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MetaTrinity is a novel metagenomic analysis tool employing efficient containment search techniques and heuristics for read mapping to achieve significant speedup while maintaining high accuracy. This positions MetaTrinity as an efficient solution, optimally balancing speed and precision in metagenomic analysis.