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

  1. Overview

  2. Performance Plots

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

  4. Performance of Mastr(20) - scored lower in this pairwise comparison

  5. Compile and download dataset for Afold & Mastr(20) [.zip] - may take several seconds...


Overview

Metric Afold Mastr(20)
MCC 0.305 > 0.000
Average MCC ± 95% Confidence Intervals 0.305 ± 0.024 > 0.000 ± 0.000
Sensitivity 0.313 > 0.000
Positive Predictive Value 0.299 > 0.000
Total TP 3878 > 0
Total TN 41564806 < 41577786
Total FP 10397 > 0
Total FP CONTRA 1775 > 0
Total FP INCONS 7327 > 0
Total FP COMP 1295 > 0
Total FN 8519 < 12397
P-value 5.19332990918e-08

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Performance plots


  1. Comparison of performance of Afold and Mastr(20). 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 Afold and Mastr(20)).

  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 Afold and Mastr(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Afold and Mastr(20). 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 Afold and Mastr(20)).

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Performance of Afold - scored higher in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP 3878
Total TN 41564806
Total FP 10397
Total FP CONTRA 1775
Total FP INCONS 7327
Total FP COMP 1295
Total FN 8519
Total Scores
MCC 0.305
Average MCC ± 95% Confidence Intervals 0.305 ± 0.024
Sensitivity 0.313
Positive Predictive Value 0.299
Nr of predictions 25

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00298 0.19 0.20 0.18 99 1620353 490 81 367 42 395
CRW_00301 0.30 0.31 0.30 162 1761957 428 86 298 44 357
CRW_00310 0.29 0.30 0.28 157 1805386 453 81 326 46 364
CRW_00326 0.41 0.41 0.42 204 1627621 339 47 238 54 298
CRW_00330 0.32 0.32 0.31 167 1988474 452 69 305 78 350
CRW_00332 0.18 0.20 0.17 94 1769479 492 105 343 44 383
CRW_00333 0.29 0.30 0.28 153 1891946 449 74 312 63 361
CRW_00345 0.34 0.35 0.33 175 1586340 403 71 285 47 323
CRW_00348 0.25 0.25 0.24 127 1614982 437 68 326 43 376
CRW_00358 0.36 0.36 0.35 183 1674845 391 61 276 54 324
CRW_00366 0.35 0.36 0.33 174 1579230 395 88 261 46 308
CRW_00370 0.28 0.28 0.28 143 1640248 420 77 298 45 363
CRW_00371 0.29 0.29 0.28 145 1611389 409 77 299 33 351
CRW_00372 0.36 0.36 0.35 181 1625787 378 59 279 40 317
CRW_00379 0.42 0.43 0.41 227 2126401 423 55 270 98 307
CRW_00403 0.31 0.31 0.30 146 1606035 431 65 282 84 318
CRW_00411 0.34 0.34 0.34 169 1615006 381 62 266 53 327
CRW_00598 0.31 0.33 0.29 162 1665675 440 88 300 52 329
CRW_00758 0.29 0.30 0.29 144 1640268 416 66 288 62 339
CRW_00759 0.22 0.22 0.21 107 1636633 462 78 327 57 374
CRW_00760 0.28 0.29 0.28 140 1638458 411 74 283 54 346
CRW_00772 0.26 0.25 0.26 103 945610 313 37 250 26 301
CRW_01153 0.32 0.32 0.32 160 1606024 390 54 290 46 343
CRW_01171 0.32 0.33 0.31 167 1593473 402 81 284 37 339
CRW_01300 0.36 0.37 0.35 189 1693186 392 71 274 47 326

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Performance of Mastr(20) - scored lower in this pairwise comparison

1. Total counts & total scores for Mastr(20)

Total Base Pair Counts
Total TP 0
Total TN 41577786
Total FP 0
Total FP CONTRA 0
Total FP INCONS 0
Total FP COMP 0
Total FN 12397
Total Scores
MCC 0.000
Average MCC ± 95% Confidence Intervals 0.000 ± 0.000
Sensitivity 0.000
Positive Predictive Value 0.000
Nr of predictions 25

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2. Individual counts for Mastr(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00298 0.00 0.00 0.00 0 1620900 0 0 0 0 494
CRW_00301 0.00 0.00 0.00 0 1762503 0 0 0 0 519
CRW_00310 0.00 0.00 0.00 0 1805950 0 0 0 0 521
CRW_00326 0.00 0.00 0.00 0 1628110 0 0 0 0 502
CRW_00330 0.00 0.00 0.00 0 1989015 0 0 0 0 517
CRW_00332 0.00 0.00 0.00 0 1770021 0 0 0 0 477
CRW_00333 0.00 0.00 0.00 0 1892485 0 0 0 0 514
CRW_00345 0.00 0.00 0.00 0 1586871 0 0 0 0 498
CRW_00348 0.00 0.00 0.00 0 1615503 0 0 0 0 503
CRW_00358 0.00 0.00 0.00 0 1675365 0 0 0 0 507
CRW_00366 0.00 0.00 0.00 0 1579753 0 0 0 0 482
CRW_00370 0.00 0.00 0.00 0 1640766 0 0 0 0 506
CRW_00371 0.00 0.00 0.00 0 1611910 0 0 0 0 496
CRW_00372 0.00 0.00 0.00 0 1626306 0 0 0 0 498
CRW_00379 0.00 0.00 0.00 0 2126953 0 0 0 0 534
CRW_00403 0.00 0.00 0.00 0 1606528 0 0 0 0 464
CRW_00411 0.00 0.00 0.00 0 1615503 0 0 0 0 496
CRW_00598 0.00 0.00 0.00 0 1666225 0 0 0 0 491
CRW_00758 0.00 0.00 0.00 0 1640766 0 0 0 0 483
CRW_00759 0.00 0.00 0.00 0 1637145 0 0 0 0 481
CRW_00760 0.00 0.00 0.00 0 1638955 0 0 0 0 486
CRW_00772 0.00 0.00 0.00 0 946000 0 0 0 0 404
CRW_01153 0.00 0.00 0.00 0 1606528 0 0 0 0 503
CRW_01171 0.00 0.00 0.00 0 1594005 0 0 0 0 506
CRW_01300 0.00 0.00 0.00 0 1693720 0 0 0 0 515

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