There has been significant discussion recently on the concept of the “virtual cell.” I want to summarize the key concepts regarding what the field wants from a virtual cell and the challenges we face. In particular, the current trajectory reminds me of the evolution of statistical genetics (GWAS) and Mendelian disorders—analogies that I believe point to the most likely path for the field’s development.