1. Zhiqiang Tan is Assistant Professor, Department of Biostatistics, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD 21205 . This research is supported by a Faculty Innovation Fund from the school. The author thanks Tom Louis, James Robins, and Dan Scharfstein for valuable discussions, Constantine Frangakis and Chuck Rhode for helpful comments, and the editor and an associate editor for handling the review.