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

  1. Overview

  2. Performance Plots

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

  4. Performance of NanoFolder - scored lower in this pairwise comparison

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


Overview

Metric PknotsRG NanoFolder
MCC 0.561 > 0.406
Average MCC ± 95% Confidence Intervals 0.599 ± 0.164 > 0.450 ± 0.163
Sensitivity 0.616 > 0.516
Positive Predictive Value 0.520 > 0.333
Total TP 154 > 129
Total TN 20885 > 20794
Total FP 182 < 311
Total FP CONTRA 53 < 98
Total FP INCONS 89 < 160
Total FP COMP 40 < 53
Total FN 96 < 121
P-value 2.16131455263e-08

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Performance plots


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

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

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Performance of PknotsRG - scored higher in this pairwise comparison

1. Total counts & total scores for PknotsRG

Total Base Pair Counts
Total TP 154
Total TN 20885
Total FP 182
Total FP CONTRA 53
Total FP INCONS 89
Total FP COMP 40
Total FN 96
Total Scores
MCC 0.561
Average MCC ± 95% Confidence Intervals 0.599 ± 0.164
Sensitivity 0.616
Positive Predictive Value 0.520
Nr of predictions 13

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.66 0.61 0.73 11 513 4 2 2 0 7
2M58_A - 0.96 1.00 0.92 12 531 1 1 0 0 0
3J3D_C 0.63 0.68 0.59 13 946 9 3 6 0 6
3J3E_8 0.26 0.33 0.21 5 2718 30 6 13 11 10
3J3F_8 0.32 0.42 0.24 8 4728 40 12 13 15 11
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
3W3S_B 0.64 0.64 0.66 21 1957 12 4 7 1 12
4A1C_2 0.18 0.25 0.14 5 4480 43 11 20 12 15
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ATO_G - 0.88 1.00 0.78 7 211 2 2 0 0 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4JF2_A 0.88 0.92 0.85 22 1056 4 4 0 0 2
4JRC_A - 0.34 0.35 0.35 6 605 11 0 11 0 11

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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.