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

  1. Overview

  2. Performance Plots

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

  4. Performance of PPfold(seed) - scored lower in this pairwise comparison

  5. Compile and download dataset for Mastr(20) & PPfold(seed) [.zip] - may take several seconds...


Overview

Metric Mastr(20) PPfold(seed)
MCC 0.518 > 0.072
Average MCC ± 95% Confidence Intervals 0.425 ± 0.154 > 0.025 ± 0.032
Sensitivity 0.357 > 0.012
Positive Predictive Value 0.757 > 0.429
Total TP 262 > 9
Total TN 112958 < 113283
Total FP 92 > 73
Total FP CONTRA 6 > 0
Total FP INCONS 78 > 12
Total FP COMP 8 < 61
Total FN 471 < 724
P-value 5.10776592382e-08

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Performance plots


  1. Comparison of performance of Mastr(20) and PPfold(seed). 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 Mastr(20) and PPfold(seed)).

  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 Mastr(20) and PPfold(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Mastr(20) and PPfold(seed). 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 Mastr(20) and PPfold(seed)).

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

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

Total Base Pair Counts
Total TP 262
Total TN 112958
Total FP 92
Total FP CONTRA 6
Total FP INCONS 78
Total FP COMP 8
Total FN 471
Total Scores
MCC 0.518
Average MCC ± 95% Confidence Intervals 0.425 ± 0.154
Sensitivity 0.357
Positive Predictive Value 0.757
Nr of predictions 20

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3AMU_B 0.77 0.59 1.00 16 2987 1 0 0 1 11
3J20_0 0.84 0.70 1.00 21 2829 1 0 0 1 9
3J20_1 0.25 0.22 0.29 5 2909 12 0 12 0 18
3J2L_3 0.34 0.25 0.48 13 7848 16 1 13 2 40
3J3D_C 0.82 0.71 0.95 20 2754 1 0 1 0 8
3J3E_7 0.66 0.57 0.76 31 7099 10 1 9 0 23
3J3E_8 0.00 0.00 0.00 0 7503 0 0 0 0 33
3J3F_7 0.72 0.64 0.82 32 7221 8 0 7 1 18
3J3F_8 0.00 0.00 0.00 0 12246 0 0 0 0 36
3RKF_A 0.70 0.50 1.00 17 2194 0 0 0 0 17
3SD1_A 0.61 0.50 0.75 21 3888 7 1 6 0 21
3ZEX_D 0.80 0.71 0.90 35 6982 4 0 4 0 14
3ZEX_C 0.00 0.00 0.00 0 14196 0 0 0 0 52
3ZND_W -0.01 0.00 0.00 0 2988 16 3 12 1 23
4A1C_3 0.70 0.59 0.84 32 7102 7 0 6 1 22
4A1C_2 0.00 0.00 0.00 0 11781 0 0 0 0 33
4AOB_A 0.39 0.26 0.58 11 4352 9 0 8 1 31
4ENB_A 0.39 0.16 1.00 3 1272 0 0 0 0 16
4ENC_A 0.51 0.26 1.00 5 1321 0 0 0 0 14
4FRG_B 0.00 0.00 0.00 0 3486 0 0 0 0 32

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Performance of PPfold(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for PPfold(seed)

Total Base Pair Counts
Total TP 9
Total TN 113283
Total FP 73
Total FP CONTRA 0
Total FP INCONS 12
Total FP COMP 61
Total FN 724
Total Scores
MCC 0.072
Average MCC ± 95% Confidence Intervals 0.025 ± 0.032
Sensitivity 0.012
Positive Predictive Value 0.429
Nr of predictions 20

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2. Individual counts for PPfold(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3AMU_B 0.00 0.00 0.00 0 3003 0 0 0 0 27
3J20_0 0.00 0.00 0.00 0 2850 0 0 0 0 30
3J20_1 0.00 0.00 0.00 0 2926 0 0 0 0 23
3J2L_3 0.00 0.00 0.00 0 7875 0 0 0 0 53
3J3D_C 0.00 0.00 0.00 0 2775 0 0 0 0 28
3J3E_7 0.00 0.00 0.00 0 7140 0 0 0 0 54
3J3E_8 0.00 0.00 0.00 0 7503 6 0 0 6 33
3J3F_7 0.00 0.00 0.00 0 7260 0 0 0 0 50
3J3F_8 0.23 0.11 0.50 4 12238 22 0 4 18 32
3RKF_A 0.00 0.00 0.00 0 2211 0 0 0 0 34
3SD1_A 0.00 0.00 0.00 0 3916 0 0 0 0 42
3ZEX_D 0.00 0.00 0.00 0 7021 0 0 0 0 49
3ZEX_C 0.20 0.08 0.50 4 14188 22 0 4 18 48
3ZND_W 0.00 0.00 0.00 0 3003 0 0 0 0 23
4A1C_3 0.00 0.00 0.00 0 7140 0 0 0 0 54
4A1C_2 0.08 0.03 0.20 1 11776 23 0 4 19 32
4AOB_A 0.00 0.00 0.00 0 4371 0 0 0 0 42
4ENB_A 0.00 0.00 0.00 0 1275 0 0 0 0 19
4ENC_A 0.00 0.00 0.00 0 1326 0 0 0 0 19
4FRG_B 0.00 0.00 0.00 0 3486 0 0 0 0 32

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