AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Tau pathology is more closely associated with cognitive deterioration than amyloid burden in symptomatic Alzheimer's disease (AD), yet tau-targeted trials have often interpreted decreases in soluble phosphorylated tau (p-tau) as evidence of therapeutic success. Emerging data argue for a more biology-informed framework. P-tau262 and p-tau356 identify sites within soluble pre-tangle tau assemblies, and cerebrospinal (CSF) p-tau262 may decline as neurofibrillary pathology advances. Conversely, marked p-tau217 lowering with posdinemab was not accompanied by clinical benefit. The amyloid field offers a useful but incomplete analogy. Amyloid plaques are extracellular whereas tau misfolding and fibrillization occur predominantly intracellularly, so equivalent relationships among imaging, fluid biomarkers, and clinical outcomes should not be assumed. A recent preprint describing a functional plasma assay of pathologically active tau reported high discrimination of tau positron emission tomography (PET) positivity, particularly at early tau PET stages, illustrating how seeding-related activity may add information beyond p-tau concentration. We propose a dual-domain framework in which tau-targeted therapies are evaluated using complementary measures of aggregated tau burden and biologically defined soluble tau states. P-tau262 is one candidate within the soluble domain, but treatment-induced increases should be considered favorable only when they accompany aggregate reduction and evidence of a less pathogenic soluble state. This framework applies across antibodies, antisense oligonucleotides, and other biologic tau-directed strategies. Future trials should test joint biomarker-clinical response functions rather than importing thresholds from anti-amyloid therapy, and should prespecify adequately powered analyses of sex, population background, disease stage, and other potential modifiers.
Therapy with anti-CD20 monoclonal antibodies is highly efficacious in various autoimmune diseases including multiple sclerosis (MS), a prototypic autoimmune inflammatory disease of the central nervous system (CNS). However, which B cell subsets and altered B cell-regulating factors mediate the clinical efficacy of anti-CD20 treatment is unclear. To address this gap in knowledge, we performed longitudinal high-dimensional single-cell transcriptomic and proteomic profiling of blood, cerebrospinal fluid (CSF), and intestinal samples from people with MS (pwMS), combined with immune profiling in a preclinical autoimmune encephalomyelitis model during anti-CD20 therapy. CSF analyses were performed using previously published datasets. Multisite intestinal profiling was conducted in one anti-CD20-treated patient with MS and one control participant. By applying algorithm-guided analyses of flow cytometry, single-cell transcriptomic, and immune receptor repertoire data, we found that anti-CD20 B cell depletion was associated with increased frequencies of regulatory mucosal-derived IgA-producing B cells in the periphery and CSF, together with increased B cell receptor clonal overlap between mucosal and systemic compartments, indicating enhanced trafficking of IgA B cells from gut mucosal tissues to the systemic circulation and the CNS. Moreover, we demonstrated that higher levels of B cell-activating factor and a proliferation-inducing ligand were related to favorable outcomes in pwMS during anti-CD20 treatment. Together, our findings suggest that mucosal immune regulatory mechanisms may be harnessed by anti-CD20 B cell depletion, opening previously unknown therapeutic avenues for MS.
Background Blood-based biomarkers (BBM) are promising to help diagnose Alzheimer's disease (AD) and are on the verge of implementation in diagnostic dementia workups. However, evaluating BBM performance in peripheral memory clinics is essential to establish their real-world clinical utility. Objective To evaluate the diagnostic concordance of BBMs with clinically established diagnoses in an unselected peripheral memory clinic population using predefined, validated thresholds. Methods In a peripheral memory clinic, plasma levels of phosphorylated Tau217 (pTau217), amyloid-β 42/40 ratio (Aβ42/Aβ40), glial fibrillary acidic protein, and neurofilament light (NfL) were measured in patients (mean age 75.2 ± 8.8 years, 48.3% female) clinically diagnosed with subjective cognitive decline (SCD; n = 108), mild cognitive impairment (MCI; n = 55), AD dementia (n = 132), or non-AD dementia (non-AD; n = 28). BBM levels were compared across diagnostic groups and concordance between clinical diagnoses and BBM test results, based on thresholds developed in an academic memory clinic, were analyzed. Results The levels of all four BBMs differed between SCD and AD dementia (p < 0.001). Between AD dementia and non-AD dementia, only PTau217 levels differed (p = 0.03). In SCD participants, 50% (pTau217) to 79% (NfL) showed abnormality in at least one BBM. In AD dementia patients, this ranged from 83% (pTau217) to 97% (NfL); all had at least one abnormal BBM, and 68% had abnormalities in all four BBMs. Conclusions In a peripheral real-world memory clinic setting the BBMs demonstrated high concordance with clinically diagnosed dementia due to AD. Our findings suggest utility of BBMs in peripheral memory clinic practice, in patients with suspected dementia.
Grey matter network topology is altered in Alzheimer’s disease and these alterations are related to cognitive decline, which suggests that preserving cognitive function in the presence of amyloid and prevention of dementia A+ may require therapies that strengthen synapses and targets the innate immune system in addition to tau.
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