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 Fold - scored lower in this pairwise comparison

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


Overview

Metric ProbKnot Fold
MCC 0.478 > 0.451
Average MCC ± 95% Confidence Intervals 0.500 ± 0.069 > 0.484 ± 0.074
Sensitivity 0.423 > 0.401
Positive Predictive Value 0.542 > 0.509
Total TP 1531 > 1452
Total TN 2725661 > 2725632
Total FP 1413 < 1516
Total FP CONTRA 151 > 141
Total FP INCONS 1141 < 1259
Total FP COMP 121 > 116
Total FN 2090 < 2169
P-value 3.56938820447e-08

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Performance plots


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

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

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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 1531
Total TN 2725661
Total FP 1413
Total FP CONTRA 151
Total FP INCONS 1141
Total FP COMP 121
Total FN 2090
Total Scores
MCC 0.478
Average MCC ± 95% Confidence Intervals 0.500 ± 0.069
Sensitivity 0.423
Positive Predictive Value 0.542
Nr of predictions 61

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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
3IYQ_A 0.28 0.31 0.26 29 60616 85 22 59 4 65
3IZ4_A 0.52 0.46 0.60 61 70774 46 6 35 5 71
3IZF_C 0.72 0.61 0.85 33 6864 6 0 6 0 21
3J0L_7 - -0.01 0.00 0.00 0 1212 13 0 13 0 17
3J0L_2 - 0.27 0.27 0.28 9 6184 26 2 21 3 24
3J0L_g - -0.01 0.00 0.00 0 458 7 2 5 0 4
3J0L_a - 0.55 0.50 0.62 8 1115 5 2 3 0 8
3J16_L 0.35 0.33 0.38 10 2749 16 1 15 0 20
3J20_2 0.50 0.43 0.57 272 1116290 208 11 192 5 361
3J20_1 0.71 0.70 0.73 16 2904 7 0 6 1 7
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
3J2C_O - 0.60 0.52 0.70 33 10249 15 0 14 1 30
3J2C_M - 0.37 0.30 0.45 63 106352 79 9 67 3 144
3J2L_3 0.60 0.49 0.74 26 7840 11 0 9 2 27
3J3D_C 0.46 0.43 0.50 12 2751 12 1 11 0 16
3J3E_7 0.47 0.35 0.63 19 7110 11 0 11 0 35
3J3E_8 0.00 0.00 0.00 0 7476 37 3 24 10 33
3J3F_8 0.35 0.33 0.36 12 12213 35 3 18 14 24
3J3F_7 0.76 0.64 0.91 32 7225 3 0 3 0 18
3J3V_B 0.53 0.42 0.67 24 6985 12 1 11 0 33
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
3NPB_A 0.72 0.61 0.85 28 6988 8 1 4 3 18
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
3W1K_J 0.87 0.79 0.97 30 4155 1 1 0 0 8
3W3S_B 0.89 0.80 1.00 32 4721 1 0 0 1 8
3ZEX_B - 0.29 0.26 0.33 146 1071940 307 34 260 13 412
3ZEX_F - 0.00 0.00 0.00 0 2620 11 2 6 3 12
3ZEX_C 0.38 0.31 0.47 16 14162 21 2 16 3 36
3ZEX_H - 0.19 0.18 0.19 7 9009 29 4 25 0 31
3ZEX_D 0.77 0.67 0.89 33 6984 4 0 4 0 16
3ZEX_E - 0.00 0.00 0.00 0 21886 61 2 57 2 77
3ZEX_G - 0.77 0.66 0.91 49 16417 10 0 5 5 25
3ZND_W 0.20 0.22 0.19 5 2977 24 1 20 3 18
4A1C_2 0.13 0.15 0.12 5 11738 49 7 31 11 28
4A1C_3 0.73 0.61 0.87 33 7102 6 1 4 1 21
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
4JF2_A 0.80 0.71 0.92 22 2826 2 2 0 0 9
4JRC_A - 0.25 0.22 0.31 5 1524 11 0 11 0 18

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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 1452
Total TN 2725632
Total FP 1516
Total FP CONTRA 141
Total FP INCONS 1259
Total FP COMP 116
Total FN 2169
Total Scores
MCC 0.451
Average MCC ± 95% Confidence Intervals 0.484 ± 0.074
Sensitivity 0.401
Positive Predictive Value 0.509
Nr of predictions 61

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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
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
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_7 - -0.01 0.00 0.00 0 1213 12 0 12 0 17
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_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_2 0.45 0.40 0.51 256 1116260 253 15 234 4 377
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
3J2C_O - 0.59 0.54 0.65 34 10244 18 1 17 0 29
3J2C_M - 0.19 0.15 0.23 32 106350 110 5 104 1 175
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_B - 0.27 0.24 0.30 135 1071923 334 34 288 12 423
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_D 0.76 0.67 0.87 33 6983 5 1 4 0 16
3ZEX_E - 0.00 0.00 0.00 0 21890 57 2 53 2 77
3ZEX_G - 0.76 0.65 0.89 48 16417 12 0 6 6 26
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
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.