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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric McQFold Cylofold
MCC 0.585 > 0.554
Average MCC ± 95% Confidence Intervals 0.561 ± 0.092 < 0.563 ± 0.072
Sensitivity 0.493 > 0.463
Positive Predictive Value 0.700 > 0.669
Total TP 678 > 637
Total TN 183660 < 183677
Total FP 316 < 348
Total FP CONTRA 32 = 32
Total FP INCONS 259 < 283
Total FP COMP 25 < 33
Total FN 698 < 739
P-value 3.56938820447e-08

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Performance plots


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

  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 McQFold and Cylofold).

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

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Performance of McQFold - scored higher in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 678
Total TN 183660
Total FP 316
Total FP CONTRA 32
Total FP INCONS 259
Total FP COMP 25
Total FN 698
Total Scores
MCC 0.585
Average MCC ± 95% Confidence Intervals 0.561 ± 0.092
Sensitivity 0.493
Positive Predictive Value 0.700
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
2KRL_A - 0.59 0.53 0.68 21 5120 13 3 7 3 19
2KX8_A 0.88 0.83 0.94 15 845 1 0 1 0 3
2LA5_A - 0.46 0.26 0.83 5 624 1 0 1 0 14
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
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
3ADB_C - 0.92 0.84 1.00 32 4154 1 0 0 1 6
3AKZ_H 0.68 0.61 0.77 17 2679 6 1 4 1 11
3AM1_B - 0.91 0.83 1.00 29 3211 1 0 0 1 6
3AMU_B 0.75 0.59 0.94 16 2986 3 0 1 2 11
3IZF_C 0.68 0.56 0.83 30 6867 6 0 6 0 24
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_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
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_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
3NDB_M - 0.81 0.70 0.93 43 9134 4 1 2 1 18
3NKB_B - 0.36 0.31 0.44 8 1998 10 1 9 0 18
3O58_2 0.83 0.71 0.96 27 7232 2 0 1 1 11
3O58_3 0.26 0.26 0.26 9 12368 26 10 16 0 26
3PDR_A 0.69 0.56 0.87 40 12834 9 0 6 3 32
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.71 0.60 0.86 25 3887 4 0 4 0 17
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
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_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
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

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Performance of Cylofold - scored lower in this pairwise comparison

1. Total counts & total scores for Cylofold

Total Base Pair Counts
Total TP 637
Total TN 183677
Total FP 348
Total FP CONTRA 32
Total FP INCONS 283
Total FP COMP 33
Total FN 739
Total Scores
MCC 0.554
Average MCC ± 95% Confidence Intervals 0.563 ± 0.072
Sensitivity 0.463
Positive Predictive Value 0.669
Nr of predictions 41

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KRL_A - 0.72 0.60 0.86 24 5123 8 2 2 4 16
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LA5_A - 0.46 0.26 0.83 5 624 1 0 1 0 14
2LC8_A 0.61 0.55 0.69 11 1524 5 0 5 0 9
2LKR_A - 0.50 0.44 0.59 17 6076 12 2 10 0 22
2M58_A - 0.51 0.41 0.64 7 1642 4 1 3 0 10
2XQD_Y 0.81 0.78 0.84 21 2825 4 4 0 0 6
3ADB_C - 0.78 0.71 0.87 27 4155 4 0 4 0 11
3AKZ_H 0.66 0.57 0.76 16 2680 6 0 5 1 12
3AM1_B - 0.76 0.63 0.92 22 3216 2 0 2 0 13
3AMU_B 0.67 0.59 0.76 16 2982 7 0 5 2 11
3IZF_C 0.68 0.56 0.83 30 6867 6 0 6 0 24
3J0L_a - 0.22 0.19 0.27 3 1117 8 1 7 0 13
3J0L_7 - 0.30 0.29 0.33 5 1210 10 0 10 0 12
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_2 - 0.39 0.36 0.43 12 6188 18 2 14 2 21
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3J20_1 0.69 0.70 0.70 16 2903 7 2 5 0 7
3J20_0 0.66 0.57 0.77 17 2828 6 1 4 1 13
3J2C_O - 0.43 0.33 0.55 21 10258 18 0 17 1 42
3J2L_3 0.56 0.43 0.72 23 7843 11 0 9 2 30
3NDB_M - 0.58 0.48 0.71 29 9139 13 1 11 1 32
3NKB_B - 0.40 0.31 0.53 8 2001 7 0 7 0 18
3O58_2 0.80 0.68 0.93 26 7232 3 0 2 1 12
3O58_3 0.36 0.34 0.38 12 12371 29 5 15 9 23
3PDR_A 0.72 0.54 0.95 39 12839 4 0 2 2 33
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.62 0.50 0.78 21 3889 6 0 6 0 21
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.45 0.38 0.54 14 3544 12 1 11 0 23
3W3S_B 0.44 0.38 0.52 15 4724 15 0 14 1 25
3ZEX_D 0.58 0.49 0.69 24 6986 11 0 11 0 25
3ZEX_E - 0.00 0.00 0.00 0 21897 51 2 46 3 77
3ZND_W 0.40 0.39 0.41 9 2981 15 2 11 2 14
4AOB_A 0.35 0.26 0.48 11 4348 13 1 11 1 31
4ATO_G - 0.73 0.70 0.78 7 519 2 1 1 0 3
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 - 0.70 0.50 1.00 8 587 0 0 0 0 8
4FRG_B 0.81 0.66 1.00 21 3465 0 0 0 0 11
4FRN_A 0.20 0.14 0.31 5 5135 11 2 9 0 31

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