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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNASLOpt McQFold
MCC 0.573 > 0.567
Average MCC ± 95% Confidence Intervals 0.626 ± 0.105 < 0.644 ± 0.108
Sensitivity 0.553 < 0.578
Positive Predictive Value 0.602 > 0.564
Total TP 508 < 531
Total TN 105777 > 105679
Total FP 429 < 497
Total FP CONTRA 114 < 127
Total FP INCONS 222 < 284
Total FP COMP 93 > 86
Total FN 411 > 388
P-value 0.00108987668019

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Performance plots


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

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

  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 RNASLOpt and McQFold).

  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 RNASLOpt and McQFold).

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

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

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Performance of RNASLOpt - scored higher in this pairwise comparison

1. Total counts & total scores for RNASLOpt

Total Base Pair Counts
Total TP 508
Total TN 105777
Total FP 429
Total FP CONTRA 114
Total FP INCONS 222
Total FP COMP 93
Total FN 411
Total Scores
MCC 0.573
Average MCC ± 95% Confidence Intervals 0.626 ± 0.105
Sensitivity 0.553
Positive Predictive Value 0.602
Nr of predictions 46

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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 0.48 0.39 0.64 7 517 4 0 4 0 11
2LDL_A - 1.00 1.00 1.00 9 131 1 0 0 1 0
2LHP_A - 1.00 1.00 1.00 15 246 0 0 0 0 0
2LJJ_A - 1.00 1.00 1.00 7 123 3 0 0 3 0
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2LKR_A - 0.70 0.69 0.71 20 2412 13 1 7 5 9
2LQZ_A - 1.00 1.00 1.00 8 124 2 0 0 2 0
2LWK_A - 0.95 0.91 1.00 10 197 1 0 0 1 1
3J0L_h - 0.81 0.66 1.00 21 2119 0 0 0 0 11
3J0L_a - 0.21 0.18 0.29 2 404 6 3 2 1 9
3J0L_1 - 0.73 0.62 0.89 8 475 4 0 1 3 5
3J0L_8 - 0.74 0.57 1.00 4 72 0 0 0 0 3
3J0L_7 - -0.02 0.00 0.00 0 506 13 3 10 0 10
3J0L_g - -0.01 0.00 0.00 0 174 4 0 2 2 2
3J0L_2 - 0.49 0.46 0.52 12 2227 18 0 11 7 14
3J16_L 0.63 0.57 0.71 12 1142 5 0 5 0 9
3J20_0 0.74 0.76 0.73 16 1197 7 3 3 1 5
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J2C_M - 0.46 0.49 0.44 47 39819 77 22 37 18 49
3J2C_O - 0.72 0.68 0.76 28 3950 13 2 7 4 13
3J2L_3 0.71 0.68 0.74 23 2989 11 0 8 3 11
3SN2_B 0.95 0.92 1.00 11 143 0 0 0 0 1
3TRZ_Z - 1.00 1.00 1.00 5 87 2 0 0 2 0
3TS0_U - 1.00 1.00 1.00 6 112 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 103 0 0 0 0 0
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
3UZL_B 0.55 0.50 0.62 8 1280 9 1 4 4 8
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
3W3S_B 0.90 0.85 0.97 28 1960 2 0 1 1 5
3ZEX_F - 0.00 0.00 0.00 0 914 0 0 0 0 4
3ZEX_G - 0.00 0.00 0.00 0 6507 0 0 0 0 45
3ZEX_E - 0.00 0.00 0.00 0 8254 55 20 30 5 34
3ZEX_D 0.86 0.74 1.00 26 2770 4 0 0 4 9
3ZEX_H - 0.27 0.37 0.21 7 3592 26 16 10 0 12
3ZEX_C 0.32 0.34 0.31 10 5342 36 8 14 14 19
4A1C_3 0.79 0.73 0.87 27 2732 5 0 4 1 10
4A1C_2 0.30 0.40 0.24 8 4482 35 13 13 9 12
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.31 0.28 0.38 8 1416 13 3 10 0 21
4ATO_G - 0.36 0.43 0.33 3 211 6 6 0 0 4
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.73 0.60 0.90 9 486 1 1 0 0 6
4FNJ_A - -0.05 0.00 0.00 0 239 11 0 11 0 12
4FRG_B 0.60 0.58 0.64 14 1180 8 3 5 0 10
4FRN_A 0.19 0.18 0.22 5 1825 18 6 12 0 23
4HXH_A - 1.00 1.00 1.00 6 89 0 0 0 0 0

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Performance of McQFold - scored lower in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 531
Total TN 105679
Total FP 497
Total FP CONTRA 127
Total FP INCONS 284
Total FP COMP 86
Total FN 388
Total Scores
MCC 0.567
Average MCC ± 95% Confidence Intervals 0.644 ± 0.108
Sensitivity 0.578
Positive Predictive Value 0.564
Nr of predictions 46

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.64 0.61 0.69 11 512 5 1 4 0 7
2LDL_A - 0.81 0.67 1.00 6 134 0 0 0 0 3
2LHP_A - 1.00 1.00 1.00 15 246 1 0 0 1 0
2LJJ_A - 1.00 1.00 1.00 7 123 3 0 0 3 0
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2LKR_A - 0.55 0.55 0.55 16 2411 15 5 8 2 13
2LQZ_A - 1.00 1.00 1.00 8 124 3 0 0 3 0
2LWK_A - 0.95 0.91 1.00 10 197 2 0 0 2 1
3J0L_h - 0.75 0.66 0.88 21 2116 3 0 3 0 11
3J0L_a - 0.21 0.18 0.29 2 404 6 3 2 1 9
3J0L_1 - 0.73 0.62 0.89 8 475 4 0 1 3 5
3J0L_8 - 1.00 1.00 1.00 7 69 0 0 0 0 0
3J0L_7 - -0.02 0.00 0.00 0 509 10 2 8 0 10
3J0L_g - -0.01 0.00 0.00 0 174 4 0 2 2 2
3J0L_2 - 0.29 0.31 0.30 8 2223 21 1 18 2 18
3J16_L 0.90 0.81 1.00 17 1142 0 0 0 0 4
3J20_0 0.74 0.76 0.73 16 1197 7 3 3 1 5
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J2C_M - 0.38 0.44 0.34 42 39801 95 33 49 13 54
3J2C_O - 0.62 0.61 0.64 25 3948 17 3 11 3 16
3J2L_3 0.71 0.68 0.74 23 2989 11 0 8 3 11
3SN2_B 0.95 0.92 1.00 11 143 0 0 0 0 1
3TRZ_Z - 1.00 1.00 1.00 5 87 2 0 0 2 0
3TS0_U - 1.00 1.00 1.00 6 112 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 103 0 0 0 0 0
3U4M_B - 0.95 0.91 1.00 20 1256 2 0 0 2 2
3UZL_B 0.62 0.75 0.52 12 1270 17 8 3 6 4
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
3W3S_B 0.49 0.45 0.54 15 1961 14 1 12 1 18
3ZEX_F - 0.00 0.00 0.00 0 910 9 0 4 5 4
3ZEX_G - 0.36 0.40 0.34 18 6454 40 11 24 5 27
3ZEX_E - 0.00 0.00 0.00 0 8256 53 17 31 5 34
3ZEX_D 0.76 0.66 0.88 23 2770 6 1 2 3 12
3ZEX_H - 0.27 0.37 0.21 7 3591 30 14 13 3 12
3ZEX_C 0.33 0.34 0.32 10 5343 25 4 17 4 19
4A1C_3 0.28 0.30 0.28 11 2724 30 4 24 2 26
4A1C_2 0.19 0.25 0.16 5 4484 33 11 16 6 15
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.50 0.48 0.54 14 1411 13 3 9 1 15
4ATO_G - -0.03 0.00 0.00 0 215 5 0 5 0 7
4ENB_A 1.00 1.00 1.00 15 457 0 0 0 0 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4FNJ_A - -0.04 0.00 0.00 0 243 7 0 7 0 12
4FRG_B 0.93 0.88 1.00 21 1181 0 0 0 0 3
4FRN_A 0.82 0.71 0.95 20 1827 1 1 0 0 8
4HXH_A - 1.00 1.00 1.00 6 89 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.