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 RNAshapes - scored lower in this pairwise comparison

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


Overview

Metric MXScarna(seed) RNAshapes
MCC 0.769 > 0.685
Average MCC ± 95% Confidence Intervals 0.763 ± 0.063 > 0.720 ± 0.074
Sensitivity 0.727 > 0.704
Positive Predictive Value 0.819 > 0.673
Total TP 944 > 914
Total TN 128618 > 128413
Total FP 413 < 647
Total FP CONTRA 76 < 129
Total FP INCONS 133 < 315
Total FP COMP 204 > 203
Total FN 354 < 384
P-value 3.56938820447e-08

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Performance plots


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

  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 RNAshapes).

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

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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 944
Total TN 128618
Total FP 413
Total FP CONTRA 76
Total FP INCONS 133
Total FP COMP 204
Total FN 354
Total Scores
MCC 0.769
Average MCC ± 95% Confidence Intervals 0.763 ± 0.063
Sensitivity 0.727
Positive Predictive Value 0.819
Nr of predictions 52

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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
3IYQ_A 0.44 0.47 0.41 24 22382 49 21 13 15 27
3IZ4_A 0.73 0.64 0.82 61 25462 22 12 1 9 34
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
3J20_1 0.97 0.95 1.00 19 1093 1 0 0 1 1
3J20_0 0.90 0.86 0.95 18 1200 1 1 0 0 3
3J2L_3 0.79 0.76 0.81 26 2988 11 1 5 5 8
3JYV_7 0.95 0.90 1.00 18 1093 2 0 0 2 2
3JYX_4 0.70 0.83 0.59 10 4739 21 6 1 14 2
3JYX_3 0.77 0.80 0.75 12 2362 24 0 4 20 3
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_2 0.93 0.94 0.94 29 2723 11 0 2 9 2
3O58_3 0.54 0.50 0.58 11 4745 20 5 3 12 11
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
3W3S_B 0.74 0.70 0.79 23 1960 7 0 6 1 10
3ZEX_C 0.39 0.31 0.50 9 5356 21 3 6 12 20
3ZEX_D 0.87 0.86 0.88 30 2762 11 0 4 7 5
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
4FRG_B 0.49 0.42 0.59 10 1185 8 2 5 1 14
4FRN_A 0.70 0.68 0.73 19 1822 7 3 4 0 9

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Performance of RNAshapes - scored lower in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP 914
Total TN 128413
Total FP 647
Total FP CONTRA 129
Total FP INCONS 315
Total FP COMP 203
Total FN 384
Total Scores
MCC 0.685
Average MCC ± 95% Confidence Intervals 0.720 ± 0.074
Sensitivity 0.704
Positive Predictive Value 0.673
Nr of predictions 52

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2. Individual counts for RNAshapes [ 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 0.97 0.94 1.00 15 356 0 0 0 0 1
2L1F_A 0.89 0.87 0.91 20 741 2 0 2 0 3
2L1F_B 0.98 0.96 1.00 23 768 0 0 0 0 1
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
2LC8_A 0.64 0.61 0.69 11 512 5 0 5 0 7
2WRQ_Y 1.00 1.00 1.00 9 1143 13 0 0 13 0
2WWQ_V 1.00 1.00 1.00 19 1185 5 0 0 5 0
2XKV_B 0.64 0.73 0.57 8 1821 24 0 6 18 3
2XQD_Y 0.70 0.67 0.74 14 1110 6 0 5 1 7
2XXA_G 1.00 1.00 1.00 35 2010 1 0 0 1 0
2ZZM_B 0.05 0.07 0.06 1 1340 25 4 13 8 14
2ZZN_D 0.77 0.77 0.77 17 962 5 1 4 0 5
3A2K_C 0.47 0.50 0.46 11 1084 13 3 10 0 11
3A3A_A 0.84 0.80 0.89 24 1473 3 0 3 0 6
3AKZ_H 0.78 0.80 0.76 16 1106 7 2 3 2 4
3AMU_B 0.81 0.79 0.83 15 1139 6 0 3 3 4
3GX2_A 0.91 0.89 0.93 25 1422 3 1 1 1 3
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IYQ_A 0.19 0.27 0.14 14 22340 95 43 43 9 37
3IZ4_A 0.57 0.58 0.56 55 25437 50 16 28 6 40
3IZF_C 0.76 0.77 0.75 27 2604 14 0 9 5 8
3J16_L 0.59 0.57 0.63 12 1140 7 0 7 0 9
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J20_0 0.51 0.57 0.48 12 1194 14 3 10 1 9
3J2L_3 0.77 0.79 0.75 27 2984 14 1 8 5 7
3JYV_7 -0.02 0.00 0.00 0 1092 20 1 18 1 20
3JYX_4 0.61 0.83 0.45 10 4734 35 10 2 23 2
3JYX_3 0.77 0.80 0.75 12 2362 26 0 4 22 3
3LA5_A 0.89 0.80 1.00 20 934 0 0 0 0 5
3NPB_A 0.84 0.76 0.93 28 2248 5 1 1 3 9
3O58_2 0.73 0.74 0.72 23 2722 18 0 9 9 8
3O58_3 0.41 0.50 0.34 11 4732 38 6 15 17 11
3PDR_A 0.80 0.80 0.80 40 4790 12 3 7 2 10
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.77 0.76 0.79 22 1505 6 4 2 0 7
3UZL_B 0.43 0.50 0.38 8 1272 17 4 9 4 8
3W3S_B 0.60 0.58 0.63 19 1959 12 2 9 1 14
3ZEX_C 0.29 0.34 0.26 10 5335 42 5 24 13 19
3ZEX_D 0.86 0.80 0.93 28 2766 6 0 2 4 7
4A1C_3 0.86 0.84 0.89 31 2728 7 0 4 3 6
4A1C_2 0.19 0.25 0.16 5 4484 41 11 16 14 15
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ENB_A 0.85 0.73 1.00 11 461 2 0 0 2 4
4ENC_A 0.37 0.33 0.45 5 485 7 0 6 1 10
4FRG_B 0.36 0.38 0.38 9 1178 15 2 13 0 15
4FRN_A 0.59 0.57 0.62 16 1822 10 2 8 0 12

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