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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric MXScarna(seed) ProbKnot
MCC 0.654 > 0.550
Average MCC ± 95% Confidence Intervals 0.627 ± 0.077 > 0.599 ± 0.085
Sensitivity 0.548 > 0.493
Positive Predictive Value 0.782 > 0.615
Total TP 1086 > 976
Total TN 1405949 > 1405751
Total FP 379 < 682
Total FP CONTRA 45 < 78
Total FP INCONS 258 < 533
Total FP COMP 76 > 71
Total FN 894 < 1004
P-value 3.56938820447e-08

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Performance plots


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

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

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

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

Total Base Pair Counts
Total TP 1086
Total TN 1405949
Total FP 379
Total FP CONTRA 45
Total FP INCONS 258
Total FP COMP 76
Total FN 894
Total Scores
MCC 0.654
Average MCC ± 95% Confidence Intervals 0.627 ± 0.077
Sensitivity 0.548
Positive Predictive Value 0.782
Nr of predictions 35

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KX8_A -0.01 0.00 0.00 0 859 2 0 2 0 18
2L1F_B 0.96 0.92 1.00 23 2122 0 0 0 0 2
2L1F_A 0.91 0.88 0.95 21 2058 1 0 1 0 3
2L94_A 0.57 0.55 0.61 11 972 7 0 7 0 9
2LC8_A -0.01 0.00 0.00 0 1530 12 0 10 2 20
2XKV_B 0.59 0.55 0.65 11 4543 18 0 6 12 9
2XQD_Y 0.77 0.67 0.90 18 2830 2 0 2 0 9
2XXA_G 0.67 0.57 0.80 24 5121 7 0 6 1 18
3AKZ_H 0.86 0.75 1.00 21 2680 0 0 0 0 7
3AMU_B 0.84 0.70 1.00 19 2984 1 0 0 1 8
3IYQ_A 0.45 0.38 0.54 36 60659 37 4 27 6 58
3IZ4_A 0.69 0.55 0.88 72 70794 11 3 7 1 60
3IZF_C 0.67 0.57 0.79 31 6864 9 1 7 1 23
3J16_L 0.82 0.67 1.00 20 2755 0 0 0 0 10
3J20_2 0.67 0.58 0.77 366 1116289 118 14 96 8 267
3J20_1 0.93 0.87 1.00 20 2906 0 0 0 0 3
3J20_0 0.79 0.63 1.00 19 2831 0 0 0 0 11
3J2L_3 0.60 0.49 0.74 26 7840 11 1 8 2 27
3NPB_A 0.69 0.59 0.82 27 6988 9 2 4 3 19
3O58_3 0.45 0.34 0.60 12 12383 19 2 6 11 23
3O58_2 0.79 0.79 0.79 30 7222 10 4 4 2 8
3PDR_A 0.73 0.63 0.87 45 12828 9 2 5 2 27
3RKF_A 0.72 0.53 1.00 18 2193 0 0 0 0 16
3SD1_A 0.63 0.55 0.74 23 3885 8 1 7 0 19
3UZL_B 0.66 0.49 0.90 18 3550 2 1 1 0 19
3W3S_B 0.69 0.60 0.80 24 4723 6 0 6 0 16
3ZEX_C 0.32 0.19 0.53 10 14177 20 2 7 11 42
3ZEX_D 0.76 0.69 0.83 34 6980 7 1 6 0 15
4A1C_3 0.75 0.65 0.88 35 7100 5 1 4 0 19
4A1C_2 0.35 0.24 0.50 8 11765 20 1 7 12 25
4AOB_A 0.66 0.55 0.79 23 4342 7 0 6 1 19
4ENB_A 0.48 0.32 0.75 6 1267 2 0 2 0 13
4ENC_A 0.43 0.32 0.60 6 1316 4 1 3 0 13
4FRG_B 0.41 0.31 0.56 10 3468 8 2 6 0 22
4FRN_A 0.62 0.53 0.73 19 5125 7 2 5 0 17

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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 976
Total TN 1405751
Total FP 682
Total FP CONTRA 78
Total FP INCONS 533
Total FP COMP 71
Total FN 1004
Total Scores
MCC 0.550
Average MCC ± 95% Confidence Intervals 0.599 ± 0.085
Sensitivity 0.493
Positive Predictive Value 0.615
Nr of predictions 35

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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
2L1F_B 0.98 0.96 1.00 24 2121 0 0 0 0 1
2L1F_A 0.98 0.96 1.00 23 2057 0 0 0 0 1
2L94_A 0.97 0.95 1.00 19 971 0 0 0 0 1
2LC8_A -0.01 0.00 0.00 0 1525 15 2 13 0 20
2XKV_B 0.51 0.50 0.53 10 4541 24 0 9 15 10
2XQD_Y 0.90 0.81 1.00 22 2828 1 0 0 1 5
2XXA_G 0.26 0.24 0.29 10 5116 25 1 24 0 32
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_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
3J2L_3 0.60 0.49 0.74 26 7840 11 0 9 2 27
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
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_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
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

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