Biological determinants of blood-based cytokines in the Alzheimer's disease clinical continuum.
Alessandro GalganiAndrea VergalloNicole CampeseFrancesco LombardoNicola PaveseLucia PetrozziAnnalisa LoGerfoMaria FranziniDenise CecchettiStefano Puglisi-AllegraCarla L BuscetiGabriele SicilianoGloria TognoniFilippo BaldacciSimone ListaHarald HampelFrancesco FornaiFilippo Sean GiorgiPublished in: Journal of neurochemistry (2022)
Converging translational and clinical research strongly indicates that altered immune and inflammatory homeostasis (neuroinflammation) plays a critical pathophysiological role in Alzheimer's disease (AD), across the clinical continuum. A dualistic role of neuroinflammation may account for a complex biological phenomenon, representing a potential pharmacological target. Emerging blood-based pathophysiological biomarkers, such as cytokines (Cyt) and interleukins (ILs), have been studied as indicators of neuroinflammation in AD. However, inconsistent results have been reported probably due to a lack of standardization of assays with methodological and analytical differences. We used machine-learning and a cross-validation-based statical workflow to explore and analyze the potential impact of key biological factors, such as age, sex, and apolipoprotein-E (APOE) genotype (the major genetic risk factor for late-onset AD) on Cyt. A set of Cyt was selected based on previous literature, and we investigated any potential association in a pooled cohort of cognitively healthy, mild cognitive impairment (MCI), and AD-like dementia patients. We also performed explorative analyses to extrapolate preliminary clinical insights. We found a robust sex effect on IL12 and an APOE-related difference in IL10, with the latter being also related to the presence of advanced cognitive decline. IL1β was the variable most significantly associated with MCI-to-dementia conversion over a 2.5 year-clinical follow-up. Although preliminary, our data support further clinical research to understand whether plasma Cyt may represent reliable and noninvasive tools serving the investigation of neuroimmune and inflammatory dynamics in AD and to foster biomarker-guided pathway-based therapeutic approaches, within the precision medicine development framework.
Keyphrases
- mild cognitive impairment
- cognitive decline
- late onset
- machine learning
- traumatic brain injury
- cognitive impairment
- lipopolysaccharide induced
- systematic review
- early onset
- electronic health record
- randomized controlled trial
- newly diagnosed
- clinical trial
- deep learning
- high fat diet
- high throughput
- big data
- human health
- subarachnoid hemorrhage
- single cell
- brain injury
- copy number
- dna methylation
- genome wide
- clinical evaluation