Table 3.
F
1 score, R-squared values and number of predicted genera. For all three analysed mock communities, we inserted the F1 score (twice the ratio between the product of recall and precision and their sum), the R2 value of the linear fit performed between estimated and true abundances together with the number of predicted genera, , with various taxonomic methods. The true number of genera is G = 7 for each community
Mock 1 (G = 7) | Mock 2 (G = 7) | Mock 3 (G = 7) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
F 1 score | R 2 |
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F 1 score | R 2 |
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F 1 score | R 2 |
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Shotgun | Core-Kaiju | 0.92 | 0.97 | 6 | 0.92 | 0.96 | 6 | 0.92 | 0.71 | 6 |
Standard Kaiju | 0.02 | 0.97 | 674 | 0.03 | 0.98 | 501 | 0.02 | 0.94 | 738 | |
MetaPhlAn2 | 0.86 | 0.46 | 7 | 0.86 | 0.60 | 7 | 0.86 | 0.08 | 7 | |
Kraken2 | 0.04 | 0.98 | 333 | 0.05 | 0.99 | 266 | 0.04 | 0.96 | 378 | |
16S | DADA2 + SILVA | 0.48 | 0.59 | 18 | 0.41 | 0.73 | 22 | 0.6 | 0.41 | 13 |
DADA2 + GG | 0.5 | 0.45 | 17 | 0.43 | 0.60 | 21 | 0.63 | 0.35 | 12 | |
DADA2 + RDP | 0.48 | 0.59 | 18 | 0.4 | 0.73 | 23 | 0.6 | 0.41 | 13 | |
QIIME2 + SILVA | 0.21 | 0.50 | 41 | 0.21 | 0.59 | 41 | 0.21 | 0.43 | 41 | |
QIIME2 + GG | 0.26 | 0.46 | 32 | 0.26 | 0.50 | 32 | 0.25 | 0.36 | 33 |