Aside from the personalization of diet, we can also conclude that a standard lipid panel is not enough when evaluating someone on a low-carb diet.
That misses the true picture. Instead, we need to consider checking ApoB, remnant cholesterol, TGs, and assessing the full metabolic picture. A rising LDL in this context does not automatically mean cardiovascular risk is rising.