OSCR

Serum Neurofilament Light Chain and GFAP Levels Are Associated with Structural Brain Connectivity in Parkinson's Disease.

Overview

  1. Department of Medical and Surgical Sciences, University Magna Graecia of Catanzaro, 88100 Catanzaro, Italy; (M.C.B.); (J.B.); (C.C.); (M.G.B.); (C.M.C.); (A.Q.)
  2. Neuroscience Research Center, University Magna Graecia of Catanzaro, 88100 Catanzaro, Italy
  3. Institute of Neurology, Department of Medical and Surgical Sciences, University Magna Graecia of Catanzaro, 88100 Catanzaro, Italy
  4. Diffusion Imaging and Connectivity Estimation (DICE) Lab, Department of Computer Science, University of Verona, 37129 Verona, Italy; (M.B.); (A.D.)
  5. Department of Engineering for Innovation Medicine, University of Verona, 37129 Verona, Italy
Institutions: Magna Graecia University (Italy); University of Verona (Italy)
Journal: International journal of molecular sciences, volume 27, issue 9, article 3934
Dates: received 2 April 2026; accepted 24 April 2026; published online 28 April 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.3390/ijms27093934 · PMID 42123514 · PMCID PMC13163883 · OpenAlex W7157794822
Open access: gold, a free copy (OpenAlex)
Status: code verified
Categories: structural MRI / diffusion (modality), other (modality), human (organism), Parkinson's (population), cellular / molecular (subfield)
Methods: Connectivity, Statistics, Graphs, fMRI & imaging
Keywords: Parkinson’s disease, diffusion-weighted tractography, graph-analysis, neurofilament light chain, glial fibrillary acidic protein
MeSH: Brain*, Glial Fibrillary Acidic Protein*, Neurofilament Proteins*, Parkinson Disease*, Aged, Biomarkers, Case-Control Studies, Diffusion Tensor Imaging, Female, Humans, Male, Middle Aged (* major topic)
Topic: Parkinson's Disease Mechanisms and Treatments (Neurology, Medicine), according to OpenAlex
Funding: Ministry of Universities and Research (PE0000006)
Citations: cited by 1 paper (Europe PMC); 62 references in the paper

Abstract

Parkinson’s disease (PD) is a progressive neurodegenerative disorder characterized by motor and non-motor symptoms and widespread alterations in brain networks. Circulating biomarkers such as neurofilament light chain (NfL) and glial fibrillary acidic protein (GFAP) reflect neuroaxonal damage and astroglial activation, respectively, but their relationship with large-scale brain connectivity remains poorly understood. Seventy-three PD patients and thirty-four healthy controls underwent diffusion magnetic resonance imaging. Whole-brain tractography was used to reconstruct structural connectivity networks, and graph-theoretical measures were derived. Serum NfL and GFAP levels were quantified, and their associations with network metrics and clinical variables were assessed. PD patients showed significant alterations in global and nodal network organization compared to controls. Higher NfL and GFAP levels were associated with reduced global clustering coefficient and efficiency, as well as increased path length and modularity. At the regional level, higher biomarker levels were associated with reduced network measures in the right thalamus and right cerebellar cortex. No significant associations were observed in healthy controls. These findings demonstrate that circulating biomarkers of neurodegeneration are linked to both global and regional disruptions of structural brain connectivity in PD, supporting the integration of blood-based biomarkers and connectomics to better characterize disease-related network alterations.

Reproduced under the paper's license (CC BY), from the paper cited above.

Code

No file of the authors' code could be read here: it is described below, and read at its source.

surfer.nmr.mgh.harvard.edu

License: none: the authors keep all their rights
State: the link answers, verified on 30 September 2026
Evidence: the link answers
Software Heritage: not checked
Found in: the text, “4.2. MRI Protocol and Image Analysis”
Not found: README, license file, CITATION.cff, environment file, tests, continuous integration, documentation
Availability: 1 check, the latest on 30 September 2026: the link answers (HTTP 200)
  • 30 September 2026: the link answers (HTTP 200)

tractoflow-documentation.readthedocs.io

License: none: the authors keep all their rights
State: the link answers, verified on 30 September 2026
Evidence: the link answers
Software Heritage: not checked
Found in: the text, “4.2. MRI Protocol and Image Analysis”
Not found: README, license file, CITATION.cff, environment file, tests, continuous integration, documentation
Availability: 1 check, the latest on 30 September 2026: the link answers (HTTP 200)
  • 30 September 2026: the link answers (HTTP 200)

Tracing map

Proposed by the machine: these links were found in the paper and verified at the source, without human review. The map will receive a Zenodo DOI once one of the paper's authors has validated it with their ORCID.

What the map holds:

  • 2 repositories of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
  • 0 scripts, each with its path and the digest of its content;
  • no match between paragraphs and code yet;
  • neither the text of the paper nor the code itself.

Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.

Data

No dataset and no data link were found in the paper.

Data Availability Statement

The data presented in this study are available on reasonable request from the corresponding author due to privacy restrictions.

Reproduced under the paper's license (CC BY), from the paper cited above.

Versions

The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.

Version 1, 30 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 11 authors, 5 keywords, 12 MeSH terms, 1 funder, 62 references.

Cite

This paper

Bonacci, M. C., Buonocore, J., Calomino, C., Bianco, M. G., Battocchio, M., Bontempi, P., Daducci, A., Cristiani, C. M., Quattrone, A., Caligiuri, M. E., & Quattrone, A. (2026). Serum Neurofilament Light Chain and GFAP Levels Are Associated with Structural Brain Connectivity in Parkinson's Disease. International journal of molecular sciences, 27(9), 3934. https://doi.org/10.3390/ijms27093934

BibTeX

@article{bonacci2026serum,
author = {Bonacci, Maria Celeste and Buonocore, Jolanda and Calomino, Camilla and Bianco, Maria Giovanna and Battocchio, Matteo and Bontempi, Pietro and Daducci, Alessandro and Cristiani, Costanza Maria and Quattrone, Aldo and Caligiuri, Maria Eugenia and Quattrone, Andrea},
title = {{Serum Neurofilament Light Chain and GFAP Levels Are Associated with Structural Brain Connectivity in Parkinson's Disease}},
journal = {International journal of molecular sciences},
year = {2026},
month = apr,
volume = {27},
number = {9},
pages = {3934},
publisher = {Multidisciplinary Digital Publishing Institute (MDPI)},
issn = {1422-0067},
doi = {10.3390/ijms27093934},
url = {https://doi.org/10.3390/ijms27093934},
pmid = {42123514},
pmcid = {PMC13163883}
}

RIS

TY - JOUR
AU - Bonacci, Maria Celeste
AU - Buonocore, Jolanda
AU - Calomino, Camilla
AU - Bianco, Maria Giovanna
AU - Battocchio, Matteo
AU - Bontempi, Pietro
AU - Daducci, Alessandro
AU - Cristiani, Costanza Maria
AU - Quattrone, Aldo
AU - Caligiuri, Maria Eugenia
AU - Quattrone, Andrea
TI - Serum Neurofilament Light Chain and GFAP Levels Are Associated with Structural Brain Connectivity in Parkinson's Disease
T2 - International journal of molecular sciences
J2 - Int J Mol Sci
PY - 2026
DA - 2026/04/28
VL - 27
IS - 9
SP - 3934
SN - 1422-0067
PB - Multidisciplinary Digital Publishing Institute (MDPI)
DO - 10.3390/ijms27093934
UR - https://doi.org/10.3390/ijms27093934
LA - en
ER -

CSL-JSON

{
"id": "10.3390/ijms27093934",
"type": "article-journal",
"title": "Serum Neurofilament Light Chain and GFAP Levels Are Associated with Structural Brain Connectivity in Parkinson's Disease",
"container-title": "International journal of molecular sciences",
"author": [
{
"family": "Bonacci",
"given": "Maria Celeste"
},
{
"family": "Buonocore",
"given": "Jolanda"
},
{
"family": "Calomino",
"given": "Camilla"
},
{
"family": "Bianco",
"given": "Maria Giovanna"
},
{
"family": "Battocchio",
"given": "Matteo"
},
{
"family": "Bontempi",
"given": "Pietro"
},
{
"family": "Daducci",
"given": "Alessandro"
},
{
"family": "Cristiani",
"given": "Costanza Maria"
},
{
"family": "Quattrone",
"given": "Aldo"
},
{
"family": "Caligiuri",
"given": "Maria Eugenia"
},
{
"family": "Quattrone",
"given": "Andrea"
}
],
"container-title-short": "Int J Mol Sci",
"volume": "27",
"issue": "9",
"page": "3934",
"DOI": "10.3390/ijms27093934",
"PMID": "42123514",
"PMCID": "PMC13163883",
"ISSN": "1422-0067",
"publisher": "Multidisciplinary Digital Publishing Institute (MDPI)",
"URL": "https://doi.org/10.3390/ijms27093934",
"language": "en",
"issued": {
"date-parts": [
[
2026,
4,
28
]
]
}
}

The tracing map gets a citation of its own once an author has validated it and it has a DOI.

Similar papers

The papers with a page that share the most with this one: the tools found in their code, their categories, datasets, cited references and authors, the rarest counting most.

[1] doi:10.1002/mds.70334
A Brainstem Radiomics Framework to Distinguish Progressive Supranuclear Palsy from Parkinson's Disease.
Journal: Movement disorders : official journal of the Movement Disorder Society
In common: Parkinson's, structural MRI / diffusion, 2 references, 3 authors
[2] doi:10.1093/brain/awaf432
Global network and local vulnerabilities underlie brain atrophy across Parkinson's disease stages.
Journal: Brain : a journal of neurology
In common: Parkinson's, structural MRI / diffusion, 4 references
[3] doi:10.1093/braincomms/fcag137 [code]
Multiscale connectivity framework for working memory network in paediatric acute lymphoblastic leukaemia survivors.
Journal: Brain communications
In common: structural MRI / diffusion, 4 references
[4] doi:10.1093/braincomms/fcag136 [code]
Lower synaptic density in mood circuitry underlies depression in Parkinson's disease.
Journal: Brain communications
In common: Parkinson's, cellular / molecular, 3 references
[5] doi:10.3390/brainsci16040405
Benchmarking Multimodal Deep Fusion Strategies for Heterogeneous Neuroimaging and Cognitive Data Using a Controlled Sex Classification Task.
Journal: Brain sciences
In common: author Andrea Quattrone
[6] doi:10.1002/mds.70355 [code]
Gray Matter Microstructure Measured Using Diffusion Imaging as a Biomarker of Severity in Lewy Body Diseases.
Journal: Movement disorders : official journal of the Movement Disorder Society
In common: Parkinson's, structural MRI / diffusion, 3 references
[7] doi:10.1162/netn.a.542
High brain network system segregation is differentially linked with cognitive performance across the life span.
Journal: Network neuroscience (Cambridge, Mass.)
In common: 4 references
[8] doi:10.1162/imag.a.1322 [code]
Fine-scale individualized gyral folding-based cortical similarity networks reveal distinct organizational patterns in Alzheimer's disease and Lewy body dementia.
Journal: Imaging neuroscience (Cambridge, Mass.)
In common: structural MRI / diffusion, 4 references
[9] doi:10.1038/s41531-026-01360-5 [code]
Hippocampal atrophy in untreated de novo Parkinson's disease with obstructive sleep apnea.
Journal: NPJ Parkinson's disease
In common: Parkinson's, structural MRI / diffusion, 3 references
[10] doi:10.1093/braincomms/fcag117
Connectome disruptions after hypoxic-ischaemic injury associate with consciousness disorder severity.
Journal: Brain communications
In common: structural MRI / diffusion, 3 references

Contribute

The authors of this paper can claim it, correct its record and validate its tracing map, and the maintainers of its code (its owner, or a public member of its organization) correct what it says of their repository; anyone signed in can ask for its removal. Every request goes to OSCR's own machine, which answers it; your account page follows them.

Sign in with ORCID to claim this paper as one of its authors, correct its record or validate its tracing map: when the paper's metadata lists your ORCID iD, you are recognized at once. Maintainers of its code: sign in with GitHub, then claim the repository on your account page.

Request its removal

To ask OSCR to remove this record, the copies of its authors' scripts or its tracing map, use the removal request page: signed in, you say who you are, what to remove and why, then review and confirm the request. Published rules decide every request (how).

Discussion, reproductions, activity

Discussion: questions and error reports about this paper and its code, from signed-in readers and its authors. It opens with sign-in.

Reproductions: reports from readers who ran the authors' code: what they reproduced, with which environment, commit and data. It opens with sign-in.

Activity: what happens around this paper: new versions of its record, its map's validation, discussions and reproductions. It opens with sign-in.