Older adults who consistently followed healthy dietary patterns, especially AHEI, MIND, and AMED, accumulated chronic diseases more slowly over 15 years. Diets high in pro-inflammatory foods were linked to a faster buildup of multimorbidity, particularly in cardiovascular and neuropsychiatric conditions.