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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Fold MCFold
MCC 0.523 > 0.390
Average MCC ± 95% Confidence Intervals 0.469 ± 0.086 > 0.376 ± 0.079
Sensitivity 0.465 > 0.399
Positive Predictive Value 0.594 > 0.390
Total TP 726 > 624
Total TN 231710 > 231330
Total FP 576 < 1091
Total FP CONTRA 54 < 114
Total FP INCONS 442 < 864
Total FP COMP 80 < 113
Total FN 836 < 938
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of Fold - scored higher in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 726
Total TN 231710
Total FP 576
Total FP CONTRA 54
Total FP INCONS 442
Total FP COMP 80
Total FN 836
Total Scores
MCC 0.523
Average MCC ± 95% Confidence Intervals 0.469 ± 0.086
Sensitivity 0.465
Positive Predictive Value 0.594
Nr of predictions 47

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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
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LA5_A - 0.39 0.26 0.63 5 622 3 1 2 0 14
2LC8_A -0.01 0.00 0.00 0 1525 15 2 13 0 20
2LKR_A - 0.85 0.79 0.91 31 6071 5 0 3 2 8
2M58_A - -0.01 0.00 0.00 0 1638 15 0 15 0 17
2WWQ_V 0.76 0.64 0.90 18 2906 3 0 2 1 10
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
3AKZ_H 0.84 0.75 0.95 21 2679 1 1 0 0 7
3AM1_B - 0.78 0.71 0.86 25 3211 4 0 4 0 10
3AMU_B 0.64 0.59 0.70 16 2980 9 0 7 2 11
3IZF_C 0.70 0.59 0.82 32 6864 7 1 6 0 22
3J0L_2 - 0.25 0.24 0.26 8 6185 25 2 21 2 25
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_7 - -0.01 0.00 0.00 0 1213 12 0 12 0 17
3J0L_a - 0.20 0.19 0.23 3 1115 10 2 8 0 13
3J16_L 0.63 0.53 0.76 16 2754 5 0 5 0 14
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3J3D_C 0.47 0.43 0.52 12 2752 11 1 10 0 16
3J3E_8 0.00 0.00 0.00 0 7478 34 2 23 9 33
3J3E_7 0.46 0.37 0.57 20 7105 15 1 14 0 34
3J3F_7 0.79 0.68 0.92 34 7223 4 0 3 1 16
3J3F_8 0.28 0.28 0.29 10 12211 39 5 20 14 26
3NDB_M - 0.84 0.74 0.96 45 9133 3 0 2 1 16
3NKB_B - 0.35 0.31 0.42 8 1997 11 0 11 0 18
3O58_3 0.29 0.31 0.28 11 12363 41 3 26 12 24
3O58_2 0.71 0.71 0.71 27 7222 12 3 8 1 11
3PDR_A 0.77 0.64 0.94 46 12831 5 0 3 2 26
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.57 0.48 0.69 20 3887 9 1 8 0 22
3U4M_B - 0.45 0.35 0.59 13 3138 9 1 8 0 24
3ZEX_C 0.22 0.21 0.24 11 14151 45 4 30 11 41
3ZEX_H - 0.18 0.18 0.19 7 9008 30 5 25 0 31
3ZEX_D 0.76 0.67 0.87 33 6983 5 1 4 0 16
3ZEX_G - 0.76 0.65 0.89 48 16417 12 0 6 6 26
3ZEX_F - 0.00 0.00 0.00 0 2617 11 2 9 0 12
3ZND_W 0.20 0.22 0.19 5 2977 23 1 20 2 18
4A1C_2 0.14 0.15 0.14 5 11744 43 5 27 11 28
4A1C_3 0.68 0.57 0.82 31 7102 7 1 6 0 23
4ATO_G - 0.32 0.30 0.38 3 520 5 1 4 0 7
4ENB_A 0.32 0.26 0.42 5 1263 7 1 6 0 14
4ENC_A 0.31 0.26 0.38 5 1313 8 1 7 0 14
4FNJ_A - 0.79 0.63 1.00 10 585 0 0 0 0 6
4FRG_B 0.24 0.22 0.27 7 3460 19 3 16 0 25
4FRN_A 0.41 0.36 0.46 13 5123 15 2 13 0 23
4JF2_A 0.78 0.61 1.00 19 2831 0 0 0 0 12
4JRC_A - 0.29 0.26 0.35 6 1523 11 0 11 0 17

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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 624
Total TN 231330
Total FP 1091
Total FP CONTRA 114
Total FP INCONS 864
Total FP COMP 113
Total FN 938
Total Scores
MCC 0.390
Average MCC ± 95% Confidence Intervals 0.376 ± 0.079
Sensitivity 0.399
Positive Predictive Value 0.390
Nr of predictions 47

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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
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
2LKR_A - 0.93 0.92 0.95 36 6067 14 0 2 12 3
2M58_A - 0.20 0.24 0.18 4 1631 19 2 16 1 13
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
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
3IZF_C 0.71 0.69 0.74 37 6853 14 0 13 1 17
3J0L_2 - 0.21 0.24 0.18 8 6172 39 7 29 3 25
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
3J0L_a - 0.16 0.19 0.17 3 1110 15 1 14 0 13
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
3J2L_3 0.58 0.57 0.60 30 7825 23 2 18 3 23
3J3D_C 0.42 0.43 0.43 12 2747 18 2 14 2 16
3J3E_8 0.12 0.12 0.12 4 7470 46 3 26 17 29
3J3E_7 0.40 0.39 0.42 21 7090 29 3 26 0 33
3J3F_7 0.74 0.74 0.74 37 7210 17 2 11 4 13
3J3F_8 0.13 0.17 0.11 6 12191 61 9 40 12 30
3NDB_M - 0.23 0.23 0.24 14 9121 46 1 44 1 47
3NKB_B - 0.56 0.58 0.56 15 1989 13 0 12 1 11
3O58_3 0.22 0.26 0.19 9 12355 45 9 30 6 26
3O58_2 0.20 0.24 0.17 9 7208 44 5 38 1 29
3PDR_A 0.66 0.61 0.72 44 12819 19 0 17 2 28
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
3U4M_B - 0.59 0.59 0.59 22 3123 15 0 15 0 15
3ZEX_C 0.24 0.21 0.28 11 14156 29 3 26 0 41
3ZEX_H - 0.14 0.18 0.12 7 8987 52 14 37 1 31
3ZEX_D 0.17 0.18 0.18 9 6970 42 4 38 0 40
3ZEX_G - 0.00 0.00 0.00 0 16456 15 1 14 0 74
3ZEX_F - -0.01 0.00 0.00 0 2610 29 4 14 11 12
3ZND_W 0.19 0.22 0.18 5 2975 26 1 22 3 18
4A1C_2 0.13 0.15 0.11 5 11735 56 10 31 15 28
4A1C_3 0.68 0.67 0.71 36 7089 17 1 14 2 18
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
4FNJ_A - 0.83 0.81 0.87 13 580 3 0 2 1 3
4FRG_B 0.32 0.34 0.31 11 3450 25 0 25 0 21
4FRN_A 0.12 0.14 0.12 5 5110 38 1 35 2 31
4JF2_A 0.66 0.68 0.66 21 2818 11 0 11 0 10
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.