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 RNAwolf - scored lower in this pairwise comparison

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


Overview

Metric Cylofold RNAwolf
MCC 0.625 > 0.505
Average MCC ± 95% Confidence Intervals 0.674 ± 0.089 > 0.537 ± 0.109
Sensitivity 0.616 > 0.505
Positive Predictive Value 0.645 > 0.521
Total TP 472 > 387
Total TN 48481 > 48470
Total FP 313 < 422
Total FP CONTRA 75 < 78
Total FP INCONS 185 < 278
Total FP COMP 53 < 66
Total FN 294 < 379
P-value 3.56938820447e-08

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Performance plots


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

  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 RNAwolf).

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

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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 472
Total TN 48481
Total FP 313
Total FP CONTRA 75
Total FP INCONS 185
Total FP COMP 53
Total FN 294
Total Scores
MCC 0.625
Average MCC ± 95% Confidence Intervals 0.674 ± 0.089
Sensitivity 0.616
Positive Predictive Value 0.645
Nr of predictions 44

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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 0.64 0.61 0.69 11 512 5 1 4 0 7
2LDL_A - 0.81 0.67 1.00 6 134 0 0 0 0 3
2LDT_A - 1.00 1.00 1.00 11 151 0 0 0 0 0
2LI4_A - 1.00 1.00 1.00 14 175 0 0 0 0 0
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2LKR_A - 0.56 0.55 0.57 16 2412 13 4 8 1 13
2LWK_A - 0.95 0.91 1.00 10 197 1 0 0 1 1
2M58_A - 0.60 0.58 0.64 7 533 4 1 3 0 5
2YIE_Z - -0.02 0.00 0.00 0 591 11 5 6 0 8
2YIE_X - 0.43 0.57 0.33 4 532 10 2 6 2 3
3AMU_B 0.77 0.79 0.75 15 1137 8 0 5 3 4
3J0L_2 - 0.49 0.46 0.52 12 2227 18 0 11 7 14
3J0L_a - 0.17 0.18 0.20 2 401 9 3 5 1 9
3J0L_1 - 0.73 0.62 0.89 8 475 3 0 1 2 5
3J0L_h - 0.55 0.50 0.62 16 2114 10 2 8 0 16
3J0L_7 - 0.41 0.50 0.36 5 505 10 3 6 1 5
3J0L_g - -0.01 0.00 0.00 0 174 4 0 2 2 2
3J16_L 0.90 0.81 1.00 17 1142 0 0 0 0 4
3J20_0 0.74 0.76 0.73 16 1197 7 3 3 1 5
3J20_1 0.71 0.75 0.68 15 1090 8 2 5 1 5
3J2C_O - 0.51 0.49 0.54 20 3950 19 1 16 2 21
3J2L_3 0.71 0.68 0.74 23 2989 11 0 8 3 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.71 0.69 0.74 20 1506 7 2 5 0 9
3SIU_F - 0.86 0.75 1.00 6 139 0 0 0 0 2
3SN2_B 0.63 0.42 1.00 5 149 0 0 0 0 7
3TRZ_Z - 1.00 1.00 1.00 5 87 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 103 0 0 0 0 0
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
3UZL_B 0.45 0.50 0.42 8 1274 18 4 7 7 8
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
3W3S_B 0.48 0.45 0.52 15 1960 15 1 13 1 18
3ZEX_D 0.69 0.69 0.71 24 2762 11 5 5 1 11
3ZEX_E - 0.00 0.00 0.00 0 8258 51 15 31 5 34
3ZND_W 0.56 0.75 0.43 6 1177 18 5 3 10 2
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.42 0.38 0.48 11 1414 13 3 9 1 18
4ATO_G - 0.88 1.00 0.78 7 211 2 2 0 0 0
4ENB_A 1.00 1.00 1.00 15 457 0 0 0 0 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4FNJ_A - 0.81 0.67 1.00 8 242 0 0 0 0 4
4FRG_B 0.93 0.88 1.00 21 1181 0 0 0 0 3
4FRN_A 0.23 0.18 0.31 5 1832 11 7 4 0 23
4HXH_A - 1.00 1.00 1.00 6 89 0 0 0 0 0

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Performance of RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 387
Total TN 48470
Total FP 422
Total FP CONTRA 78
Total FP INCONS 278
Total FP COMP 66
Total FN 379
Total Scores
MCC 0.505
Average MCC ± 95% Confidence Intervals 0.537 ± 0.109
Sensitivity 0.505
Positive Predictive Value 0.521
Nr of predictions 44

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.52 0.50 0.56 9 512 7 0 7 0 9
2LDL_A - 0.88 0.78 1.00 7 133 0 0 0 0 2
2LDT_A - 1.00 1.00 1.00 11 151 0 0 0 0 0
2LI4_A - 0.96 0.93 1.00 13 176 0 0 0 0 1
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2LKR_A - 0.84 0.79 0.88 23 2414 11 0 3 8 6
2LWK_A - 0.48 0.45 0.56 5 198 5 0 4 1 6
2M58_A - 0.60 0.58 0.64 7 533 4 1 3 0 5
2YIE_Z - 0.62 0.63 0.63 5 594 7 1 2 4 3
2YIE_X - -0.01 0.00 0.00 0 536 11 1 7 3 7
3AMU_B 0.77 0.79 0.75 15 1137 8 0 5 3 4
3J0L_2 - 0.14 0.15 0.15 4 2223 26 4 19 3 22
3J0L_a - 0.14 0.18 0.14 2 397 13 4 8 1 9
3J0L_1 - 0.68 0.54 0.88 7 476 5 0 1 4 6
3J0L_h - 0.47 0.41 0.57 13 2117 12 1 9 2 19
3J0L_7 - -0.02 0.00 0.00 0 509 10 1 9 0 10
3J0L_g - -0.02 0.00 0.00 0 171 7 4 1 2 2
3J16_L 0.58 0.57 0.60 12 1139 9 2 6 1 9
3J20_0 0.54 0.57 0.52 12 1196 12 2 9 1 9
3J20_1 0.53 0.55 0.52 11 1091 11 4 6 1 9
3J2C_O - 0.41 0.44 0.40 18 3942 30 7 20 3 23
3J2L_3 0.71 0.71 0.73 24 2987 13 1 8 4 10
3RKF_A 0.89 0.83 0.95 20 845 1 0 1 0 4
3SD1_A 0.58 0.59 0.59 17 1504 12 2 10 0 12
3SIU_F - 0.86 0.75 1.00 6 139 0 0 0 0 2
3SN2_B 1.00 1.00 1.00 12 142 0 0 0 0 0
3TRZ_Z - 1.00 1.00 1.00 5 87 0 0 0 0 0
3TS2_V - -0.05 0.00 0.00 0 103 6 0 5 1 5
3U4M_B - 0.50 0.50 0.52 11 1255 12 1 9 2 11
3UZL_B 0.93 0.88 1.00 14 1279 7 0 0 7 2
3VJR_D - 1.00 1.00 1.00 12 239 1 0 0 1 0
3W3S_B 0.70 0.70 0.72 23 1957 10 0 9 1 10
3ZEX_D 0.26 0.26 0.27 9 2763 24 8 16 0 26
3ZEX_E - -0.01 0.00 0.00 0 8244 60 23 37 0 34
3ZND_W 0.67 0.75 0.60 6 1181 15 0 4 11 2
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.26 0.24 0.30 7 1414 17 2 14 1 22
4ATO_G - -0.03 0.00 0.00 0 213 7 4 3 0 7
4ENB_A 0.45 0.40 0.55 6 461 5 1 4 0 9
4ENC_A 0.34 0.33 0.38 5 483 9 0 8 1 10
4FNJ_A - -0.04 0.00 0.00 0 243 7 0 7 0 12
4FRG_B 0.54 0.50 0.60 12 1182 8 3 5 0 12
4FRN_A -0.01 0.00 0.00 0 1828 20 1 19 0 28
4HXH_A - 1.00 1.00 1.00 6 89 0 0 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.