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

  1. Overview

  2. Performance Plots

  3. Performance of RSpredict(20) - scored higher in this pairwise comparison

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

  5. Compile and download dataset for RSpredict(20) & RNAwolf [.zip] - may take several seconds...


Overview

Metric RSpredict(20) RNAwolf
MCC 0.520 > 0.343
Average MCC ± 95% Confidence Intervals 0.503 ± 0.111 > 0.372 ± 0.104
Sensitivity 0.398 > 0.325
Positive Predictive Value 0.685 > 0.370
Total TP 292 > 238
Total TN 112878 > 112661
Total FP 154 < 447
Total FP CONTRA 17 < 51
Total FP INCONS 117 < 354
Total FP COMP 20 < 42
Total FN 441 < 495
P-value 5.23657817852e-08

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Performance plots


  1. Comparison of performance of RSpredict(20) 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 RSpredict(20) 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 RSpredict(20) and RNAwolf).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RSpredict(20) 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 RSpredict(20) and RNAwolf).

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Performance of RSpredict(20) - scored higher in this pairwise comparison

1. Total counts & total scores for RSpredict(20)

Total Base Pair Counts
Total TP 292
Total TN 112878
Total FP 154
Total FP CONTRA 17
Total FP INCONS 117
Total FP COMP 20
Total FN 441
Total Scores
MCC 0.520
Average MCC ± 95% Confidence Intervals 0.503 ± 0.111
Sensitivity 0.398
Positive Predictive Value 0.685
Nr of predictions 20

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2. Individual counts for RSpredict(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3AMU_B 0.61 0.41 0.92 11 2991 1 0 1 0 16
3J20_0 0.80 0.67 0.95 20 2829 2 0 1 1 10
3J20_1 0.66 0.48 0.92 11 2914 1 0 1 0 12
3J2L_3 0.58 0.40 0.84 21 7850 5 0 4 1 32
3J3D_C 0.76 0.64 0.90 18 2755 2 0 2 0 10
3J3E_7 0.63 0.50 0.79 27 7106 7 1 6 0 27
3J3E_8 0.00 0.00 0.00 0 7484 19 4 15 0 33
3J3F_7 0.79 0.68 0.92 34 7223 3 0 3 0 16
3J3F_8 0.39 0.33 0.46 12 12220 23 2 12 9 24
3RKF_A 0.77 0.62 0.95 21 2189 1 0 1 0 13
3SD1_A 0.68 0.60 0.78 25 3884 7 1 6 0 17
3ZEX_D 0.76 0.65 0.89 32 6985 4 1 3 0 17
3ZEX_C 0.26 0.19 0.36 10 14168 18 2 16 0 42
3ZND_W 0.34 0.22 0.56 5 2994 7 0 4 3 18
4A1C_3 0.48 0.33 0.69 18 7114 8 0 8 0 36
4A1C_2 0.19 0.18 0.20 6 11751 30 6 18 6 27
4AOB_A 0.28 0.14 0.55 6 4360 5 0 5 0 36
4ENB_A 0.48 0.32 0.75 6 1267 2 0 2 0 13
4ENC_A 0.45 0.32 0.67 6 1317 3 0 3 0 13
4FRG_B 0.17 0.09 0.33 3 3477 6 0 6 0 29

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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 238
Total TN 112661
Total FP 447
Total FP CONTRA 51
Total FP INCONS 354
Total FP COMP 42
Total FN 495
Total Scores
MCC 0.343
Average MCC ± 95% Confidence Intervals 0.372 ± 0.104
Sensitivity 0.325
Positive Predictive Value 0.370
Nr of predictions 20

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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
3AMU_B 0.68 0.63 0.74 17 2980 9 0 6 3 10
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
3J2L_3 0.55 0.49 0.62 26 7833 18 0 16 2 27
3J3D_C 0.79 0.75 0.84 21 2750 5 2 2 1 7
3J3E_7 0.41 0.35 0.49 19 7101 20 1 19 0 35
3J3E_8 0.00 0.00 0.00 0 7470 42 4 29 9 33
3J3F_7 0.21 0.20 0.23 10 7216 34 2 32 0 40
3J3F_8 0.23 0.25 0.21 9 12204 45 5 28 12 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
3ZEX_D 0.20 0.18 0.22 9 6980 32 3 29 0 40
3ZEX_C 0.05 0.06 0.06 3 14144 49 12 37 0 49
3ZND_W 0.50 0.48 0.52 11 2982 13 0 10 3 12
4A1C_3 0.23 0.20 0.28 11 7101 28 2 26 0 43
4A1C_2 0.08 0.09 0.08 3 11741 46 10 27 9 30
4AOB_A 0.23 0.19 0.30 8 4344 20 1 18 1 34
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
4FRG_B 0.56 0.50 0.64 16 3461 10 1 8 1 16

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