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By screening natural prokaryotic gas vesicle gene clusters, we found and engineered new acoustic reporter genes (ARGs) that give bacteria and mammalian cells brighter ultrasound contrast for real-time noninvasive imaging. Expressing these ARGs in engineered cells enabled us to image tumor-homing bacteria and perform genetically guided tumor biopsies in vivo.