Evidence map›Paper›PMID 40524556›Full record

ArticleCPT: pharmacometrics & systems pharmacology2025

A Quantitative Systems Pharmacology Model That Describes Neurofilament Light Dynamics During Alzheimer's Disease Progression.

Polina Maliukova, Tatiana Karelina

Abstract read
In one paragraph

Article in CPT: pharmacometrics & systems pharmacology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Polina MaliukovaInSysBio CY Ltd., Limassol, Cyprus.
Tatiana KarelinaInSysBio CY Ltd., Limassol, Cyprus.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Neurofilament proteins are important constituents of neuronal cytoskeleton, along with microtubules. An increased concentration of neurofilament light (NfL) protein in cerebrospinal fluid (CSF) and plasma is considered a potential biomarker of axonal degeneration, which occurs in various neurodegenerative diseases including Alzheimer's disease (AD). The goal of this study was to develop a QSP model describing the change in the concentration of NfL in the brain, CSF, and plasma during the progression of AD for populations of AD patients manifesting different combinations of biomarkers (amyloid, tau, brain atrophy), to estimate the contributions of different mechanisms to neurodegeneration. The model correctly describes the dynamics of neurofilament proteins during neurodegeneration processes, which depend on cytoskeletal degradation and the release of neurofilament proteins from degenerated axons into cerebrospinal fluid and plasma. These processes are driven by disruptions of neuron homeostasis in AD, such as changes in protein degradation, axonal transport deficits, and the accumulation of pathological amyloid and hyperphosphorylated tau. The model was validated against clinical data and demonstrated correct predictions for anti-tau therapy while showing a tendency to overestimate efficacy of anti-amyloid therapy (lecanemab). This supports the idea that amyloid therapy contribution to neurodegeneration is limited, and that treatment should focus on other mechanisms.

Indexed as

Alzheimer DiseaseModels, BiologicalNeurofilament ProteinsBiomarkersBrainDisease ProgressionHumanstau ProteinsBiomarkersneurofilament protein LNeurofilament Proteinstau ProteinsAlzheimer's diseaseneurosciencequantitative pharmacology

Identifiers

PMID40524556
PMCPMC12358314

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.