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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Cylofold RNAwolf
MCC 0.490 > 0.382
Average MCC ± 95% Confidence Intervals 0.516 ± 0.092 > 0.370 ± 0.097
Sensitivity 0.409 > 0.354
Positive Predictive Value 0.595 > 0.422
Total TP 362 > 313
Total TN 113760 > 113626
Total FP 261 < 450
Total FP CONTRA 20 < 40
Total FP INCONS 226 < 389
Total FP COMP 15 < 21
Total FN 523 < 572
P-value 3.56938820447e-08

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Performance plots


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

  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 Cylofold and RNAwolf).

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

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Performance of Cylofold - scored higher in this pairwise comparison

1. Total counts & total scores for Cylofold

Total Base Pair Counts
Total TP 362
Total TN 113760
Total FP 261
Total FP CONTRA 20
Total FP INCONS 226
Total FP COMP 15
Total FN 523
Total Scores
MCC 0.490
Average MCC ± 95% Confidence Intervals 0.516 ± 0.092
Sensitivity 0.409
Positive Predictive Value 0.595
Nr of predictions 28

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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
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
3AMU_B 0.67 0.59 0.76 16 2982 7 0 5 2 11
3J0L_a - 0.22 0.19 0.27 3 1117 8 1 7 0 13
3J0L_2 - 0.39 0.36 0.43 12 6188 18 2 14 2 21
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_7 - 0.30 0.29 0.33 5 1210 10 0 10 0 12
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3J20_0 0.66 0.57 0.77 17 2828 6 1 4 1 13
3J20_1 0.69 0.70 0.70 16 2903 7 2 5 0 7
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
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_E - 0.00 0.00 0.00 0 21897 51 2 46 3 77
3ZEX_D 0.58 0.49 0.69 24 6986 11 0 11 0 25
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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Performance of RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 313
Total TN 113626
Total FP 450
Total FP CONTRA 40
Total FP INCONS 389
Total FP COMP 21
Total FN 572
Total Scores
MCC 0.382
Average MCC ± 95% Confidence Intervals 0.370 ± 0.097
Sensitivity 0.354
Positive Predictive Value 0.422
Nr of predictions 28

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.52 0.50 0.56 10 1522 8 0 8 0 10
2LKR_A - 0.81 0.74 0.88 29 6072 8 0 4 4 10
2M58_A - 0.51 0.47 0.57 8 1639 6 3 3 0 9
3AMU_B 0.68 0.63 0.74 17 2980 9 0 6 3 10
3J0L_a - 0.18 0.19 0.20 3 1113 12 1 11 0 13
3J0L_2 - 0.11 0.12 0.11 4 6181 34 5 26 3 29
3J0L_g - 0.16 0.25 0.11 1 456 8 6 2 0 3
3J0L_7 - -0.01 0.00 0.00 0 1214 11 0 11 0 17
3J16_L 0.45 0.40 0.52 12 2752 11 0 11 0 18
3J20_0 0.40 0.40 0.41 12 2821 18 0 17 1 18
3J20_1 0.46 0.52 0.41 12 2897 17 6 11 0 11
3J2C_O - 0.40 0.37 0.44 23 10244 30 0 29 1 40
3J2L_3 0.55 0.49 0.62 26 7833 18 0 16 2 27
3RKF_A 0.72 0.62 0.84 21 2186 4 0 4 0 13
3SD1_A 0.46 0.43 0.50 18 3880 18 0 18 0 24
3U4M_B - 0.44 0.38 0.52 14 3133 13 0 13 0 23
3UZL_B 0.72 0.59 0.88 22 3545 4 1 2 1 15
3W3S_B 0.68 0.63 0.74 25 4719 10 0 9 1 15
3ZEX_E - 0.00 0.00 0.00 0 21876 69 10 59 0 77
3ZEX_D 0.20 0.18 0.22 9 6980 32 3 29 0 40
3ZND_W 0.50 0.48 0.52 11 2982 13 0 10 3 12
4AOB_A 0.23 0.19 0.30 8 4344 20 1 18 1 34
4ATO_G - -0.02 0.00 0.00 0 520 8 1 7 0 10
4ENB_A 0.35 0.32 0.40 6 1260 9 1 8 0 13
4ENC_A 0.34 0.32 0.38 6 1310 10 1 9 0 13
4FNJ_A - -0.02 0.00 0.00 0 587 8 0 8 0 16
4FRG_B 0.56 0.50 0.64 16 3461 10 1 8 1 16
4FRN_A -0.01 0.00 0.00 0 5119 32 0 32 0 36

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