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

  1. Overview

  2. Performance Plots

  3. Performance of Vsfold4 - scored higher in this pairwise comparison

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

  5. Compile and download dataset for Vsfold4 & RNAwolf [.zip] - may take several seconds...


Overview

Metric Vsfold4 RNAwolf
MCC 0.537 > 0.512
Average MCC ± 95% Confidence Intervals 0.627 ± 0.106 > 0.587 ± 0.115
Sensitivity 0.458 < 0.479
Positive Predictive Value 0.639 > 0.556
Total TP 354 < 370
Total TN 77423 > 77312
Total FP 221 < 332
Total FP CONTRA 21 < 34
Total FP INCONS 179 < 261
Total FP COMP 21 < 37
Total FN 419 > 403
P-value 4.48494289621e-08

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Performance plots


  1. Comparison of performance of Vsfold4 and RNAwolf. 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 Vsfold4 and RNAwolf).

  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 Vsfold4 and RNAwolf).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Vsfold4 and RNAwolf. 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 Vsfold4 and RNAwolf).

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Performance of Vsfold4 - scored higher in this pairwise comparison

1. Total counts & total scores for Vsfold4

Total Base Pair Counts
Total TP 354
Total TN 77423
Total FP 221
Total FP CONTRA 21
Total FP INCONS 179
Total FP COMP 21
Total FN 419
Total Scores
MCC 0.537
Average MCC ± 95% Confidence Intervals 0.627 ± 0.106
Sensitivity 0.458
Positive Predictive Value 0.639
Nr of predictions 38

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2. Individual counts for Vsfold4 [ 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 -0.01 0.00 0.00 0 1527 13 0 13 0 20
2LDL_A - 0.85 0.73 1.00 8 343 1 0 0 1 3
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 - 0.31 0.28 0.34 11 6073 21 3 18 0 28
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 - -0.01 0.00 0.00 0 1529 11 3 8 0 12
2YIE_X - 0.36 0.33 0.40 4 1368 6 2 4 0 8
3AMU_B 0.64 0.56 0.75 15 2983 7 0 5 2 12
3J0L_7 - 0.51 0.41 0.64 7 1214 4 0 4 0 10
3J0L_1 - 0.28 0.21 0.40 4 1215 6 1 5 0 15
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_h - 0.38 0.28 0.52 12 6082 11 0 11 0 31
3J0L_8 - 0.70 0.50 1.00 4 186 0 0 0 0 4
3J0L_a - 0.39 0.31 0.50 5 1118 5 2 3 0 11
3J0L_2 - 0.38 0.36 0.41 12 6187 18 3 14 1 21
3J16_L 0.82 0.67 1.00 20 2755 0 0 0 0 10
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.19 0.17 0.24 7 3887 22 1 21 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 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 - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.53 0.41 0.71 15 3549 6 1 5 0 22
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
4A1C_3 0.26 0.22 0.32 12 7103 25 2 23 0 42
4A1C_2 0.28 0.24 0.33 8 11757 28 0 16 12 25
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 0.69 0.47 1.00 9 1317 0 0 0 0 10

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Performance of RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 370
Total TN 77312
Total FP 332
Total FP CONTRA 34
Total FP INCONS 261
Total FP COMP 37
Total FN 403
Total Scores
MCC 0.512
Average MCC ± 95% Confidence Intervals 0.587 ± 0.115
Sensitivity 0.479
Positive Predictive Value 0.556
Nr of predictions 38

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2. Individual counts for RNAwolf [ 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 0.52 0.50 0.56 10 1522 8 0 8 0 10
2LDL_A - 0.74 0.64 0.88 7 343 1 0 1 0 4
2LDT_A - 0.86 0.80 0.92 12 452 1 0 1 0 3
2LHP_A - 1.00 1.00 1.00 16 650 1 0 0 1 0
2LI4_A - 0.97 0.94 1.00 15 481 0 0 0 0 1
2LJJ_A - 1.00 1.00 1.00 8 343 3 0 0 3 0
2LK3_A - 1.00 1.00 1.00 10 266 0 0 0 0 0
2LKR_A - 0.81 0.74 0.88 29 6072 8 0 4 4 10
2LQZ_A - 0.91 0.91 0.91 10 340 1 1 0 0 1
2LWK_A - 0.37 0.38 0.38 5 483 9 0 8 1 8
2YIE_Z - 0.43 0.42 0.45 5 1529 9 1 5 3 7
2YIE_X - -0.01 0.00 0.00 0 1364 15 4 10 1 12
3AMU_B 0.68 0.63 0.74 17 2980 9 0 6 3 10
3J0L_7 - -0.01 0.00 0.00 0 1214 11 0 11 0 17
3J0L_1 - 0.68 0.63 0.75 12 1209 5 0 4 1 7
3J0L_g - 0.16 0.25 0.11 1 456 8 6 2 0 3
3J0L_h - 0.33 0.30 0.37 13 6070 24 0 22 2 30
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_a - 0.18 0.19 0.20 3 1113 12 1 11 0 13
3J0L_2 - 0.11 0.12 0.11 4 6181 34 5 26 3 29
3J16_L 0.45 0.40 0.52 12 2752 11 0 11 0 18
3RKF_A 0.72 0.62 0.84 21 2186 4 0 4 0 13
3SD1_A 0.46 0.43 0.50 18 3880 18 0 18 0 24
3SIU_F - 0.73 0.55 1.00 6 372 0 0 0 0 5
3SN2_B 1.00 1.00 1.00 12 394 0 0 0 0 0
3TRZ_Z - 0.91 0.83 1.00 5 205 0 0 0 0 1
3TS0_U - 1.00 1.00 1.00 6 247 2 0 0 2 0
3TS2_V - -0.02 0.00 0.00 0 270 7 0 6 1 5
3U4M_B - 0.44 0.38 0.52 14 3133 13 0 13 0 23
3UZL_B 0.72 0.59 0.88 22 3545 4 1 2 1 15
3VJR_D - 1.00 1.00 1.00 13 617 1 0 0 1 0
4A1C_3 0.23 0.20 0.28 11 7101 28 2 26 0 43
4A1C_2 0.08 0.09 0.08 3 11741 46 10 27 9 30
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.23 0.19 0.30 8 4344 20 1 18 1 34
4ENB_A 0.35 0.32 0.40 6 1260 9 1 8 0 13
4ENC_A 0.34 0.32 0.38 6 1310 10 1 9 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.