Quantitative Neuroradiology Initiative

PhD thesis derived from the quantitative neuroradiology initiative (QNI):

Pemberton, Hugh; (2022) Development and validation of quantitative MRI reports to support neuroradiological diagnosis of neurological disorders. Doctoral thesis (Ph.D), UCL (University College London).
Goodkin, Olivia; (2022) Translation of quantitative MRI analysis tools for clinical neuroradiology application. Doctoral thesis (Ph.D), UCL (University College London).

These are the journal publications derived from the quantitative neuroradiology initiative (QNI):

An automated quantitative report for multiple sclerosis using only 3D T2-fluid-attenuated inversion recovery MRI. ... (2026). Neuroradiology.
Brain Age Estimation on T2-FLAIR Scans for Application to Multiple Sclerosis. Jordan Colman; Giuseppe Pontillo; Olivia Goodkin; Michael A Foster; Nima Mahmoudi; Mike P Wattjes; Arturo Brunetti; Gabriel Gonzalez-Escamilla; Sergiu Groppa; Einar August Høgestøl; Lars T Westlye; Silvia Messina; Jacqueline Palace; Rosa Cortese; Nicola De Stefano; Àlex Rovira; Jaume Sastre-Garriga; Stefan Ropele; Christian Enzinger; Maria A Rocca; Massimo Filippi; Barbara Bellenberg; Carsten Lukas; Massimiliano Calabrese; Marco Castellaro; Tomas Uher; Manuela Vaneckova; Ahmed Toosy; Olga Ciccarelli; Tarek Yousry; Ferran Prados Carrasco; Frederik Barkhof; James H Cole; MAGNIMS Study Group (2026). Human Brain Mapping.
TumorSynth: Integrated Brain Tumor and Tissue Segmentation on Brain MRI Scans of Any Resolution and Contrast. Jiaming Wu; Benjamin Billot; Fenqiang Zhao; Junjie Li; Yaou Liu; Zhizheng Zhuo; Giuseppe Pontillo; Xing Liu; Song Lin; Xiaokang Zhang; Jun Qiu; Jinyuan Weng; Ling Zhang; Le Lu; Juan Eugenio Iglesias; Frederik Barkhof; Ferran Prados Carrasco. (2026). Radiology: Imaging Cancer.
Structured reporting of gliomas based on VASARI criteria to improve report content and consistency. Olivia Goodkin; Jiaming Wu; Hugh Pemberton; Ferran Prados Carrasco; Sjoerd B. Vos; Stefanie Thust; John Thornton; Tarek Yousry; Sotirios Bisdas; Frederik Barkhof. (2025). BMC Medical Imaging.
Multi-class glioma segmentation on real-world data with missing MRI sequences: comparison of three deep learning algorithms. Hugh G. Pemberton; Jiaming Wu; Ivar Kommers; Domenique M. J. Müller; Yipeng Hu; Olivia Goodkin; Sjoerd B. Vos; Sotirios Bisdas; Pierre A. Robe; Hilko Ardon; Lorenzo Bello; Marco Rossi; Tommaso Sciortino; Marco Conti Nibali; Mitchel S. Berger; Shawn L. Hervey-Jumper; Wim Bouwknegt; Wimar A. Van den Brink; Julia Furtner; Seunggu J. Han; Albert J. S. Idema; Barbara Kiesel; Georg Widhalm; Alfred Kloet; Michiel Wagemakers; Aeilko H. Zwinderman; Sandro M. Krieg; Emmanuel Mandonnet; Ferran Prados Carrasco; Philip de Witt Hamer; Frederik Barkhof; Roelant S. Eijgelaar. (2023). Scientific Reports.
Commercial volumetric MRI reporting tools in multiple sclerosis: a systematic review of the evidence. Zoe Mendelsohn; Hugh G. Pemberton; James Gray; Olivia Goodkin; Ferran Prados Carrasco; Michael Scheel; Jawed Nawabi. (2022). Neuroradiology.
Technical and clinical validation of commercial automated volumetric MRI tools for dementia diagnosis: a systematic review. Hugh G. Pemberton; L. A. M. Zaki; Olivia Goodkin; R. K. Das; R. M. E. Steketee; Frederik Barkhof; M. W. Vernooij. (2021). Neuroradiology.
Automated quantitative MRI volumetry reports support diagnostic interpretation in dementia: a multi-rater, clinical accuracy study. Hugh G. Pemberton; Olivia Goodkin; Ferran Prados Carrasco; R. K. Das; Sjoerd B. Vos; J. Moggridge; W. Coath; E. Gordon; R. Barrett; A. Schmitt; H. Whiteley-Jones; C. Burd; M. P. Wattjes; S. Haller; M. W. Vernooij; L. Harper; N. C. Fox; R. W. Paterson; J. M. Schott; Sotirios Bisdas; M. White; S. Ourselin; John S. Thornton; Tarek A. Yousry; M. J. Cardoso; Frederik Barkhof; Alzheimer’s Disease Neuroimaging Initiative. (2021). European Radiology.
FLAIR-only joint volumetric analysis of brain lesions and atrophy in clinically isolated syndrome (CIS) suggestive of multiple sclerosis. Olivia Goodkin; Ferran Prados Carrasco; Sjoerd B. Vos; Hugh Pemberton; S. Collorone; M. H. J. Hagens; M. J. Cardoso; Tarek A. Yousry; John S. Thornton; Carole H. Sudre; Frederik Barkhof. (2021). NeuroImage: Clinical, 29, Article 102542.
Clinical evaluation of automated quantitative MRI reports for assessment of hippocampal sclerosis. Olivia Goodkin; Hugh G. Pemberton; Sjoerd B. Vos; Ferran Prados Carrasco; R. K. Das; J. Moggridge; B. De Blasi; P. Bartlett; E. Williams; T. Campion; L. Haider; K. Pearce; N. Bargalló; E. Sanchez; Sotirios Bisdas; M. White; S. Ourselin; G. P. Winston; J. S. Duncan; M. J. Cardoso; John S. Thornton; Tarek A. Yousry; Frederik Barkhof. (2020). European Radiology.
Hippocampal profiling: Localized magnetic resonance imaging volumetry and T2 relaxometry for hippocampal sclerosis. Sjoerd B. Vos; G. P. Winston; Olivia Goodkin; Hugh G. Pemberton; Frederik Barkhof; Ferran Prados Carrasco; M. Galovic; M. Koepp; S. Ourselin; M. J. Cardoso; J. S. Duncan. (2019). Epilepsia.
The quantitative neuroradiology initiative framework: application to dementia. Olivia Goodkin; Hugh Pemberton; Sjoerd B. Vos; Ferran Prados Carrasco; Carole H. Sudre; J. Moggridge; M. J. Cardoso; S. Ourselin; Sotirios Bisdas; M. White; Tarek Yousry; John Thornton; Frederik Barkhof. (2019). The British Journal of Radiology, 92(1101), Article 20190365.

Publications