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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric IPknot CentroidFold
MCC 0.675 > 0.665
Average MCC ± 95% Confidence Intervals 0.711 ± 0.092 > 0.711 ± 0.091
Sensitivity 0.573 > 0.565
Positive Predictive Value 0.801 > 0.789
Total TP 443 > 437
Total TN 77424 > 77423
Total FP 129 < 138
Total FP CONTRA 17 = 17
Total FP INCONS 93 < 100
Total FP COMP 19 < 21
Total FN 330 < 336
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of IPknot and CentroidFold. 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 IPknot and CentroidFold).

  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 IPknot and CentroidFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for IPknot and CentroidFold. 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 IPknot and CentroidFold).

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Performance of IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 443
Total TN 77424
Total FP 129
Total FP CONTRA 17
Total FP INCONS 93
Total FP COMP 19
Total FN 330
Total Scores
MCC 0.675
Average MCC ± 95% Confidence Intervals 0.711 ± 0.092
Sensitivity 0.573
Positive Predictive Value 0.801
Nr of predictions 38

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A 0.40 0.30 0.55 6 1529 5 1 4 0 14
2LDL_A - 0.90 0.82 1.00 9 342 0 0 0 0 2
2LDT_A - 0.85 0.73 1.00 11 454 0 0 0 0 4
2LHP_A - 0.97 0.94 1.00 15 651 0 0 0 0 1
2LI4_A - 0.93 0.88 1.00 14 482 0 0 0 0 2
2LJJ_A - 1.00 1.00 1.00 8 343 2 0 0 2 0
2LK3_A - 0.95 0.90 1.00 9 267 0 0 0 0 1
2LKR_A - 0.84 0.77 0.91 30 6072 4 0 3 1 9
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
2YIE_Z - 0.43 0.42 0.45 5 1529 6 3 3 0 7
2YIE_X - 0.67 0.58 0.78 7 1369 3 1 1 1 5
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3J0L_7 - -0.01 0.00 0.00 0 1218 7 0 7 0 17
3J0L_1 - 0.76 0.63 0.92 12 1212 2 0 1 1 7
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_h - 0.78 0.60 1.00 26 6079 2 0 0 2 17
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_a - 0.21 0.19 0.25 3 1116 9 1 8 0 13
3J0L_2 - 0.39 0.36 0.43 12 6188 18 2 14 2 21
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.61 0.48 0.80 20 3891 5 0 5 0 22
3SIU_F - 0.73 0.55 1.00 6 372 0 0 0 0 5
3SN2_B 0.96 0.92 1.00 11 395 0 0 0 0 1
3TRZ_Z - 0.91 0.83 1.00 5 205 1 0 0 1 1
3TS0_U - 1.00 1.00 1.00 6 247 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 271 0 0 0 0 0
3U4M_B - 0.68 0.54 0.87 20 3137 3 1 2 0 17
3UZL_B 0.72 0.54 0.95 20 3549 1 0 1 0 17
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
4A1C_3 0.69 0.57 0.84 31 7103 6 1 5 0 23
4A1C_2 0.17 0.15 0.19 5 11755 26 4 17 5 28
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.42 0.33 0.54 14 4345 13 1 11 1 28
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.52 0.42 0.67 8 1314 4 0 4 0 11

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Performance of CentroidFold - scored lower in this pairwise comparison

1. Total counts & total scores for CentroidFold

Total Base Pair Counts
Total TP 437
Total TN 77423
Total FP 138
Total FP CONTRA 17
Total FP INCONS 100
Total FP COMP 21
Total FN 336
Total Scores
MCC 0.665
Average MCC ± 95% Confidence Intervals 0.711 ± 0.091
Sensitivity 0.565
Positive Predictive Value 0.789
Nr of predictions 38

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A 0.49 0.35 0.70 7 1530 3 1 2 0 13
2LDL_A - 0.90 0.82 1.00 9 342 1 0 0 1 2
2LDT_A - 0.85 0.73 1.00 11 454 0 0 0 0 4
2LHP_A - 0.97 0.94 1.00 15 651 0 0 0 0 1
2LI4_A - 0.93 0.88 1.00 14 482 0 0 0 0 2
2LJJ_A - 1.00 1.00 1.00 8 343 2 0 0 2 0
2LK3_A - 0.95 0.90 1.00 9 267 0 0 0 0 1
2LKR_A - 0.82 0.74 0.91 29 6073 4 0 3 1 10
2LQZ_A - 0.85 0.82 0.90 9 341 1 1 0 0 2
2LWK_A - 0.92 0.92 0.92 12 483 1 0 1 0 1
2YIE_Z - 0.43 0.42 0.45 5 1529 6 3 3 0 7
2YIE_X - 0.67 0.58 0.78 7 1369 3 1 1 1 5
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3J0L_7 - -0.01 0.00 0.00 0 1220 5 0 5 0 17
3J0L_1 - 0.65 0.47 0.90 9 1215 2 0 1 1 10
3J0L_g - 0.00 0.00 0.00 0 465 0 0 0 0 4
3J0L_h - 0.77 0.65 0.90 28 6074 5 0 3 2 15
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_a - 0.41 0.31 0.56 5 1119 4 2 2 0 11
3J0L_2 - 0.25 0.24 0.28 8 6187 24 0 21 3 25
3J16_L 0.50 0.40 0.63 12 2756 7 0 7 0 18
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.58 0.48 0.71 20 3888 8 1 7 0 22
3SIU_F - 0.79 0.64 1.00 7 371 0 0 0 0 4
3SN2_B 0.96 0.92 1.00 11 395 0 0 0 0 1
3TRZ_Z - 0.91 0.83 1.00 5 205 1 0 0 1 1
3TS0_U - 1.00 1.00 1.00 6 247 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 271 0 0 0 0 0
3U4M_B - 0.57 0.46 0.71 17 3136 7 0 7 0 20
3UZL_B 0.72 0.54 0.95 20 3549 1 0 1 0 17
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
4A1C_3 0.67 0.56 0.81 30 7103 7 1 6 0 24
4A1C_2 0.16 0.15 0.17 5 11752 29 5 19 5 28
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.45 0.33 0.61 14 4348 10 1 8 1 28
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.73 0.58 0.92 11 1314 1 1 0 0 8

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