The Female Brain Studied at Scale
We study sex-specific patterns in brain structure, cognition, and health outcomes in clinical and population-based cohorts. Our research interests include female transition phases; adolescence, pregnancy, menopause, and ageing, as well as sex differences in risk factors and disease trajectories.
We are actively engaged in science communication and advocacy for inclusive, data-driven approaches to brain health research. Our work has been supported by competitive grants from major funders including the Swiss National Science Foundation and the Research Council of Norway.
FEMILAB TEAM
Ann-Marie is a neuroscientist and clinical psychologist specialising in population neuroscience and applied machine learning. She is a Lecturer (Teaching & Research) at Queen Mary University of London, and an Honorary Research Fellow at the University of Oxford and University of Oslo.
Her research combines neuroimaging (MRI), clinical, genetic, and psychosocial data to study brain health and disease risk, with a particular focus on women’s brain and mental health across the lifespan. Ann-Marie has extensive experience in science communication through high-profile platforms such as TEDx and the BBC, and is the author of a forthcoming popular-science book on the female brain.
Sivaniya is a former FemiLab Postdoctoral Fellow and current PI of the Diverse Brains project at Unisanté in Lausanne, Switzerland.
Her research aims to develop inclusive brain health models that better serve diverse populations globally. With expertise in sex differences in brain health and dementia risk, she investigates how intersectionality and environmental influences shape brain ageing — particularly in relation to sex, gender, and women’s health.
Sivaniya has an award-winning track record in public engagement, including first place in the 2024 international FameLab competition with her talk “A recipe to improve diversity in Alzheimer’s disease”.
Affiliated PhD students & Research Assistants
Project/lab: Diverse brains: A global, inclusive approach to health equity in brain aging (PI: Dr Sivaniya Subramaniapillai)
Project/lab: BRAINMINT: Brains and minds in transition (PI: Prof. Lars Westlye)
Project/lab: FemiLab: Women's Brain Health Across the Lifespan (PI Dr de Lange)
Project/lab: FemiLab: Women's Brain Health Across the Lifespan (PI Dr de Lange)
Project/lab: FemiLab: Women's Brain Health Across the Lifespan (PI Dr de Lange)
Previous member | Dr Michelle Jansen
Lausanne University Hospital (CHUV)
Former visiting PhD student
Project/lab: Cognitive Aging, Donders Centre for Cognition (PI Prof. Joukje Oosterman)
Project/lab: Multimodal Imaging (PI Prof. Lars Westlye)
Project/lab: Multimodal Imaging (PI Prof. Lars Westlye)
PUBLICATION HIGHLIGHTS
PUBLICATION LIST
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Ambikairajah, A., Foxe, D., de Lange, A-M.G, Carrick, J., Cheung, S.C., Srikanthg, V.K., Hwang, Y.T., Ahmede, R.M., Burrelle, K.R. & Piguet, O. (2025) A Bayesian Analysis of Diagnostic Timelines Across Alzheimer’s Disease, Frontotemporal Dementia and Other Neurodegenerative Conditions. Alzheimer’s & Dementia: Diagnosis, Assessment & Disease Monitoring.
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Askeland-Gjerde, D. E., Westlye, L.T., Andersson, P., Korbmache, M., de Lange, A-M.G, Linge, J., van der Meer, D., Smeland, O., Halvorsen, S., Andreassen, O.A., & Gurholt, T.P.. (2025) Mediation analyses link cardiometabolic factors and liver fat with white matter hyperintensities and cognitive performance: A UK Biobank study. Biological Psychiatry.
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Barth, C, Jacobs, E. G., Taylor, C., Lee, B., Galea, L., Westlye, L. T. & de Lange, A-M.G. (2025) Menopausal hormonetherapy and the female brain: leveraging neuroimaging and prescription registry data from the UK Biobank cohort. eLife.
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Beck, D., Whitmore, L., MacSweeney, N., Brieant, A., Karl, V., de Lange, A-M.G, Westlye, L.T., Mills, K. L., & Tamnes,
C. K. (2024) Dimensions of early life adversity are differentially associated with patterns of delayed and accelerated brain maturation. Biological Psychiatry.
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Subramaniapillai, S., Schindler, L.S., Redmond, P., Bastin, M.E., Wardlaw, J.M., (....), Cox, S.R., Schott, J.M., Cole, J.H., de Lange, A-M.G. (2024) Sex-Dependent Effects of Cardiometabolic Health and APOE4 on Brain Age: A Longitudinal Cohort Study. Neurology.
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Crestol, A, de Lange, A-M.G, Schindler, L.S., Subramaniapillai, S., Nerland, S., Oppenheimer, H., Westlye, L.T., Andreassen, O.A., Agartz, I., Tamnes, C.T., & Barth, C. (2024) Linking menopause-related factors, depression, APOE e4, and proxies of biological aging in the UK Biobank cohort. Hormones and Behaviour
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Beck, D., de Lange, A-M.G., Gurholt, T.P., Voldsbekk, I., Subramaniapillai, S., Schindler, L.S., Hindley, G., Leonardsen, E.
H., Rahman, Z., van der Meer, D., Korbmacher, M., Linge, J., Leinhard, O.D., Kalleberg, K. T., Engvig, A., Sønderby, I., Andreassen, O.A., & Westlye, L. T. (2024) Dissecting sources of cardiometabolic and brain health using body and brain age prediction. Human Brain Mapping.
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de Lange, A-M.G, Leonardsen, E., Barth., Schindler, L.S., Crestol, A., Subramaniapillai, S., Hill, D., Alnæs, D., & Westlye, L. T. (2024) Parental status and markers of brain and cellular age: A 3D convolutional network and classification study Psychoneuroendocrinology.
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Martínez-García, M., Jacobs, E., de Lange, A-M.G, & Carmona, S. (2024) Advancing the neuroscience of human pregnancy. Nature Neuroscience.
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Ambikairajah, A., Khondoker, M., Morris, E., de Lange, A-M.G., Saleh, R.N.M., Minihane, A.M., & Hornberger, M. (2024) Investigating the synergistic effects of hormone replacement therapy, APOE and age on brain health in the UK Biobank. Human Brain Mapping.
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Korbmacher, M., van der Meer, D., Beck. D., de Lange, A-M.G., Eikefjord, E., Lundervold, A., Andreassen, O.A., Westlye, L.T., & Maximov, I.I. (2024) Brain asymmetries from midlife to old adulthood and hemispheric brain age.
Nature Communications. -
Sartorius, A.M., Rokicki, J., Bettella, F., Barth, C., de Lange, A-M.G., Haram, M., Shadri, A., Winterton, A., Steen, N.E., Schwarz, E., Stein, D.J., Andreassen, O.A., van der Meer, D., Westly, L.T., Theofanopoulou C., & Quintana D. (2024) An evolutionary timeline of the oxytocin signaling pathway. Communications Biology.
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Schindler, L.S., Subramaniapillai, S., Ambikairajah, A., Barth, C., Crestol, A., Voldsbekk, I., Beck, D., Gurholt, T.P., Topiwala, A., Suri, S., Ebmeier, K. P., Draganski, B., Andreassen O.A., Westlye, L. T., & de Lange, A-M.G. (2023) Cardiometabolic health across menopausal years is linked to white matter hyperintensities up to a decade later. Frontiers in Global Women's Health.
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Wierenga, L.M., Ruigrok, A., Homanen, I., (...) de Lange, A-M.G., Tamnes, C., Bos, M.G.N. (2023) Recommendations for a Better Understanding of Sex and Gender in the Neuroscience of Mental Health. Biological Psychiatry: Global Open Science.
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Subramaniapillai, S., Galea, L., Einstein, G., & de Lange, A-M.G. (2023) Perspective: Sex and gender in health research: Intersectionality matters. Frontiers in Neuroendocrinology.
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Barth, S., Crestol, A., de Lange, A-M.G & Galea, L. (2023) Sex Steroids and The Female Brain Across the Lifespan: Insights into Risk of Depression and Alzheimer’s Disease. The Lancet Diabetes & Endocrinology.
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Anatürk, M., Patelc, R., Newby, D., Topiwala, A., de Lange, A-M.G., Cole, J. H., Jansen, M., Ebmeier, K.P., Singh-Manoux, A., Kivimäki, M., & Suri,S. (2023) Development and Validation of a Dementia Risk Score in the UK Biobank and Whitehall II Cohorts. BMJ Mental Health.
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Pasin, C., Consiglio, C.R., Huisman, J.S., de Lange, A-M.G, Peckham, H., Vallego-Y ̈ague, E., Abela, I., Islander,U., Neuner-Jehle, N., Pujantell, M., Roth, O., Schirmer, M., Tepekule, B., Zeeb, M., Hachfeld, A., Aebi-Popp. K., Kouyos, R., & Bonhoeffer, S. (2023) Sex and gender in infection and immunity: Addressing the bottlenecks from basic science to public health and clinical applications. Royal Society Open Science.
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Korbmacher, M., Gurholt, T.P., de Lange, A-M.G, van der Meer, D., Beck, D., Eikefjord, E., Lundervold, A., Andreassen,
O.A., Westlye, L. & Maximov, I. I. (2023) Bio-psycho-social factors’ associations with brain age: a large-scale UK Biobank diffusion study of 35,749 participants. Frontiers in Psychology.
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Leonardsen, E.H., Vidal-Piñeiro, D., Roe, J.M., Frei, O., Shadrin, A.A., Iakunchykova, O., de Lange, A-M.G, Kaufmann, T., Andreassen, O.A., Wolfers, T., Westlye, L.T., Wang, Y. (2023) Genetic architecture of brain age and its casual relations with brain and mental disorders Molecular Psychiatry.
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Korbmacher, M., de Lange, A-M.G, van der Meer, D., Beck, D., Eikefjord, E., Lundervold, A., Westlye, L., Andreassen,
O.A., & Maximov, I. I. (2023) Brain-wide associations between white matter and age highlight the role of fornix microstructure in brain ageing. Human Brain Mapping.
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Trofimova, O., Latypova, A., DiDomenicantonio, G., Lutti, A., de Lange, A-M.G, Kliegel, M., Stringhini, S., Marques-Vidal, P., Vaucher, J., Vollenweider, P., Strippoli, M.P.F., Preisig, M., Kherif, F., & Draganski, B. (2023) Topography of associations between cardiovascular risk factors and myelin loss in the ageing human brain. Communications Biology.
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Holm, M., Leonardsen, E., Beck D., Dahl, A., Kjelkenes, R., de Lange, A-M.G., & Westlye, L.T. (2023) Linking brain maturation and puberty during early adolescence using longitudinal brain age prediction in the ABCD cohort. Developmental Cognitive Neuroscience.
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Voldsbekk, I., Kjelkenes, R., Wolfers, T., Dahl, A., Lund, M.J., Kaufmann, T., Fernandez-Cabello, S., de Lange, A-M.G., Tamnes, C.K., Andreassen, O.A., Westlye, L.T., Alnæs, D. (2023) Shared pattern of impaired social communication and cognitive ability in the youth brain across diagnostic boundaries. Developmental Cognitive Neuroscience.
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Løchen, A.R, Kolskår, K.K, de Lange, A-M.G., Sneve, M., Haatveit, B., Lagerberg T. V., Ueland, T., Melle, M., Andreassen
O.A., Westlye, L.T. & Alnæs, D. (2023) Visual processing deficits in patients with schizophrenia spectrum and bipolar disorders and associations with psychotic symptoms, and intellectual abilities. Heliyon.
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Sjøveian Lindseth, L.R., de Lange, A-M.G, van der Meer, D., Agartz I., Westlye, L.T., Tamnes, C. & Barth, C. (2022) Associations between reproductive history, hormone use, APOE ε4 genotype and cognition in middle- to older-aged women from the UK Biobank. Frontiers in Aging Neuroscience.
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van der Meer, D., Gurholt, T.P., Sønderby, I.E., Shadrin, A.A., Hindley, G., Rahman, Z., de Lange, A-M.G, Beck, D., Frei, O., Leinhard, O.D., Linge, J., Simon, R., Westlye, L.T., Halvorsen, S., Karlsen T. H., Kaufmann, & T., Andreassen, O.A. (2022) The link between liver fat and cardiometabolic diseases is highlighted by genome-wide association study of MRI-derived measures of body composition. Communications Biology.
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Schindler, L.S., Subramaniapillai, S., Barth, C., van der Meer, D., Pedersen, M.L., Kaufmann, T., Maximov, I., Linge, J., Dahlqvist Leinhard, O., Beck, D., Gurholt, T.P., Voldsbekk, I., Suri, S., Ebmeier, K.P., Draganski, B., Andreassen, O.A., Westlye, L.T., de Lange, A-M.G (2022) Associations between abdominal adipose tissue, reproductive span, and brain characteristics in post-menopausal women. NeuroImage: Clinical.
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Aamodt, E.B., Alnæs, D., de Lange, A-M.G., Aam, S., Schellhorn, T., Saltvedt, I., Beyer, M.K., Westlye, L.T.(2022) Longitudinal brain age prediction and cognitive function after stroke. Neurobiology of Aging.
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Bråthen, A.C.S., Sørensen, Ø., de Lange, A-M.G., Fjell, A.M. & Walhovd, K.B. (2023) Cognitive and hippocampal changes weeks and years after memory training. Scientific Reports.
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Subramaniapillai, S, Suri, S., Barth, C., Maximov, I. I., Voldsbekk, I., van der Meer, D., Gurholt, T.P., Beck, D., Andreassen O.A., Draganski, B., Ebmeier, K., Westlye, L.T. & de Lange, A-M.G. (2022) Sex- and age-specific associations between cardiometabolic risk and white matter brain age in the UK Biobank cohort. Human Brain Mapping.
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Leonardsen, E., Peng, H., Kaufmann, T., Agartz, I., Andreassen, O.A., Celius, E.H., Espeseth, T., Harbo, H., Høgestøl, E.A., de Lange, A-M.G., Marquand, A.F., Vidal-Piñeiro, D., Roe, J., Selbæk, G., Sørensen, Ø., Smith, S.M., Westlye, L.T. Wolfers, & T., Wang, Y. (2022) Deep learning models learn general and disease-relevant representations of the ageing brain based on T1-weighted MRI data. NeuroImage.
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de Lange, A-M.G., Anatürk, M.„ Rokicki, J., Han, L.K.M., Franke, K., Alnæs, D., Ebmeier, K., Draganski, B., Kaufmann, T., Westlye, L. T. Hahn, T. & Cole, J. H. (2022) Mind the gap: performance metric evaluation in brain-age prediction. Human Brain Mapping.
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Rokicki, J, Kaufmann, T., de Lange, A-M.G, van der Meer, D., Sartorius, A., Steen, N.E., Schwarz, E., Stein, D., Nærland,
T., Andreassen, O.A., Westlye, L.T., & Quintana, D. (2022) Oxytocin receptor expression patterns in the human brain across development. Neuropsychopharmacology.
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Beck, D., de Lange, A-M.G., Alnæs, D., Maximov, I., Pedersen, M. L., Leinhard, O. D., Linge, J., Simon, R.,Richard, G., Ulrichsen, K.M., K.M., Dørum, E., Kolskår, K., Sander, A-M., Winterton, A., Gurholt, T., Kaufmann, T., Stten, N. E., Nordvik, J.E., Andreassen, O.A. & Westlye, L. T. (2022) Adipose tissue distribution from body MRI is associated with cross-sectional and longitudinal brain age in adults. NeuroImage: Clinical.
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Lund, M., Alnæs, D., de Lange, A-M.G., Andreassen, O.A., Westlye, L.T., & Kaufmann, T. (2021) Brain age prediction using fMRI network coupling in youths and associations with psychiatric symptoms. NeuroImage: Clinical.
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Beck, D., de Lange, A-M.G., Pedersen, M. L., Alnæs, Maximov, I., Voldsbekk, I., D., Richard, G., Sanders, A-M., Ulrichsen, K.M., Dørum, E., Kolskår, K., Høgestøl, E. A., Steen, N. E., Djurovic, S., Andreassen, O.A., Nordvik, J.E., Kaufmann, T. & Westlye, L. T. (2021) Cardiometabolic risk factors associated with brain age and accelerated brain ageing. Human Brain Mapping.
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Winterton, A, Bettella, F., de Lange, A-M.G., Haram, M., Steen, N.E., Westlye, L.T., Andreassen, O.A., & Quintana, D. (2021) Oxytocin pathway polygenic risk scores for severe mental disorder and metabolic phenotypes in the UK Biobank. Translational Psychiatry.
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Jansen, M. G., Griffanti, L., Mackay, C. E, Anatürk, M., Melazzini, L., de Lange, A-M.G., Filippini, N., Zsoldos, E., Wiegertjes, K., de Leeuw, F.E., Singh-Manoux, A., Kivimäki, M., Ebmeier, K.P.,& Suri, S. (2021) Association of cerebral small vessel disease burden with brain structure and vascular and cognitive trajectories in mid-to-late life. Journal of Cerebral Blood Flow and Metabolism.
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de Lange, A-M.G., Kaufmann, T., Quintana, D.S., Winterton, A., Andreassen, O. A., Westlye, L. T., & Ebmeier, K. (2021) Prominent health problems, socioeconomic deprivation, and higher brain age in lonely and isolated individuals: A population-based study. Behavioural Brain Research.
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Sanders, A-M., Richard, G., Kolskår, K., Ulrichsen, K., Kaufmann, T., Alnæs, D., Beck, D., Dørum, E. S., de Lange, A-M.G., Nordvik, J.E., & Westlye, L. T. (2021) Linking brain structure with objective measures of physical activity and capability in healthy adults aged 65 to 89 years. NeuroImage: Clinical.
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Voldsbekk, I., Barth, C., Maximov, I. I., Kaufmann, T., Beck, D., Richard, G., Moberget, T., Westlye, L. T & de Lange, A-M.G. (2021) A history of previous childbirths is linked to women’s white matter brain age in midlife and older age. Human Brain Mapping.
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Maximov, I. I., van der Meer, D., de Lange, A-M.G., Kaufmann, T., Shadrin, A., Frei, O., Wolfers, T., Westlye, L. T. (2021) Fast qualitY conTrol meThod foR derIved diffUsion Metrics (YTTRIUM) in big data analysis: UK Biobank 18608
example. Human Brain Mapping -
de Lange, A-M.G., Jacobs, E. G. & Galea, L.A.M (2021) Editorial: The scientific body of knowledge: Whose body does it serve? A spotlight on women’s brain health. Frontiers in Neuroendocrinology.
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Beck, D, de Lange, A-M.G, Maximov, I., Andreassen, O. A., Nordvik, J. E., & Westlye, L. T. (2021) White matter microstruc- ture across the adult lifespan: A mixed longitudinal and cross-sectional study using advanced diffusion models and brain-age prediction. NeuroImage.
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Hellstrøm, T., Andelic, N., Helseth, E., Eikli, K., de Lange, A-M.G., & Westlye, L. T. (2021) Apolipoprotein e4 status and brain structure 12 months after mild traumatic injury: brain age prediction using brain morphometry and diffusion tensor imaging. Journal of Clinical Medicine.
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Anatürk, M., Kaufmann, T., Cole, J.H., Suri, S., Griffanti, L., Filippini, N., Zsoldos, E., Westlye, T., Ebmeier, K. & de Lange, A-M.G. (2020) Prediction of brain age and cognitive age: quantifying cognitive reserve and brain maintenance in aging. Human Brain Mapping.
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Barth, C., Nerland, S., de Lange, A-M.G, Wortinger, L. A., Hilland, E., Andreassen, O.A., Jørgensen, K. N., & Agartz, I. (2020) In vivo amygdala nuclei volumes across the schizophrenia-bipolar spectrum. Schizophrenia bulletin.
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de Lange, A-M.G, Barth, C., Kaufmann, T., Anatürk, Suri, S., M., Ebmeier, K. P., & Westlye, L. T. (2020) The maternal brain: region-specific patterns of brain aging are traceable decades after childbirth. Human Brain Mapping.
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Barth, C. & de Lange, A-M.G. (2020) Towards an understanding of womens brain aging: the immunology of pregnancy and menopause. Frontiers in Neuroendocrinology
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Rokicki, J., Wolfers, T., Nordhøy, W., Teslia, N., Quintana, D. S., Alnæs, D., Richard, G., de Lange, A-M.G., Lund, M. J., Nor- bom, L., Agartz, I., Melle, I., Nærland, T., Selbækh, G., Persson, K., Nordvik, J. E., Schwarz, E., Andreassen, O. A., Kaufmann, T., & Westlye, L. T. (2020) Multimodal imaging improves brain age prediction and reveals distinct abnormalities in patients with psychiatric and neurological disorders. Human Brain Mapping.
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de Lange, A-M.G, Anatürk, M., Kaufmann, T., Cole, J., Griffanti, L., Zsoldos, E., Jensen, D., Suri, S., Filippini, N., Singh-Manoux, A., Kivimäki, M., Westlye, L. T., & Ebmeier, K. (2020) Multimodal brain-age prediction and cardiovascular risk: The Whitehall II MRI study. NeuroImage.
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Walhovd, K.B., Bråthen, A.C.S., Panizzon., M.S, Mowinckel, A. M., Sørensen, Ø., de Lange, A-M.G., Krogsrud, S. K., Håberg, A., Franz, C., Kremen, W. & Fjell, A. M. (2020) Within-session verbal learning slope is predictive of lifespan delayed recall, hippocampal volume, and memory training benefit, and is heritable. Scientific Reports.
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de Lange A-M.G*, Barth, C*., Kaufmann. Maximov, I., van der Meer, D., T., Agartz, I., & Westlye, L. T. (2020) Women’s brain aging: effects of sex-hormone exposure, pregnancies, and genetic risk for Alzheimer’s disease. *joint first authors. Human Brain Mapping.
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de Lange, A-M.G & Cole, J.H. (2020) Commentary: Correction procedures in brain-age prediction. Neuroimage: Clinical.
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Bråthen, A.C.S., de Lange, A-M.G., Fjell, A.M. & Walhovd, K.B. (2020) Risk- and protective factors for memory plasticity in aging. Neuropsychology, development, and cognition.
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Tønnesen, S., Kaufmann,T., de Lange, A-M.G., Richard, G, Doan, N. T., Alnæs, D., van der Meer, D., Rokicki, J., Moberget, T., Maximov., I. I., Agartz, I., Aminoff, S. R., Beck, D., Barch, D., Beresniewicz, J., Cervenka, S., Bergman, H. F., Craven, A. R., Flyckt, L., Gurholt, T. P., Haukvik, U. K., Hugdahl, K., Johnsen, E., Jönsson, E. G., Kolskår, K. K., Kompus, K., Kroken, R. A., Lagerberg, T. V., Løberg, E. M., Nordvik, J E., Sanders, A. M., Ulrichsen, K., Andreassen, O. A., Westlye, L. T. (2020) Brain age prediction reveals aberrant brain white matter in schizophrenia and bipolar disorder: A multi-sample diffusion tensor imaging study. Biological Psychiatry.
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de Lange, A-M.G., Kaufmann, T., van de Meer, D., Maglanoc, L., Alnæs, D., Moberget, T., Douaud, G., Andreassen, O.A., & Westlye, L.T. (2019) Population-based neuroimaging reveals traces of childbirth in the maternal brain. Proceedings of the National Academy of Sciences.
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Fjell, A.M., Sederevicius, D., Sneve, M.H., de Lange, A-M.G., Bråthen, A.C.S., & Walhovd, K.B. (2019) Self-reportedsleep problems are related to amyloid deposition in cortical regions with high HOMER1 gene expression. Cerebral Cortex.
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de Lange, A-M.G., Bråthen, A.C.S., Rohani, D.A., Fjell, A.M & Walhovd, K.B. (2018) The Temporal Dynamics of BrainPlasticity in Aging. Cerebral Cortex
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Bråthen, A.C.S., de Lange, A-M.G., Rohani, D.A., Sneve, M.H., Fjell, A.M. & Walhovd, K.B. (2018) Multimodalcortical and hippocampal prediction of episodic memory plasticity in young and older adults. Human Brain Mapping
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de Lange, A-M.G., Bråthen, A.C.S., Rohani, D.A., Grydeland, H., L., Fjell, A.M. & Walhovd, K.B. (2017) The Effectsof Memory Training on Behavioral and Microstructural Plasticity in Young and Older Adults. Human Brain Mapping.
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de Lange, A-M.G., Bråthen, A.C.S., Grydeland, H., Sexton, C., Johansen-Berg, H., Andersson, J.L.R., Rohani, D.A.,Nyberg, L., Fjell, A.M. & Walhovd, K.B. (2016). White Matter Integrity as a Marker for Cognitive Plasticity in Aging.Neurobiology of Aging.
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Walhovd, K. B., Westerhausen, R., de Lange, A-M.G., Bråthen, A. C. S., Grydeland, H., Engvig, A. & Fjell, A. M. (2015).Premises of plasticity - And the loneliness of the medial temporal lobe. NeuroImage
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Fjell, A. M., Sneve, M., Grydeland, h., Storsve, A.B., de Lange, A-M.G., Amlien, I., Røgeberg, O., Walhovd, K.B. (2015). Functional connectivity change across multiple cortical networks relates to episodic memory changes in aging. Neurobiology of Aging.