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The aim of this clinical trial is to investigate the effects of L-serine supplementation on cognitive decline and psychosocial functioning in older adults with late-life depression (LLD). The study will evaluate changes in depressive symptoms, neural and cognitive functioning, and will assess neurophysiological, metagenomic, and biochemical alterations associated with L-serine supplementation compared with placebo. The main research questions are: * Does L-serine supplementation affect cognitive function, depressive symptoms, and neural functioning in individuals with late-life depression? * What biological mechanisms may underlie the effects of L-serine on cognitive decline? Participants will be randomly assigned to one of two study arms: an intervention group (total n = 42) receiving L-serine at a dose of 6 g/day for 48 weeks, and a placebo group (total n = 42) receiving 6 g/day of m
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