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 RNASLOpt - scored lower in this pairwise comparison

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


Overview

Metric Sfold RNASLOpt
MCC 0.575 > 0.489
Average MCC ± 95% Confidence Intervals 0.632 ± 0.091 > 0.580 ± 0.099
Sensitivity 0.478 > 0.393
Positive Predictive Value 0.696 > 0.614
Total TP 681 > 559
Total TN 280193 < 280261
Total FP 354 < 392
Total FP CONTRA 32 < 43
Total FP INCONS 266 < 309
Total FP COMP 56 > 40
Total FN 743 < 865
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Sfold and RNASLOpt. 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 RNASLOpt).

  2. Comparison of performance of Sfold and RNASLOpt. 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 RNASLOpt).

  3. 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 RNASLOpt).

  4. 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 RNASLOpt).

  5. Comparison of average Matthews Correlation Coefficients (MCCs) for Sfold and RNASLOpt. 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 RNASLOpt).

  6. Comparison of average Matthews Correlation Coefficients (MCCs) for Sfold and RNASLOpt. 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 RNASLOpt).

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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 681
Total TN 280193
Total FP 354
Total FP CONTRA 32
Total FP INCONS 266
Total FP COMP 56
Total FN 743
Total Scores
MCC 0.575
Average MCC ± 95% Confidence Intervals 0.632 ± 0.091
Sensitivity 0.478
Positive Predictive Value 0.696
Nr of predictions 47

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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
2LC8_A 0.45 0.35 0.58 7 1528 5 0 5 0 13
2LDL_A - 0.90 0.82 1.00 9 342 1 0 0 1 2
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 - 0.89 0.79 1.00 31 6074 1 0 0 1 8
2LQZ_A - 0.85 0.82 0.90 9 341 1 1 0 0 2
2LWK_A - 0.88 0.85 0.92 11 484 1 0 1 0 2
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_7 - -0.01 0.00 0.00 0 1222 3 0 3 0 17
3J0L_h - 0.75 0.60 0.93 26 6077 4 0 2 2 17
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_1 - 0.76 0.63 0.92 12 1212 3 0 1 2 7
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_1 0.73 0.70 0.76 16 2905 6 0 5 1 7
3J20_0 0.43 0.40 0.48 12 2825 14 0 13 1 18
3J2C_M - 0.63 0.49 0.80 102 106363 31 3 23 5 105
3J2C_O - 0.64 0.48 0.86 30 10261 6 0 5 1 33
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
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 2 0 0 2 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 - 0.38 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
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
3W3S_B 0.57 0.53 0.64 21 4720 13 1 11 1 19
3ZEX_F - 0.00 0.00 0.00 0 2623 7 2 3 2 12
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
3ZEX_H - 0.19 0.18 0.19 7 9009 29 5 24 0 31
3ZEX_C 0.32 0.21 0.48 11 14173 26 1 11 14 41
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
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ATO_G - 0.31 0.10 1.00 1 527 0 0 0 0 9
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
4FNJ_A - 0.79 0.63 1.00 10 585 0 0 0 0 6
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
4HXH_A - 1.00 1.00 1.00 6 319 0 0 0 0 0

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Performance of RNASLOpt - scored lower in this pairwise comparison

1. Total counts & total scores for RNASLOpt

Total Base Pair Counts
Total TP 559
Total TN 280261
Total FP 392
Total FP CONTRA 43
Total FP INCONS 309
Total FP COMP 40
Total FN 865
Total Scores
MCC 0.489
Average MCC ± 95% Confidence Intervals 0.580 ± 0.099
Sensitivity 0.393
Positive Predictive Value 0.614
Nr of predictions 47

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.47 0.35 0.64 7 1529 4 0 4 0 13
2LDL_A - 0.90 0.82 1.00 9 342 1 0 0 1 2
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 - 0.68 0.62 0.75 24 6073 9 0 8 1 15
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
3J0L_a - 0.26 0.19 0.38 3 1120 5 1 4 0 13
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_7 - -0.01 0.00 0.00 0 1212 13 0 13 0 17
3J0L_h - 0.70 0.49 1.00 21 6084 0 0 0 0 22
3J0L_8 - 0.70 0.50 1.00 4 186 0 0 0 0 4
3J0L_1 - 0.65 0.47 0.90 9 1215 3 0 1 2 10
3J0L_2 - 0.39 0.36 0.43 12 6188 18 2 14 2 21
3J16_L 0.53 0.40 0.71 12 2758 5 0 5 0 18
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.66 0.57 0.77 17 2828 6 1 4 1 13
3J2C_M - 0.38 0.29 0.50 60 106370 64 11 50 3 147
3J2C_O - 0.62 0.49 0.78 31 10256 10 0 9 1 32
3J2L_3 0.56 0.43 0.72 23 7843 11 0 9 2 30
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 2 0 0 2 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 - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.48 0.32 0.71 12 3553 5 0 5 0 25
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
3W3S_B 0.82 0.70 0.97 28 4724 2 0 1 1 12
3ZEX_F - 0.00 0.00 0.00 0 2628 0 0 0 0 12
3ZEX_G - 0.00 0.00 0.00 0 16471 0 0 0 0 74
3ZEX_E - 0.00 0.00 0.00 0 21892 55 4 49 2 77
3ZEX_D 0.76 0.59 0.97 29 6991 1 0 1 0 20
3ZEX_H - 0.19 0.18 0.21 7 9012 26 4 22 0 31
3ZEX_C 0.26 0.21 0.33 11 14163 35 2 20 13 41
4A1C_3 0.67 0.52 0.88 28 7108 4 0 4 0 26
4A1C_2 0.23 0.24 0.22 8 11744 35 8 21 6 25
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.26 0.19 0.38 8 4350 13 2 11 0 34
4ATO_G - 0.30 0.30 0.33 3 519 6 2 4 0 7
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.65 0.47 0.90 9 1316 1 1 0 0 10
4FNJ_A - -0.02 0.00 0.00 0 584 11 0 11 0 16
4FRG_B 0.56 0.47 0.68 15 3464 7 1 6 0 17
4FRN_A 0.20 0.17 0.26 6 5128 17 2 15 0 30
4HXH_A - 1.00 1.00 1.00 6 319 0 0 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.