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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric CentroidFold RDfolder
MCC 0.733 > 0.581
Average MCC ± 95% Confidence Intervals 0.740 ± 0.059 > 0.606 ± 0.079
Sensitivity 0.638 > 0.483
Positive Predictive Value 0.850 > 0.708
Total TP 992 > 752
Total TN 121828 < 121933
Total FP 221 < 334
Total FP CONTRA 31 < 35
Total FP INCONS 144 < 275
Total FP COMP 46 > 24
Total FN 564 < 804
P-value 3.56938820447e-08

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Performance plots


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

  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 CentroidFold and RDfolder).

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

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Performance of CentroidFold - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidFold

Total Base Pair Counts
Total TP 992
Total TN 121828
Total FP 221
Total FP CONTRA 31
Total FP INCONS 144
Total FP COMP 46
Total FN 564
Total Scores
MCC 0.733
Average MCC ± 95% Confidence Intervals 0.740 ± 0.059
Sensitivity 0.638
Positive Predictive Value 0.850
Nr of predictions 79

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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
2KD8_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
2KE6_A 0.97 0.95 1.00 18 1110 1 0 0 1 1
2KMJ_A - 1.00 1.00 1.00 11 367 0 0 0 0 0
2KPV_A - 0.96 0.92 1.00 12 549 0 0 0 0 1
2KU0_A - 0.47 0.31 0.71 5 696 2 0 2 0 11
2KUR_A 0.95 0.90 1.00 19 1109 0 0 0 0 2
2KUU_A 0.92 0.86 1.00 18 1110 1 0 0 1 3
2KUV_A 0.93 0.86 1.00 19 1109 0 0 0 0 3
2KUW_A 0.95 0.90 1.00 19 1109 0 0 0 0 2
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2KXM_A - 0.89 0.80 1.00 8 343 0 0 0 0 2
2KZL_A - 0.86 0.74 1.00 14 1471 0 0 0 0 5
2L1F_B 0.98 0.96 1.00 24 2121 0 0 0 0 1
2L1F_A 0.98 0.96 1.00 23 2057 0 0 0 0 1
2L2K_A - 0.94 0.89 1.00 17 844 0 0 0 0 2
2L3C_B - 0.91 0.82 1.00 14 547 0 0 0 0 3
2L3E_A - 0.96 0.92 1.00 12 583 1 0 0 1 1
2L3J_B 0.94 0.88 1.00 30 2455 0 0 0 0 4
2L5Z_A - 0.86 0.75 1.00 9 316 0 0 0 0 3
2L94_A 0.92 0.90 0.95 18 971 1 0 1 0 2
2LA5_A - 0.42 0.26 0.71 5 623 2 0 2 0 14
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
2LK3_A - 0.95 0.90 1.00 9 267 0 0 0 0 1
2RPT_A - 1.00 1.00 1.00 7 183 0 0 0 0 0
2RRC_A - 0.70 0.50 1.00 5 226 0 0 0 0 5
2WRQ_Y 0.57 0.59 0.56 10 2832 12 5 3 4 7
2WW9_F - 0.59 0.60 0.60 6 290 4 0 4 0 4
2WW9_D - 0.29 0.12 0.75 3 1949 1 0 1 0 23
2WW9_E - 0.00 0.00 0.00 0 561 0 0 0 0 14
2WWQ_V 0.80 0.68 0.95 19 2906 3 0 1 2 9
2XKV_B 0.51 0.50 0.53 10 4541 25 0 9 16 10
2XQD_Y 0.75 0.67 0.86 18 2829 3 0 3 0 9
2Y8W_B - 1.00 1.00 1.00 6 184 1 0 0 1 0
2Y9C_V - 0.66 0.63 0.71 15 2257 8 1 5 2 9
2YIE_X - 0.67 0.58 0.78 7 1369 3 1 1 1 5
2YIE_Z - 0.43 0.42 0.45 5 1529 6 3 3 0 7
2ZZM_B 0.18 0.16 0.23 5 3464 17 3 14 0 27
2ZZN_D 0.82 0.78 0.88 21 2461 3 0 3 0 6
3A2K_C 0.44 0.43 0.46 12 2900 14 2 12 0 16
3A3A_A 0.87 0.76 1.00 28 3627 0 0 0 0 9
3ADB_C - 0.92 0.84 1.00 32 4154 0 0 0 0 6
3AKZ_H 0.43 0.39 0.48 11 2678 12 2 10 0 17
3AM1_B - 0.68 0.63 0.73 22 3210 8 1 7 0 13
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3GX2_A 0.79 0.63 1.00 25 4346 1 0 0 1 15
3IAB_R - 0.86 0.86 0.86 12 1021 4 1 1 2 2
3ID5_D - -0.01 0.00 0.00 0 490 6 3 3 0 9
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IWN_A 0.80 0.67 0.96 22 4255 1 0 1 0 11
3J0L_a - 0.41 0.31 0.56 5 1119 4 2 2 0 11
3J0L_g - 0.00 0.00 0.00 0 465 0 0 0 0 4
3J0L_1 - 0.65 0.47 0.90 9 1215 2 0 1 1 10
3J0L_7 - -0.01 0.00 0.00 0 1220 5 0 5 0 17
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J16_L 0.50 0.40 0.63 12 2756 7 0 7 0 18
3JYV_7 0.77 0.59 1.00 19 2831 0 0 0 0 13
3KTW_C - 0.45 0.40 0.53 17 4528 16 2 13 1 26
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NKB_B - 0.57 0.50 0.65 13 1996 7 0 7 0 13
3NMU_E - 0.71 0.50 1.00 3 558 3 0 0 3 3
3OVB_D - 1.00 1.00 1.00 11 584 1 0 0 1 0
3OVS_D - 0.96 0.92 1.00 12 549 0 0 0 0 1
3P22_G - 0.96 0.92 1.00 11 730 1 0 0 1 1
3R4F_A - 0.81 0.76 0.86 19 2123 3 1 2 0 6
3R9X_C - 0.84 0.80 0.89 8 586 2 0 1 1 2
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
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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Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

Total Base Pair Counts
Total TP 752
Total TN 121933
Total FP 334
Total FP CONTRA 35
Total FP INCONS 275
Total FP COMP 24
Total FN 804
Total Scores
MCC 0.581
Average MCC ± 95% Confidence Intervals 0.606 ± 0.079
Sensitivity 0.483
Positive Predictive Value 0.708
Nr of predictions 79

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KD8_A - 0.94 0.89 1.00 8 223 0 0 0 0 1
2KE6_A 0.89 0.79 1.00 15 1113 1 0 0 1 4
2KMJ_A - 1.00 1.00 1.00 11 367 0 0 0 0 0
2KPV_A - 0.96 0.92 1.00 12 549 0 0 0 0 1
2KU0_A - -0.01 0.00 0.00 0 696 7 0 7 0 16
2KUR_A 0.87 0.76 1.00 16 1112 0 0 0 0 5
2KUU_A 0.84 0.71 1.00 15 1113 1 0 0 1 6
2KUV_A 0.85 0.73 1.00 16 1112 0 0 0 0 6
2KUW_A 0.87 0.76 1.00 16 1112 0 0 0 0 5
2KX8_A 0.88 0.78 1.00 14 847 0 0 0 0 4
2KXM_A - 0.70 0.50 1.00 5 346 0 0 0 0 5
2KZL_A - 0.78 0.74 0.82 14 1468 3 1 2 0 5
2L1F_A -0.01 0.00 0.00 0 2067 13 2 11 0 24
2L1F_B 0.98 0.96 1.00 24 2121 0 0 0 0 1
2L2K_A - 0.94 0.89 1.00 17 844 0 0 0 0 2
2L3C_B - 0.91 0.82 1.00 14 547 0 0 0 0 3
2L3E_A - 0.96 0.92 1.00 12 583 1 0 0 1 1
2L3J_B 0.94 0.88 1.00 30 2455 0 0 0 0 4
2L5Z_A - 0.86 0.75 1.00 9 316 0 0 0 0 3
2L94_A 0.97 0.95 1.00 19 971 0 0 0 0 1
2LA5_A - 0.46 0.26 0.83 5 624 1 0 1 0 14
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A -0.01 0.00 0.00 0 1526 14 2 12 0 20
2LDL_A - 0.90 0.82 1.00 9 342 0 0 0 0 2
2LDT_A - 0.68 0.47 1.00 7 458 0 0 0 0 8
2LK3_A - 0.95 0.90 1.00 9 267 0 0 0 0 1
2RPT_A - -0.03 0.00 0.00 0 186 4 1 3 0 7
2RRC_A - 0.70 0.50 1.00 5 226 0 0 0 0 5
2WRQ_Y 0.57 0.59 0.56 10 2832 12 5 3 4 7
2WW9_E - -0.01 0.00 0.00 0 556 5 0 5 0 14
2WW9_F - 0.71 0.60 0.86 6 293 1 0 1 0 4
2WW9_D - 0.29 0.12 0.75 3 1949 1 0 1 0 23
2WWQ_V 0.64 0.50 0.82 14 2909 4 0 3 1 14
2XKV_B 0.00 0.00 0.00 0 4538 22 5 17 0 20
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
2Y8W_B - 1.00 1.00 1.00 6 184 1 0 0 1 0
2Y9C_V - 0.57 0.50 0.67 12 2260 7 1 5 1 12
2YIE_Z - 0.43 0.42 0.45 5 1529 6 3 3 0 7
2YIE_X - 0.38 0.33 0.44 4 1369 5 1 4 0 8
2ZZM_B 0.10 0.09 0.13 3 3462 21 1 20 0 29
2ZZN_D 0.84 0.78 0.91 21 2462 2 0 2 0 6
3A2K_C 0.86 0.75 1.00 21 2905 0 0 0 0 7
3A3A_A 0.53 0.41 0.71 15 3634 6 0 6 0 22
3ADB_C - 0.46 0.39 0.54 15 4158 13 0 13 0 23
3AKZ_H 0.48 0.43 0.55 12 2679 11 1 9 1 16
3AM1_B - 0.47 0.43 0.54 15 3212 13 1 12 0 20
3AMU_B 0.18 0.15 0.22 4 2985 16 2 12 2 23
3GX2_A 0.50 0.40 0.64 16 4346 10 1 8 1 24
3IAB_R - 0.86 0.86 0.86 12 1021 4 1 1 2 2
3ID5_D - -0.01 0.00 0.00 0 490 6 3 3 0 9
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IWN_A 0.00 0.00 0.00 0 4268 10 0 10 0 33
3J0L_g - -0.01 0.00 0.00 0 462 3 1 2 0 4
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_8 - 0.86 0.75 1.00 6 184 0 0 0 0 2
3J0L_a - -0.01 0.00 0.00 0 1124 4 1 3 0 16
3J16_L 0.22 0.17 0.31 5 2759 11 0 11 0 25
3JYV_7 -0.01 0.00 0.00 0 2830 20 0 20 0 32
3KTW_C - 0.08 0.07 0.12 3 4535 23 0 22 1 40
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NKB_B - 0.37 0.31 0.47 8 1999 9 0 9 0 18
3NMU_E - 0.41 0.17 1.00 1 560 3 0 0 3 5
3OVB_D - 1.00 1.00 1.00 11 584 1 0 0 1 0
3OVS_D - 0.96 0.92 1.00 12 549 0 0 0 0 1
3P22_G - 0.91 0.83 1.00 10 731 0 0 0 0 2
3R4F_A - 0.76 0.68 0.85 17 2125 3 1 2 0 8
3R9X_C - 0.84 0.80 0.89 8 586 2 0 1 1 2
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.30 0.17 0.54 7 3903 6 0 6 0 35
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 0 0 0 0 1
3TS0_U - 0.91 0.83 1.00 5 248 0 0 0 0 1
3TS2_V - 1.00 1.00 1.00 5 271 0 0 0 0 0
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.35 0.26 0.48 11 4348 13 1 11 1 31
4ENB_A 0.43 0.32 0.60 6 1265 4 0 4 0 13
4ENC_A 0.43 0.32 0.60 6 1316 4 0 4 0 13

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