Real-time optical respiratory guidance for upright particle therapy: a pilot human-in-the-loop study

OBJECTIVE: To develop and evaluate a real-time optical respiratory guidance framework for upright particle therapy, focusing on respiratory regularity, guided-task performance, posture-dependent effects, and participant-specific task fit. Approach: A real-time guidance platform was implemented using optical motion tracking as the primary analytic channel, integrated with a Unity-based visual guidance interface and auxiliary pressure-belt and Anzai reference signals. After phantom-based assessment of cross-system consistency, eleven healthy volunteers completed breathing tasks under guided feedback, guided no-feedback, and no-target conditions in upright and supine postures. Outcomes included target-following performance, respiratory regularity, and posture-related respiratory organization. Main results: Phantom-based validation showed low residual bias and sub-millimetre error between reference-aligned optical tracking systems. In the volunteer study, real-time feedback improved guided-task performance relative to guided no-feedback, with lower follow error and greater time spent within the acceptable green band. Guided breathing improved respiratory regularity relative to no-target condition breathing, with lower period variability and higher cycle similarity. Posture did not produce a simple global performance difference, but it reshaped thoracoabdominal organization, with greater abdominal dominance in supine than in upright posture. Significance: The proposed framework supports synchronized, human-in-the-loop respiratory guidance for upright particle-therapy workflows. By combining real-time motion-derived feedback with posture-aware task execution, this pilot study provides evidence that respiratory guidance can be designed not only as a monitoring tool, but also as an interactive support strategy for clinically relevant motion-management workflows. These findings motivate future work on external--internal motion mapping, gating efficiency, treatment-session robustness, and prospective personalization of both target definition and interface design.

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Publication Details

Journal
Physics in Medicine and Biology
Published
2026-09-14
DOI
https://doi.org/10.1088/1361-6560/aea736
Primary Topic
Advanced Radiotherapy Techniques
Type
article
Field-Weighted Citation Impact
0.00

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article

Real-time optical respiratory guidance for upright particle therapy: a pilot human-in-the-loop study

G. Baroni, Ilaria Barbato, Riccardo Bellazzi, Jiale Chen et al.
Physics in Medicine and Biology
Advanced Radiotherapy Techniques
article

Real-time optical respiratory guidance for upright particle therapy: a pilot human-in-the-loop study

G. Baroni, Ilaria Barbato, Riccardo Bellazzi, Jiale Chen, Andrea Pella, Mario Ciocca, G. Marchesi, Ester Orlandi, Maria Rosaria Fiore
article en

Abstract

OBJECTIVE: To develop and evaluate a real-time optical respiratory guidance framework for upright particle therapy, focusing on respiratory regularity, guided-task performance, posture-dependent effects, and participant-specific task fit. Approach: A real-time guidance platform was implemented using optical motion tracking as the primary analytic channel, integrated with a Unity-based visual guidance interface and auxiliary pressure-belt and Anzai reference signals. After phantom-based assessment of cross-system consistency, eleven healthy volunteers completed breathing tasks under guided feedback, guided no-feedback, and no-target conditions in upright and supine postures. Outcomes included target-following performance, respiratory regularity, and posture-related respiratory organization. Main results: Phantom-based validation showed low residual bias and sub-millimetre error between reference-aligned optical tracking systems. In the volunteer study, real-time feedback improved guided-task performance relative to guided no-feedback, with lower follow error and greater time spent within the acceptable green band. Guided breathing improved respiratory regularity relative to no-target condition breathing, with lower period variability and higher cycle similarity. Posture did not produce a simple global performance difference, but it reshaped thoracoabdominal organization, with greater abdominal dominance in supine than in upright posture. Significance: The proposed framework supports synchronized, human-in-the-loop respiratory guidance for upright particle-therapy workflows. By combining real-time motion-derived feedback with posture-aware task execution, this pilot study provides evidence that respiratory guidance can be designed not only as a monitoring tool, but also as an interactive support strategy for clinically relevant motion-management workflows. These findings motivate future work on external--internal motion mapping, gating efficiency, treatment-session robustness, and prospective personalization of both target definition and interface design.

Physics in Medicine and Biology
University of Pavia (IT), National Center for Oncological Hadrontherapy (IT), Politecnico di Milano (IT)
European Commission
Openalex Percentile: Top 14%
Advanced Radiotherapy Techniques
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