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Benchmarking of current scRNA-seq analytical tools

Apart from processing speed what else should be taken into consideration for benchmarking the current tools for scRNA-seq data analysis? What would be the best of measuring the parameters, running each tool for a single dataset and measuring the time taken and results or is there anything else that I should keep in my mind?

scrna-seq rna-seq r python data analysis

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