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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric ContextFold Cylofold
MCC 0.783 > 0.612
Average MCC ± 95% Confidence Intervals 0.779 ± 0.107 > 0.681 ± 0.101
Sensitivity 0.758 > 0.598
Positive Predictive Value 0.816 > 0.638
Total TP 485 > 383
Total TN 41875 > 41869
Total FP 153 < 255
Total FP CONTRA 36 < 60
Total FP INCONS 73 < 157
Total FP COMP 44 > 38
Total FN 155 < 257
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of ContextFold and Cylofold. 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 ContextFold and Cylofold).

  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 ContextFold and Cylofold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ContextFold and Cylofold. 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 ContextFold and Cylofold).

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Performance of ContextFold - scored higher in this pairwise comparison

1. Total counts & total scores for ContextFold

Total Base Pair Counts
Total TP 485
Total TN 41875
Total FP 153
Total FP CONTRA 36
Total FP INCONS 73
Total FP COMP 44
Total FN 155
Total Scores
MCC 0.783
Average MCC ± 95% Confidence Intervals 0.779 ± 0.107
Sensitivity 0.758
Positive Predictive Value 0.816
Nr of predictions 35

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.58 0.56 0.63 10 512 6 0 6 0 8
2LDL_A - 1.00 1.00 1.00 9 131 0 0 0 0 0
2LI4_A - 1.00 1.00 1.00 14 175 0 0 0 0 0
2LK3_A - 0.94 0.89 1.00 8 92 0 0 0 0 1
2LKR_A - 0.70 0.66 0.76 19 2415 12 0 6 6 10
2LWK_A - 1.00 1.00 1.00 11 196 1 0 0 1 0
3J0L_h - 0.95 0.91 1.00 29 2111 2 0 0 2 3
3J0L_2 - 0.80 0.77 0.83 20 2226 11 0 4 7 6
3J0L_7 - -0.02 0.00 0.00 0 506 13 3 10 0 10
3J0L_a - 0.80 0.73 0.89 8 402 2 0 1 1 3
3J0L_1 - 0.75 0.69 0.82 9 473 5 0 2 3 4
3J0L_g - -0.01 0.00 0.00 0 174 3 0 2 1 2
3J16_L 0.90 0.81 1.00 17 1142 0 0 0 0 4
3J20_0 0.95 0.95 0.95 20 1198 2 1 0 1 1
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J2C_O - 1.00 1.00 1.00 41 3946 4 0 0 4 0
3J2L_3 0.95 0.91 1.00 31 2989 4 0 0 4 3
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 0 0 0 0 0
3TS2_V - 1.00 1.00 1.00 5 103 0 0 0 0 0
3U4M_B - 0.98 0.95 1.00 21 1255 0 0 0 0 1
3UZL_B 0.93 0.88 1.00 14 1279 7 0 0 7 2
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
3W3S_B 0.87 0.85 0.90 28 1958 4 0 3 1 5
3ZEX_D 0.92 0.86 1.00 30 2766 4 0 0 4 5
3ZEX_E - 0.12 0.15 0.10 5 8255 44 20 24 0 29
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.62 0.59 0.68 17 1412 9 2 6 1 12
4ATO_G - -0.02 0.00 0.00 0 218 2 1 1 0 7
4ENB_A 0.77 0.60 1.00 9 463 0 0 0 0 6
4ENC_A 0.73 0.60 0.90 9 486 1 1 0 0 6
4FNJ_A - 0.91 0.83 1.00 10 240 0 0 0 0 2
4FRG_B 0.77 0.71 0.85 17 1182 3 2 1 0 7
4FRN_A 0.42 0.39 0.46 11 1824 13 6 7 0 17
4HXH_A - 1.00 1.00 1.00 6 89 0 0 0 0 0

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Performance of Cylofold - scored lower in this pairwise comparison

1. Total counts & total scores for Cylofold

Total Base Pair Counts
Total TP 383
Total TN 41869
Total FP 255
Total FP CONTRA 60
Total FP INCONS 157
Total FP COMP 38
Total FN 257
Total Scores
MCC 0.612
Average MCC ± 95% Confidence Intervals 0.681 ± 0.101
Sensitivity 0.598
Positive Predictive Value 0.638
Nr of predictions 35

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2. Individual counts for Cylofold [ 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
2LI4_A - 1.00 1.00 1.00 14 175 0 0 0 0 0
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2LKR_A - 0.56 0.55 0.57 16 2412 13 4 8 1 13
2LWK_A - 0.95 0.91 1.00 10 197 1 0 0 1 1
3J0L_h - 0.55 0.50 0.62 16 2114 10 2 8 0 16
3J0L_2 - 0.49 0.46 0.52 12 2227 18 0 11 7 14
3J0L_7 - 0.41 0.50 0.36 5 505 10 3 6 1 5
3J0L_a - 0.17 0.18 0.20 2 401 9 3 5 1 9
3J0L_1 - 0.73 0.62 0.89 8 475 3 0 1 2 5
3J0L_g - -0.01 0.00 0.00 0 174 4 0 2 2 2
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 0.71 0.75 0.68 15 1090 8 2 5 1 5
3J2C_O - 0.51 0.49 0.54 20 3950 19 1 16 2 21
3J2L_3 0.71 0.68 0.74 23 2989 11 0 8 3 11
3SN2_B 0.63 0.42 1.00 5 149 0 0 0 0 7
3TRZ_Z - 1.00 1.00 1.00 5 87 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 0.45 0.50 0.42 8 1274 18 4 7 7 8
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
3W3S_B 0.48 0.45 0.52 15 1960 15 1 13 1 18
3ZEX_D 0.69 0.69 0.71 24 2762 11 5 5 1 11
3ZEX_E - 0.00 0.00 0.00 0 8258 51 15 31 5 34
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.42 0.38 0.48 11 1414 13 3 9 1 18
4ATO_G - 0.88 1.00 0.78 7 211 2 2 0 0 0
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 - 0.81 0.67 1.00 8 242 0 0 0 0 4
4FRG_B 0.93 0.88 1.00 21 1181 0 0 0 0 3
4FRN_A 0.23 0.18 0.31 5 1832 11 7 4 0 23
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.