Important paper showing that insulin levels are predictive of A1C / glucose / HOMA-IR. Insulin increase is linear leading indicator (8 years prior). Whereas the others are a steep sudden spike as the system fails.
BMI, visceral and subcutaneous fat were also measured. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5339907/