METHODS article
Front. Bioeng. Biotechnol.
Sec. Biomaterials
Experimental Determination of Effective X-ray Attenuation Coefficients of 3D-Printed Materials Under Clinical Mammography Spectra
Provisionally accepted- 1Medical Physics, Radiology and Rehabilitation Department, Facultad de Medicina, Universidad Complutense de Madrid, Madrid, Spain
- 2University College Dublin School of Physics, Dublin, Ireland
- 3Servicio de Protección Radiológica, Hospital Universitario Fundacion Jimenez Diaz, Madrid, Spain
- 4Servicio de Radiofísica Hospitalaria, Hospital Universitario 12 de Octubre, Madrid, Spain
- 5Unidad de Tecnologías Avanzadas en Diseño e Impresión 3D (UTADI 3D), Instituto i+12. Hospital Universitario 12 de Octubre, Madrid, Spain
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Background 3D printing enables the fabrication of customized breast phantoms for image quality assessment in digital mammography (DM) and digital breast tomosynthesis (DBT). A major challenge is the absence of standardized, accessible methods to characterize the attenuation properties of 3D-printed materials under clinical DM/DBT spectra. Methods An experimental framework was implemented to determine the effective X-ray attenuation coefficient (μeff) of six 3D-printed polymers (PLA, PET, resin, ABS, ABS+, HIPS) and reference breast tissue-equivalent materials (CIRS plates simulating different breast glandular/adipose ratios (BR) and PMMA) using two commercial DM/DBT systems, with and without anti-scatter grid. Step-wedges (0.5–5.5 cm) were imaged across multiple kVp and filter settings. The μeff were obtained from measurements on images and fitted to an empirical model yielding μ₀ (zero-thickness attenuation) and k (decay rate) to characterize beam hardening and scatter influences. 3D-reference material equivalences were evaluated based on μeff and μ₀. Results Beam hardening and scatter reduced μeff with thickness, by 6–14% with grid and 12–28% without grid, with scatter contributing 47–76% of the reduction in no-grid acquisitions. No significant differences were observed between the two mammography systems. Based on μeff values, attenuation equivalences (within ±6%) were identified between 3D-printed and reference breast tissue-equivalent materials: PLA with BR 100/0; PET and resin with BR 70/30 and PMMA; ABS+ with BR 30/70 and BR 50/50. ABS and HIPS showed larger mismatches. The empirical model achieved excellent fits (R² > 0.99), with μ₀ values preserving attenuation ranking and enabling derivation of equivalent glandular proportions. Conclusion This framework demonstrates that routine clinical mammography systems can be used directly, without specialized instrumentation, to characterize 3D-printed materials as tissue surrogates. Several low-cost, widely available polymers were shown to reproduce breast tissue attenuation, supporting the local fabrication of anthropomorphic breast phantoms for realistic and clinically relevant image quality evaluation.
Keywords: Effective attenuation coefficient, 3D printing, beam hardening, scattered radiation, X-ray breast imaging, polyenergetic beams
Received: 06 Oct 2025; Accepted: 29 Nov 2025.
Copyright: © 2025 BELARRA, Hernández-Girón, Garayoa, Martínez, Valverde, Rot, Ferrando, Martín and Chevalier. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence: ADRIÁN BELARRA
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