I am working with metabolite data from an experiment that looked at the exometabolome in filtrate of bacteria grown in a medium made with natural seawater. Because natural seawater is a complex mixture, the data also includes analysis of a sample of the medium as a "blank". I was planning on subtracting the value from this medium blank for each metabolite identified in the filtrate to correct for background presence of that metabolite in the medium, but many of the values for metabolites in the medium are below the specified limit of detection. Should I subtract the blank anyway even if its value is below the LOD?

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