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

  1. Overview

  2. Performance Plots

  3. Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

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

  5. Compile and download dataset for CentroidAlifold(seed) & ProbKnot [.zip] - may take several seconds...


Overview

Metric CentroidAlifold(seed) ProbKnot
MCC 0.621 > 0.535
Average MCC ± 95% Confidence Intervals 0.536 ± 0.064 < 0.557 ± 0.079
Sensitivity 0.432 < 0.476
Positive Predictive Value 0.894 > 0.604
Total TP 949 < 1046
Total TN 1445335 > 1444663
Total FP 136 < 770
Total FP CONTRA 22 < 89
Total FP INCONS 90 < 598
Total FP COMP 24 < 83
Total FN 1250 > 1153
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of CentroidAlifold(seed) and ProbKnot. 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 CentroidAlifold(seed) and ProbKnot).

  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 CentroidAlifold(seed) and ProbKnot).

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

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Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidAlifold(seed)

Total Base Pair Counts
Total TP 949
Total TN 1445335
Total FP 136
Total FP CONTRA 22
Total FP INCONS 90
Total FP COMP 24
Total FN 1250
Total Scores
MCC 0.621
Average MCC ± 95% Confidence Intervals 0.536 ± 0.064
Sensitivity 0.432
Positive Predictive Value 0.894
Nr of predictions 39

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2. Individual counts for CentroidAlifold(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KX8_A 0.00 0.00 0.00 0 861 0 0 0 0 18
2LC8_A 0.00 0.00 0.00 0 1540 0 0 0 0 20
2XQD_Y 0.47 0.22 1.00 6 2844 0 0 0 0 21
3AKZ_H 0.46 0.21 1.00 6 2695 0 0 0 0 22
3AMU_B 0.47 0.22 1.00 6 2997 0 0 0 0 21
3IYQ_A 0.52 0.39 0.70 37 60673 21 10 6 5 57
3IZ4_A 0.58 0.39 0.88 51 70818 7 2 5 0 81
3IZF_C 0.54 0.30 1.00 16 6887 0 0 0 0 38
3J16_L 0.45 0.20 1.00 6 2769 0 0 0 0 24
3J20_0 0.45 0.20 1.00 6 2844 0 0 0 0 24
3J20_2 0.72 0.60 0.86 381 1116321 70 5 58 7 252
3J20_1 0.51 0.26 1.00 6 2920 0 0 0 0 17
3J2L_3 0.53 0.28 1.00 15 7860 2 0 0 2 38
3J3D_C 0.46 0.21 1.00 6 2769 0 0 0 0 22
3J3E_8 0.26 0.09 0.75 3 7499 1 0 1 0 30
3J3E_7 0.56 0.33 0.95 18 7121 1 0 1 0 36
3J3F_8 0.55 0.33 0.92 12 12233 1 0 1 0 24
3J3F_7 0.58 0.34 1.00 17 7243 1 0 0 1 33
3J3V_B 0.48 0.28 0.84 16 7002 3 0 3 0 41
3NPB_A 0.71 0.54 0.93 25 6994 4 1 1 2 21
3O58_2 0.65 0.42 1.00 16 7244 0 0 0 0 22
3O58_3 0.56 0.34 0.92 12 12390 1 0 1 0 23
3PDR_A 0.77 0.61 0.98 44 12835 3 0 1 2 28
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.71 0.52 0.96 22 3893 1 0 1 0 20
3UZL_B 0.40 0.16 1.00 6 3564 0 0 0 0 31
3W1K_J 0.78 0.66 0.93 25 4159 2 1 1 0 13
3W3S_B 0.74 0.60 0.92 24 4727 3 0 2 1 16
3ZEX_C 0.46 0.23 0.92 12 14183 1 1 0 0 40
3ZEX_D 0.60 0.37 1.00 18 7003 0 0 0 0 31
3ZND_W 0.00 0.00 0.00 0 2998 6 0 5 1 23
4A1C_3 0.54 0.30 1.00 16 7124 0 0 0 0 38
4A1C_2 0.46 0.24 0.89 8 11772 3 0 1 2 25
4AOB_A 0.75 0.57 1.00 24 4347 1 0 0 1 18
4ENB_A 0.65 0.42 1.00 8 1267 0 0 0 0 11
4ENC_A 0.65 0.42 1.00 8 1318 0 0 0 0 11
4FRG_B 0.69 0.53 0.89 17 3467 2 1 1 0 15
4FRN_A 0.71 0.56 0.91 20 5129 2 1 1 0 16
4JF2_A 0.72 0.52 1.00 16 2834 0 0 0 0 15

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Performance of ProbKnot - scored lower in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 1046
Total TN 1444663
Total FP 770
Total FP CONTRA 89
Total FP INCONS 598
Total FP COMP 83
Total FN 1153
Total Scores
MCC 0.535
Average MCC ± 95% Confidence Intervals 0.557 ± 0.079
Sensitivity 0.476
Positive Predictive Value 0.604
Nr of predictions 39

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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
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LC8_A -0.01 0.00 0.00 0 1525 15 2 13 0 20
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
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
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_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
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_8 0.00 0.00 0.00 0 7476 37 3 24 10 33
3J3E_7 0.47 0.35 0.63 19 7110 11 0 11 0 35
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
3NPB_A 0.72 0.61 0.85 28 6988 8 1 4 3 18
3O58_2 0.76 0.76 0.76 29 7222 10 3 6 1 9
3O58_3 0.31 0.34 0.29 12 12362 41 4 25 12 23
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
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_C 0.38 0.31 0.47 16 14162 21 2 16 3 36
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
4A1C_3 0.73 0.61 0.87 33 7102 6 1 4 1 21
4A1C_2 0.13 0.15 0.12 5 11738 49 7 31 11 28
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
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
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

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