Table 1.
Precision, sensitivity, peak memory usage and wall clock time of the following clustering algorithms: bwtCluster (BWT), MetaCluster (MC), MBBC, and BiMeta (BM)
Dataset | Size | Tool | Precluster | Cluster | Mem. | Time | ||
---|---|---|---|---|---|---|---|---|
prec. | sens. | prec. | sens. | (GB) | ||||
Species level | 0.1 | BWT | 0.84 | 0.18 | 0.83 | 0.8 | 0.3 | 3.7 m |
MC | × | × | × | × | × | × | ||
MBBC | 0.7 | 0.7 | 3.8 | 7.3 m | ||||
BM | 0.52 | 0.76 | 2.6 | 9.1 m | ||||
Genus level | 0.1 | BWT | 0.87 | 0.09 | 0.87 | 0.84 | 0.3 | 3.7 m |
MC | × | × | × | × | × | × | ||
MBBC | 0.79 | 0.79 | 3.9 | 8.7 m | ||||
BM | 0.59 | 0.59 | 2.5 | 9.1 m | ||||
Family level | 0.1 | BWT | 0.94 | 0.12 | 0.94 | 0.91 | 0.3 | 3.9 m |
MC | × | × | × | × | × | × | ||
MBBC | 0.78 | 0.78 | 3.8 | 4.6 m | ||||
BM | 0.65 | 0.65 | 2.6 | 9 m | ||||
A | 1.7 | BWT | 0.84 | 0.01 | 0.71 | 0.34 | 6.4 | 1 h |
MC | 0.90 | 0.05 | 0.76 | 0.71 | 22.4 | 41 m | ||
MBBC | ≥64 | ≥24 h | ||||||
BiMeta | ≥69 | ≥24 h | ||||||
B | 0.6 | BWT | 0.92 | 0.01 | 0.76 | 0.72 | 1.9 | 27 m |
MC | 0.97 | 0.05 | 0.82 | 0.37 | 10.5 | 11 m | ||
MBBC | ≥27 | ≥24 h | ||||||
BM | 0.30 | 0.52 | 22 | 4.6 h | ||||
C | 1.7 | BWT | 0.84 | 0.01 | 0.69 | 0.40 | 5.7 | 1 h |
MC | 0.90 | 0.05 | 0.71 | 0.70 | 22.3 | 43 m | ||
MBBC | ≥65 | ≥24 h | ||||||
BM | ≥59 | ≥24 h | ||||||
Human gut | 1.4 | BWT | 4.1 | 53 m | ||||
MC | × | × | ||||||
MBBC | ≥35 | ≥24 h | ||||||
BM | ≥17 | ≥24 h | ||||||
Mouse gut | 0.8 | BWT | 2.2 | 25 m | ||||
MC | × | × | ||||||
MBBC | ≥22 | ≥24 h | ||||||
BM | ≥35 | ≥24 h |
The size of each dataset is given in billion base pairs (Gbp). Algorithms that return an error are marked with symbol ×