 0 458 7 2 5 0 4
3J0L_2 - 0.27 0.27 0.28 9 6184 26 2 21 3 24
3J0L_a - 0.55 0.50 0.62 8 1115 5 2 3 0 8
3J0L_7 - -0.01 0.00 0.00 0 1212 13 0 13 0 17
3J16_L 0.35 0.33 0.38 10 2749 16 1 15 0 20
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
3J20_1 0.71 0.70 0.73 16 2904 7 0 6 1 7
3J2C_O - 0.60 0.52 0.70 33 10249 15 0 14 1 30
3J2L_3 0.60 0.49 0.74 26 7840 11 0 9 2 27
3NDB_M - 0.77 0.69 0.88 42 9132 7 0 6 1 19
3NKB_B - 0.59 0.54 0.67 14 1995 7 0 7 0 12
3O58_3 0.31 0.34 0.29 12 12362 41 4 25 12 23
3O58_2 0.76 0.76 0.76 29 7222 10 3 6 1 9
3PDR_A 0.74 0.64 0.85 46 12826 10 1 7 2 26
3RKF_A 0.73 0.59 0.91 20 2189 2 1 1 0 14
3SD1_A 0.55 0.48 0.65 20 3885 11 2 9 0 22
3U4M_B - 0.45 0.35 0.59 13 3138 9 1 8 0 24
3UZL_B 0.73 0.62 0.85 23 3543 4 0 4 0 14
3W3S_B 0.89 0.80 1.00 32 4721 1 0 0 1 8
3ZEX_E - 0.00 0.00 0.00 0 21886 61 2 57 2 77
3ZEX_D 0.77 0.67 0.89 33 6984 4 0 4 0 16
3ZND_W 0.20 0.22 0.19 5 2977 24 1 20 3 18
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ATO_G - 0.32 0.30 0.38 3 520 5 1 4 0 7
4ENB_A 0.73 0.58 0.92 11 1263 1 1 0 0 8
4ENC_A 0.45 0.42 0.50 8 1310 8 1 7 0 11
4FNJ_A - 0.66 0.50 0.89 8 586 1 0 1 0 8
4FRG_B 0.37 0.31 0.45 10 3464 12 3 9 0 22
4FRN_A 0.44 0.36 0.54 13 5127 11 2 9 0 23

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Performance of Cylofold - scored lower in this pairwise comparison

1. Total counts & total scores for Cylofold

Total Base Pair Counts
Total TP 610
Total TN 179522
Total FP 344
Total FP CONTRA 32
Total FP INCONS 279
Total FP COMP 33
Total FN 728
Total Scores
MCC 0.547
Average MCC ± 95% Confidence Intervals 0.558 ± 0.073
Sensitivity 0.456
Positive Predictive Value 0.662
Nr of predictions 40

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KRL_A - 0.72 0.60 0.86 24 5123 8 2 2 4 16
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LA5_A - 0.46 0.26 0.83 5 624 1 0 1 0 14
2LC8_A 0.61 0.55 0.69 11 1524 5 0 5 0 9
2LKR_A - 0.50 0.44 0.59 17 6076 12 2 10 0 22
2M58_A - 0.51 0.41 0.64 7 1642 4 1 3 0 10
2XQD_Y 0.81 0.78 0.84 21 2825 4 4 0 0 6
3AKZ_H 0.66 0.57 0.76 16 2680 6 0 5 1 12
3AM1_B - 0.76 0.63 0.92 22 3216 2 0 2 0 13
3AMU_B 0.67 0.59 0.76 16 2982 7 0 5 2 11
3IZF_C 0.68 0.56 0.83 30 6867 6 0 6 0 24
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_2 - 0.39 0.36 0.43 12 6188 18 2 14 2 21
3J0L_a - 0.22 0.19 0.27 3 1117 8 1 7 0 13
3J0L_7 - 0.30 0.29 0.33 5 1210 10 0 10 0 12
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3J20_0 0.66 0.57 0.77 17 2828 6 1 4 1 13
3J20_1 0.69 0.70 0.70 16 2903 7 2 5 0 7
3J2C_O - 0.43 0.33 0.55 21 10258 18 0 17 1 42
3J2L_3 0.56 0.43 0.72 23 7843 11 0 9 2 30
3NDB_M - 0.58 0.48 0.71 29 9139 13 1 11 1 32
3NKB_B - 0.40 0.31 0.53 8 2001 7 0 7 0 18
3O58_3 0.36 0.34 0.38 12 12371 29 5 15 9 23
3O58_2 0.80 0.68 0.93 26 7232 3 0 2 1 12
3PDR_A 0.72 0.54 0.95 39 12839 4 0 2 2 33
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.62 0.50 0.78 21 3889 6 0 6 0 21
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.45 0.38 0.54 14 3544 12 1 11 0 23
3W3S_B 0.44 0.38 0.52 15 4724 15 0 14 1 25
3ZEX_E - 0.00 0.00 0.00 0 21897 51 2 46 3 77
3ZEX_D 0.58 0.49 0.69 24 6986 11 0 11 0 25
3ZND_W 0.40 0.39 0.41 9 2981 15 2 11 2 14
4AOB_A 0.35 0.26 0.48 11 4348 13 1 11 1 31
4ATO_G - 0.73 0.70 0.78 7 519 2 1 1 0 3
4ENB_A 0.89 0.79 1.00 15 1260 0 0 0 0 4
4ENC_A 0.86 0.79 0.94 15 1310 1 1 0 0 4
4FNJ_A - 0.70 0.50 1.00 8 587 0 0 0 0 8
4FRG_B 0.81 0.66 1.00 21 3465 0 0 0 0 11
4FRN_A 0.20 0.14 0.31 5 5135 11 2 9 0 31

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