Controlled altitude training study with 60 competitive marathoners comparing live-high train-low versus sea level training over 4-week period. Altitude group (sleep at 2,500m, train at 1,200m) showed significant improvements in hemoglobin concentration, VO2max, and subsequent marathon performance. Benefits persisted for 3-4 weeks post-altitude, making timing crucial for competition scheduling.