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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric UNAFold Fold
MCC 0.484 > 0.457
Average MCC ± 95% Confidence Intervals 0.508 ± 0.064 > 0.493 ± 0.073
Sensitivity 0.426 > 0.406
Positive Predictive Value 0.551 > 0.516
Total TP 1572 > 1498
Total TN 2732743 > 2732692
Total FP 1402 < 1523
Total FP CONTRA 140 < 141
Total FP INCONS 1141 < 1265
Total FP COMP 121 > 117
Total FN 2115 < 2189
P-value 3.85233844192e-08

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Performance plots


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

  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 UNAFold and Fold).

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

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Performance of UNAFold - scored higher in this pairwise comparison

1. Total counts & total scores for UNAFold

Total Base Pair Counts
Total TP 1572
Total TN 2732743
Total FP 1402
Total FP CONTRA 140
Total FP INCONS 1141
Total FP COMP 121
Total FN 2115
Total Scores
MCC 0.484
Average MCC ± 95% Confidence Intervals 0.508 ± 0.064
Sensitivity 0.426
Positive Predictive Value 0.551
Nr of predictions 63

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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
2KRL_A - 0.76 0.60 0.96 24 5126 5 0 1 4 16
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 - 0.93 0.87 1.00 34 6071 1 0 0 1 5
2M58_A - 0.51 0.41 0.64 7 1642 4 1 3 0 10
2WWQ_V 0.78 0.68 0.90 19 2905 3 0 2 1 9
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
3ADB_C - 0.80 0.74 0.88 28 4154 4 0 4 0 10
3AKZ_H 0.43 0.39 0.48 11 2678 12 2 10 0 17
3AM1_B - 0.68 0.63 0.73 22 3210 8 1 7 0 13
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3IYQ_A 0.31 0.33 0.28 31 60617 82 22 56 4 63
3IZ4_A 0.51 0.45 0.58 60 70772 50 4 40 6 72
3IZF_C 0.70 0.61 0.80 33 6862 8 1 7 0 21
3J0L_a - 0.51 0.50 0.53 8 1113 7 3 4 0 8
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 - 0.48 0.41 0.58 7 1213 5 0 5 0 10
3J16_L 0.26 0.23 0.30 7 2752 16 1 15 0 23
3J20_1 0.73 0.70 0.76 16 2905 5 0 5 0 7
3J20_0 0.43 0.40 0.48 12 2825 14 0 13 1 18
3J20_2 0.47 0.41 0.53 260 1116278 230 15 212 3 373
3J2C_M - 0.56 0.46 0.69 96 106351 49 7 37 5 111
3J2C_O - 0.52 0.44 0.61 28 10250 19 0 18 1 35
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3J3D_C 0.28 0.25 0.32 7 2753 15 1 14 0 21
3J3E_7 0.45 0.37 0.56 20 7104 16 1 15 0 34
3J3E_8 0.10 0.09 0.12 3 7477 32 2 21 9 30
3J3F_8 0.30 0.31 0.29 11 12208 41 4 23 14 25
3J3F_7 0.73 0.62 0.86 31 7224 6 0 5 1 19
3J3V_B 0.55 0.44 0.69 25 6985 11 1 10 0 32
3NDB_M - 0.84 0.74 0.96 45 9133 3 0 2 1 16
3NKB_B - 0.59 0.54 0.67 14 1995 7 0 7 0 12
3NPB_A 0.78 0.65 0.94 30 6989 5 0 2 3 16
3O58_3 0.35 0.34 0.35 12 12369 33 1 21 11 23
3O58_2 0.71 0.71 0.71 27 7222 12 4 7 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 0.64 0.52 0.79 22 3888 6 1 5 0 20
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.48 0.38 0.61 14 3547 9 0 9 0 23
3W1K_J 0.87 0.79 0.97 30 4155 1 1 0 0 8
3W3S_B 0.56 0.50 0.63 20 4721 13 1 11 1 20
3ZEX_E - 0.00 0.00 0.00 0 21893 54 4 48 2 77
3ZEX_F - 0.00 0.00 0.00 0 2617 11 2 9 0 12
3ZEX_C 0.24 0.21 0.28 11 14157 42 1 27 14 41
3ZEX_H - 0.18 0.18 0.18 7 9006 32 6 26 0 31
3ZEX_B - 0.31 0.28 0.35 154 1071936 301 33 257 11 404
3ZEX_G - 0.75 0.64 0.89 47 16418 12 0 6 6 27
3ZEX_D 0.77 0.65 0.91 32 6986 3 0 3 0 17
3ZND_W 0.21 0.22 0.21 5 2979 20 1 18 1 18
4A1C_3 0.70 0.59 0.82 32 7101 7 1 6 0 22
4A1C_2 0.14 0.15 0.14 5 11745 42 5 26 11 28
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 0.70 0.58 0.85 11 1262 2 1 1 0 8
4ENC_A 0.32 0.26 0.42 5 1314 7 1 6 0 14
4FNJ_A - 0.79 0.63 1.00 10 585 0 0 0 0 6
4FRG_B 0.32 0.28 0.38 9 3462 15 0 15 0 23
4FRN_A 0.43 0.36 0.52 13 5126 12 2 10 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 Fold - scored lower in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 1498
Total TN 2732692
Total FP 1523
Total FP CONTRA 141
Total FP INCONS 1265
Total FP COMP 117
Total FN 2189
Total Scores
MCC 0.457
Average MCC ± 95% Confidence Intervals 0.493 ± 0.073
Sensitivity 0.406
Positive Predictive Value 0.516
Nr of predictions 63

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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
2KRL_A - 0.76 0.60 0.96 24 5126 5 0 1 4 16
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
3ADB_C - 0.80 0.74 0.88 28 4154 4 0 4 0 10
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
3IYQ_A 0.29 0.31 0.27 29 60618 83 20 59 4 65
3IZ4_A 0.53 0.46 0.61 61 70776 44 5 34 5 71
3IZF_C 0.70 0.59 0.82 32 6864 7 1 6 0 22
3J0L_a - 0.20 0.19 0.23 3 1115 10 2 8 0 13
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
3J16_L 0.63 0.53 0.76 16 2754 5 0 5 0 14
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
3J20_2 0.45 0.40 0.51 256 1116260 253 15 234 4 377
3J2C_M - 0.19 0.15 0.23 32 106350 110 5 104 1 175
3J2C_O - 0.59 0.54 0.65 34 10244 18 1 17 0 29
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_7 0.46 0.37 0.57 20 7105 15 1 14 0 34
3J3E_8 0.00 0.00 0.00 0 7478 34 2 23 9 33
3J3F_8 0.28 0.28 0.29 10 12211 39 5 20 14 26
3J3F_7 0.79 0.68 0.92 34 7223 4 0 3 1 16
3J3V_B 0.51 0.42 0.63 24 6983 14 1 13 0 33
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
3NPB_A 0.70 0.61 0.80 28 6986 10 1 6 3 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
3UZL_B 0.77 0.62 0.96 23 3546 1 0 1 0 14
3W1K_J 0.87 0.79 0.97 30 4155 1 1 0 0 8
3W3S_B 0.85 0.75 0.97 30 4722 2 0 1 1 10
3ZEX_E - 0.00 0.00 0.00 0 21890 57 2 53 2 77
3ZEX_F - 0.00 0.00 0.00 0 2617 11 2 9 0 12
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_B - 0.27 0.24 0.30 135 1071923 334 34 288 12 423
3ZEX_G - 0.76 0.65 0.89 48 16417 12 0 6 6 26
3ZEX_D 0.76 0.67 0.87 33 6983 5 1 4 0 16
3ZND_W 0.20 0.22 0.19 5 2977 23 1 20 2 18
4A1C_3 0.68 0.57 0.82 31 7102 7 1 6 0 23
4A1C_2 0.14 0.15 0.14 5 11744 43 5 27 11 28
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 0.32 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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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.