By Associate Professor Jason Dowling

Journal articles

Hyuk Choi J; Asadi B; Simpson J; Dowling JA; Chalup S; Welsh J; Greer P, 2023, 'Investigation of a water equivalent depth method for dosimetric accuracy evaluation of synthetic CT', Physica Medica, 105, http://dx.doi.org/10.1016/j.ejmp.2022.11.011

White J; Wadhawan A; Min H; Rabi Y; Schmutz B; Dowling J; Tchernegovski A; Bourgeat P; Tetsworth K; Fripp J; Mitchell G; Hacking C; Williamson F; Schuetz M, 2023, 'DISTAL RADIUS FRACTURE CLASSIFICATION USING DEEP LEARNING ALGORITHMS', Orthopaedic Proceedings, 105-B, pp. 102 - 102, http://dx.doi.org/10.1302/1358-992x.2023.2.102

Texier B; Hémon C; Collot E; Lekieffre P; Tahri S; Chourak H; Greer P; Dowling J; Barateau A; Lafond C; de Crevoisier R; Castelli J; Nunes J, 2023, 'OC-0446 Evaluation of prostate synthetic CTs from MRI using 2D cycle-GAN with multicentric learning', Radiotherapy and Oncology, 182, pp. S348 - S349, http://dx.doi.org/10.1016/s0167-8140(23)08618-8

Lekieffre P; Collot E; Texier B; Hémon C; Tahri S; Chourak H; Bessieres I; Greer P; Dowling J; Barateau A; Lafond C; de Crevoisier R; Nunes J, 2023, 'PO-1671 3D patch cycle-GAN-based MR-to-CT synthesis from monocenter and multicenter training', Radiotherapy and Oncology, 182, pp. s1374 - s1375, http://dx.doi.org/10.1016/s0167-8140(23)66586-7

Durrani N; Vukovic D; van der Burgt J; Antico M; van Sloun RJG; Canty D; Steffens M; Wang A; Royse A; Royse C; Haji K; Dowling J; Chetty G; Fontanarosa D, 2022, 'Automatic deep learning-based consolidation/collapse classification in lung ultrasound images for COVID-19 induced pneumonia', Scientific Reports, 12, http://dx.doi.org/10.1038/s41598-022-22196-y

O’Connor LM; Dowling JA; Choi JH; Martin J; Warren-Forward H; Richardson H; Best L; Skehan K; Kumar M; Govindarajulu G; Sridharan S; Greer PB, 2022, 'Validation of an MRI-only planning workflow for definitive pelvic radiotherapy', Radiation Oncology, 17, http://dx.doi.org/10.1186/s13014-022-02023-4

Tahri S; Barateau A; Cadin C; Chourak H; Ribault S; Nozahic F; Acosta O; Dowling JA; Greer PB; Largent A; Lafond C; De Crevoisier R; Nunes JC, 2022, 'A high-performance method of deep learning for prostate MR-only radiotherapy planning using an optimized Pix2Pix architecture', Physica Medica, 103, pp. 108 - 118, http://dx.doi.org/10.1016/j.ejmp.2022.10.003

Dai W; Woo B; Liu S; Marques M; Engstrom C; Greer PB; Crozier S; Dowling JA; Chandra SS, 2022, 'CAN3D: Fast 3D medical image segmentation via compact context aggregation', Medical Image Analysis, 82, http://dx.doi.org/10.1016/j.media.2022.102562

Chourak H; Barateau A; Tahri S; Cadin C; Lafond C; Nunes JC; Boue-Rafle A; Perazzi M; Greer PB; Dowling J; de Crevoisier R; Acosta O, 2022, 'Quality assurance for MRI-only radiation therapy: A voxel-wise population-based methodology for image and dose assessment of synthetic CT generation methods', Frontiers in Oncology, 12, http://dx.doi.org/10.3389/fonc.2022.968689

Richardson H; Kumar M; Tieu MT; Parker J; Dowling JA; Arm J; Best L; Greer PB; Clapham M; Oldmeadow C; O’Connor L; Wratten C, 2022, 'Assessing the impact of magnetic resonance treatment simulation (MRSIM) on target volume delineation and dose to organs at risk for oropharyngeal radiotherapy', Journal of Medical Radiation Sciences, 69, pp. 66 - 74, http://dx.doi.org/10.1002/jmrs.552

Gillman AG; Lunardo F; Prinable J; Belous G; Nicolson A; Min H; Terhorst A; Dowling JA, 2022, 'Automated COVID-19 diagnosis and prognosis with medical imaging and who is publishing: a systematic review', Physical and Engineering Sciences in Medicine, 45, pp. 13 - 29, http://dx.doi.org/10.1007/s13246-021-01093-0

Ebert MA; Marcello M; Kennedy A; Haworth A; Holloway LC; Greer P; Dowling JA; Jameson MG; Roach D; Joseph DJ; Gulliford SL; Sydes MR; Hall E; Dearnaley DP, 2022, 'In Regard to Shortall et al', International Journal of Radiation Oncology Biology Physics, 112, pp. 831 - 833, http://dx.doi.org/10.1016/j.ijrobp.2021.10.140

O’Connor LM; Choi JH; Dowling JA; Warren-Forward H; Martin J; Greer PB, 2022, 'Comparison of Synthetic Computed Tomography Generation Methods, Incorporating Male and Female Anatomical Differences, for Magnetic Resonance Imaging-Only Definitive Pelvic Radiotherapy', Frontiers in Oncology, 12, http://dx.doi.org/10.3389/fonc.2022.822687

Finnegan RN; Reynolds HM; Ebert MA; Sun Y; Holloway L; Sykes JR; Dowling J; Mitchell C; Williams SG; Murphy DG; Haworth A, 2022, 'A statistical, voxelised model of prostate cancer for biologically optimised radiotherapy', Physics and Imaging in Radiation Oncology, 21, pp. 136 - 145, http://dx.doi.org/10.1016/j.phro.2022.02.011

Terhorst A; Dowling JA, 2022, 'Terrestrial Analogue Research to Support Human Performance on Mars: A Review and Bibliographic Analysis', Space Science and Technology United States, 2022, http://dx.doi.org/10.34133/2022/9841785

Pang S; Field M; Dowling J; Vinod S; Holloway L; Sowmya A, 2022, 'Training radiomics-based CNNs for clinical outcome prediction: Challenges, strategies and findings', Artificial Intelligence in Medicine, 123, pp. 102230, http://dx.doi.org/10.1016/j.artmed.2021.102230

Otton J; Finnegan R; Dowling J; Otton J, 2022, 'A Novel Machine Learning Technique for Detecting the Left Atrium With Limited Labelled Training Data', Heart Lung and Circulation, 31, pp. s141, http://dx.doi.org/10.1016/j.hlc.2022.06.212

O'Connor L; Choi JH; Dowling J; Warren-Forward H; Martin J; Greer P, 2022, 'PD-0321 Comparison of synthetic CT generation methods for MRI-only definitive pelvic radiotherapy', Radiotherapy and Oncology, 170, pp. S283 - S284, http://dx.doi.org/10.1016/s0167-8140(22)02814-6

Finnegan R; Otton J; Dowling J, 2021, 'Machine learning analysis of chest CT to detect cardiac abnormalities in COVID19', European Heart Journal, 42, pp. ehab724.0170, http://dx.doi.org/10.1093/eurheartj/ehab724.0170

Min H; Dowling J; Jameson MG; Cloak K; Faustino J; Sidhom M; Martin J; Ebert MA; Haworth A; Chlap P; De Leon J; Berry M; Pryor D; Greer P; Vinod SK; Holloway L, 2021, 'Automatic radiotherapy delineation quality assurance on prostate MRI with deep learning in a multicentre clinical trial', Physics in Medicine and Biology, 66, http://dx.doi.org/10.1088/1361-6560/ac25d5

O'Connor LM; Skehan K; Choi JH; Simpson J; Martin J; Warren-Forward H; Dowling J; Greer P, 2021, 'Optimisation and validation of an integrated magnetic resonance imaging-only radiotherapy planning solution', Physics and Imaging in Radiation Oncology, 20, pp. 34 - 39, http://dx.doi.org/10.1016/j.phro.2021.10.001

Young T; Dowling J; Rai R; Liney G; Greer P; Thwaites D; Holloway L, 2021, 'Effects of MR imaging time reduction on substitute CT generation for prostate MRI-only treatment planning', Physical and Engineering Sciences in Medicine, 44, pp. 799 - 807, http://dx.doi.org/10.1007/s13246-021-01031-0

Chlap P; Min H; Vandenberg N; Dowling J; Holloway L; Haworth A, 2021, 'A review of medical image data augmentation techniques for deep learning applications', Journal of Medical Imaging and Radiation Oncology, 65, pp. 545 - 563, http://dx.doi.org/10.1111/1754-9485.13261

Samarasinghe G; Jameson M; Vinod S; Field M; Dowling J; Sowmya A; Holloway L, 2021, 'Deep learning for segmentation in radiation therapy planning: a review', Journal of Medical Imaging and Radiation Oncology, 65, pp. 578 - 595, http://dx.doi.org/10.1111/1754-9485.13286

Ghandourh W; Dowling J; Chlap P; Oar A; Jacob S; Batumalai V; Holloway L, 2021, 'Assessing tumor centrality in lung stereotactic ablative body radiotherapy (SABR): the effects of variations in bronchial tree delineation and potential for automated methods', Medical Dosimetry, 46, pp. 94 - 101, http://dx.doi.org/10.1016/j.meddos.2020.09.004

Tsai CH; van der Burgt J; Vukovic D; Kaur N; Demi L; Canty D; Wang A; Royse A; Royse C; Haji K; Dowling J; Chetty G; Fontanarosa D, 2021, 'Automatic deep learning-based pleural effusion classification in lung ultrasound images for respiratory pathology diagnosis', Physica Medica, 83, pp. 38 - 45, http://dx.doi.org/10.1016/j.ejmp.2021.02.023

Finnegan R; Lorenzen EL; Dowling J; Thwaites D; Delaney G; Brink C; Holloway L, 2021, 'Validation of a new open-source method for automatic delineation and dose assessment of the heart and LADCA in breast radiotherapy with simultaneous uncertainty estimation', Physics in Medicine and Biology, 66, http://dx.doi.org/10.1088/1361-6560/abcb1d

Buckley JG; Smith A; Sidhom M; Rai R; Liney GP; Dowling JA; Metcalfe PE; Holloway LC; Keall PJ; Smith B, 2021, 'Measurements of human tolerance to horizontal rotation within an MRI scanner: Towards gantry-free radiation therapy', Journal of Medical Imaging and Radiation Oncology, 65, pp. 112 - 119, http://dx.doi.org/10.1111/1754-9485.13130

Finnegan RN; Orlandini L; Liao X; Yin J; Lang J; Dowling J; Fontanarosa D, 2021, 'Feasibility of using a novel automatic cardiac segmentation algorithm in the clinical routine of lung cancer patients', Plos One, 16, http://dx.doi.org/10.1371/journal.pone.0245364

Buckley JG; Dowling JA; Sidhom M; Liney GP; Rai R; Metcalfe PE; Holloway LC; Keall PJ, 2021, 'Pelvic organ motion and dosimetric implications during horizontal patient rotation for prostate radiation therapy', Medical Physics, 48, pp. 397 - 413, http://dx.doi.org/10.1002/mp.14579

Otton J; Finnegan R; Dowling J, 2021, 'Automated Cardiac Evaluation From Chest CT: Potential Role in COVID-19', Heart Lung and Circulation, 30, pp. s175 - s176, http://dx.doi.org/10.1016/j.hlc.2021.06.186

Tahri S; Cadin C; Chourak H; Barateau A; Ribault S; Acosta O; Greer P; Dowling J; Lafond C; de Crevoisier R; Nunes J-C, 2021, 'Calcul de dose à partir d’IRM en radiothérapie de la prostate par méthode d’apprentissage profond', Cancer/Radiothérapie, 25, pp. 736 - 737, http://dx.doi.org/10.1016/j.canrad.2021.07.021

, 2021, 'EPSM 2020, Engineering and Physical Sciences in Medicine', Physical and Engineering Sciences in Medicine, 44, pp. 919 - 995, http://dx.doi.org/10.1007/s13246-021-01024-z

Finnegan R; Reynolds HM; Sun Y; Ebert MA; Holloway L; Sykes J; Dowling J; Haworth A, 2021, 'OC-0531 a probabilistic biological atlas for prostate cancer', Radiotherapy and Oncology, 161, pp. s417 - s418, http://dx.doi.org/10.1016/s0167-8140(21)06957-7

Chourak H; Barateau A; Cadin C; Lafond C; Nunes J; De Crevoiser R; Dowling J; Greer P; Acosta O, 2021, 'PO-1683 Spatial Characterization of errors in pseudo-CT generation for MRI-only radiotherapy', Radiotherapy and Oncology, 161, pp. S1408 - S1410, http://dx.doi.org/10.1016/s0167-8140(21)08134-2

Otton J; Finnegan R; Dowling J, 2021, 'Quantification Of Cardiac Chamber Size From Chest CT: Application To COVID19', Journal of Cardiovascular Computed Tomography, 15, pp. s27, http://dx.doi.org/10.1016/j.jcct.2021.06.216

Finnegan R; Lorenzen EL; Dowling J; Jensen I; Berg M; Thomsen MS; Delaney GP; Koh ES; Thwaites D; Brink C; Offersen BV; Holloway L, 2020, 'Analysis of cardiac substructure dose in a large, multi-centre danish breast cancer cohort (the DBCG HYPO trial): Trends and predictive modelling', Radiotherapy and Oncology, 153, pp. 130 - 138, http://dx.doi.org/10.1016/j.radonc.2020.09.004

Dowling JA; O’Connor LM, 2020, 'Deformable image registration in radiation therapy', Journal of Medical Radiation Sciences, 67, pp. 257 - 259, http://dx.doi.org/10.1002/jmrs.446

Marcello M; Denham JW; Kennedy A; Haworth A; Steigler A; Greer PB; Holloway LC; Dowling JA; Jameson MG; Roach D; Joseph DJ; Gulliford SL; Dearnaley DP; Sydes MR; Hall E; Ebert MA, 2020, 'Reduced Dose Posterior to Prostate Correlates With Increased PSA Progression in Voxel-Based Analysis of 3 Randomized Phase 3 Trials', International Journal of Radiation Oncology Biology Physics, 108, pp. 1304 - 1318, http://dx.doi.org/10.1016/j.ijrobp.2020.07.030

Gholizadeh N; Simpson J; Ramadan S; Denham J; Lau P; Siddique S; Dowling J; Welsh J; Chalup S; Greer PB, 2020, 'Voxel-based supervised machine learning of peripheral zone prostate cancer using noncontrast multiparametric MRI', Journal of Applied Clinical Medical Physics, 21, pp. 179 - 191, http://dx.doi.org/10.1002/acm2.12992

Marcello M; Denham JW; Kennedy A; Haworth A; Steigler A; Greer PB; Holloway LC; Dowling JA; Jameson MG; Roach D; Joseph DJ; Gulliford SL; Dearnaley DP; Sydes MR; Hall E; Ebert MA, 2020, 'Relationships between rectal and perirectal doses and rectal bleeding or tenesmus in pooled voxel-based analysis of 3 randomised phase III trials', Radiotherapy and Oncology, 150, pp. 281 - 292, http://dx.doi.org/10.1016/j.radonc.2020.07.048

Zhang S; Yang S; Xu P; Xu Y; Zhou G; Ou X; Wu R; Lan M; Fontanarosa D; Dowling J; Wang X; Lin S; Yi JL; Sun Y; Hu C; Lang J, 2020, 'Variations of Clinical Target Volume Delineation for Primary Site of Nasopharyngeal Cancer Among Five Centers in China', Frontiers in Oncology, 10, http://dx.doi.org/10.3389/fonc.2020.01572

Marcello M; Denham JW; Kennedy A; Haworth A; Steigler A; Greer PB; Holloway LC; Dowling JA; Jameson MG; Roach D; Joseph DJ; Gulliford SL; Dearnaley DP; Sydes MR; Hall E; Ebert MA, 2020, 'Increased Dose to Organs in Urinary Tract Associates With Measures of Genitourinary Toxicity in Pooled Voxel-Based Analysis of 3 Randomized Phase III Trials', Frontiers in Oncology, 10, pp. 1174, http://dx.doi.org/10.3389/fonc.2020.01174

Finnegan R; Lorenzen E; Dowling J; Holloway L; Thwaites D; Brink C, 2020, 'Localised delineation uncertainty for iterative atlas selection in automatic cardiac segmentation', Physics in Medicine and Biology, 65, http://dx.doi.org/10.1088/1361-6560/ab652a

Stephane K; Houssayni A; Cassard U; Barateau A; Duvergé L; Largent A; Acosta O; Nunes J; Messai T; Simon A; Dowling J; Perichon N; De Crevoisier R, 2020, 'PO-1484: MRI only based planning to decrease toxicity in prostate cancer IMRT/IGRT: a dosimetric study', Radiotherapy and Oncology, 152, pp. S798 - S799, http://dx.doi.org/10.1016/s0167-8140(21)01502-4

Largent A; Barateau A; Nunes JC; Mylona E; Castelli J; Lafond C; Greer PB; Dowling JA; Baxter J; Saint-Jalmes H; Acosta O; de Crevoisier R, 2019, 'Comparison of Deep Learning-Based and Patch-Based Methods for Pseudo-CT Generation in MRI-Based Prostate Dose Planning', International Journal of Radiation Oncology Biology Physics, 105, pp. 1137 - 1150, http://dx.doi.org/10.1016/j.ijrobp.2019.08.049

Choi JH; Lee D; O'Connor L; Chalup S; Welsh JS; Dowling J; Greer PB, 2019, 'Bulk Anatomical Density Based Dose Calculation for Patient-Specific Quality Assurance of MRI-Only Prostate Radiotherapy', Frontiers in Oncology, 9, http://dx.doi.org/10.3389/fonc.2019.00997

Dowling J; Rosenfeld A; Waldie J; Feain I, 2019, 'Opportunities in space life sciences', Australasian Physical and Engineering Sciences in Medicine, 42, pp. 663 - 664, http://dx.doi.org/10.1007/s13246-019-00769-y

Buckley JG; Rai R; Liney GP; Dowling JA; Holloway LC; Metcalfe PE; Keall PJ, 2019, 'Anatomical deformation due to horizontal rotation: Towards gantry-free radiation therapy', Physics in Medicine and Biology, 64, pp. 175014, http://dx.doi.org/10.1088/1361-6560/ab324c

Kennedy A; Dowling J; Greer PB; Holloway L; Jameson MG; Roach D; Ghose S; Rivest-Hénault D; Marcello M; Ebert MA, 2019, 'Similarity clustering-based atlas selection for pelvic CT image segmentation', Medical Physics, 46, pp. 2243 - 2250, http://dx.doi.org/10.1002/mp.13494

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