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 0.640 > 0.536
Average MCC ± 95% Confidence Intervals 0.595 ± 0.074 > 0.559 ± 0.081
Sensitivity 0.531 > 0.476
Positive Predictive Value 0.773 > 0.605
Total TP 1152 > 1034
Total TN 1442130 > 1441912
Total FP 421 < 758
Total FP CONTRA 53 < 88
Total FP INCONS 286 < 587
Total FP COMP 82 < 83
Total FN 1019 < 1137
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 1152
Total TN 1442130
Total FP 421
Total FP CONTRA 53
Total FP INCONS 286
Total FP COMP 82
Total FN 1019
Total Scores
MCC 0.640
Average MCC ± 95% Confidence Intervals 0.595 ± 0.074
Sensitivity 0.531
Positive Predictive Value 0.773
Nr of predictions 38

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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
2LC8_A -0.01 0.00 0.00 0 1530 12 0 10 2 20
2XQD_Y 0.77 0.67 0.90 18 2830 2 0 2 0 9
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
3J3E_7 0.70 0.59 0.82 32 7101 7 2 5 0 22
3J3E_8 0.16 0.09 0.27 3 7492 14 1 7 6 30
3J3F_7 0.78 0.70 0.88 35 7220 6 2 3 1 15
3J3F_8 0.45 0.33 0.60 12 12226 18 1 7 10 24
3J3V_B 0.56 0.46 0.70 26 6984 11 1 10 0 31
3NPB_A 0.69 0.59 0.82 27 6988 9 2 4 3 19
3O58_2 0.79 0.79 0.79 30 7222 10 4 4 2 8
3O58_3 0.45 0.34 0.60 12 12383 19 2 6 11 23
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
3W1K_J 0.84 0.76 0.94 29 4155 2 1 1 0 9
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
3ZND_W 0.44 0.39 0.50 9 2985 11 0 9 2 14
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
4JF2_A 0.44 0.32 0.63 10 2834 6 0 6 0 21

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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 1034
Total TN 1441912
Total FP 758
Total FP CONTRA 88
Total FP INCONS 587
Total FP COMP 83
Total FN 1137
Total Scores
MCC 0.536
Average MCC ± 95% Confidence Intervals 0.559 ± 0.081
Sensitivity 0.476
Positive Predictive Value 0.605
Nr of predictions 38

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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_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
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_7 0.76 0.64 0.91 32 7225 3 0 3 0 18
3J3F_8 0.35 0.33 0.36 12 12213 35 3 18 14 24
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.