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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric UNAFold NanoFolder
MCC 0.556 > 0.339
Average MCC ± 95% Confidence Intervals 0.633 ± 0.132 > 0.536 ± 0.139
Sensitivity 0.489 > 0.350
Positive Predictive Value 0.639 > 0.338
Total TP 361 > 258
Total TN 106284 > 106086
Total FP 229 < 523
Total FP CONTRA 19 < 60
Total FP INCONS 185 < 445
Total FP COMP 25 > 18
Total FN 377 < 480
P-value 5.19332990918e-08

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Performance plots


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

  2. Comparison of performance of UNAFold 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 UNAFold and NanoFolder).

  3. 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 UNAFold and NanoFolder).

  4. 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 UNAFold and NanoFolder).

  5. Comparison of average Matthews Correlation Coefficients (MCCs) for UNAFold 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 UNAFold and NanoFolder).

  6. Comparison of average Matthews Correlation Coefficients (MCCs) for UNAFold 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 UNAFold and NanoFolder).

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Performance of UNAFold - scored higher in this pairwise comparison

1. Total counts & total scores for UNAFold

Total Base Pair Counts
Total TP 361
Total TN 106284
Total FP 229
Total FP CONTRA 19
Total FP INCONS 185
Total FP COMP 25
Total FN 377
Total Scores
MCC 0.556
Average MCC ± 95% Confidence Intervals 0.633 ± 0.132
Sensitivity 0.489
Positive Predictive Value 0.639
Nr of predictions 25

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A -0.01 0.00 0.00 0 1525 15 2 13 0 20
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 - 0.93 0.87 1.00 34 6071 1 0 0 1 5
2LQZ_A - 0.85 0.82 0.90 9 341 1 1 0 0 2
2LWK_A - 0.83 0.77 0.91 10 485 1 0 1 0 3
3J16_L 0.26 0.23 0.30 7 2752 16 1 15 0 23
3J20_1 0.73 0.70 0.76 16 2905 5 0 5 0 7
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3SN2_B 0.96 0.92 1.00 11 395 0 0 0 0 1
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.48 0.38 0.61 14 3547 9 0 9 0 23
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
3W3S_B 0.56 0.50 0.63 20 4721 13 1 11 1 20
3ZEX_G - 0.75 0.64 0.89 47 16418 12 0 6 6 27
3ZEX_D 0.77 0.65 0.91 32 6986 3 0 3 0 17
3ZEX_E - 0.00 0.00 0.00 0 21893 54 4 48 2 77
4A1C_2 0.14 0.15 0.14 5 11745 42 5 26 11 28
4A1C_3 0.70 0.59 0.82 32 7101 7 1 6 0 22
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ATO_G - 0.32 0.30 0.38 3 520 5 1 4 0 7
4ENC_A 0.32 0.26 0.42 5 1314 7 1 6 0 14
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 258
Total TN 106086
Total FP 523
Total FP CONTRA 60
Total FP INCONS 445
Total FP COMP 18
Total FN 480
Total Scores
MCC 0.339
Average MCC ± 95% Confidence Intervals 0.536 ± 0.139
Sensitivity 0.350
Positive Predictive Value 0.338
Nr of predictions 25

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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
2LQZ_A - 0.91 0.91 0.91 10 340 1 1 0 0 1
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_G - 0.05 0.05 0.05 4 16393 76 5 69 2 70
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
4A1C_2 0.00 0.00 0.00 0 11728 61 12 41 8 33
4A1C_3 0.48 0.46 0.51 25 7091 24 2 22 0 29
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.