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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNASLOpt McQFold
MCC 0.427 > 0.422
Average MCC ± 95% Confidence Intervals 0.420 ± 0.090 < 0.439 ± 0.095
Sensitivity 0.341 < 0.356
Positive Predictive Value 0.541 > 0.506
Total TP 547 < 570
Total TN 324499 > 324385
Total FP 522 < 607
Total FP CONTRA 50 < 58
Total FP INCONS 415 < 498
Total FP COMP 57 > 51
Total FN 1055 > 1032
P-value 0.000102525955954

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Performance plots


  1. Comparison of performance of RNASLOpt and McQFold. 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 RNASLOpt and McQFold).

  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 RNASLOpt and McQFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNASLOpt and McQFold. 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 RNASLOpt and McQFold).

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Performance of RNASLOpt - scored higher in this pairwise comparison

1. Total counts & total scores for RNASLOpt

Total Base Pair Counts
Total TP 547
Total TN 324499
Total FP 522
Total FP CONTRA 50
Total FP INCONS 415
Total FP COMP 57
Total FN 1055
Total Scores
MCC 0.427
Average MCC ± 95% Confidence Intervals 0.420 ± 0.090
Sensitivity 0.341
Positive Predictive Value 0.541
Nr of predictions 41

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2. Individual counts for RNASLOpt [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.47 0.35 0.64 7 1529 4 0 4 0 13
2LKR_A - 0.68 0.62 0.75 24 6073 9 0 8 1 15
2M58_A - 0.32 0.24 0.44 4 1644 5 1 4 0 13
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_a - 0.26 0.19 0.38 3 1120 5 1 4 0 13
3J0L_7 - -0.01 0.00 0.00 0 1212 13 0 13 0 17
3J0L_2 - 0.39 0.36 0.43 12 6188 18 2 14 2 21
3J16_L 0.53 0.40 0.71 12 2758 5 0 5 0 18
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.66 0.57 0.77 17 2828 6 1 4 1 13
3J2C_M - 0.38 0.29 0.50 60 106370 64 11 50 3 147
3J2C_O - 0.62 0.49 0.78 31 10256 10 0 9 1 32
3J2L_3 0.56 0.43 0.72 23 7843 11 0 9 2 30
3J3D_C 0.82 0.71 0.95 20 2754 1 0 1 0 8
3J3E_7 0.48 0.35 0.66 19 7111 10 0 10 0 35
3J3E_8 0.00 0.00 0.00 0 7483 30 1 19 10 33
3J3F_8 0.34 0.33 0.35 12 12212 35 3 19 13 24
3J3F_7 0.18 0.16 0.22 8 7224 28 1 27 0 42
3J3V_B 0.46 0.33 0.63 19 6991 11 0 11 0 38
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.48 0.32 0.71 12 3553 5 0 5 0 25
3W1K_J 0.84 0.74 0.97 28 4157 1 1 0 0 10
3W3S_B 0.82 0.70 0.97 28 4724 2 0 1 1 12
3ZEX_D 0.76 0.59 0.97 29 6991 1 0 1 0 20
3ZEX_G - 0.00 0.00 0.00 0 16471 0 0 0 0 74
3ZEX_C 0.26 0.21 0.33 11 14163 35 2 20 13 41
3ZEX_F - 0.00 0.00 0.00 0 2628 0 0 0 0 12
3ZEX_H - 0.19 0.18 0.21 7 9012 26 4 22 0 31
3ZEX_E - 0.00 0.00 0.00 0 21892 55 4 49 2 77
3ZND_W 0.21 0.22 0.22 5 2980 20 1 17 2 18
4A1C_2 0.23 0.24 0.22 8 11744 35 8 21 6 25
4A1C_3 0.67 0.52 0.88 28 7108 4 0 4 0 26
4AOB_A 0.26 0.19 0.38 8 4350 13 2 11 0 34
4ATO_G - 0.30 0.30 0.33 3 519 6 2 4 0 7
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.65 0.47 0.90 9 1316 1 1 0 0 10
4FNJ_A - -0.02 0.00 0.00 0 584 11 0 11 0 16
4FRG_B 0.56 0.47 0.68 15 3464 7 1 6 0 17
4FRN_A 0.20 0.17 0.26 6 5128 17 2 15 0 30
4JF2_A 0.78 0.61 1.00 19 2831 0 0 0 0 12
4JRC_A - 0.83 0.70 1.00 16 1524 0 0 0 0 7

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Performance of McQFold - scored lower in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 570
Total TN 324385
Total FP 607
Total FP CONTRA 58
Total FP INCONS 498
Total FP COMP 51
Total FN 1032
Total Scores
MCC 0.422
Average MCC ± 95% Confidence Intervals 0.439 ± 0.095
Sensitivity 0.356
Positive Predictive Value 0.506
Nr of predictions 41

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2. Individual counts for McQFold [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.61 0.55 0.69 11 1524 5 0 5 0 9
2LKR_A - 0.51 0.46 0.58 18 6074 13 2 11 0 21
2M58_A - 0.56 0.47 0.67 8 1641 4 1 3 0 9
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_a - 0.26 0.19 0.38 3 1120 5 1 4 0 13
3J0L_7 - -0.01 0.00 0.00 0 1215 10 0 10 0 17
3J0L_2 - 0.26 0.24 0.30 8 6189 21 0 19 2 25
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.66 0.57 0.77 17 2828 6 1 4 1 13
3J2C_M - 0.31 0.25 0.38 51 106357 86 12 71 3 156
3J2C_O - 0.53 0.43 0.66 27 10255 15 1 13 1 36
3J2L_3 0.56 0.43 0.72 23 7843 11 0 9 2 30
3J3D_C 0.82 0.71 0.95 20 2754 1 0 1 0 8
3J3E_7 0.46 0.37 0.59 20 7106 14 1 13 0 34
3J3E_8 0.00 0.00 0.00 0 7479 36 3 21 12 33
3J3F_8 0.30 0.31 0.30 11 12209 38 4 22 12 25
3J3F_7 0.18 0.16 0.22 8 7223 29 1 28 0 42
3J3V_B 0.49 0.33 0.73 19 6995 7 0 7 0 38
3U4M_B - 0.73 0.57 0.95 21 3138 1 0 1 0 16
3UZL_B 0.45 0.41 0.52 15 3541 14 0 14 0 22
3W1K_J 0.78 0.63 0.96 24 4161 1 1 0 0 14
3W3S_B 0.44 0.38 0.54 15 4725 14 0 13 1 25
3ZEX_D 0.69 0.53 0.90 26 6992 3 1 2 0 23
3ZEX_G - 0.31 0.27 0.36 20 16416 38 1 34 3 54
3ZEX_C 0.27 0.21 0.34 11 14164 24 2 19 3 41
3ZEX_F - 0.00 0.00 0.00 0 2619 9 2 7 0 12
3ZEX_H - 0.21 0.21 0.22 8 9009 29 6 22 1 30
3ZEX_E - 0.00 0.00 0.00 0 21894 53 4 47 2 77
3ZND_W 0.20 0.22 0.19 5 2977 23 1 20 2 18
4A1C_2 0.15 0.15 0.15 5 11748 33 5 23 5 28
4A1C_3 0.25 0.22 0.29 12 7099 29 1 28 0 42
4AOB_A 0.42 0.33 0.54 14 4345 13 1 11 1 28
4ATO_G - -0.01 0.00 0.00 0 523 5 0 5 0 10
4ENB_A 0.89 0.79 1.00 15 1260 0 0 0 0 4
4ENC_A 0.86 0.79 0.94 15 1310 1 1 0 0 4
4FNJ_A - -0.02 0.00 0.00 0 588 7 0 7 0 16
4FRG_B 0.81 0.66 1.00 21 3465 0 0 0 0 11
4FRN_A 0.73 0.56 0.95 20 5130 1 1 0 0 16
4JF2_A 0.83 0.81 0.86 25 2821 4 3 1 0 6
4JRC_A - 0.83 0.70 1.00 16 1524 0 0 0 0 7

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