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Article

Agarwal, S; Wood, D; Grzeda, M; Suresh, C; Din, M; Cole, J; Modat, M; (2023) Systematic Review of Artificial Intelligence for Abnormality Detection in High-volume Neuroimaging and Subgroup Meta-analysis for Intracranial Hemorrhage Detection. Clinical Neuroradiology 10.1007/s00062-023-01291-1. (In press). Green open access
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Anatürk, M; Kaufmann, T; Cole, JH; Suri, S; Griffanti, L; Zsoldos, E; Filippini, N; ... De Lange, A-MG; + view all (2020) Prediction of brain age and cognitive age: Quantifying brain and cognitive maintenance in aging. Human Brain Mapping 10.1002/hbm.25316. (In press). Green open access
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Benger, Matthew; Wood, David A; Kafiabadi, Sina; Al Busaidi, Aisha; Guilhem, Emily; Lynch, Jeremy; Townend, Matthew; ... Booth, Thomas C; + view all (2023) Factors affecting the labelling accuracy of brain MRI studies relevant for deep learning abnormality detection. Frontiers in Radiology , 3 , Article 1251825. 10.3389/fradi.2023.1251825. Green open access
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Bethlehem, RAI; Seidlitz, J; White, SR; Vogel, JW; Anderson, KM; Adamson, C; Adler, S; ... Alexander-Bloch, AF; + view all (2022) Publisher Correction: Brain charts for the human lifespan. Nature 10.1038/s41586-022-05300-0. Green open access
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Bhome, R; Verdi, S; Martin, SA; Hannaway, N; Dobreva, I; Oxtoby, NP; Castro Leal, G; ... Cole, JH; + view all (2024) A neuroimaging measure to capture heterogeneous patterns of atrophy in Parkinson's disease and dementia with Lewy bodies. Neuroimage: Clinical , 42 , Article 103596. 10.1016/j.nicl.2024.103596. Green open access
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Bhome, R; Zarkali, A; Thomas, G; Igelsias, JE; Cole, J; Weil, R; (2022) Thalamic white matter macrostructure and subnuclei volumes in Parkinson’s disease depression. Nature Parkinson's disease , 8 , Article 2. 10.1038/s41531-021-00270-y. Green open access
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Bhome, Rohan; Thomas, George EC; Hannaway, Naomi; Dobreva, Ivelina; Zarkali, Angeliki; Shmueli, Karin; Cole, James H; (2025) Quantitative susceptibility mapping reveals differences between subtypes of Lewy body dementia. Brain , Article awaf325. 10.1093/brain/awaf325. (In press). Green open access
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Biondo, F; Jewell, A; Pritchard, M; Aarsland, D; Steves, CJ; Mueller, C; Cole, JH; (2022) Brain-age is associated with progression to dementia in memory clinic patients. NeuroImage: Clinical , 36 , Article 103175. 10.1016/j.nicl.2022.103175. Green open access
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Booiman, T; Wit, FW; Maurer, I; De Francesco, D; Sabin, CA; Harskamp, AM; Prins, M; ... Comorbidity in Relation to AIDS (COBRA) Collaboration, .; + view all (2017) High Cellular Monocyte Activation in People Living With Human Immunodeficiency Virus on Combination Antiretroviral Therapy and Lifestyle-Matched Controls Is Associated With Greater Inflammation in Cerebrospinal Fluid. Open Forum Infectious Diseases , 4 (3) , Article ofx108. 10.1093/ofid/ofx108. Green open access
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Bos, Lonneke; Van Nederpelt, David R; Cole, JH; Strijbis, EMM; Moraal, B; Kuijer, JPA; Uitdehaag, BMJ; ... Jasperse, B; + view all (2025) Repeatability and reproducibility of brain age estimates in multiple sclerosis for three publicly available models. NeuroImage: Reports , 5 (2) , Article 100252. 10.1016/j.ynirp.2025.100252. Green open access
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Bos, Lonneke; Wink, Alle Meije; Cole, James H; Strijbis, Eva MM; Moraal, Bastiaan; Killestein, Joep; Vrenken, Hugo; ... Jasperse, Bas; + view all (2026) Association of Brain Age With Physical Disability and Cognitive Impairment in People With Multiple Sclerosis of the Same Age. Neurology , 106 (2) , Article e214527. 10.1212/WNL.0000000000214527. Green open access
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Bostrand, SMK; Vaher, K; de Nooij, L; Harris, MA; Cole, JH; Cox, SR; Marioni, RE; ... Clarke, T-K; + view all (2021) Associations between alcohol use and accelerated biological ageing. Addiction Biology , Article ARTN e13. 10.1111/adb.13100. (In press). Green open access
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Bourke, NJ; Yanez Lopez, M; Jenkins, PO; De Simoni, S; Cole, JH; Lally, P; Mallas, E-J; ... Sharp, DJ; + view all (2021) Traumatic brain injury: a comparison of diffusion and volumetric magnetic resonance imaging measures. Brain Communications , 3 (2) , Article fcab006. 10.1093/braincomms/fcab006. Green open access
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Chai, L; Sun, J; Zhuo, Z; Wei, R; Xu, X; Duan, Y; Tian, D; ... Liu, Y; + view all (2025) Estimated Brain Age in Healthy Aging and Across Multiple Neurological Disorders. Journal of Magnetic Resonance Imaging , 62 (3) pp. 869-879. 10.1002/jmri.29667. Green open access
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Clausen, AN; Fercho, KA; Monsour, M; Disner, S; Salminen, L; Haswell, CC; Rubright, EC; ... Morey, RA; + view all (2021) Assessment of brain age in posttraumatic stress disorder: Findings from the ENIGMA PTSD and brain age working groups. Brain and Behavior , Article e2413. 10.1002/brb3.2413. (In press). Green open access
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Cole, JH; (2020) Multi-modality neuroimaging brain-age in UK Biobank: relationship to biomedical, lifestyle and cognitive factors. Neurobiology of Aging 10.1016/j.neurobiolaging.2020.03.014. Green open access
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Cole, JH; Annus, T; Wilson, LR; Remtulla, R; Hong, YT; Fryer, TD; Acosta-Cabronero, J; ... Holland, AJ; + view all (2017) Brain-predicted age in Down syndrome is associated with beta amyloid deposition and cognitive decline. Neurobiology of Aging , 56 pp. 41-49. 10.1016/j.neurobiolaging.2017.04.006. Green open access
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Cole, JH; Caan, MWA; Underwood, J; De Francesco, D; van Zoest, RA; Wit, FWNM; Mutsaerts, HJMM; ... COBRA collaboration; + view all (2018) No evidence for accelerated ageing-related brain pathology in treated HIV: longitudinal neuroimaging results from the Comorbidity in Relation to AIDS (COBRA) project. Clinical Infectious Diseases , 66 (12) pp. 1899-1909. 10.1093/cid/cix1124. Green open access
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Cole, JH; Poudel, RPK; Tsagkrasoulis, D; Caan, MWA; Steves, C; Spector, TD; Montana, G; (2017) Predicting brain age with deep learning from raw imaging data results in a reliable and heritable biomarker. NeuroImage , 163 pp. 115-124. 10.1016/j.neuroimage.2017.07.059. Green open access
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Cole, JH; Raffel, J; Friede, T; Eshaghi, A; Brownlee, WJ; Chard, D; De Stefano, N; ... MAGNIMS study group; + view all (2020) Longitudinal assessment of multiple sclerosis with the brain-age paradigm. Annals of Neurology , 88 (1) pp. 93-105. 10.1002/ana.25746. Green open access
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Cole, JH; Ritchie, SJ; Bastin, ME; Hernandez, MCV; Maniega, SM; Royle, N; Corley, J; ... Deary, IJ; + view all (2018) Brain age predicts mortality. Molecular Psychiatry , 23 (5) pp. 1385-1392. 10.1038/mp.2017.62. Green open access
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Cole, JH; Underwood, J; Caan, MW; De Francesco, D; van Zoest, RA; Leech, R; Wit, FW; ... COBRA collaboration; + view all (2017) Increased brain-predicted aging in treated HIV disease. Neurology 10.1212/WNL.0000000000003790. (In press). Green open access
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Constantinides, Constantinos; Han, Laura KM; Alloza, Clara; Antonucci, Linda Antonella; Arango, Celso; Ayesa-Arriola, Rosa; Banaj, Nerisa; ... Walton, Esther; + view all (2022) Brain ageing in schizophrenia: evidence from 26 international cohorts via the ENIGMA Schizophrenia consortium. Molecular Psychiatry 10.1038/s41380-022-01897-w. (In press). Green open access
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Cox, JG; de Groot, M; Cole, JH; Williams, SCR; Kempton, MJ; (2022) A meta-analysis of structural MRI studies of the brain in systemic lupus erythematosus (SLE). Clinical Rheumatology 10.1007/s10067-022-06482-8. (In press). Green open access
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Cruz-Almeida, Y; Cole, J; (2020) Pain, aging, and the brain: new pieces to a complex puzzle. Pain , 161 (3) pp. 461-463. 10.1097/j.pain.0000000000001757. Green open access
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Dafflon, J; Pinaya, WHL; Turkheimer, F; Cole, JH; Leech, R; Harris, MA; Cox, SR; ... Hellyer, PJ; + view all (2020) An automated machine learning approach to predict brain age from cortical anatomical measures. Human Brain Mapping 10.1002/hbm.25028. (In press). Green open access
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De Francesco, D; Choi, J-P; Choi, JY; van Zoest, RA; Underwood, J; Schouten, J; Ku, NS; ... van Zoest, RA; + view all (2019) Cognitive function and drivers of cognitive impairment in a European and a Korean cohort of people living with HIV. International Journal of STD & AIDS 10.1177/0956462419881080. (In press). Green open access
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De Francesco, D; Wit, FW; Bürkle, A; Oehlke, S; Kootstra, NA; Winston, A; Franceschi, C; ... The Co-morBidity in Relation to AIDS (COBRA) Collaboration, .; + view all (2019) Do people living with HIV experience greater age advancement than their HIV-negative counterparts? AIDS , 33 (2) pp. 259-268. 10.1097/QAD.0000000000002063. Green open access
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De Francesco, D; Wit, FW; Cole, JH; Kootstra, NA; Winston, A; Sabin, CA; Underwood, J; ... COmorBidity in Relation to AIDS (COBRA) collaboration; + view all (2018) The 'COmorBidity in Relation to AIDS' (COBRA) cohort: Design, methods and participant characteristics. PLoS One , 13 (3) , Article e0191791. 10.1371/journal.pone.0191791. Green open access
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de Lange, Ann-Marie G; Anatürk, Melis; Rokicki, Jaroslav; Han, Laura KM; Franke, Katja; Alnaes, Dag; Ebmeier, Klaus P; ... Cole, James H; + view all (2022) Mind the gap: Performance metric evaluation in brain-age prediction. Human Brain Mapping 10.1002/hbm.25837. (In press). Green open access
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de Lange, A-MG; Anatürk, M; Suri, S; Kaufmann, T; Cole, JH; Griffanti, L; Zsoldos, E; ... Ebmeier, KP; + view all (2020) Multimodal brain-age prediction and cardiovascular risk: The Whitehall II MRI sub-study. Neuroimage , 222 , Article 117292. 10.1016/j.neuroimage.2020.117292. (In press). Green open access
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de Lange, A-MG; Cole, JH; (2020) Commentary: Correction procedures in brain-age prediction. NeuroImage: Clinical , 26 , Article 102229. 10.1016/j.nicl.2020.102229. Green open access
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Dennis, EL; Taylor, BA; Newsome, MR; Troyanskaya, M; Abildskov, TJ; Betts, AM; Bigler, ED; ... Wilde, EA; + view all (2022) Advanced brain age in deployment-related traumatic brain injury: A LIMBIC-CENC neuroimaging study. Brain Injury , 36 (5) pp. 662-672. 10.1080/02699052.2022.2033844. Green open access
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Dijsselhof, Mathijs BJ; Barboure, Michelle; Stritt, Michael; Nordhøy, Wibeke; Wink, Alle Meije; Beck, Dani; Westlye, Lars T; ... Petr, Jan; + view all (2023) The value of arterial spin labelling perfusion MRI in brain age prediction. Human Brain Mapping 10.1002/hbm.26242. (In press). Green open access
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Dijsselhof, Mathijs BJ; Moore, Candace; Amiri, Saba; Tee, Mervin; Hilal, Saima; Chen, Christopher; van den Born, Bert-Jan H; ... Petr, Jan; + view all (2025) Multi-cohort, multi-sequence harmonisation for cerebrovascular brain age. Imaging Neurosci (Camb) , 3 , Article IMAG.a.964. 10.1162/IMAG.a.964. Green open access
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Fisch, L; Leenings, R; Winter, NR; Dannlowski, U; Gaser, C; Cole, JH; Hahn, T; (2021) Editorial: Predicting Chronological Age From Structural Neuroimaging: The Predictive Analytics Competition 2019. Frontiers in Psychiatry , 12 , Article 710932. 10.3389/fpsyt.2021.710932. Green open access
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Foret, JT; Dekhtyar, M; Cole, JH; Gourley, DD; Caillaud, M; Tanaka, H; Haley, AP; (2021) Network Modeling Sex Differences in Brain Integrity and Metabolic Health. Frontiers in Aging Neuroscience , 13 , Article 691691. 10.3389/fnagi.2021.691691. Green open access
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Fürtjes, Anna E; Arathimos, Ryan; Coleman, Jonathan RI; Cole, James H; Cox, Simon R; Deary, Ian J; de la Fuente, Javier; ... Ritchie, Stuart J; + view all (2023) General dimensions of human brain morphometry inferred from genome-wide association data. Human Brain Mapping 10.1002/hbm.26283. (In press). Green open access
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Fürtjes, Anna E; Cole, James H; Couvy-Duchesne, Baptiste; Ritchie, Stuart J; (2023) A quantified comparison of cortical atlases on the basis of trait morphometricity. Cortex , 158 pp. 110-126. 10.1016/j.cortex.2022.11.001. Green open access
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Gaser, Christian; Kalc, Polona; Cole, James H; (2024) A perspective on brain-age estimation and its clinical promise. Nature Computational Science , 4 pp. 744-751. 10.1038/s43588-024-00659-8. Green open access
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Graham, Neil SN; Cole, James H; Bourke, Niall J; Schott, Jonathan M; Sharp, David J; (2023) Distinct patterns of neurodegeneration after TBI and in Alzheimer's disease. Alzheimer's & Dementia: The Journal of the Alzheimer's Association 10.1002/alz.12934. (In press). Green open access
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Graham, NSN; Jolly, A; Zimmerman, K; Bourke, NJ; Scott, G; Cole, JH; Schott, JM; (2020) Diffuse axonal injury predicts neurodegeneration after moderate–severe traumatic brain injury. Brain , 143 (12) pp. 3685-3698. 10.1093/brain/awaa316. Green open access
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Han, LKM; Dinga, R; Leenings, R; Hahn, T; Cole, JH; Aftanas, LI; Amod, AR; ... Schmaal, L; + view all (2022) A large-scale ENIGMA multisite replication study of brain age in depression. Neuroimage: Reports , 2 (4) , Article 100149. 10.1016/j.ynirp.2022.100149. Green open access
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Han, LKM; Dinga, R; Hahn, T; Ching, CRK; Eyler, LT; Aftanas, L; Aghajani, M; ... Schmaal, L; + view all (2020) Brain aging in major depressive disorder: results from the ENIGMA major depressive disorder working group. Molecular Psychiatry 10.1038/s41380-020-0754-0. (In press). Green open access
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He, Qiling; Shi, Lin; Luo, Yishan; Wan, Chao; Malone, Ian B; Mok, Vincent CT; Cole, James H; (2022) Validation of the Alzheimer's disease-resemblance atrophy index in classifying and predicting progression in Alzheimer's disease. Frontiers in Aging Neuroscience , 14 , Article 932125. 10.3389/fnagi.2022.932125. Green open access
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Hermann, Andreas; Tarakdjian, Gaël Nils; Temp, Anna Gesine Marie; Kasper, Elisabeth; Machts, Judith; Kaufmann, Jörn; Vielhaber, Stefan; ... Dyrba, Martin; + view all (2022) Cognitive and behavioural but not motor impairment increases brain age in amyotrophic lateral sclerosis. Brain Communications , 4 (5) , Article fcac239. 10.1093/braincomms/fcac239. Green open access
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Hobbs, NZ; Farmer, RE; Rees, EM; Cole, JH; Haider, S; Malone, IB; Sprengelmeyer, R; ... Tabrizi, SJ; + view all (2015) Short-interval observational data to inform clinical trial design in Huntington's disease. Journal of Neurology, Neurosurgery and Psychiatry 10.1136/jnnp-2014-309768. Green open access
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Hobday, Harriet; Cole, James H; Stanyard, Ryan A; Daws, Richard E; Giampietro, Vincent; O'Daly, Owen; Leech, Robert; (2022) Tissue volume estimation and age prediction using rapid structural brain scans. Scientific Reports , 12 , Article 12005. 10.1038/s41598-022-14904-5. Green open access
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Jacobs, SAH; Muraro, PA; Cencioni, MT; Knowles, S; Cole, JH; Nicholas, R; (2022) Worse Physical Disability Is Associated With the Expression of PD-1 on Inflammatory T-Cells in Multiple Sclerosis Patients With Older Appearing Brains. Frontiers in Neurology , 12 , Article 801097. 10.3389/fneur.2021.801097. Green open access
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Jenkins, PO; Roussakis, A-A; De Simoni, S; Bourke, N; Fleminger, J; Cole, J; Piccini, P; (2020) Distinct dopaminergic abnormalities in traumatic brain injury and Parkinson's disease. Journal of Neurology, Neurosurgery and Psychiatry , 91 (6) pp. 631-637. 10.1136/jnnp-2019-321759. Green open access
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Johnson, AJ; Buchanan, T; Nodarse, CL; Valdes Hernandez, PA; Huo, Z; Cole, JH; Buford, TW; ... Cruz-Almeida, Y; + view all (2022) Cross-Sectional Brain-Predicted Age Differences in Community-Dwelling Middle-Aged and Older Adults with High Impact Knee Pain. Journal of Pain Research , 15 pp. 3575-3587. 10.2147/JPR.S384229. Green open access
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Johnson, AJ; Cole, J; Fillingim, RB; Cruz-Almeida, Y; (2022) Persistent Non-pharmacological Pain Management and Brain-Predicted Age Differences in Middle-Aged and Older Adults With Chronic Knee Pain. Frontiers in Pain Research , 3 , Article 868546. 10.3389/fpain.2022.868546. Green open access
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Liew, Sook-Lei; Schweighofer, Nicolas; Cole, James H; Zavaliangos-Petropulu, Artemis; Lo, Bethany P; Han, Laura KM; Hahn, Tim; ... Thompson, Paul M; + view all (2023) Association of Brain Age, Lesion Volume, and Functional Outcome in Patients With Stroke. Neurology , 100 (20) e2103-e2113. 10.1212/WNL.0000000000207219. Green open access
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Liu, Mengting; Lu, Minhua; Kim, Sharon Y; Lee, Hyun Ju; Duffy, Ben A; Yuan, Shiyu; Chai, Yaqiong; ... Kim, Hosung; + view all (2023) Brain age predicted using graph convolutional neural network explains neurodevelopmental trajectory in preterm neonates. European Radiology 10.1007/s00330-023-10414-8. (In press). Green open access
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Loreto, Flavia; Verdi, Serena; Kia, Seyed Mostafa; Duvnjak, Aleksandar; Hakeem, Haneen; Fitzgerald, Anna; Patel, Neva; ... Malhotra, Paresh; + view all (2024) Alzheimer's disease heterogeneity revealed by neuroanatomical normative modeling. Alzheimer's & Dementia , 16 (1) , Article e12559. 10.1002/dad2.12559. Green open access
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Martin, Sophie A; Townend, Florence J; Barkhof, Frederik; Cole, James H; (2023) Interpretable machine learning for dementia: A systematic review. Alzheimer's & Dementia 10.1002/alz.12948. (In press). Green open access
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McColgan, P; Seunarine, KK; Razi, A; Cole, JH; Gregory, S; Durr, A; Roos, RA; ... Track-HD Investigators, .; + view all (2015) Selective vulnerability of Rich Club brain regions is an organizational principle of structural connectivity loss in Huntington's disease. Brain , 138 (Pt 11) pp. 3327-3344. 10.1093/brain/awv259. Green open access
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McLachlan, KJJ; Cole, JH; Harris, SE; Marioni, RE; Deary, IJ; Gale, CR; (2020) Attitudes to ageing, biomarkers of ageing and mortality: the Lothian Birth Cohort 1936. Journal of Epidemiology & Community Health 10.1136/jech-2019-213462. (In press). Green open access
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Mcmurran, Christopher E; De Meo, Ermelinda; Cunniffe, Nick G; Brown, J William L; Prados, Ferran; Kanber, Baris; Cole, James H; ... Chard, Declan T; + view all (2025) Exploratory analysis of biological age measures in a remyelination clinical trial. Brain Communications , 7 (1) , Article fcaf032. 10.1093/braincomms/fcaf032. Green open access
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Montella, Alfredo; Tranfa, Mario; Scaravilli, Alessandra; Barkhof, Frederik; Brunetti, Arturo; Cole, James; Gravina, Michela; ... Pontillo, Giuseppe; + view all (2024) Assessing brain involvement in Fabry disease with deep learning and the brain-age paradigm. Human Brain Mapping , 45 (5) , Article e26599. 10.1002/hbm.26599. Green open access
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Montesino-Goicolea, Soamy; Valdes-Hernandez, Pedro; Laffitte Nodarse, Chavier; Johnson, Alisa J; Cole, James H; Antoine, Lisa H; Goodin, Burel R; ... Cruz-Almeida, Yenisel; + view all (2023) Brain-predicted age difference mediates the association between PROMIS sleep impairment, and self-reported pain measure in persons with knee pain. Aging Brain , 4 , Article 100088. 10.1016/j.nbas.2023.100088. Green open access
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Peterson, JA; Johnson, A; Nordarse, CL; Huo, Z; Cole, J; Fillingim, RB; Cruz-Almeida, Y; (2023) Brain predicted age difference mediates pain impact on physical performance in community dwelling middle to older aged adults. Geriatric Nursing , 50 pp. 181-187. 10.1016/j.gerinurse.2023.01.019. Green open access
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Peterson, Jessica A; Strath, Larissa J; Nodarse, Chavier Laffitte; Rani, Asha; Huo, Zhiguang; Meng, Lingsong; Yoder, Sean; ... Cruz-Almeida, Yenisel; + view all (2022) Epigenetic Aging Mediates the Association between Pain Impact and Brain Aging in Middle to Older Age Individuals with Knee Pain. Epigenetics 10.1080/15592294.2022.2111752. (In press). Green open access
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Pontillo, G; Prados, F; Colman, J; Kanber, B; Abdel-Mannan, O; Al-Araji, S; Bellenberg, B; ... Barkhof, F; + view all (2024) Disentangling Neurodegeneration From Aging in Multiple Sclerosis Using Deep Learning: The Brain-Predicted Disease Duration Gap. Neurology , 103 (10) , Article e209976. 10.1212/WNL.0000000000209976. Green open access
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Pontillo, Giuseppe; Prados, Ferran; Wink, Alle Meije; Kanber, Baris; Bisecco, Alvino; Broeders, Tommy AA; Brunetti, Arturo; ... MAGNIMS, study group; + view all (2025) More Than the Sum of Its Parts: Disrupted Core Periphery of Multiplex Brain Networks in Multiple Sclerosis. Human Brain Mapping , 46 (1) , Article e70107. 10.1002/hbm.70107. Green open access
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Popescu, S; Glocker, B; Sharp, D; Cole, J; (2021) Local Brain-Age: A U-Net Model. Frontiers in Aging Neuroscience , 13 , Article 761954. 10.3389/fnagi.2021.761954. Green open access
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Popescu, SG; Whittington, A; Gunn, RN; Matthews, PM; Glocker, B; Sharp, DJ; Cole, JH; (2020) Nonlinear biomarker interactions in conversion from mild cognitive impairment to Alzheimer's disease. Human Brain Mapping 10.1002/hbm.25133. (In press). Green open access
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Ramírez, J; Górriz, JM; Ortiz, A; Cole, JH; Dyrba, M; (2020) Editorial: Deep Learning in Aging Neuroscience. Frontiers in Neuroinformatics , 14 , Article 573974. 10.3389/fninf.2020.573974. Green open access
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Sami, M; Cole, JH; Kempton, MJ; Annibale, L; Das, D; Kelbrick, M; Eranti, S; ... Bhattacharyya, S; + view all (2020) Cannabis use in patients with early psychosis is associated with alterations in putamen and thalamic shape. Human Brain Mapping 10.1002/hbm.25131. (In press). Green open access
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Sanford, Nicole; Ge, Ruiyang; Antoniades, Mathilde; Modabbernia, Amirhossein; Haas, Shalaila S; Whalley, Heather C; Galea, Liisa; ... Frangou, Sophia; + view all (2022) Sex differences in predictors and regional patterns of brain age gap estimates. Human Brain Mapping 10.1002/hbm.25983. (In press). Green open access
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Schulz, MA; Hetzer, S; Eitel, F; Asseyer, S; Meyer-Arndt, L; Schmitz-Hübsch, T; Bellmann-Strobl, J; ... Weygandt, M; + view all (2023) Similar neural pathways link psychological stress and brain-age in health and multiple sclerosis. iScience , 26 (9) , Article 107679. 10.1016/j.isci.2023.107679. Green open access
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Scott, G; Zetterberg, H; Jolly, A; Cole, JH; De Simoni, S; Jenkins, PO; Feeney, C; ... Sharp, DJ; + view all (2018) Minocycline reduces chronic microglial activation after brain trauma but increases neurodegeneration. Brain , 141 pp. 459-471. 10.1093/brain/awx339. Green open access
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Short, Emma; Calimport, Stuart; Bentley, Barry; (2025) Defining an ageing-related pathology, disease or syndrome: International Consensus Statement. GeroScience , 47 (2) pp. 1713-1720. 10.1007/s11357-024-01315-9. Green open access
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Stolicyn, Aleks; Lyall, Laura M; Lyall, Donald M; Høier, Nikolaj; Adams, Mark J; Shen, Xueyi; Cole, James H; ... Smith, Daniel J; + view all (2023) Comprehensive Assessment of Sleep Duration, Insomnia and Brain Structure within the UK Biobank Cohort. Sleep , Article zsad274. 10.1093/sleep/zsad274. (In press). Green open access
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Subramaniapillai, Sivaniya; Schindler, Louise S; Redmond, Paul; Bastin, Mark E; Wardlaw, Joanna M; Hernandez, Maria Valdes; Maniega, Susana Munoz; ... de Lange, Ann-Marie G; + view all (2024) Sex-Dependent Effects of Cardiometabolic Health and APOE4 on Brain Age: A Longitudinal Cohort Study. Neurology , 103 (6) , Article e209744. 10.1212/WNL.0000000000209744. Green open access
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Thompson, PM; Jahanshad, N; Ching, CRK; Salminen, LE; Thomopoulos, SI; Bright, J; Baune, BT; ... ENIGMA Consortium, .; + view all (2020) ENIGMA and global neuroscience: A decade of large-scale studies of the brain in health and disease across more than 40 countries. Translational Psychiatry , 10 (1) , Article 100. 10.1038/s41398-020-0705-1. Green open access
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Tian, Ye Ella; Cole, James H; Bullmore, Edward T; Zalesky, Andrew; (2024) Brain, lifestyle and environmental pathways linking physical and mental health. Nature Mental Health , 2 (10) pp. 1250-1261. 10.1038/s44220-024-00303-4. Green open access
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Underwood, J; Cole, JH; Caan, M; De Francesco, D; Leech, R; van Zoest, RA; Su, T; ... Co-morBidity in Relation to Aids (COBRA) Collaboration, .; + view all (2017) Grey and white matter abnormalities in treated HIV-disease and their relationship to cognitive function. Clinical Infectious Diseases , 65 (3) pp. 422-432. 10.1093/cid/cix301. Green open access
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Underwood, J; De Francesco, D; Cole, JH; Caan, MWA; van Zoest, RA; Schmand, BA; Sharp, DJ; ... COmorBidity in Relation to AIDS (COBRA) Collaboration and the Ph, .; + view all (2019) Validation of a Novel Multivariate Method of Defining HIV-Associated Cognitive Impairment. Open Forum Infectious Diseases , 6 (6) 10.1093/ofid/ofz198. Green open access
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Valdes-Hernandez, Pedro A; Laffitte Nodarse, Chavier; Cole, James H; Cruz-Almeida, Yenisel; (2023) Feasibility of brain age predictions from clinical T1-weighted MRIs. Brain Research Bulletin , 205 , Article 110811. 10.1016/j.brainresbull.2023.110811. Green open access
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Valdes-Hernandez, Pedro A; Laffitte Nodarse, Chavier; Johnson, Alisa J; Montesino-Goicolea, Soamy; Bashyam, Vishnu; Davatzikos, Christos; Peraza, Julio A; ... Cruz-Almeida, Yenisel; + view all (2023) Brain-predicted age difference estimated using DeepBrainNet is significantly associated with pain and function—a multi-institutional and multiscanner study. Pain , 164 (12) pp. 2822-2838. 10.1097/j.pain.0000000000002984. Green open access
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Valdes-Hernandez, Pedro A; Laffitte Nodarse, Chavier; Peraza, Julio A; Cole, James H; Cruz-Almeida, Yenisel; (2023) Toward MR protocol-agnostic, unbiased brain age predicted from clinical-grade MRIs. Scientific Reports , 13 (1) , Article 19570. 10.1038/s41598-023-47021-y. Green open access
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Van Zoest, RA; Underwood, J; De Francesco, D; Sabin, CA; Cole, JH; Wit, FW; Caan, MWA; ... Co-morBidity in Relation to AIDS (COBRA) Collaboration, .; + view all (2018) Structural Brain Abnormalities in Successfully Treated HIV Infection: Associations With Disease and Cerebrospinal Fluid Biomarkers. The Journal of Infectious Diseases , 217 (1) pp. 69-81. 10.1093/infdis/jix553. Green open access
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Váša, F; Hobday, H; Stanyard, RA; Daws, RE; Giampietro, V; O'Daly, O; Lythgoe, DJ; ... Cole, JH; + view all (2021) Rapid processing and quantitative evaluation of structural brain scans for adaptive multimodal imaging. Human Brain Mapping 10.1002/hbm.25755. (In press). Green open access
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Verdi, Serena; Kia, Seyed Mostafa; Yong, Keir XX; Tosun, Duygu; Schott, Jonathan M; Marquand, Andre F; Cole, James H; (2023) Revealing Individual Neuroanatomical Heterogeneity in Alzheimer Disease Using Neuroanatomical Normative Modeling. Neurology , 100 (24) e2442-e2453. 10.1212/WNL.0000000000207298. Green open access
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Verdi, Serena; Rutherford, Saige; Fraza, Charlotte; Tosun, Duygu; Altmann, Andre; Raket, Lars Lau; Schott, Jonathan M; ... Cole, James H; + view all (2024) Personalizing progressive changes to brain structure in Alzheimer's disease using normative modeling. Alzheimer's & Dementia , 20 (10) pp. 6998-7012. 10.1002/alz.14174. Green open access
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Verdi, S; Marquand, AF; Schott, JM; Cole, JH; (2021) Beyond the average patient: how neuroimaging models can address heterogeneity in dementia. Brain 10.1093/brain/awab165. (In press). Green open access
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Wagen, AZ; Coath, W; Keshavan, A; James, SN; Parker, TD; Lane, CA; Buchanan, SM; ... Schott, JM; + view all (2022) Life course, genetic, and neuropathological associations with brain age in the 1946 British Birth Cohort: a population-based study. The Lancet Healthy Longevity , 3 (9) e607-e616. 10.1016/S2666-7568(22)00167-2. Green open access
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Wise, T; Radua, J; Via, E; Cardoner, N; Abe, O; Adams, TM; Amico, F; ... Arnone, D; + view all (2016) Common and distinct patterns of grey-matter volume alteration in major depression and bipolar disorder: evidence from voxel-based meta-analysis. Molecular Psychiatry , 22 pp. 1455-1463. 10.1038/mp.2016.72. Green open access
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Wood, DA; Kafiabadi, S; Busaidi, AA; Guilhem, E; Montvila, A; Lynch, J; Townend, M; ... Booth, TC; + view all (2022) Accurate brain‐age models for routine clinical MRI examinations. NeuroImage , 249 , Article 118871. 10.1016/j.neuroimage.2022.118871. Green open access
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Wood, David A; Kafiabadi, Sina; Busaidi, Ayisha Al; Guilhem, Emily; Montvila, Antanas; Lynch, Jeremy; Townend, Matthew; ... Booth, Thomas C; + view all (2022) Deep learning models for triaging hospital head MRI examinations. Medical Image Analysis , 78 , Article 102391. 10.1016/j.media.2022.102391. (In press). Green open access
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Wood, David A; Townend, Matthew; Guilhem, Emily; Kafiabadi, Sina; Hammam, Ahmed; Wei, Yiran; Al Busaidi, Ayisha; ... Booth, Thomas C; + view all (2024) Optimising brain age estimation through transfer learning: A suite of pre-trained foundation models for improved performance and generalisability in a clinical setting. Human Brain Mapping , 45 (4) , Article e26625. 10.1002/hbm.26625. Green open access
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Wood, DA; Kafiabadi, S; Al Busaidi, A; Guilhem, EL; Lynch, J; Townend, MK; Montvila, A; ... Booth, TC; + view all (2021) Deep learning to automate the labelling of head MRI datasets for computer vision applications. European Radiology 10.1007/s00330-021-08132-0. (In press). Green open access
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Proceedings paper

Popescu, SG; Sharp, DJ; Cole, JH; Kamnitsas, K; Glocker, B; (2021) Distributional Gaussian Process Layers for Outlier Detection in Image Segmentation. In: Information Processing in Medical Imaging. (pp. pp. 415-427). Springer: Cham, Switzerland. Green open access
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Wood, David A; Kafiabadi, Sina; Al Busaidi, Aisha; Guilhem, Emily; Montvila, Antanas; Agarwal, Siddartha; Lynch, Jeremy; ... Booth, Thomas C; + view all (2021) Automated triaging of head MRI examinations using convolutional neural networks. In: Heinrich, Mattias and Dou, Qi and de Bruijne, Marleen and Lellmann, Jan and Schläfer, Alexander and Ernst, Floris, (eds.) Proceedings of Machine Learning Research. (pp. pp. 813-841). PMLR Green open access
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Wood, DA; Kafiabadi, S; Al Busaidi, A; Guilhem, E; Lynch, J; Townend, M; Montvila, A; ... Booth, TC; + view all (2020) Labelling Imaging Datasets on the Basis of Neuroradiology Reports: A Validation Study. In: Interpretable and Annotation-Efficient Learning for Medical Image Computing. IMIMIC 2020, MIL3ID 2020, LABELS 2020. (pp. pp. 254-265). Springer: Cham, Switzerland. Green open access
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This list was generated on Tue Jan 27 07:50:26 2026 GMT.