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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 PPfold(seed) - scored lower in this pairwise comparison

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


Overview

Metric RSpredict(20) PPfold(seed)
MCC 0.520 > 0.072
Average MCC ± 95% Confidence Intervals 0.503 ± 0.111 > 0.025 ± 0.032
Sensitivity 0.398 > 0.012
Positive Predictive Value 0.685 > 0.429
Total TP 292 > 9
Total TN 112878 < 113283
Total FP 154 > 73
Total FP CONTRA 17 > 0
Total FP INCONS 117 > 12
Total FP COMP 20 < 61
Total FN 441 < 724
P-value 5.02343278931e-08

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Performance plots


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

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

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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 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.