Experimental designs are growing alongside the increased throughput requirements of single-cell RNA-Seq assays. Replicates, disease states, and time-course designs dramatically increase the number of samples and the burden of information gleaned from a single experiment. Alongside these considerations is a substantial increase in the implications of the results. Our speakers discuss the ramifications of higher-order studies on needs for data quality, throughput attenuation, and sample longevity.