Evidence map›Paper›PMID 41471556›Full record

ArticleSensors (Basel, Switzerland)2025

Microwave Imaging for Parkinson's Disease Detection: A Phantom-Based Feasibility Study Using Temperature-Controlled Dielectric Variations.

Leonardo Cardinali, David O Rodriguez-Duarte, Jorge A Tobón Vasquez, Francesca Vipiana, Luis Jofre-Roca

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing 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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Leonardo CardinaliDepartment of Electronics and Telecommunications, Politecnico di Torino, 10129 Torino, Italy.ORCID 0000-0002-4043-0182
David O Rodriguez-DuarteDepartment of Electronics and Telecommunications, Politecnico di Torino, 10129 Torino, Italy.ORCID 0000-0003-0408-9308
Jorge A Tobón VasquezDepartment of Electronics and Telecommunications, Politecnico di Torino, 10129 Torino, Italy.ORCID 0000-0003-4726-5017
Francesca VipianaDepartment of Electronics and Telecommunications, Politecnico di Torino, 10129 Torino, Italy.ORCID 0000-0002-0791-9269
Luis Jofre-RocaDepartment of Communications and Signal Processing, Universitat Politecnica de Catalunya, 08034 Barcelona, Spain.ORCID 0000-0002-0547-901X

Funding

Agencia Estatal de lnvestigacion CICYT PID2019- 107885GBC31Agencia Estatal de lnvestigacion PID2022-136869NB-C3 lAgencia Estatal de lnvestigacion Prueba de Concepto PDC2022-133091-IO0Compagnia di San Paolo THERAD - Microwave Theranostics for Alzheimer's DiseaseEuropean Union Next-Generation EU Piano Nazionale di Ripresa e Resilienza (PNRR) - MISSIONE 4 COMPONENTE 2, INVESTIMENTO 1.4 - D.D. 1032 17/06/2022, CN00000022Generalitat de Catalunya and European Regional Development Fund (FEDER) 2021 SGR 01415 Q0818003FGeneralitat de Catalunya and European Regional Development Fund (FEDER) Metropolis PLEC2021-007609Generalitat de Catalunya and European Regional Development Fund (FEDER) PDR-2014-2022/56-30157-2021-2AMinistero degli Affari Esteri E13C23000180005
6 · The paper itself

Abstract

Parkinson's disease (PD) is characterized by pathological changes in the substantia nigra, which in its early stages may manifest as structural and functional asymmetries between the two hemispheres. Microwave imaging has recently emerged as a promising non-invasive tool to detect subtle dielectric variations. In the context of Parkinson's disease, such contrasts are expected to arise from the underlying physiological alterations in brain tissue, although their magnitude has not yet been fully characterized. In this work, we investigate the feasibility of differential microwave imaging, where detection is based on permittivity contrasts, through a controlled phantom study. A simple two-dimensional head phantom was constructed using a 3D-printed cylindrical container filled with water, incorporating a Teflon tube to represent the substantia nigra. The tube was filled with hot water, whose gradual cooling emulated small dielectric changes. Since the dielectric properties of water vary linearly with temperature over 0.5-3 GHz, we first validated this dependence through both numerical analysis and experimental measurements. Four antennas were then employed in a differential imaging configuration, with image reconstruction performed via the multi-frequency bi-focusing algorithm. The results show that the system can successfully detect a dielectric contrast corresponding to a temperature variation as small as 0.4 °C, equivalent to approximately 0.17% in relative permittivity. While the exact dielectric changes associated with PD remain to be determined, these results demonstrate that the proposed approach is sensitive to very small contrasts, supporting the potential of differential microwave imaging as a candidate tool for future investigations into Parkinson's disease detection.

Indexed as

Microwave ImagingParkinson DiseaseAlgorithmsFeasibility StudiesHumansImage Processing, Computer-AssistedMicrowavesPhantoms, ImagingTemperaturehead phantomsmicrowave antennasmicrowave imagingParkinson’s disease

Identifiers

PMID41471556
PMCPMC12736638

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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.