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 CentroidHomfold‑LAST - scored lower in this pairwise comparison

  5. Compile and download dataset for IPknot & CentroidHomfold‑LAST [.zip] - may take several seconds...


Overview

Metric IPknot CentroidHomfold‑LAST
MCC 0.622 > 0.577
Average MCC ± 95% Confidence Intervals 0.595 ± 0.135 > 0.538 ± 0.171
Sensitivity 0.605 > 0.565
Positive Predictive Value 0.649 > 0.601
Total TP 239 > 223
Total TN 28144 > 28141
Total FP 165 < 183
Total FP CONTRA 45 < 52
Total FP INCONS 84 < 96
Total FP COMP 36 > 35
Total FN 156 < 172
P-value 3.05041766982e-08

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Performance plots


  1. Comparison of performance of IPknot and CentroidHomfold-LAST. 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 CentroidHomfold‑LAST).

  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 CentroidHomfold‑LAST).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for IPknot and CentroidHomfold-LAST. 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 CentroidHomfold‑LAST).

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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 239
Total TN 28144
Total FP 165
Total FP CONTRA 45
Total FP INCONS 84
Total FP COMP 36
Total FN 156
Total Scores
MCC 0.622
Average MCC ± 95% Confidence Intervals 0.595 ± 0.135
Sensitivity 0.605
Positive Predictive Value 0.649
Nr of predictions 19

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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
2LC8_A 0.41 0.33 0.55 6 517 5 1 4 0 12
2M58_A - 0.71 0.58 0.88 7 536 1 1 0 0 5
3J0L_a - 0.16 0.18 0.18 2 400 10 3 6 1 9
3J20_0 0.54 0.57 0.52 12 1196 12 3 8 1 9
3J3D_C 0.52 0.53 0.53 10 949 9 3 6 0 9
3J3E_8 -0.01 0.00 0.00 0 2723 25 5 14 6 15
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
3U4M_B - 0.91 0.91 0.91 20 1254 3 2 0 1 2
3W3S_B 0.94 0.91 0.97 30 1958 2 0 1 1 3
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
4FRN_A 0.79 0.71 0.87 20 1825 3 1 2 0 8
4JF2_A 0.96 0.96 0.96 23 1058 1 1 0 0 1
4JRC_A - 0.45 0.29 0.71 5 615 2 0 2 0 12

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Performance of CentroidHomfold‑LAST - scored lower in this pairwise comparison

1. Total counts & total scores for CentroidHomfold‑LAST

Total Base Pair Counts
Total TP 223
Total TN 28141
Total FP 183
Total FP CONTRA 52
Total FP INCONS 96
Total FP COMP 35
Total FN 172
Total Scores
MCC 0.577
Average MCC ± 95% Confidence Intervals 0.538 ± 0.171
Sensitivity 0.565
Positive Predictive Value 0.601
Nr of predictions 19

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2. Individual counts for CentroidHomfold‑LAST [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A -0.03 0.00 0.00 0 517 11 0 11 0 18
2M58_A - -0.01 0.00 0.00 0 539 5 0 5 0 12
3J0L_a - -0.01 0.00 0.00 0 408 3 1 2 0 11
3J20_0 0.41 0.52 0.34 11 1187 22 7 14 1 10
3J3D_C 0.73 0.79 0.68 15 946 7 3 4 0 4
3J3E_8 0.07 0.07 0.09 1 2731 16 4 6 6 14
3J3F_8 0.36 0.47 0.27 9 4728 36 11 13 12 10
3RKF_A 0.86 0.75 1.00 18 848 0 0 0 0 6
3SD1_A 0.77 0.66 0.90 19 1512 2 1 1 0 10
3U4M_B - 0.78 0.73 0.84 16 1257 4 0 3 1 6
3W3S_B 0.94 0.88 1.00 29 1960 1 0 0 1 4
4A1C_2 0.24 0.25 0.24 5 4495 29 8 8 13 15
4AOB_A 0.85 0.72 1.00 21 1416 1 0 0 1 8
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.85 0.73 1.00 11 485 0 0 0 0 4
4FRG_B 0.43 0.50 0.40 12 1172 18 6 12 0 12
4FRN_A 0.37 0.46 0.32 13 1807 28 11 17 0 15
4JF2_A 0.89 0.79 1.00 19 1063 0 0 0 0 5
4JRC_A - 0.87 0.76 1.00 13 609 0 0 0 0 4

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