The observational study analyses repeated blood samples from ICU patients and identifies protein patterns associated with delirium and inflammatory pathways. The work illustrates how longitudinal proteomic measurements can capture changes in patient state over time, an important principle for clinically focused biomarker discovery and disease monitoring.