Today, research in biomedicine often requires the knowledge and technologies in diverse fields. Therefore, there is an increasing need for collaborative team science that crosses traditional disciplines. Here, we discuss our own lessons from both interdisciplinary and transdisciplinary teams, which ultimately ushered us to expand our research realm beyond bone biology. K E Y W O R D S biomarkers, bone, cell and molecular imaging, metabolic bone disease, osteoporosis 1 | INTRODUCTION The cataloging of human mutations, the use of mouse genetics to recapitulate human disease, and the rapid evolution of methods in computational biology, including the ability to study the genome, transcriptome, and cistrome, now at the single-cell resolution, have together had a major impact on how basic biological research is translated into bedside medicine. Such has happened in bone biology