Bing Ren and Chris Glass and colleagues have characterized a large panel of epigenetic features, transcription factor binding patterns and mRNA expression levels among others in macrophages from five strains of mice. By studying the effects of genetic variations, the authors identified a complex network of transcription factors driving differentiation and environmental responses.