From: Considerations in the identification of functional RNA structural elements in genomic alignments
 |  | 15% overall recall | 50% overall recall | 85% overall recall | ||||||
---|---|---|---|---|---|---|---|---|---|---|
 | Sample size | Proportion positive | Number positive | Precision | Proportion positive | Number positive | Precision | Proportion positive | Number positive | Precision |
RNAz | ||||||||||
miRNA | 1303 | 0.208 | 271 | 0.158 | 0.743 | 968 | 0.070 | 0.992 | 1293 | 0.017 |
tRNA | 213 | 0.099 | 21 | 0.103 | 0.723 | 154 | 0.078 | 0.981 | 209 | 0.016 |
snRNA | 227 | 0.141 | 32 | 0.375 | 0.379 | 86 | 0.071 | 0.846 | 192 | 0.014 |
Box H/ACA snoRNA | 222 | 0.252 | 56 | 0.356 | 0.541 | 120 | 0.094 | 0.887 | 197 | 0.018 |
Box C/D snoRNA | 573 | 0.012 | 7 | 0.029 | 0.092 | 53 | 0.029 | 0.625 | 358 | 0.013 |
Regulatory | 181 | 0.293 | 53 | 0.047 | 0.431 | 78 | 0.045 | 0.823 | 149 | 0.019 |
Other | 94 | 0.117 | 11 | 0.538 | 0.362 | 34 | 0.042 | 0.777 | 73 | 0.011 |
Non-structural | 215 | 0.023 | 5 | 0.049 | 0.102 | 22 | 0.029 | 0.484 | 104 | 0.012 |
All | 3029 | 0.151 | 456 | 0.123 | 0.500 | 1515 | 0.064 | 0.850 | 2576 | 0.016 |
Negatives – shuffle-pair | 300399 | 0.011 | 3216 | NA | 0.071 | 21315 | NA | 0.585 | 175584 | NA |
Negatives – shuffle-aln | 299784 | 0.001 | 407 | NA | 0.023 | 7044 | NA | 0.595 | 178278 | NA |
QRNA | ||||||||||
miRNA | 1303 | 0.293 | 382 | 0.065 | 0.802 | 1045 | 0.069 | 0.972 | 1267 | 0.029 |
tRNA | 213 | 0.103 | 22 | 0.030 | 0.803 | 171 | 0.039 | 0.911 | 194 | 0.023 |
snRNA | 227 | 0.070 | 16 | 0.009 | 0.278 | 63 | 0.022 | 0.797 | 181 | 0.014 |
Box H/ACA snoRNA | 222 | 0.023 | 5 | 0.023 | 0.194 | 43 | 0.020 | 0.829 | 184 | 0.017 |
Box C/D snoRNA | 573 | 0.012 | 7 | 0.004 | 0.143 | 82 | 0.027 | 0.705 | 404 | 0.025 |
Regulatory | 181 | 0.039 | 7 | 0.020 | 0.337 | 61 | 0.038 | 0.878 | 159 | 0.028 |
Other | 94 | 0.064 | 6 | 0.011 | 0.255 | 24 | 0.019 | 0.798 | 75 | 0.016 |
Non-structural | 215 | 0.047 | 10 | 0.004 | 0.126 | 27 | 0.008 | 0.516 | 111 | 0.018 |
All | 3029 | 0.150 | 455 | 0.037 | 0.501 | 1516 | 0.048 | 0.850 | 2576 | 0.025 |
Negatives – shuffle-pair | 302377 | 0.035 | 10452 | NA | 0.117 | 35389 | NA | 0.493 | 149137 | NA |
Negatives – shuffle-aln | 299784 | 0.009 | 2610 | NA | 0.038 | 11463 | NA | 0.626 | 187643 | NA |
ddbRNA | ||||||||||
miRNA | 1303 | 0.195 | 254 | 0.073 | 0.800 | 1042 | 0.038 | 0.975 | 1270 | 0.011 |
tRNA | 213 | 0.136 | 29 | 0.023 | 0.901 | 192 | 0.032 | 0.981 | 209 | 0.009 |
snRNA | 227 | 0.141 | 32 | 0.049 | 0.674 | 153 | 0.021 | 0.815 | 185 | 0.007 |
Box H/ACA snoRNA | 222 | 0.243 | 54 | 0.081 | 0.644 | 143 | 0.020 | 0.838 | 186 | 0.010 |
Box C/D snoRNA | 573 | 0.044 | 25 | 0.018 | 0.356 | 204 | 0.013 | 0.660 | 378 | 0.006 |
Regulatory | 181 | 0.210 | 38 | 0.034 | 0.641 | 116 | 0.022 | 0.796 | 144 | 0.008 |
Other | 94 | 0.128 | 12 | 0.032 | 0.649 | 61 | 0.016 | 0.787 | 74 | 0.007 |
Non-structural | 215 | 0.051 | 11 | 0.009 | 0.363 | 78 | 0.009 | 0.628 | 135 | 0.007 |
All | 3029 | 0.150 | 455 | 0.046 | 0.657 | 1990 | 0.025 | 0.852 | 2582 | 0.009 |
Negatives – shuffle-pair | 303277 | 0.031 | 9251 | NA | 0.607 | 183998 | NA | 0.921 | 279240 | NA |
Negatives – shuffle-aln | 299784 | 0.012 | 3546 | NA | 0.363 | 108707 | NA | 0.620 | 185895 | NA |
Evofold | ||||||||||
miRNA | 1303 | 0.324 | 422 | 0.243 | 0.836 | 1089 | 0.044 | 0.968 | 1261 | 0.018 |
tRNA | 213 | 0.009 | 2 | 0.000 | 0.601 | 128 | 0.026 | 0.953 | 203 | 0.014 |
snRNA | 227 | 0.101 | 23 | 0.409 | 0.370 | 84 | 0.017 | 0.811 | 184 | 0.013 |
Box H/ACA snoRNA | 222 | 0.009 | 2 | 0.333 | 0.297 | 66 | 0.074 | 0.671 | 149 | 0.032 |
Box C/D snoRNA | 573 | 0.002 | 1 | 0.500 | 0.082 | 47 | 0.018 | 0.757 | 434 | 0.011 |
Regulatory | 181 | 0.006 | 1 | 0.000 | 0.210 | 38 | 0.040 | 0.939 | 170 | 0.012 |
Other | 94 | 0.000 | 0 | 0.000 | 0.213 | 20 | 0.027 | 0.543 | 51 | 0.018 |
Non-structural | 215 | 0.019 | 4 | 0.056 | 0.195 | 42 | 0.027 | 0.591 | 127 | 0.016 |
All | 3029 | 0.150 | 455 | 0.240 | 0.500 | 1515 | 0.038 | 0.852 | 2580 | 0.017 |
Negatives – shuffle-pair | 304600 | 0.013 | 3809 | NA | 0.199 | 60544 | NA | 0.768 | 234058 | NA |
Negatives – shuffle-aln | 299784 | 0.010 | 3115 | NA | 0.151 | 45175 | NA | 0.773 | 231828 | NA |
Alifoldz | ||||||||||
miRNA | 1290 | 0.307 | 396 | 0.916 | 0.650 | 838 | 0.055 | 0.940 | 1213 | 0.016 |
tRNA | 201 | 0.010 | 2 | 0.091 | 0.731 | 147 | 0.046 | 0.995 | 200 | 0.013 |
snRNA | 226 | 0.009 | 2 | 0.667 | 0.416 | 94 | 0.048 | 0.925 | 209 | 0.013 |
Box H/ACA snoRNA | 219 | 0.018 | 4 | 1.000 | 0.493 | 108 | 0.043 | 0.932 | 204 | 0.018 |
Box C/D snoRNA | 543 | 0.009 | 5 | 0.667 | 0.210 | 114 | 0.026 | 0.727 | 395 | 0.010 |
Regulatory | 175 | 0.154 | 27 | 0.043 | 0.537 | 94 | 0.034 | 0.943 | 165 | 0.018 |
Other | 92 | 0.033 | 3 | 1.000 | 0.207 | 19 | 0.058 | 0.848 | 78 | 0.013 |
Non-structural | 198 | 0.025 | 5 | 0.833 | 0.298 | 59 | 0.020 | 0.717 | 142 | 0.011 |
All | 2945 | 0.151 | 444 | 0.369 | 0.500 | 1473 | 0.045 | 0.885 | 2607 | 0.014 |
Negatives – shuffle-pair | 290247 | 0.003 | 778 | NA | 0.145 | 42219 | NA | 0.558 | 161948 | NA |
Negatives – shuffle-aln | 299784 | 0.000 | 74 | NA | 0.499 | 149651 | NA | 0.761 | 228278 | NA |
zRNAfold (Dual) | ||||||||||
miRNA | 1303 | 0.347 | 452 | 0.987 | 0.927 | 1208 | 0.399 | 0.992 | 1293 | 0.024 |
tRNA | 213 | 0.000 | 0 | 0.000 | 0.221 | 47 | 0.065 | 0.981 | 209 | 0.020 |
snRNA | 227 | 0.004 | 1 | 0.000 | 0.291 | 66 | 0.139 | 0.802 | 182 | 0.018 |
Box H/ACA snoRNA | 222 | 0.000 | 0 | 0.000 | 0.311 | 69 | 0.286 | 0.883 | 196 | 0.026 |
Box C/D snoRNA | 573 | 0.000 | 0 | 0.000 | 0.045 | 26 | 0.029 | 0.642 | 368 | 0.017 |
Regulatory | 181 | 0.006 | 1 | 0.000 | 0.354 | 64 | 0.056 | 0.895 | 162 | 0.019 |
Other | 94 | 0.000 | 0 | 0.000 | 0.255 | 24 | 0.112 | 0.755 | 71 | 0.015 |
Non-structural | 215 | 0.005 | 1 | 1.000 | 0.051 | 11 | 0.139 | 0.433 | 93 | 0.015 |
All | 3029 | 0.150 | 455 | 0.746 | 0.500 | 1515 | 0.249 | 0.850 | 2575 | 0.021 |
Negatives – shuffle-pair | 301496 | 0.000 | 150 | NA | 0.019 | 5859 | NA | 0.454 | 136915 | NA |
Negatives – shuffle-aln | 299784 | 0.000 | 27 | NA | 0.015 | 4530 | NA | 0.421 | 126347 | NA |
zRNAfold | ||||||||||
miRNA | 1303 | 0.345 | 450 | 0.968 | 0.912 | 1188 | 0.339 | 0.992 | 1292 | 0.022 |
tRNA | 213 | 0.000 | 0 | 0.000 | 0.225 | 48 | 0.068 | 1.000 | 213 | 0.019 |
snRNA | 227 | 0.009 | 2 | 0.000 | 0.273 | 62 | 0.148 | 0.811 | 184 | 0.017 |
Box H/ACA snoRNA | 222 | 0.000 | 0 | 0.000 | 0.365 | 81 | 0.213 | 0.883 | 196 | 0.022 |
Box C/D snoRNA | 573 | 0.002 | 1 | 0.500 | 0.075 | 43 | 0.031 | 0.620 | 355 | 0.014 |
Regulatory | 181 | 0.000 | 0 | 0.000 | 0.331 | 60 | 0.051 | 0.845 | 153 | 0.018 |
Other | 94 | 0.011 | 1 | 1.000 | 0.234 | 22 | 0.080 | 0.766 | 72 | 0.016 |
Non-structural | 215 | 0.009 | 2 | 1.000 | 0.056 | 12 | 0.047 | 0.507 | 109 | 0.015 |
All | 3029 | 0.151 | 456 | 0.806 | 0.501 | 1516 | 0.201 | 0.850 | 2575 | 0.019 |
Negatives – shuffle-pair | 302578 | 0.000 | 143 | NA | 0.024 | 7292 | NA | 0.484 | 146426 | NA |
Negatives – shuffle-aln | 299784 | 0.000 | 27 | NA | 0.020 | 5958 | NA | 0.484 | 145172 | NA |
zMFOLD | ||||||||||
miRNA | 1303 | 0.342 | 446 | 0.943 | 0.906 | 1181 | 0.162 | 0.992 | 1293 | 0.023 |
tRNA | 213 | 0.000 | 0 | 0.000 | 0.075 | 16 | 0.016 | 0.995 | 212 | 0.019 |
snRNA | 227 | 0.000 | 0 | 0.000 | 0.242 | 55 | 0.059 | 0.802 | 182 | 0.015 |
Box H/ACA snoRNA | 222 | 0.000 | 0 | 0.000 | 0.486 | 108 | 0.101 | 0.919 | 204 | 0.020 |
Box C/D snoRNA | 573 | 0.002 | 1 | 0.167 | 0.072 | 41 | 0.014 | 0.593 | 340 | 0.012 |
Regulatory | 181 | 0.022 | 4 | 0.017 | 0.365 | 66 | 0.034 | 0.812 | 147 | 0.016 |
Other | 94 | 0.021 | 2 | 1.000 | 0.245 | 23 | 0.051 | 0.723 | 68 | 0.013 |
Non-structural | 215 | 0.009 | 2 | 0.400 | 0.116 | 25 | 0.026 | 0.595 | 128 | 0.012 |
All | 3029 | 0.150 | 455 | 0.675 | 0.500 | 1515 | 0.093 | 0.850 | 2575 | 0.018 |
Negatives – shuffle-pair | 302950 | 0.001 | 241 | NA | 0.054 | 16498 | NA | 0.515 | 156071 | NA |
Negatives – shuffle-aln | 299784 | 0.000 | 39 | NA | 0.042 | 12716 | NA | 0.522 | 156435 | NA |