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

  1. Overview

  2. Performance Plots

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

  4. Performance of RSpredict(20) - scored lower in this pairwise comparison

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


Overview

Metric IPknot RSpredict(20)
MCC 0.645 > 0.627
Average MCC ± 95% Confidence Intervals 0.620 ± 0.123 > 0.590 ± 0.128
Sensitivity 0.641 > 0.575
Positive Predictive Value 0.656 < 0.693
Total TP 309 > 277
Total TN 42829 < 42900
Total FP 225 > 169
Total FP CONTRA 48 > 42
Total FP INCONS 114 > 81
Total FP COMP 63 > 46
Total FN 173 < 205
P-value 7.4038562879e-07

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Performance plots


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

  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 IPknot and RSpredict(20)).

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

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Performance of IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 309
Total TN 42829
Total FP 225
Total FP CONTRA 48
Total FP INCONS 114
Total FP COMP 63
Total FN 173
Total Scores
MCC 0.645
Average MCC ± 95% Confidence Intervals 0.620 ± 0.123
Sensitivity 0.641
Positive Predictive Value 0.656
Nr of predictions 20

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3AMU_B 0.81 0.79 0.83 15 1139 6 0 3 3 4
3J20_0 0.54 0.57 0.52 12 1196 12 3 8 1 9
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J2L_3 0.82 0.82 0.82 28 2986 10 0 6 4 6
3J3D_C 0.52 0.53 0.53 10 949 9 3 6 0 9
3J3E_7 0.60 0.56 0.66 19 2712 11 1 9 1 15
3J3E_8 -0.01 0.00 0.00 0 2723 25 5 14 6 15
3J3F_7 0.81 0.83 0.79 30 2896 10 1 7 2 6
3J3F_8 0.36 0.47 0.28 9 4729 40 11 12 17 10
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.74 0.69 0.80 20 1508 5 0 5 0 9
3ZEX_D 0.81 0.80 0.82 28 2762 10 0 6 4 7
3ZEX_C 0.51 0.34 0.77 10 5361 7 1 2 4 19
3ZND_W 0.24 0.38 0.16 3 1172 25 9 7 9 5
4A1C_3 0.83 0.81 0.86 30 2728 7 0 5 2 7
4A1C_2 0.23 0.25 0.22 5 4493 26 8 10 8 15
4AOB_A 0.50 0.48 0.54 14 1411 13 3 9 1 15
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.59 0.53 0.67 8 484 4 0 4 0 7
4FRG_B 0.75 0.71 0.81 17 1181 4 3 1 0 7

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

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

Total Base Pair Counts
Total TP 277
Total TN 42900
Total FP 169
Total FP CONTRA 42
Total FP INCONS 81
Total FP COMP 46
Total FN 205
Total Scores
MCC 0.627
Average MCC ± 95% Confidence Intervals 0.590 ± 0.128
Sensitivity 0.575
Positive Predictive Value 0.693
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 0.69 0.53 0.91 10 1146 2 0 1 1 9
3J20_0 0.90 0.90 0.90 19 1198 3 1 1 1 2
3J20_1 0.67 0.50 0.91 10 1101 2 0 1 1 10
3J2L_3 0.71 0.59 0.87 20 2997 6 0 3 3 14
3J3D_C 0.82 0.84 0.80 16 948 4 3 1 0 3
3J3E_7 0.82 0.79 0.84 27 2709 7 0 5 2 7
3J3E_8 -0.01 0.00 0.00 0 2724 19 5 13 1 15
3J3F_7 0.94 0.94 0.94 34 2898 3 1 1 1 2
3J3F_8 0.42 0.47 0.38 9 4737 26 9 6 11 10
3RKF_A 0.91 0.88 0.95 21 844 1 1 0 0 3
3SD1_A 0.82 0.86 0.78 25 1501 7 5 2 0 4
3ZEX_D 0.88 0.83 0.94 29 2765 7 0 2 5 6
3ZEX_C 0.34 0.31 0.38 9 5350 19 3 12 4 20
3ZND_W 0.47 0.38 0.60 3 1186 9 0 2 7 5
4A1C_3 0.60 0.49 0.75 18 2739 8 0 6 2 19
4A1C_2 0.25 0.30 0.21 6 4487 30 12 11 7 14
4AOB_A 0.33 0.21 0.55 6 1426 5 1 4 0 23
4ENB_A 0.54 0.40 0.75 6 464 2 0 2 0 9
4ENC_A 0.51 0.40 0.67 6 487 3 0 3 0 9
4FRG_B 0.19 0.13 0.33 3 1193 6 1 5 0 21

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