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

  1. Overview

  2. Performance Plots

  3. Performance of MXScarna(seed) - scored higher in this pairwise comparison

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

  5. Compile and download dataset for MXScarna(seed) & Pknots [.zip] - may take several seconds...


Overview

Metric MXScarna(seed) Pknots
MCC 0.802 > 0.720
Average MCC ± 95% Confidence Intervals 0.778 ± 0.072 > 0.756 ± 0.094
Sensitivity 0.760 > 0.751
Positive Predictive Value 0.852 > 0.698
Total TP 705 > 697
Total TN 62408 > 62237
Total FP 275 < 420
Total FP CONTRA 33 < 101
Total FP INCONS 89 < 200
Total FP COMP 153 > 119
Total FN 223 < 231
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of MXScarna(seed) and Pknots. 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 MXScarna(seed) and Pknots).

  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 MXScarna(seed) and Pknots).

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

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Performance of MXScarna(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for MXScarna(seed)

Total Base Pair Counts
Total TP 705
Total TN 62408
Total FP 275
Total FP CONTRA 33
Total FP INCONS 89
Total FP COMP 153
Total FN 223
Total Scores
MCC 0.802
Average MCC ± 95% Confidence Intervals 0.778 ± 0.072
Sensitivity 0.760
Positive Predictive Value 0.852
Nr of predictions 42

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2. Individual counts for MXScarna(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 1.00 1.00 1.00 10 164 0 0 0 0 0
2KE6_A 0.91 0.89 0.94 16 450 2 0 1 1 2
2KUR_A 0.92 0.89 0.94 17 449 1 0 1 0 2
2KUU_A 0.91 0.89 0.94 16 430 2 0 1 1 2
2KUV_A 0.92 0.89 0.94 17 421 1 0 1 0 2
2KUW_A 0.78 0.72 0.87 13 455 3 0 2 1 5
2KX8_A -0.01 0.00 0.00 0 369 2 0 2 0 16
2L1F_A 0.93 0.91 0.95 21 741 1 0 1 0 2
2L1F_B 0.98 0.96 1.00 23 768 0 0 0 0 1
2L94_A 0.55 0.56 0.59 10 340 8 0 7 1 8
2LC8_A -0.03 0.00 0.00 0 518 12 0 10 2 18
2WRQ_Y 1.00 1.00 1.00 9 1143 12 0 0 12 0
2WWQ_V 0.70 0.68 0.72 13 1186 7 0 5 2 6
2XKV_B 0.78 0.82 0.75 9 1823 20 0 3 17 2
2XQD_Y 0.85 0.81 0.89 17 1110 3 0 2 1 4
2XXA_G 0.74 0.69 0.80 24 2015 7 0 6 1 11
2ZZM_B 0.81 0.67 1.00 10 1348 9 0 0 9 5
2ZZN_D 0.95 0.91 1.00 20 964 0 0 0 0 2
3A2K_C 0.95 0.91 1.00 20 1088 0 0 0 0 2
3A3A_A 0.84 0.77 0.92 23 1475 4 0 2 2 7
3AKZ_H 1.00 1.00 1.00 20 1107 1 0 0 1 0
3AMU_B 0.97 0.95 1.00 18 1139 2 0 0 2 1
3GX2_A 0.83 0.82 0.85 23 1422 7 2 2 3 5
3IVN_B 0.69 0.57 0.87 13 888 2 2 0 0 10
3IZF_C 0.84 0.83 0.85 29 2606 11 0 5 6 6
3J16_L 0.98 0.95 1.00 20 1139 0 0 0 0 1
3JYV_7 0.95 0.90 1.00 18 1093 2 0 0 2 2
3JYX_3 0.77 0.80 0.75 12 2362 24 0 4 20 3
3JYX_4 0.70 0.83 0.59 10 4739 21 6 1 14 2
3LA5_A 0.82 0.72 0.95 18 935 1 1 0 0 7
3NPB_A 0.76 0.70 0.84 26 2247 10 2 3 5 11
3O58_3 0.54 0.50 0.58 11 4745 20 5 3 12 11
3O58_2 0.93 0.94 0.94 29 2723 11 0 2 9 2
3PDR_A 0.87 0.88 0.86 44 4789 10 4 3 3 6
3RKF_A 0.86 0.75 1.00 18 848 0 0 0 0 6
3SD1_A 0.74 0.76 0.73 22 1503 9 4 4 1 7
3UZL_B 0.83 0.75 0.92 12 1280 8 0 1 7 4
4A1C_3 0.92 0.92 0.92 34 2726 6 0 3 3 3
4A1C_2 0.45 0.40 0.50 8 4500 20 4 4 12 12
4AOB_A 0.71 0.69 0.74 20 1410 10 2 5 3 9
4ENB_A 0.54 0.40 0.75 6 464 2 0 2 0 9
4ENC_A 0.48 0.40 0.60 6 486 4 1 3 0 9

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Performance of Pknots - scored lower in this pairwise comparison

1. Total counts & total scores for Pknots

Total Base Pair Counts
Total TP 697
Total TN 62237
Total FP 420
Total FP CONTRA 101
Total FP INCONS 200
Total FP COMP 119
Total FN 231
Total Scores
MCC 0.720
Average MCC ± 95% Confidence Intervals 0.756 ± 0.094
Sensitivity 0.751
Positive Predictive Value 0.698
Nr of predictions 42

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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
2KDQ_B 1.00 1.00 1.00 10 164 0 0 0 0 0
2KE6_A 1.00 1.00 1.00 18 449 1 0 0 1 0
2KUR_A 1.00 1.00 1.00 19 448 0 0 0 0 0
2KUU_A 1.00 1.00 1.00 18 429 1 0 0 1 0
2KUV_A 1.00 1.00 1.00 19 420 0 0 0 0 0
2KUW_A 1.00 1.00 1.00 18 452 1 0 0 1 0
2KX8_A 1.00 1.00 1.00 16 355 0 0 0 0 0
2L1F_A 1.00 1.00 1.00 23 740 0 0 0 0 0
2L1F_B 1.00 1.00 1.00 24 767 0 0 0 0 0
2L94_A 0.94 0.94 0.94 17 339 2 0 1 1 1
2LC8_A 0.83 0.83 0.83 15 510 3 2 1 0 3
2WRQ_Y 1.00 1.00 1.00 9 1143 13 0 0 13 0
2WWQ_V 0.29 0.32 0.29 6 1183 16 3 12 1 13
2XKV_B 0.21 0.27 0.17 3 1817 33 3 12 18 8
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2XXA_G 0.32 0.34 0.32 12 2008 26 1 24 1 23
2ZZM_B 0.18 0.20 0.19 3 1342 23 4 9 10 12
2ZZN_D 0.95 0.95 0.95 21 962 1 1 0 0 1
3A2K_C 0.50 0.55 0.48 12 1083 13 3 10 0 10
3A3A_A 0.97 0.93 1.00 28 1472 0 0 0 0 2
3AKZ_H 1.00 1.00 1.00 20 1107 2 0 0 2 0
3AMU_B 1.00 1.00 1.00 19 1138 3 0 0 3 0
3GX2_A 0.55 0.57 0.55 16 1420 14 4 9 1 12
3IVN_B 0.91 0.87 0.95 20 882 1 0 1 0 3
3IZF_C 0.89 0.91 0.86 32 2603 9 0 5 4 3
3J16_L 0.41 0.43 0.41 9 1137 13 1 12 0 12
3JYV_7 0.97 0.95 1.00 19 1092 2 0 0 2 1
3JYX_3 0.37 0.53 0.27 8 2348 26 17 5 4 7
3JYX_4 0.33 0.58 0.19 7 4720 41 22 7 12 5
3LA5_A 0.94 0.88 1.00 22 932 0 0 0 0 3
3NPB_A 0.84 0.81 0.88 30 2244 9 0 4 5 7
3O58_3 0.32 0.45 0.24 10 4722 39 18 14 7 12
3O58_2 0.93 0.90 0.97 28 2725 3 0 1 2 3
3PDR_A 0.64 0.64 0.65 32 4791 19 4 13 2 18
3RKF_A 0.91 0.88 0.95 21 844 1 0 1 0 3
3SD1_A 0.78 0.76 0.81 22 1506 5 1 4 0 7
3UZL_B 1.00 1.00 1.00 16 1277 7 0 0 7 0
4A1C_3 0.28 0.30 0.28 11 2723 30 4 25 1 26
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
4ENB_A 1.00 1.00 1.00 15 457 2 0 0 2 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 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.