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 NanoFolder - scored lower in this pairwise comparison

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


Overview

Metric Pknots NanoFolder
MCC 0.551 > 0.406
Average MCC ± 95% Confidence Intervals 0.556 ± 0.181 > 0.450 ± 0.163
Sensitivity 0.596 > 0.516
Positive Predictive Value 0.519 > 0.333
Total TP 149 > 129
Total TN 20894 > 20794
Total FP 186 < 311
Total FP CONTRA 52 < 98
Total FP INCONS 86 < 160
Total FP COMP 48 < 53
Total FN 101 < 121
P-value 2.02510705504e-08

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Performance plots


  1. Comparison of performance of Pknots and NanoFolder. 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 NanoFolder).

  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 NanoFolder).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Pknots and NanoFolder. 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 NanoFolder).

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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 149
Total TN 20894
Total FP 186
Total FP CONTRA 52
Total FP INCONS 86
Total FP COMP 48
Total FN 101
Total Scores
MCC 0.551
Average MCC ± 95% Confidence Intervals 0.556 ± 0.181
Sensitivity 0.596
Positive Predictive Value 0.519
Nr of predictions 13

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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
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
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
4ATO_G - 0.36 0.43 0.33 3 211 6 6 0 0 4
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
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 NanoFolder - scored lower in this pairwise comparison

1. Total counts & total scores for NanoFolder

Total Base Pair Counts
Total TP 129
Total TN 20794
Total FP 311
Total FP CONTRA 98
Total FP INCONS 160
Total FP COMP 53
Total FN 121
Total Scores
MCC 0.406
Average MCC ± 95% Confidence Intervals 0.450 ± 0.163
Sensitivity 0.516
Positive Predictive Value 0.333
Nr of predictions 13

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.54 0.61 0.50 11 506 11 1 10 0 7
2M58_A - 0.45 0.58 0.37 7 525 13 6 6 1 5
3J3D_C 0.76 0.95 0.62 18 939 11 9 2 0 1
3J3E_8 -0.01 0.00 0.00 0 2707 47 11 24 12 15
3J3F_8 0.30 0.47 0.19 9 4714 57 21 17 19 10
3U4M_B - 0.77 0.91 0.67 20 1246 12 6 4 2 2
3W3S_B 0.18 0.21 0.18 7 1949 34 2 31 1 26
4A1C_2 -0.01 0.00 0.00 0 4469 61 18 29 14 20
4AOB_A 0.39 0.41 0.39 12 1406 20 4 15 1 17
4ATO_G - 0.72 1.00 0.54 7 207 6 6 0 0 0
4ENC_A 0.66 0.73 0.61 11 478 9 2 5 2 4
4JF2_A 0.55 0.67 0.47 16 1048 19 9 9 1 8
4JRC_A - 0.56 0.65 0.50 11 600 11 3 8 0 6

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