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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Cylofold NanoFolder
MCC 0.528 > 0.380
Average MCC ± 95% Confidence Intervals 0.664 ± 0.117 > 0.570 ± 0.144
Sensitivity 0.447 > 0.387
Positive Predictive Value 0.631 > 0.383
Total TP 253 > 219
Total TN 70705 > 70534
Total FP 155 < 361
Total FP CONTRA 10 < 40
Total FP INCONS 138 < 313
Total FP COMP 7 < 8
Total FN 313 < 347
P-value 5.10776592382e-08

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Performance plots


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

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

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Performance of Cylofold - scored higher in this pairwise comparison

1. Total counts & total scores for Cylofold

Total Base Pair Counts
Total TP 253
Total TN 70705
Total FP 155
Total FP CONTRA 10
Total FP INCONS 138
Total FP COMP 7
Total FN 313
Total Scores
MCC 0.528
Average MCC ± 95% Confidence Intervals 0.664 ± 0.117
Sensitivity 0.447
Positive Predictive Value 0.631
Nr of predictions 21

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.61 0.55 0.69 11 1524 5 0 5 0 9
2LDL_A - 0.73 0.55 1.00 6 345 0 0 0 0 5
2LI4_A - 0.93 0.88 1.00 14 482 0 0 0 0 2
2LK3_A - 0.95 0.90 1.00 9 267 0 0 0 0 1
2LKR_A - 0.50 0.44 0.59 17 6076 12 2 10 0 22
2LWK_A - 0.83 0.77 0.91 10 485 1 0 1 0 3
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3J20_1 0.69 0.70 0.70 16 2903 7 2 5 0 7
3J2L_3 0.56 0.43 0.72 23 7843 11 0 9 2 30
3SN2_B 0.64 0.42 1.00 5 401 0 0 0 0 7
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.45 0.38 0.54 14 3544 12 1 11 0 23
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
3W3S_B 0.44 0.38 0.52 15 4724 15 0 14 1 25
3ZEX_D 0.58 0.49 0.69 24 6986 11 0 11 0 25
3ZEX_E - 0.00 0.00 0.00 0 21897 51 2 46 3 77
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.35 0.26 0.48 11 4348 13 1 11 1 31
4ATO_G - 0.73 0.70 0.78 7 519 2 1 1 0 3
4ENC_A 0.86 0.79 0.94 15 1310 1 1 0 0 4
4HXH_A - 1.00 1.00 1.00 6 319 0 0 0 0 0

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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 219
Total TN 70534
Total FP 361
Total FP CONTRA 40
Total FP INCONS 313
Total FP COMP 8
Total FN 347
Total Scores
MCC 0.380
Average MCC ± 95% Confidence Intervals 0.570 ± 0.144
Sensitivity 0.387
Positive Predictive Value 0.383
Nr of predictions 21

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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 0.52 0.55 0.50 11 1518 11 0 11 0 9
2LDL_A - 0.90 0.82 1.00 9 342 1 0 0 1 2
2LI4_A - 0.93 0.88 1.00 14 482 0 0 0 0 2
2LK3_A - 0.95 0.90 1.00 9 267 0 0 0 0 1
2LKR_A - 0.29 0.33 0.25 13 6054 38 8 30 0 26
2LWK_A - 0.83 0.77 0.91 10 485 2 0 1 1 3
3J16_L 0.36 0.37 0.37 11 2745 19 3 16 0 19
3J20_1 0.41 0.48 0.37 11 2896 19 5 14 0 12
3J2L_3 0.11 0.11 0.12 6 7824 46 3 42 1 47
3SN2_B 0.96 0.92 1.00 11 395 0 0 0 0 1
3U4M_B - 0.61 0.57 0.66 21 3128 11 1 10 0 16
3UZL_B 0.36 0.35 0.38 13 3536 21 3 18 0 24
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
3W3S_B 0.17 0.18 0.18 7 4713 34 1 32 1 33
3ZEX_D 0.26 0.27 0.27 13 6972 36 1 35 0 36
3ZEX_E - 0.03 0.04 0.03 3 21859 85 9 74 2 74
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.33 0.29 0.39 12 4340 20 1 18 1 30
4ATO_G - 0.61 0.70 0.54 7 515 6 2 4 0 3
4ENC_A 0.57 0.58 0.58 11 1307 9 0 8 1 8
4HXH_A - 0.81 1.00 0.67 6 316 3 3 0 0 0

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