Evidence map›Paper›PMID 41973326›Full record

ArticleEuropean radiology experimental2026

Bone-marrow edema estimation with a microwave imaging open-ended coaxial probe array in ex vivo bovine long bones: comparison with CT.

Nadim Conti, Pablo Giaccaglia, Valentina Lidoni, Alessia Rosa, Luca Maria Sconfienza

Abstract readComparative Study
In one paragraph

Article in European radiology experimental, 2026. 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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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Nadim ContiPolitecnico di Milano, Piazza Leonardo Da Vinci 32, 20133, Milano, Italy.
Pablo GiaccagliaPolitecnico di Milano, Piazza Leonardo Da Vinci 32, 20133, Milano, Italy.
Valentina LidoniRilemo s.r.l., Via Don Sebastiano Colleoni 20, 23899, Robbiate, Italy.
Alessia RosaRilemo s.r.l., Via Don Sebastiano Colleoni 20, 23899, Robbiate, Italy.
Luca Maria SconfienzaUniversità Degli Studi di Milano, Via Festa del Perdono 7, 20122, Milano, Italy. io@lucasconfienza.it.ORCID http://orcid.org/0000-0003-0759-8431

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveWe evaluated a microwave imaging prototype to estimate bone-marrow edema in ex vivo bovine samples, using computed tomography (CT) and injected volumes as references. MATERIALS AND

methodsSeven samples comprising distal/proximal halves of two femurs and two humeri were imaged before/after injection of iodine-enhanced gel into drilled holes (Ø 2 mm, depth 8 mm; 25.13 μL/hole). A 4 × 4 open-ended coaxial probe (OECP) array was used over 16 positions with four 90° rotations, simulating a 16 × 16 array of 256 antennas. Raw S11 scattering parameters across a 2.25-3.00 GHz sweep were calibrated and inverted using the Stuchly model with target permittivity at 2.5 GHz. Each OECP antenna was characterized to define its effective penetration depth and equivalent lateral footprint. Upscaled permittivity maps were then generated via nonlinear interpolation, while fluid estimation was computed leveraging a refractive index mixing model.

resultsMicrowave estimated volumes were repeatable across the four rotations (mean coefficient of variation (CV) 2.8%; mean intraclass correlation coefficient (ICC) 0.999). Microwave estimates tracked the injected volumes with significant correlation (r = 0.81, p = 0.027) and moderate-to-good concordance (Lin's concordance correlation coefficient [CCC] 0.70), with a small bias (+12.4%; 95% limits of agreement (LoA) -17.4% to +42.2%; mean absolute percent error 12.4%). Agreement with CT-derived volumes was weaker (r = 0.58, p = 0.169; CCC 0.23) with a larger bias (+40.9%; 95% LoA -10.3% to +92.2%).

conclusionMicrowave imaging allowed for detecting and quantifying small, μL scale, fluid inclusions within ex vivo long-bone halves, using OECP-based arrays. RELEVANCE STATEMENT: Non-ionizing microwave imaging may represent a feasible complementary approach for imaging and quantitative assessment of fluid-related distributions in musculoskeletal tissues. KEY POINTS: A 16-element OECP microwave imaging array allows spatially resolved estimation of fluid-simulated inclusions in ex vivo bovine long bones. Experimental characterization of OECP antenna sensitivity enables resolution upscaling of dielectric permittivity maps. Fluid volumes derived from microwave permittivity maps show significant correlation with injected reference volumes (r = 0.81).

Indexed as

Bone MarrowEdemaMicrowave ImagingMicrowavesTomography, X-Ray ComputedAnimalsCattleBone marrowCattleEdemaMicrowave imagingTomography (x-ray computed)

Identifiers

PMID41973326
PMCPMC13076706

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