Dr Joshua Astley

All publications

Journal articles

• Astley JR, Reilly J, Robinson S, Wild JM, Hatton MQ & Tahir BA (2024) Explainable deep learning-based survival prediction for non-small cell lung cancer patients undergoing radical radiotherapy. Radiotherapy and Oncology, 193, 110084-110084. View this article in WRRO
• Astley JR, Biancardi AM, Marshall H, Smith LJ, Hughes PJC, Collier GJ, Saunders LC, Norquay G, Tofan M-M, Hatton MQ , Hughes R et al (2023) PhysVENeT: a physiologically-informed deep learning-based framework for the synthesis of 3D hyperpolarized gas MRI ventilation. Scientific Reports, 13. View this article in WRRO
• Astley JR, Biancardi AM, Hughes PJC, Marshall H, Collier GJ, Chan H, Saunders LC, Smith LJ, Brook ML, Thompson R , Rowland‐Jones S et al (2023) Implementable deep learning for multi-sequence proton MRI lung segmentation: a multi-center, multi-vendor, and multi-disease study. Journal of Magnetic Resonance Imaging. View this article in WRRO
• Astley JR, Biancardi AM, Marshall H, Hughes PJC, Collier GJ, Smith LJ, Eaden JA, Hughes R, Wild JM & Tahir BA (2022) A dual-channel deep learning approach for lung cavity estimation from hyperpolarized gas and proton MRI. Journal of Magnetic Resonance Imaging. View this article in WRRO
• Astley JR, Biancardi AM, Hughes PJC, Marshall H, Smith LJ, Collier GJ, Eaden JA, Weatherley ND, Hatton MQ, Wild JM & Tahir BA (2022) Large-scale investigation of deep learning approaches for ventilated lung segmentation using multi-nuclear hyperpolarized gas MRI. Scientific Reports, 12(1). View this article in WRRO
• Astley JR, Wild JM & Tahir BA (2022) Deep learning in structural and functional lung image analysis.. British Journal of Radiology, 95(1132). View this article in WRRO
• Astley JR, Biancardi AM, Marshall H, Hughes PJC, Collier GJ, Hatton MQ, Wild JM & Tahir BA () A hybrid model‐ and deep learning‐based framework for functional lung image synthesis from multi‐inflation CT and hyperpolarized gas MRI. Medical Physics. View this article in WRRO

Conference proceedings papers

• Marshall H, Smith LJ, Biancardi A, Collier GJ, Chan HF, Capener D, Bray J, Jakymelen D, Saunders L, Astley J , Tahir BA et al (2023) P177 129Xe MRI phenotyping and longitudinal change in patients with asthma and/or COPD and normal pulmonary function tests. ‘You ain’t seen nothing yet’ – Imaging across COPD, nodules and lung cancer screening
• Smith LJ, Marshall H, Biancardi A, Collier GJ, Chan HF, Capener D, Bray J, Jakymelen D, Saunders L, Astley J , Tahir BA et al (2023) P176 Bronchodilator response discordance in patients with asthma and/or COPD assessed by 129Xe-MRI and spirometry. ‘You ain’t seen nothing yet’ – Imaging across COPD, nodules and lung cancer screening
• Smith L, Marshall H, Biancardi A, Collier G, Chan H-F, Capener D, Bray J, Jakymelen D, Saunders L, Astley J , Tahir B et al (2023) Xe-MRI bronchodilator response to assess disease severity in patients with asthma and/or COPD. Respiratory function technologists/scientists
• Marshall H, Smith L, Biancardi A, Collier G, Chan H-F, Capener D, Bray J, Jakymelen D, Saunders L, Astley J , Tahir B et al (2023) Longitudinal change in lung physiology and 129Xe MRI over 1 year in patients with asthma and/or COPD. Clinical respiratory physiology, exercise and functional imaging
• Biancardi A, Marshall H, Smith L, Collier G, Chan H-F, Hughes P, Brook M, Astley J, Munro R, Rajaram S , Swift A et al (2023) Lung physiology and 129Xe MRI data driven clustering of patients with asthma and/or COPD. Clinical respiratory physiology, exercise and functional imaging
• Smith L, Marshall H, Biancardi A, Collier G, Chan H-F, Capener D, Bray J, Jakymelen D, Saunders L, Astley J , Tahir B et al (2023) Bronchodilator response discordance in patients with asthma and/or COPD using Xe-MRI and spirometry. Respiratory function technologists/scientists
• Marshall H, Smith L, Biancardi A, Collier G, Chan H-F, Hughes P, Astley J, Munro R, Rajaram S, Capener D , Bray J et al (2021) A comparison of 129Xe MRI and advanced lung function testing in patients with asthma and /or COPD: The NOVELTY ADPro substudy. Imaging
• Astley J, Biancardi A, Hughes P, Smith L, Marshall H, Eaden J, Bray J, Weatherley N, Collier G, Wild J & Tahir B (2020) 3D deep convolutional neural network-based ventilated lung segmentation using multi-nuclear hyperpolarized gas MRI. Thoracic Image Analysis, Vol. 12502 (pp 24-35). Lima, Peru, 8 October 2020 - 8 October 2020. View this article in WRRO
• Tahir B, Hughes P, Atkinson J, Jadav I, Astley J, Robinson S, Biancardi A, Marshall H, Hart K, Swinscoe J , Ireland R et al () Multi-modal assessment of dose-related changes in regional lung function in non-small cell lung cancer patients receiving radiotherapy. ISMRM Annual Meeting, 7 May 2022 - 12 May 2022.
• Chan H-F, Baldwin T, Barker H, Stewart N, Eaden J, Hughes P, Weatherley N, Astley J, Tahir B, Johnson K , Karwoski R et al () Longitudinal comparison of quantitative UTE lung MRI and CT biomarkers in interstitial lung disease. ISMRM Annual Meeting, 7 May 2022 - 12 May 2022.
• Marshall H, Smith L, Biancardi A, Collier G, Chan H-F, Hughes P, Brook M, Astley J, Munro R, Rajaram S , Swift A et al () 129Xe MRI patterns of lung function in patients with asthma and/or COPD in the NOVELTY study. ISMRM Annual Meeting, 7 May 2022 - 12 May 2022.
• Astley J, Biancardi A, Marshall H, Tofan M-M, Smith L, Hughes P, Collier G, Hatton M, Blé F-X, Hughes R , Wild J et al () Deep learning-based synthesis of hyperpolarized gas MRI ventilation from 3D multi-inflation proton MRI. ISMRM Annual Meeting, 7 May 2022 - 12 May 2022.
• Astley J, Biancardi A, Marshall H, Hughes P, Collier G, Smith L, Eaden J, Blé F-X, Hughes R, Wild J & Tahir B () A multi-channel deep learning approach for lung cavity estimation from hyperpolarized gas and proton MRI. ISMRM Annual Meeting, 7 May 2022 - 12 May 2022.