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

  1. Overview

  2. Performance Plots

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

  4. Performance of CentroidHomfold‑LAST - scored lower in this pairwise comparison

  5. Compile and download dataset for Sfold & CentroidHomfold‑LAST [.zip] - may take several seconds...


Overview

Metric Sfold CentroidHomfold‑LAST
MCC 0.526 > 0.512
Average MCC ± 95% Confidence Intervals 0.488 ± 0.078 < 0.492 ± 0.097
Sensitivity 0.431 > 0.378
Positive Predictive Value 0.646 < 0.699
Total TP 672 > 589
Total TN 303053 < 303250
Total FP 423 > 289
Total FP CONTRA 34 > 22
Total FP INCONS 334 > 232
Total FP COMP 55 > 35
Total FN 886 < 969
P-value 0.00036811921398

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Performance plots


  1. Comparison of performance of Sfold and CentroidHomfold-LAST. 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 Sfold and CentroidHomfold‑LAST).

  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 Sfold and CentroidHomfold‑LAST).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Sfold and CentroidHomfold-LAST. 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 Sfold and CentroidHomfold‑LAST).

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Performance of Sfold - scored higher in this pairwise comparison

1. Total counts & total scores for Sfold

Total Base Pair Counts
Total TP 672
Total TN 303053
Total FP 423
Total FP CONTRA 34
Total FP INCONS 334
Total FP COMP 55
Total FN 886
Total Scores
MCC 0.526
Average MCC ± 95% Confidence Intervals 0.488 ± 0.078
Sensitivity 0.431
Positive Predictive Value 0.646
Nr of predictions 39

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LA5_A - 0.39 0.26 0.63 5 622 3 1 2 0 14
2LC8_A 0.45 0.35 0.58 7 1528 5 0 5 0 13
2LKR_A - 0.89 0.79 1.00 31 6074 1 0 0 1 8
2M58_A - 0.29 0.18 0.50 3 1647 3 1 2 0 14
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3J0L_7 - -0.01 0.00 0.00 0 1222 3 0 3 0 17
3J0L_a - 0.51 0.50 0.53 8 1113 7 3 4 0 8
3J0L_g - -0.01 0.00 0.00 0 460 5 1 4 0 4
3J0L_2 - 0.36 0.33 0.39 11 6188 19 2 15 2 22
3J16_L 0.29 0.23 0.37 7 2756 12 0 12 0 23
3J20_0 0.43 0.40 0.48 12 2825 14 0 13 1 18
3J20_1 0.73 0.70 0.76 16 2905 6 0 5 1 7
3J2C_O - 0.64 0.48 0.86 30 10261 6 0 5 1 33
3J2C_M - 0.63 0.49 0.80 102 106363 31 3 23 5 105
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3J3D_C 0.36 0.25 0.54 7 2762 6 0 6 0 21
3J3E_8 0.06 0.06 0.08 2 7477 32 2 22 8 31
3J3E_7 0.60 0.50 0.73 27 7103 10 1 9 0 27
3J3F_7 0.69 0.60 0.79 30 7222 8 1 7 0 20
3J3F_8 0.35 0.33 0.38 12 12214 34 3 17 14 24
3J3V_B 0.51 0.37 0.72 21 6992 8 0 8 0 36
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.65 0.50 0.84 21 3891 4 1 3 0 21
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.51 0.32 0.80 12 3555 3 2 1 0 25
3W3S_B 0.57 0.53 0.64 21 4720 13 1 11 1 19
3ZEX_G - 0.78 0.68 0.91 50 16416 9 0 5 4 24
3ZEX_E - 0.00 0.00 0.00 0 21891 56 3 51 2 77
3ZEX_D 0.74 0.63 0.86 31 6985 5 0 5 0 18
3ZND_W 0.20 0.22 0.19 5 2977 22 1 20 1 18
4A1C_3 0.69 0.57 0.84 31 7103 6 1 5 0 23
4A1C_2 0.16 0.15 0.17 5 11751 34 2 23 9 28
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.51 0.26 1.00 5 1321 0 0 0 0 14
4FRG_B 0.62 0.47 0.83 15 3468 3 1 2 0 17
4FRN_A 0.63 0.44 0.89 16 5133 2 2 0 0 20
4JF2_A 0.78 0.61 1.00 19 2831 0 0 0 0 12
4JRC_A - 0.29 0.26 0.35 6 1523 11 0 11 0 17

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Performance of CentroidHomfold‑LAST - scored lower in this pairwise comparison

1. Total counts & total scores for CentroidHomfold‑LAST

Total Base Pair Counts
Total TP 589
Total TN 303250
Total FP 289
Total FP CONTRA 22
Total FP INCONS 232
Total FP COMP 35
Total FN 969
Total Scores
MCC 0.512
Average MCC ± 95% Confidence Intervals 0.492 ± 0.097
Sensitivity 0.378
Positive Predictive Value 0.699
Nr of predictions 39

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2. Individual counts for CentroidHomfold‑LAST [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LA5_A - 0.46 0.26 0.83 5 624 1 0 1 0 14
2LC8_A -0.01 0.00 0.00 0 1529 11 0 11 0 20
2LKR_A - 0.00 0.00 0.00 0 6101 4 0 4 0 39
2M58_A - -0.01 0.00 0.00 0 1648 5 0 5 0 17
3AMU_B 0.82 0.70 0.95 19 2983 3 0 1 2 8
3J0L_7 - 0.60 0.41 0.88 7 1217 1 0 1 0 10
3J0L_a - -0.01 0.00 0.00 0 1125 3 0 3 0 16
3J0L_g - 0.00 0.00 0.00 0 465 0 0 0 0 4
3J0L_2 - 0.49 0.24 1.00 8 6208 0 0 0 0 25
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3J20_0 0.35 0.37 0.34 11 2818 22 3 18 1 19
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J2C_O - 0.00 0.00 0.00 0 10296 0 0 0 0 63
3J2C_M - 0.37 0.16 0.83 34 106450 8 0 7 1 173
3J2L_3 0.73 0.62 0.87 33 7837 7 0 5 2 20
3J3D_C 0.68 0.61 0.77 17 2753 5 0 5 0 11
3J3E_8 0.05 0.03 0.08 1 7490 16 1 11 4 32
3J3E_7 0.64 0.54 0.76 29 7102 9 0 9 0 25
3J3F_7 0.65 0.58 0.74 29 7221 10 1 9 0 21
3J3F_8 0.33 0.33 0.33 12 12210 33 4 20 9 24
3J3V_B 0.51 0.37 0.72 21 6992 8 1 7 0 36
3RKF_A 0.72 0.53 1.00 18 2193 0 0 0 0 16
3SD1_A 0.64 0.45 0.90 19 3895 2 0 2 0 23
3U4M_B - 0.58 0.43 0.80 16 3140 4 0 4 0 21
3UZL_B 0.72 0.54 0.95 20 3549 1 0 1 0 17
3W3S_B 0.85 0.73 1.00 29 4724 1 0 0 1 11
3ZEX_G - 0.75 0.61 0.92 45 16422 7 0 4 3 29
3ZEX_E - 0.00 0.00 0.00 0 21914 33 1 30 2 77
3ZEX_D 0.75 0.65 0.86 32 6984 5 0 5 0 17
3ZND_W 0.47 0.39 0.56 9 2987 10 0 7 3 14
4A1C_3 0.68 0.56 0.83 30 7104 6 0 6 0 24
4A1C_2 0.16 0.15 0.18 5 11753 29 5 18 6 28
4AOB_A 0.71 0.50 1.00 21 4350 1 0 0 1 21
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.76 0.58 1.00 11 1315 0 0 0 0 8
4FRG_B 0.41 0.41 0.43 13 3456 17 3 14 0 19
4FRN_A 0.36 0.39 0.34 14 5110 27 3 24 0 22
4JF2_A 0.78 0.61 1.00 19 2831 0 0 0 0 12
4JRC_A - 0.75 0.57 1.00 13 1527 0 0 0 0 10

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