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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Pknots CentroidHomfold‑LAST
MCC 0.623 > 0.577
Average MCC ± 95% Confidence Intervals 0.631 ± 0.140 > 0.538 ± 0.171
Sensitivity 0.646 > 0.565
Positive Predictive Value 0.612 > 0.601
Total TP 255 > 223
Total TN 28095 < 28141
Total FP 214 > 183
Total FP CONTRA 54 > 52
Total FP INCONS 108 > 96
Total FP COMP 52 > 35
Total FN 140 < 172
P-value 3.07760058607e-08

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Performance plots


  1. Comparison of performance of Pknots 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 Pknots 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 Pknots and CentroidHomfold‑LAST).

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

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Performance of Pknots - scored higher in this pairwise comparison

1. Total counts & total scores for Pknots

Total Base Pair Counts
Total TP 255
Total TN 28095
Total FP 214
Total FP CONTRA 54
Total FP INCONS 108
Total FP COMP 52
Total FN 140
Total Scores
MCC 0.623
Average MCC ± 95% Confidence Intervals 0.631 ± 0.140
Sensitivity 0.646
Positive Predictive Value 0.612
Nr of predictions 19

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.83 0.83 0.83 15 510 3 2 1 0 3
2M58_A - 0.60 0.58 0.64 7 533 4 1 3 0 5
3J0L_a - 0.35 0.36 0.36 4 400 8 3 4 1 7
3J20_0 0.95 0.95 0.95 20 1198 2 1 0 1 1
3J3D_C 0.46 0.53 0.42 10 944 14 5 9 0 9
3J3E_8 0.10 0.13 0.09 2 2720 33 5 15 13 13
3J3F_8 0.42 0.53 0.33 10 4731 37 10 10 17 9
3RKF_A 0.91 0.88 0.95 21 844 1 0 1 0 3
3SD1_A 0.78 0.76 0.81 22 1506 5 1 4 0 7
3U4M_B - 0.33 0.36 0.32 8 1251 17 4 13 0 14
3W3S_B 0.78 0.76 0.81 25 1958 7 1 5 1 8
4A1C_2 0.33 0.40 0.29 8 4488 36 9 11 16 12
4AOB_A 0.19 0.21 0.21 6 1409 23 3 19 1 23
4ENB_A 1.00 1.00 1.00 15 457 2 0 0 2 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4FRG_B 0.55 0.50 0.63 12 1183 7 0 7 0 12
4FRN_A 0.57 0.54 0.63 15 1824 9 3 6 0 13
4JF2_A 0.92 1.00 0.86 24 1054 4 4 0 0 0
4JRC_A - 0.94 0.94 0.94 16 605 1 1 0 0 1

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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.