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8. Brain-age prediction:Systematic evaluation of site effects, and sample age range and size

Author

Yu, Yuetong, Cui, Hao‐Qi, Haas, Shalaila S., New, Faye, Sanford, Nicole, Yu, Kevin, Zhan, Denghuang, Yang, Guoyuan, Gao, Jia‐Hong, Wei, Dongtao, Qiu, Jiang, Banaj, Nerisa, Boomsma, Dorret I., Breier, Alan, Brodaty, Henry, Buckner, Randy L., Buitelaar, Jan K., Cannon, Dara M., Caseras, Xavier, Clark, Vincent P., Conrod, Patricia J., Crivello, Fabrice, Crone, Eveline A., Dannlowski, Udo, Davey, Christopher G., de Haan, Lieuwe, de Zubicaray, Greig I., Di Giorgio, Annabella, Fisch, Lukas, Fisher, Simon E., Franke, Barbara, Glahn, David C., Grotegerd, Dominik, Gruber, Oliver, Gur, Raquel E., Gur, Ruben C., Hahn, Tim, Harrison, Ben J., Hatton, Sean, Hickie, Ian B., Hulshoff Pol, Hilleke E., Jamieson, Alec J., Jernigan, Terry L., Jiang, Jiyang, Kalnin, Andrew J., Kang, Sim, Kochan, Nicole A., Kraus, Anna, Lagopoulos, Jim, Lazaro, Luisa, McDonald, Brenna C., McDonald, Colm, McMahon, Katie L., Mwangi, Benson, Piras, Fabrizio, Rodriguez‐Cruces, Raul, Royer, Jessica, Sachdev, Perminder S., Satterthwaite, Theodore D., Saykin, Andrew J., Schumann, Gunter, Sevaggi, Pierluigi, Smoller, Jordan W., Soares, Jair C., Spalletta, Gianfranco, Tamnes, Christian K., Trollor, Julian N., Van't Ent, Dennis, Vecchio, Daniela, Walter, Henrik, Wang, Yang, Weber, Bernd, Wen, Wei, Wierenga, Lara M., Williams, Steven C. R., Wu, Mon‐Ju, Zunta‐Soares, Giovana B., Bernhardt, Boris, Thompson, Paul, Frangou, Sophia, Ge, Ruiyang, Yu, Yuetong, Cui, Hao‐Qi, Haas, Shalaila S., New, Faye, Sanford, Nicole, Yu, Kevin, Zhan, Denghuang, Yang, Guoyuan, Gao, Jia‐Hong, Wei, Dongtao, Qiu, Jiang, Banaj, Nerisa, Boomsma, Dorret I., Breier, Alan, Brodaty, Henry, Buckner, Randy L., Buitelaar, Jan K., Cannon, Dara M., Caseras, Xavier, Clark, Vincent P., Conrod, Patricia J., Crivello, Fabrice, Crone, Eveline A., Dannlowski, Udo, Davey, Christopher G., de Haan, Lieuwe, de Zubicaray, Greig I., Di Giorgio, Annabella, Fisch, Lukas, Fisher, Simon E., Franke, Barbara, Glahn, David C., Grotegerd, Dominik, Gruber, Oliver, Gur, Raquel E., Gur, Ruben C., Hahn, Tim, Harrison, Ben J., Hatton, Sean, Hickie, Ian B., Hulshoff Pol, Hilleke E., Jamieson, Alec J., Jernigan, Terry L., Jiang, Jiyang, Kalnin, Andrew J., Kang, Sim, Kochan, Nicole A., Kraus, Anna, Lagopoulos, Jim, Lazaro, Luisa, McDonald, Brenna C., McDonald, Colm, McMahon, Katie L., Mwangi, Benson, Piras, Fabrizio, Rodriguez‐Cruces, Raul, Royer, Jessica, Sachdev, Perminder S., Satterthwaite, Theodore D., Saykin, Andrew J., Schumann, Gunter, Sevaggi, Pierluigi, Smoller, Jordan W., Soares, Jair C., Spalletta, Gianfranco, Tamnes, Christian K., Trollor, Julian N., Van't Ent, Dennis, Vecchio, Daniela, Walter, Henrik, Wang, Yang, Weber, Bernd, Wen, Wei, Wierenga, Lara M., Williams, Steven C. R., Wu, Mon‐Ju, Zunta‐Soares, Giovana B., Bernhardt, Boris, Thompson, Paul, Frangou, Sophia, and Ge, Ruiyang

Abstract

Structural neuroimaging data have been used to compute an estimate of the biological age of the brain (brain-age) which has been associated with other biologically and behaviorally meaningful measures of brain development and aging. The ongoing research interest in brain-age has highlighted the need for robust and publicly available brain-age models pre-trained on data from large samples of healthy individuals. To address this need we have previously released a developmental brain-age model. Here we expand this work to develop, empirically validate, and disseminate a pre-trained brain-age model to cover most of the human lifespan. To achieve this, we selected the best-performing model after systematically examining the impact of seven site harmonization strategies, age range, and sample size on brain-age prediction in a discovery sample of brain morphometric measures from 35,683 healthy individuals (age range: 5–90 years; 53.59% female). The pre-trained models were tested for cross-dataset generalizability in an independent sample comprising 2101 healthy individuals (age range: 8–80 years; 55.35% female) and for longitudinal consistency in a further sample comprising 377 healthy individuals (age range: 9–25 years; 49.87% female). This empirical examination yielded the following findings: (1) the accuracy of age prediction from morphometry data was higher when no site harmonization was applied; (2) dividing the discovery sample into two age-bins (5–40 and 40–90 years) provided a better balance between model accuracy and explained age variance than other alternatives; (3) model accuracy for brain-age prediction plateaued at a sample size exceeding 1600 participants. These findings have been incorporated into CentileBrain (https://centilebrain.org/#/brainAGE2), an open-science, web-based platform for individualized neuroimaging metrics.

Published
2024

11. Online open neuroimaging mass meta-analysis

Author

Nielsen, Finn Årup, Kempton, Matthew J., and Williams, Steven C. R.

Subjects
Computer Science - Digital Libraries, Computer Science - Artificial Intelligence, Statistics - Applications, 68U35, H.5.4, J.3, G.3
Abstract

We describe a system for meta-analysis where a wiki stores numerical data in a simple format and a web service performs the numerical computation. We initially apply the system on multiple meta-analyses of structural neuroimaging data results. The described system allows for mass meta-analysis, e.g., meta-analysis across multiple brain regions and multiple mental disorders., Comment: 5 pages, 4 figures SePublica 2012, ESWC 2012 Workshop, 28 May 2012, Heraklion, Greece

Published
2012

13. Investigating acoustic startle habituation and prepulse inhibition with silent functional MRI and electromyography in young, healthy adults.

Author

Naysmith, Laura F., O’Daly, Owen, Solana, Ana Beatriz, Wiesinger, Florian, Hill, Simon, Williams, Steven C. R., and Kumari, Veena

Subjects
STARTLE reaction, FUNCTIONAL magnetic resonance imaging, NEURAL inhibition, CINGULATE cortex, PARIETAL lobe, HABITUATION (Neuropsychology), BRAIN stem
Abstract

Introduction: Startle habituation and prepulse inhibition (PPI) are distinct measures of different sensory information processes, yet both result in the attenuation of the startle reflex. Identifying startle habituation and PPI neural mechanisms in humans has mostly evolved from acoustic-focused rodent models. Human functional magnetic resonance imaging (fMRI) studies have used tactile startle paradigms to avoid the confounding effects of gradient-related acoustic noise on auditory paradigms and blood-oxygen-level-dependent (BOLD) measures. This study aimed to examine the neurofunctional basis of acoustic startle habituation and PPI in humans with silent fMRI. Methods: Using silent fMRI and simultaneous electromyography (EMG) to measure startle, the neural correlates of acoustic short-term startle habituation and PPI [stimulus onset asynchronies (SOA) of 60  ms and 120  ms] were investigated in 42 healthy adults (28 females). To derive stronger inferences about brain-behaviour correlations at the group-level, models included EMGassessed measures of startle habituation (regression slope) or PPI (percentage) as a covariate. A linear temporal modulator was modelled at the individual-level to characterise functional changes in neural activity during startle habituation. Results: Over time, participants showed a decrease in startle response (habituation), accompanied by decreasing thalamic, striatal, insula, and brainstem activity. Startle habituation was associated with the linear temporal modulation of BOLD response amplitude in several regions, with thalamus, insula, and parietal lobe activity decreasing over time, and frontal lobe, dorsal striatum, and posterior cingulate activity increasing over time. The paradigm yielded a small amount of PPI (9–13%). No significant neural activity for PPI was detected. Discussion: Startle habituation was associated with the thalamus, putamen, insula, and brainstem, and with linear BOLD response modulation in thalamic, striatal, insula, parietal, frontal, and posterior cingulate regions. These findings provide insight into the mediation and functional basis of the acoustic primary startle circuit. Instead, whilst reduced compared to conventional MRI, scanner noise may have disrupted prepulse detection and processing, resulting in low PPI and impacting our ability to map its neural signatures. Our findings encourage optimisation of the MRI environment for acoustic PPI-based investigations in humans. Combining EMG and functional neuroimaging methods shows promise for mapping short-term startle habituation in healthy and clinical populations. [ABSTRACT FROM AUTHOR]

Published
2024
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14. The benefit of minocycline on negative symptoms of schizophrenia in patients with recent-onset psychosis (BeneMin): a randomised, double-blind, placebo-controlled trial

Author

Deakin, Bill, Suckling, John, Barnes, Thomas R E, Byrne, Kelly, Chaudhry, Imran B, Dazzan, Paola, Drake, Richard J, Giordano, Annalisa, Husain, Nusrat, Jones, Peter B, Joyce, Eileen, Knox, Emma, Krynicki, Carl, Lawrie, Stephen M, Lewis, Shôn, Lisiecka-Ford, Danuta M, Nikkheslat, Naghmeh, Pariante, Carmine M, Smallman, Richard, Watson, Andrew, Williams, Steven C R, Upthegrove, Rachel, and Dunn, Graham

Published
2018
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17. Cognition and lifeguard detection performance

Author

Sharpe, Benjamin T., primary, Smith, Marcus S., additional, Williams, Steven C. R., additional, Hampshire, Adam, additional, Balaet, Maria, additional, Trender, William, additional, Hellyer, Peter J., additional, Talbot, Jo, additional, and Smith, Jenny, additional

Published
2023
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20. Online Open Neuroimaging Mass Meta-Analysis with a Wiki

Author

Nielsen, Finn Årup, Kempton, Matthew J., Williams, Steven C. R., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Simperl, Elena, editor, Norton, Barry, editor, Mladenic, Dunja, editor, Della Valle, Emanuele, editor, Fundulaki, Irini, editor, Passant, Alexandre, editor, and Troncy, Raphaël, editor

Published
2015
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22. Cognition and lifeguard detection performance.

Author

Sharpe, Benjamin T., Smith, Marcus S., Williams, Steven C. R., Hampshire, Adam, Balaet, Maria, Trender, William, Hellyer, Peter J., Talbot, Jo, and Smith, Jenny

Subjects
EXECUTIVE function, LIFEGUARDS, SHORT-term memory, DROWNING
Abstract

Two experiments aimed to determine whether working memory capacity (WMC) and high‐order executive functions predict drown detection performance and maintenance under heightened task demands. Experiment 1 (n = 111) found a positive correlation between enhanced performance scores and higher WMC, while executive function showed no comparable association. Experiment 2 (n = 28) individuals with elevated WMC demonstrated an ability to detect a greater number of drowning events over an extended period overall, relative to their lower scoring counterparts. However, this heightened capacity did not necessarily prevent the presence of vigilance decrement, but enabled lifeguards to perform more effectively under conditions of increased bather numbers. Our findings highlight that lifeguards have a measurable underlying process that may systematically discriminate lifeguards of varying degrees of experience and detection performance. This offers a new avenue for future lifeguarding research. [ABSTRACT FROM AUTHOR]

Published
2024
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26. Comparing the test–retest reliability of resting‐state functional magnetic resonance imaging metrics across single band and multiband acquisitions in the context of healthy aging

Author

Cahart, Marie‐Stephanie, primary, O'Daly, Owen, additional, Giampietro, Vincent, additional, Timmers, Maarten, additional, Streffer, Johannes, additional, Einstein, Steven, additional, Zelaya, Fernando, additional, Dell'Acqua, Flavio, additional, and Williams, Steven C. R., additional

Published
2022
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28. Abnormal Glutamatergic and Serotonergic Connectivity in Visual Snow Syndrome and Migraine with Aura.

Author

Puledda, Francesca, Dipasquale, Ottavia, Gooddy, Benjamin J. M., Karsan, Nazia, Bose, Ray, Mehta, Mitul A., Williams, Steven C. R., and Goadsby, Peter J.

Subjects
MIGRAINE aura, FUNCTIONAL magnetic resonance imaging, SEROTONIN syndrome, LIMBIC system, PREFRONTAL cortex, CINGULATE cortex
Abstract

Objective: Neuropharmacological changes in visual snow syndrome (VSS) are poorly understood. We aimed to use receptor target maps combined with resting functional magnetic resonance imaging (fMRI) data to identify which neurotransmitters might modulate brain circuits involved in VSS. Methods: We used Receptor‐Enriched Analysis of Functional Connectivity by Targets (REACT) to estimate and compare the molecular‐enriched functional networks related to 5 neurotransmitter systems of patients with VSS (n = 24), healthy controls (HCs; n = 24), and migraine patients ([MIG], n = 25, 15 of whom had migraine with aura [MwA]). For REACT we used receptor density templates for the transporters of noradrenaline, dopamine, and serotonin, GABA‐A and NMDA receptors, as well as 5HT1B and 5HT2A receptors, and estimated the subject‐specific voxel‐wise maps of functional connectivity (FC). We then performed voxel‐wise comparisons of these maps among HCs, MIG, and VSS. Results: Patients with VSS had reduced FC in glutamatergic networks localized in the anterior cingulate cortex (ACC) compared to HCs and patients with migraine, and reduced FC in serotoninergic networks localized in the insula, temporal pole, and orbitofrontal cortex compared to controls, similar to patients with migraine with aura. Patients with VSS also showed reduced FC in 5HT2A‐enriched networks, largely localized in occipito‐temporo‐parietal association cortices. As revealed by subgroup analyses, these changes were independent of, and analogous to, those found in patients with migraine with aura. Interpretation: Our results show that glutamate and serotonin are involved in brain connectivity alterations in areas of the visual, salience, and limbic systems in VSS. Importantly, altered serotonergic connectivity is independent of migraine in VSS, and simultaneously comparable to that of migraine with aura, highlighting a shared biology between the disorders. ANN NEUROL 2023;94:873–884 [ABSTRACT FROM AUTHOR]

Published
2023
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31. Test-retest reliability of time-varying patterns of brain activity across single band and multiband resting-state functional magnetic resonance imaging in healthy older adults

Author

Cahart, Marie-Stephanie, primary, Dell’Acqua, Flavio, additional, Giampietro, Vincent, additional, Cabral, Joana, additional, Timmers, Maarten, additional, Streffer, Johannes, additional, Einstein, Steven, additional, Zelaya, Fernando, additional, Williams, Steven C. R., additional, and O’Daly, Owen, additional

Published
2022
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33. Hyporesponsive Reward Anticipation in the Basal Ganglia following Severe Institutional Deprivation Early in Life

Author

Mehta, Mitul A., Gore-Langton, Emma, Golembo, Nicole, Colvert, Emma, Williams, Steven C. R., and Sonuga-Barke, Edmund

Abstract

Severe deprivation in the first few years of life is associated with multiple difficulties in cognition and behavior. However, the brain basis for these difficulties is poorly understood. Structural and functional neuroimaging studies have implicated limbic system structures as dysfunctional, and one functional imaging study in a heterogeneous group of maltreated individuals has confirmed the presence of abnormalities in the basal ganglia. Based on these studies and known dopaminergic abnormalities from studies in experimental animals using social isolation, we used a task of monetary reward anticipation to examine the functional integrity of brain regions previously shown to be implicated in reward processing. Our sample included a group of adolescents (n = 12) who had experienced global deprivation early in their lives in Romania prior to adoption into UK families. In contrast to a nonadopted comparison group (n = 11), the adoptees did not recruit the striatum during reward anticipation despite comparable performance accuracy and latency. These results show, for the first time, an association between early institutional deprivation and brain reward systems in humans and highlight potential neural vulnerabilities resulting from such exposures.

Published
2010
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34. Amygdala, Hippocampal and Corpus Callosum Size Following Severe Early Institutional Deprivation: The English and Romanian Adoptees Study Pilot

Author

Mehta, Mitul A., Golembo, Nicole I., Nosarti, Chiara, Colvert, Emma, Mota, Ashley, Williams, Steven C. R., Rutter, Michael, and Sonuga-Barke, Edmund J. S.

Abstract

The adoption into the UK of children who have been reared in severely deprived conditions provides an opportunity to study possible association between very early negative experiences and subsequent brain development. This cross-sectional study was a pilot for a planned larger study quantifying the effects of early deprivation on later brain structure. We used magnetic resonance imaging (MRI) to measure the sizes of three key brain regions hypothesized to be sensitive to early adverse experiences. Our sample was a group of adoptee adolescents (N = 14) who had experienced severe early institutional deprivation in Romania and a group of non-institutionalised controls (N = 11). The total grey and white matter volumes were significantly smaller in the institutionalised group compared with a group of non-deprived, non-adopted UK controls. After correcting for difference in brain volume, the institutionalised group had greater amygdala volumes, especially on the right, but no differences were observed in hippocampal volume or corpus callosum mid-sagittal area. The left amygdala volume was also related to the time spent in institutions, with those experiencing longer periods of deprivation having a smaller "left" amygdala volume. These pilot findings highlight the need for future studies to confirm the sensitivity of the amygdala to early deprivation.

Published
2009
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35. Effective psychological therapy for PTSD changes the dynamics of specific large-scale brain networks

Author

Charquero‐Ballester, Marina, Kleim, Birgit, Vidaurre, Diego, Ruff, Christian, Stark, Eloise, Tuulari, Jetro J, McManners, Hugh, Bar‐Haim, Yair, Bouquillon, Linda, Moseley, Allison, Williams, Steven C R, Woolrich, Mark W, Kringelbach, Morten L, Ehlers, Anke, University of Zurich, and Charquero‐Ballester, Marina

Subjects
Memory, Episodic, behavioral disciplines and activities, Hidden Markov Model, Nuclear Medicine and imaging, Stress Disorders, Post-Traumatic, mental disorders, Humans, 2741 Radiology, Nuclear Medicine and Imaging, Radiology, Nuclear Medicine and imaging, 3614 Radiological and Ultrasound Technology, Brain Mapping, Radiological and Ultrasound Technology, 10093 Institute of Psychology, Cognitive behaviour therapy, fMRI, Brain, PTSD, 2702 Anatomy, Magnetic Resonance Imaging, 2728 Neurology (clinical), Neurology, 2808 Neurology, Default mode network, Neurology (clinical), Anatomy, 150 Psychology, Radiology
Abstract

In posttraumatic stress disorder (PTSD), re-experiencing of the trauma is a hallmark symptom proposed to emerge from a de-contextualised trauma memory. Cognitive therapy for PTSD (CT-PTSD) addresses this de-contextualisation through different strategies. At the brain level, recent research suggests that the dynamics of specific large-scale brain networks play an essential role in both the healthy response to a threatening situation and the development of PTSD. However, very little is known about how these dynamics are altered in the disorder and rebalanced after treatment and successful recovery. Using a data-driven approach and fMRI, we detected recurring large-scale brain functional states with high temporal precision in a population of healthy trauma-exposed and PTSD participants before and after successful CT-PTSD. We estimated the total amount of time that each participant spent on each of the states while being exposed to trauma-related and neutral pictures. We found that PTSD participants spent less time on two default mode subnetworks involved in different forms of self-referential processing in contrast to PTSD participants after CT-PTSD (mtDMN+ and dmDMN+) and healthy trauma-exposed controls (only mtDMN+). Furthermore, re-experiencing severity was related to decreased time spent on the default mode subnetwork involved in contextualised retrieval of autobiographical memories, and increased time spent on the salience and visual networks. Overall, our results support the hypothesis that PTSD involves an imbalance in the dynamics of specific large-scale brain network states involved in self-referential processes and threat detection, and suggest that successful CT-PTSD might rebalance this dynamic aspect of brain function.

Published
2022
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40. Greater male than female variability in regional brain structure across the lifespan

Author

Wierenga, Lara M., Doucet, Gaelle E., Dima, Danai, Agartz, Ingrid, Aghajani, Moji, Akudjedu, Theophilus N., Albajes-Eizagirre, Anton, Alnaes, Dag, Alpert, Kathryn, I, Andreassen, Ole A., Anticevic, Alan, Asherson, Philip, Banaschewski, Tobias, Bargallo, Nuria, Baumeister, Sarah, Baur-Streubel, Ramona, Bertolino, Alessandro, Bonvino, Aurora, Boomsma, Dorret, I, Borgwardt, Stefan, Bourque, Josiane, den Braber, Anouk, Brandeis, Daniel, Breier, Alan, Brodaty, Henry, Brouwer, Rachel M., Buitelaar, Jan K., Busatto, Geraldo F., Calhoun, Vince D., Canales-Rodriguez, Erick J., Cannon, Dara M., Caseras, Xavier, Castellanos, Francisco X., Chaim-Avancini, Tiffany M., Ching, Christopher R. K., Clark, Vincent P., Conrod, Patricia J., Conzelmann, Annette, Crivello, Fabrice, Davey, Christopher G., Dickie, Erin W., Ehrlich, Stefan, Van't Ent, Dennis, Fisher, Simon E., Fouche, Jean-Paul, Franke, Barbara, Fuentes-Claramonte, Paola, de Geus, Eco J. C., Di Giorgio, Annabella, Glahn, David C., Gotlib, Ian H., Grabe, Hans J., Gruber, Oliver, Gruner, Patricia, Gur, Raquel E., Gur, Ruben C., Gurholt, Tiril P., de Haan, Lieuwe, Haatveit, Beathe, Harrison, Ben J., Hartman, Catharina A., Hatton, Sean N., Heslenfeld, Dirk J., van den Heuvel, Odile A., Hickie, Ian B., Hoekstra, Pieter J., Hohmann, Sarah, Holmes, Avram J., Hoogman, Martine, Hosten, Norbert, Howells, Fleur M., Pol, Hilleke E. Hulshoff, Huyser, Chaim, Jahanshad, Neda, James, Anthony C., Jiang, Jiyang, Jonsson, Erik G., Joska, John A., Kalnin, Andrew J., Klein, Marieke, Koenders, Laura, Kolskar, Knut K., Kramer, Bernd, Kuntsi, Jonna, Lagopoulos, Jim, Lazaro, Luisa, Lebedeva, Irina S., Lee, Phil H., Lochner, Christine, Machielsen, Marise W. J., Maingault, Sophie, Martin, Nicholas G., Martinez-Zalacain, Ignacio, Mataix-Cols, David, Mazoyer, Bernard, McDonald, Brenna C., McDonald, Colm, McIntosh, Andrew M., McMahon, Katie L., McPhilemy, Genevieve, van der Meer, Dennis, Menchon, Jose M., Naaijen, Jilly, Nyberg, Lars, Oosterlaan, Jaap, Paloyelis, Yannis, Pauli, Paul, Pergola, Giulio, Pomarol-Clotet, Edith, Portella, Maria J., Radua, Joaquim, Reif, Andreas, Richard, Genevieve, Roffman, Joshua L., Rosa, Pedro G. P., Sacchet, Matthew D., Sachdev, Perminder S., Salvador, Raymond, Sarro, Salvador, Satterthwaite, Theodore D., Saykin, Andrew J., Serpa, Mauricio H., Sim, Kang, Simmons, Andrew, Smoller, Jordan W., Sommer, Iris E., Soriano-Mas, Carles, Stein, Dan J., Strike, Lachlan T., Szeszko, Philip R., Temmingh, Henk S., Thomopoulos, Sophia, I, Tomyshev, Alexander S., Trollor, Julian N., Uhlmann, Anne, Veer, Ilya M., Veltman, Dick J., Voineskos, Aristotle, Volzke, Henry, Walter, Henrik, Wang, Lei, Wang, Yang, Weber, Bernd, Wen, Wei, West, John D., Westlye, Lars T., Whalley, Heather C., Williams, Steven C. R., Wittfeld, Katharina, Wolf, Daniel H., Wright, Margaret J., Yoncheva, Yuliya N., Zanetti, Marcus, V, Ziegler, Georg C., de Zubicaray, Greig, I, Thompson, Paul M., Crone, Eveline A., Frangou, Sophia, Tamnes, Christian K., Wierenga, Lara M., Doucet, Gaelle E., Dima, Danai, Agartz, Ingrid, Aghajani, Moji, Akudjedu, Theophilus N., Albajes-Eizagirre, Anton, Alnaes, Dag, Alpert, Kathryn, I, Andreassen, Ole A., Anticevic, Alan, Asherson, Philip, Banaschewski, Tobias, Bargallo, Nuria, Baumeister, Sarah, Baur-Streubel, Ramona, Bertolino, Alessandro, Bonvino, Aurora, Boomsma, Dorret, I, Borgwardt, Stefan, Bourque, Josiane, den Braber, Anouk, Brandeis, Daniel, Breier, Alan, Brodaty, Henry, Brouwer, Rachel M., Buitelaar, Jan K., Busatto, Geraldo F., Calhoun, Vince D., Canales-Rodriguez, Erick J., Cannon, Dara M., Caseras, Xavier, Castellanos, Francisco X., Chaim-Avancini, Tiffany M., Ching, Christopher R. K., Clark, Vincent P., Conrod, Patricia J., Conzelmann, Annette, Crivello, Fabrice, Davey, Christopher G., Dickie, Erin W., Ehrlich, Stefan, Van't Ent, Dennis, Fisher, Simon E., Fouche, Jean-Paul, Franke, Barbara, Fuentes-Claramonte, Paola, de Geus, Eco J. C., Di Giorgio, Annabella, Glahn, David C., Gotlib, Ian H., Grabe, Hans J., Gruber, Oliver, Gruner, Patricia, Gur, Raquel E., Gur, Ruben C., Gurholt, Tiril P., de Haan, Lieuwe, Haatveit, Beathe, Harrison, Ben J., Hartman, Catharina A., Hatton, Sean N., Heslenfeld, Dirk J., van den Heuvel, Odile A., Hickie, Ian B., Hoekstra, Pieter J., Hohmann, Sarah, Holmes, Avram J., Hoogman, Martine, Hosten, Norbert, Howells, Fleur M., Pol, Hilleke E. Hulshoff, Huyser, Chaim, Jahanshad, Neda, James, Anthony C., Jiang, Jiyang, Jonsson, Erik G., Joska, John A., Kalnin, Andrew J., Klein, Marieke, Koenders, Laura, Kolskar, Knut K., Kramer, Bernd, Kuntsi, Jonna, Lagopoulos, Jim, Lazaro, Luisa, Lebedeva, Irina S., Lee, Phil H., Lochner, Christine, Machielsen, Marise W. J., Maingault, Sophie, Martin, Nicholas G., Martinez-Zalacain, Ignacio, Mataix-Cols, David, Mazoyer, Bernard, McDonald, Brenna C., McDonald, Colm, McIntosh, Andrew M., McMahon, Katie L., McPhilemy, Genevieve, van der Meer, Dennis, Menchon, Jose M., Naaijen, Jilly, Nyberg, Lars, Oosterlaan, Jaap, Paloyelis, Yannis, Pauli, Paul, Pergola, Giulio, Pomarol-Clotet, Edith, Portella, Maria J., Radua, Joaquim, Reif, Andreas, Richard, Genevieve, Roffman, Joshua L., Rosa, Pedro G. P., Sacchet, Matthew D., Sachdev, Perminder S., Salvador, Raymond, Sarro, Salvador, Satterthwaite, Theodore D., Saykin, Andrew J., Serpa, Mauricio H., Sim, Kang, Simmons, Andrew, Smoller, Jordan W., Sommer, Iris E., Soriano-Mas, Carles, Stein, Dan J., Strike, Lachlan T., Szeszko, Philip R., Temmingh, Henk S., Thomopoulos, Sophia, I, Tomyshev, Alexander S., Trollor, Julian N., Uhlmann, Anne, Veer, Ilya M., Veltman, Dick J., Voineskos, Aristotle, Volzke, Henry, Walter, Henrik, Wang, Lei, Wang, Yang, Weber, Bernd, Wen, Wei, West, John D., Westlye, Lars T., Whalley, Heather C., Williams, Steven C. R., Wittfeld, Katharina, Wolf, Daniel H., Wright, Margaret J., Yoncheva, Yuliya N., Zanetti, Marcus, V, Ziegler, Georg C., de Zubicaray, Greig, I, Thompson, Paul M., Crone, Eveline A., Frangou, Sophia, and Tamnes, Christian K.

Abstract

For many traits, males show greater variability than females, with possible implications for understanding sex differences in health and disease. Here, the ENIGMA (Enhancing Neuro Imaging Genetics through Meta-Analysis) Consortium presents the largest-ever mega-analysis of sex differences in variability of brain structure, based on international data spanning nine decades of life. Subcortical volumes, cortical surface area and cortical thickness were assessed in MRI data of 16,683 healthy individuals 1-90 years old (47% females). We observed significant patterns of greater male than female between-subject variance for all subcortical volumetric measures, all cortical surface area measures, and 60% of cortical thickness measures. This pattern was stable across the lifespan for 50% of the subcortical structures, 70% of the regional area measures, and nearly all regions for thickness. Our findings that these sex differences are present in childhood implicate early life genetic or gene-environment interaction mechanisms. The findings highlight the importance of individual differences within the sexes, that may underpin sex-specific vulnerability to disorders.

Published
2022
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41. Subcortical volumes across the lifespan : Data from 18,605 healthy individuals aged 3–90 years

Author

Dima, Danai, Modabbernia, Amirhossein, Papachristou, Efstathios, Doucet, Gaelle E, Agartz, Ingrid, Aghajani, Moji, Akudjedu, Theophilus N, Albajes-Eizagirre, Anton, Alnaes, Dag, Alpert, Kathryn I, Andersson, Micael, Andreasen, Nancy C, Andreassen, Ole A, Asherson, Philip, Banaschewski, Tobias, Bargallo, Nuria, Baumeister, Sarah, Baur-Streubel, Ramona, Bertolino, Alessandro, Bonvino, Aurora, Boomsma, Dorret I, Borgwardt, Stefan, Bourque, Josiane, Brandeis, Daniel, Breier, Alan, Brodaty, Henry, Brouwer, Rachel M, Buitelaar, Jan K, Busatto, Geraldo F, Buckner, Randy L, Calhoun, Vincent, Canales-Rodríguez, Erick J, Cannon, Dara M, Caseras, Xavier, Castellanos, Francisco X, Cervenka, Simon, Chaim-Avancini, Tiffany M, Ching, Christopher R K, Chubar, Victoria, Clark, Vincent P, Conrod, Patricia, Conzelmann, Annette, Crespo-Facorro, Benedicto, Crivello, Fabrice, Crone, Eveline A, Dale, Anders M, Davey, Christopher, de Geus, Eco J C, de Haan, Lieuwe, de Zubicaray, Greig I, den Braber, Anouk, Dickie, Erin W, Di Giorgio, Annabella, Doan, Nhat Trung, Dørum, Erlend S, Ehrlich, Stefan, Erk, Susanne, Espeseth, Thomas, Fatouros-Bergman, Helena, Fisher, Simon E, Fouche, Jean-Paul, Franke, Barbara, Frodl, Thomas, Fuentes-Claramonte, Paola, Glahn, David C, Gotlib, Ian H, Grabe, Hans-Jörgen, Grimm, Oliver, Groenewold, Nynke A, Grotegerd, Dominik, Gruber, Oliver, Gruner, Patricia, Gur, Rachel E, Gur, Ruben C, Harrison, Ben J, Hartman, Catharine A, Hatton, Sean N, Heinz, Andreas, Heslenfeld, Dirk J., Hibar, Derrek P, Hickie, Ian B, Ho, Beng-Choon, Hoekstra, Pieter J, Hohmann, Sarah, Holmes, Avram J, Hoogman, Martine, Hosten, Norbert, Howells, Fleur M, Hulshoff Pol, Hilleke E, Huyser, Chaim, Jahanshad, Neda, James, Anthony, Jernigan, Terry L, Jiang, Jiyang, Jönsson, Erik G, Joska, John A, Kahn, Rene, Kalnin, Andrew, Kanai, Ryota, Klein, Marieke, Klyushnik, Tatyana P, Koenders, Laura, Koops, Sanne, Krämer, Bernd, Kuntsi, Jonna, Lagopoulos, Jim, Lázaro, Luisa, Lebedeva, Irina, Lee, Won Hee, Lesch, Klaus-Peter, Lochner, Christine, Machielsen, Marise W J, Maingault, Sophie, Martin, Nicholas G, Martínez-Zalacaín, Ignacio, Mataix-Cols, David, Mazoyer, Bernard, McDonald, Colm, McDonald, Brenna C, McIntosh, Andrew M, McMahon, Katie L, McPhilemy, Genevieve, Menchón, José M, Medland, Sarah E, Meyer-Lindenberg, Andreas, Naaijen, Jilly, Najt, Pablo, Nakao, Tomohiro, Nordvik, Jan E, Nyberg, Lars, Oosterlaan, Jaap, de la Foz, Víctor Ortiz-García, Paloyelis, Yannis, Pauli, Paul, Pergola, Giulio, Pomarol-Clotet, Edith, Portella, Maria J, Potkin, Steven G, Radua, Joaquim, Reif, Andreas, Rinker, Daniel A, Roffman, Joshua L, Rosa, Pedro G P, Sacchet, Matthew D, Sachdev, Perminder S, Salvador, Raymond, Sánchez-Juan, Pascual, Sarró, Salvador, Satterthwaite, Theodore D, Saykin, Andrew J, Serpa, Mauricio H, Schmaal, Lianne, Schnell, Knut, Schumann, Gunter, Sim, Kang, Smoller, Jordan W, Sommer, Iris, Soriano-Mas, Carles, Stein, Dan J, Strike, Lachlan T, Swagerman, Suzanne C, Tamnes, Christian K, Temmingh, Henk S, Thomopoulos, Sophia I, Tomyshev, Alexander S, Tordesillas-Gutiérrez, Diana, Trollor, Julian N, Turner, Jessica A, Uhlmann, Anne, van den Heuvel, Odile A, van den Meer, Dennis, van der Wee, Nic J A, van Haren, Neeltje E M, Van't Ent, Dennis, van Erp, Theo G M, Veer, Ilya M, Veltman, Dick J, Voineskos, Aristotle, Völzke, Henry, Walter, Henrik, Walton, Esther, Wang, Lei, Wang, Yang, Wassink, Thomas H, Weber, Bernd, Wen, Wei, West, John D, Westlye, Lars T, Whalley, Heather, Wierenga, Lara M, Williams, Steven C R, Wittfeld, Katharina, Wolf, Daniel H, Worker, Amanda, Wright, Margaret J, Yang, Kun, Yoncheva, Yulyia, Zanetti, Marcus V, Ziegler, Georg C, Thompson, Paul M, Frangou, Sophia, other, and, Dima, Danai, Modabbernia, Amirhossein, Papachristou, Efstathios, Doucet, Gaelle E, Agartz, Ingrid, Aghajani, Moji, Akudjedu, Theophilus N, Albajes-Eizagirre, Anton, Alnaes, Dag, Alpert, Kathryn I, Andersson, Micael, Andreasen, Nancy C, Andreassen, Ole A, Asherson, Philip, Banaschewski, Tobias, Bargallo, Nuria, Baumeister, Sarah, Baur-Streubel, Ramona, Bertolino, Alessandro, Bonvino, Aurora, Boomsma, Dorret I, Borgwardt, Stefan, Bourque, Josiane, Brandeis, Daniel, Breier, Alan, Brodaty, Henry, Brouwer, Rachel M, Buitelaar, Jan K, Busatto, Geraldo F, Buckner, Randy L, Calhoun, Vincent, Canales-Rodríguez, Erick J, Cannon, Dara M, Caseras, Xavier, Castellanos, Francisco X, Cervenka, Simon, Chaim-Avancini, Tiffany M, Ching, Christopher R K, Chubar, Victoria, Clark, Vincent P, Conrod, Patricia, Conzelmann, Annette, Crespo-Facorro, Benedicto, Crivello, Fabrice, Crone, Eveline A, Dale, Anders M, Davey, Christopher, de Geus, Eco J C, de Haan, Lieuwe, de Zubicaray, Greig I, den Braber, Anouk, Dickie, Erin W, Di Giorgio, Annabella, Doan, Nhat Trung, Dørum, Erlend S, Ehrlich, Stefan, Erk, Susanne, Espeseth, Thomas, Fatouros-Bergman, Helena, Fisher, Simon E, Fouche, Jean-Paul, Franke, Barbara, Frodl, Thomas, Fuentes-Claramonte, Paola, Glahn, David C, Gotlib, Ian H, Grabe, Hans-Jörgen, Grimm, Oliver, Groenewold, Nynke A, Grotegerd, Dominik, Gruber, Oliver, Gruner, Patricia, Gur, Rachel E, Gur, Ruben C, Harrison, Ben J, Hartman, Catharine A, Hatton, Sean N, Heinz, Andreas, Heslenfeld, Dirk J., Hibar, Derrek P, Hickie, Ian B, Ho, Beng-Choon, Hoekstra, Pieter J, Hohmann, Sarah, Holmes, Avram J, Hoogman, Martine, Hosten, Norbert, Howells, Fleur M, Hulshoff Pol, Hilleke E, Huyser, Chaim, Jahanshad, Neda, James, Anthony, Jernigan, Terry L, Jiang, Jiyang, Jönsson, Erik G, Joska, John A, Kahn, Rene, Kalnin, Andrew, Kanai, Ryota, Klein, Marieke, Klyushnik, Tatyana P, Koenders, Laura, Koops, Sanne, Krämer, Bernd, Kuntsi, Jonna, Lagopoulos, Jim, Lázaro, Luisa, Lebedeva, Irina, Lee, Won Hee, Lesch, Klaus-Peter, Lochner, Christine, Machielsen, Marise W J, Maingault, Sophie, Martin, Nicholas G, Martínez-Zalacaín, Ignacio, Mataix-Cols, David, Mazoyer, Bernard, McDonald, Colm, McDonald, Brenna C, McIntosh, Andrew M, McMahon, Katie L, McPhilemy, Genevieve, Menchón, José M, Medland, Sarah E, Meyer-Lindenberg, Andreas, Naaijen, Jilly, Najt, Pablo, Nakao, Tomohiro, Nordvik, Jan E, Nyberg, Lars, Oosterlaan, Jaap, de la Foz, Víctor Ortiz-García, Paloyelis, Yannis, Pauli, Paul, Pergola, Giulio, Pomarol-Clotet, Edith, Portella, Maria J, Potkin, Steven G, Radua, Joaquim, Reif, Andreas, Rinker, Daniel A, Roffman, Joshua L, Rosa, Pedro G P, Sacchet, Matthew D, Sachdev, Perminder S, Salvador, Raymond, Sánchez-Juan, Pascual, Sarró, Salvador, Satterthwaite, Theodore D, Saykin, Andrew J, Serpa, Mauricio H, Schmaal, Lianne, Schnell, Knut, Schumann, Gunter, Sim, Kang, Smoller, Jordan W, Sommer, Iris, Soriano-Mas, Carles, Stein, Dan J, Strike, Lachlan T, Swagerman, Suzanne C, Tamnes, Christian K, Temmingh, Henk S, Thomopoulos, Sophia I, Tomyshev, Alexander S, Tordesillas-Gutiérrez, Diana, Trollor, Julian N, Turner, Jessica A, Uhlmann, Anne, van den Heuvel, Odile A, van den Meer, Dennis, van der Wee, Nic J A, van Haren, Neeltje E M, Van't Ent, Dennis, van Erp, Theo G M, Veer, Ilya M, Veltman, Dick J, Voineskos, Aristotle, Völzke, Henry, Walter, Henrik, Walton, Esther, Wang, Lei, Wang, Yang, Wassink, Thomas H, Weber, Bernd, Wen, Wei, West, John D, Westlye, Lars T, Whalley, Heather, Wierenga, Lara M, Williams, Steven C R, Wittfeld, Katharina, Wolf, Daniel H, Worker, Amanda, Wright, Margaret J, Yang, Kun, Yoncheva, Yulyia, Zanetti, Marcus V, Ziegler, Georg C, Thompson, Paul M, Frangou, Sophia, and other, and

Abstract

Age has a major effect on brain volume. However, the normative studies available are constrained by small sample sizes, restricted age coverage and significant methodological variability. These limitations introduce inconsistencies and may obscure or distort the lifespan trajectories of brain morphometry. In response, we capitalized on the resources of the Enhancing Neuroimaging Genetics through Meta-Analysis (ENIGMA) Consortium to examine age-related trajectories inferred from cross-sectional measures of the ventricles, the basal ganglia (caudate, putamen, pallidum, and nucleus accumbens), the thalamus, hippocampus and amygdala using magnetic resonance imaging data obtained from 18,605 individuals aged 3-90 years. All subcortical structure volumes were at their maximum value early in life. The volume of the basal ganglia showed a monotonic negative association with age thereafter; there was no significant association between age and the volumes of the thalamus, amygdala and the hippocampus (with some degree of decline in thalamus) until the sixth decade of life after which they also showed a steep negative association with age. The lateral ventricles showed continuous enlargement throughout the lifespan. Age was positively associated with inter-individual variability in the hippocampus and amygdala and the lateral ventricles. These results were robust to potential confounders and could be used to examine the functional significance of deviations from typical age-related morphometric patterns.

Published
2022

42. Cortical thickness across the lifespan: Data from 17,075 healthy individuals aged 3-90 years

Author

Frangou, Sophia, Modabbernia, Amirhossein, Williams, Steven C R, Papachristou, Efstathios, Doucet, Gaelle E, Agartz, Ingrid, Aghajani, Moji, Akudjedu, Theophilus N, Albajes-Eizagirre, Anton, Alnaes, Dag, Alpert, Kathryn I, Andersson, Micael, Andreasen, Nancy C, Andreassen, Ole A, Asherson, Philip, Banaschewski, Tobias, Bargallo, Nuria, Baumeister, Sarah, Baur-Streubel, Ramona, Bertolino, Alessandro, Bonvino, Aurora, Boomsma, Dorret I, Borgwardt, Stefan, Bourque, Josiane, Brandeis, Daniel, Breier, Alan, Brodaty, Henry, Brouwer, Rachel M, Buitelaar, Jan K, Busatto, Geraldo F, Buckner, Randy L, Calhoun, Vincent, Canales-Rodríguez, Erick J, Cannon, Dara M, Caseras, Xavier, Castellanos, Francisco X, Cervenka, Simon, Chaim-Avancini, Tiffany M, Ching, Christopher R K, Chubar, Victoria, Clark, Vincent P, Conrod, Patricia, Conzelmann, Annette, Crespo-Facorro, Benedicto, Crivello, Fabrice, Crone, Eveline A, Dale, Anders M, Davey, Christopher, de Geus, Eco J C, de Haan, Lieuwe, de Zubicaray, Greig I, den Braber, Anouk, Dickie, Erin W, Di Giorgio, Annabella, Doan, Nhat Trung, Dørum, Erlend S, Ehrlich, Stefan, Erk, Susanne, Espeseth, Thomas, Fatouros-Bergman, Helena, Fisher, Simon E, Fouche, Jean-Paul, Franke, Barbara, Frodl, Thomas, Fuentes-Claramonte, Paola, Glahn, David C, Gotlib, Ian H, Grabe, Hans-Jörgen, Grimm, Oliver, Groenewold, Nynke A, Grotegerd, Dominik, Gruber, Oliver, Gruner, Patricia, Gur, Rachel E, Gur, Ruben C, Harrison, Ben J, Hartman, Catharine A, Hatton, Sean N, Heinz, Andreas, Heslenfeld, Dirk J, Hibar, Derrek P, Hickie, Ian B, Ho, Beng-Choon, Hoekstra, Pieter J, Hohmann, Sarah, Holmes, Avram J, Hoogman, Martine, Hosten, Norbert, Howells, Fleur M, Hulshoff Pol, Hilleke E, Huyser, Chaim, Jahanshad, Neda, James, Anthony, Jernigan, Terry L, Jiang, Jiyang, Jönsson, Erik G, Joska, John A, Kahn, Rene, Kalnin, Andrew, Kanai, Ryota, Klein, Marieke, Klyushnik, Tatyana P, Koenders, Laura, Koops, Sanne, Krämer, Bernd, Kuntsi, Jonna, Lagopoulos, Jim, Lázaro, Luisa, Lebedeva, Irina, Lee, Won Hee, Lesch, Klaus-Peter, Lochner, Christine, Machielsen, Marise W J, Maingault, Sophie, Martin, Nicholas G, Martínez-Zalacaín, Ignacio, Mataix-Cols, David, Mazoyer, Bernard, McDonald, Colm, McDonald, Brenna C, McIntosh, Andrew M, McMahon, Katie L, McPhilemy, Genevieve, Menchón, José M, Medland, Sarah E, Meyer-Lindenberg, Andreas, Naaijen, Jilly, Najt, Pablo, Nakao, Tomohiro, Nordvik, Jan E, Nyberg, Lars, Oosterlaan, Jaap, de la Foz, Víctor Ortiz-García, Paloyelis, Yannis, Pauli, Paul, Pergola, Giulio, Pomarol-Clotet, Edith, Portella, Maria J, Potkin, Steven G, Radua, Joaquim, Reif, Andreas, Rinker, Daniel A, Roffman, Joshua L, Rosa, Pedro G P, Sacchet, Matthew D, Sachdev, Perminder S, Salvador, Raymond, Sánchez-Juan, Pascual, Sarró, Salvador, Satterthwaite, Theodore D, Saykin, Andrew J, Serpa, Mauricio H, Schmaal, Lianne, Schnell, Knut, Schumann, Gunter, Sim, Kang, Smoller, Jordan W, Sommer, Iris, Soriano-Mas, Carles, Stein, Dan J, Strike, Lachlan T, Swagerman, Suzanne C, Tamnes, Christian K, Temmingh, Henk S, Thomopoulos, Sophia I, Tomyshev, Alexander S, Tordesillas-Gutiérrez, Diana, Trollor, Julian N, Turner, Jessica A, Uhlmann, Anne, van den Heuvel, Odile A, van den Meer, Dennis, van der Wee, Nic J A, van Haren, Neeltje E M, van 't Ent, Dennis, van Erp, Theo G M, Veer, Ilya M, Veltman, Dick J, Voineskos, Aristotle, Völzke, Henry, Walter, Henrik, Walton, Esther, Wang, Lei, Wang, Yang, Wassink, Thomas H, Weber, Bernd, Wen, Wei, West, John D, Westlye, Lars T, Whalley, Heather, Wierenga, Lara M, Wittfeld, Katharina, Wolf, Daniel H, Worker, Amanda, Wright, Margaret J, Yang, Kun, Yoncheva, Yulyia, Zanetti, Marcus V, Ziegler, Georg C, Thompson, Paul M, Dima, Danai, other, and, Frangou, Sophia, Modabbernia, Amirhossein, Williams, Steven C R, Papachristou, Efstathios, Doucet, Gaelle E, Agartz, Ingrid, Aghajani, Moji, Akudjedu, Theophilus N, Albajes-Eizagirre, Anton, Alnaes, Dag, Alpert, Kathryn I, Andersson, Micael, Andreasen, Nancy C, Andreassen, Ole A, Asherson, Philip, Banaschewski, Tobias, Bargallo, Nuria, Baumeister, Sarah, Baur-Streubel, Ramona, Bertolino, Alessandro, Bonvino, Aurora, Boomsma, Dorret I, Borgwardt, Stefan, Bourque, Josiane, Brandeis, Daniel, Breier, Alan, Brodaty, Henry, Brouwer, Rachel M, Buitelaar, Jan K, Busatto, Geraldo F, Buckner, Randy L, Calhoun, Vincent, Canales-Rodríguez, Erick J, Cannon, Dara M, Caseras, Xavier, Castellanos, Francisco X, Cervenka, Simon, Chaim-Avancini, Tiffany M, Ching, Christopher R K, Chubar, Victoria, Clark, Vincent P, Conrod, Patricia, Conzelmann, Annette, Crespo-Facorro, Benedicto, Crivello, Fabrice, Crone, Eveline A, Dale, Anders M, Davey, Christopher, de Geus, Eco J C, de Haan, Lieuwe, de Zubicaray, Greig I, den Braber, Anouk, Dickie, Erin W, Di Giorgio, Annabella, Doan, Nhat Trung, Dørum, Erlend S, Ehrlich, Stefan, Erk, Susanne, Espeseth, Thomas, Fatouros-Bergman, Helena, Fisher, Simon E, Fouche, Jean-Paul, Franke, Barbara, Frodl, Thomas, Fuentes-Claramonte, Paola, Glahn, David C, Gotlib, Ian H, Grabe, Hans-Jörgen, Grimm, Oliver, Groenewold, Nynke A, Grotegerd, Dominik, Gruber, Oliver, Gruner, Patricia, Gur, Rachel E, Gur, Ruben C, Harrison, Ben J, Hartman, Catharine A, Hatton, Sean N, Heinz, Andreas, Heslenfeld, Dirk J, Hibar, Derrek P, Hickie, Ian B, Ho, Beng-Choon, Hoekstra, Pieter J, Hohmann, Sarah, Holmes, Avram J, Hoogman, Martine, Hosten, Norbert, Howells, Fleur M, Hulshoff Pol, Hilleke E, Huyser, Chaim, Jahanshad, Neda, James, Anthony, Jernigan, Terry L, Jiang, Jiyang, Jönsson, Erik G, Joska, John A, Kahn, Rene, Kalnin, Andrew, Kanai, Ryota, Klein, Marieke, Klyushnik, Tatyana P, Koenders, Laura, Koops, Sanne, Krämer, Bernd, Kuntsi, Jonna, Lagopoulos, Jim, Lázaro, Luisa, Lebedeva, Irina, Lee, Won Hee, Lesch, Klaus-Peter, Lochner, Christine, Machielsen, Marise W J, Maingault, Sophie, Martin, Nicholas G, Martínez-Zalacaín, Ignacio, Mataix-Cols, David, Mazoyer, Bernard, McDonald, Colm, McDonald, Brenna C, McIntosh, Andrew M, McMahon, Katie L, McPhilemy, Genevieve, Menchón, José M, Medland, Sarah E, Meyer-Lindenberg, Andreas, Naaijen, Jilly, Najt, Pablo, Nakao, Tomohiro, Nordvik, Jan E, Nyberg, Lars, Oosterlaan, Jaap, de la Foz, Víctor Ortiz-García, Paloyelis, Yannis, Pauli, Paul, Pergola, Giulio, Pomarol-Clotet, Edith, Portella, Maria J, Potkin, Steven G, Radua, Joaquim, Reif, Andreas, Rinker, Daniel A, Roffman, Joshua L, Rosa, Pedro G P, Sacchet, Matthew D, Sachdev, Perminder S, Salvador, Raymond, Sánchez-Juan, Pascual, Sarró, Salvador, Satterthwaite, Theodore D, Saykin, Andrew J, Serpa, Mauricio H, Schmaal, Lianne, Schnell, Knut, Schumann, Gunter, Sim, Kang, Smoller, Jordan W, Sommer, Iris, Soriano-Mas, Carles, Stein, Dan J, Strike, Lachlan T, Swagerman, Suzanne C, Tamnes, Christian K, Temmingh, Henk S, Thomopoulos, Sophia I, Tomyshev, Alexander S, Tordesillas-Gutiérrez, Diana, Trollor, Julian N, Turner, Jessica A, Uhlmann, Anne, van den Heuvel, Odile A, van den Meer, Dennis, van der Wee, Nic J A, van Haren, Neeltje E M, van 't Ent, Dennis, van Erp, Theo G M, Veer, Ilya M, Veltman, Dick J, Voineskos, Aristotle, Völzke, Henry, Walter, Henrik, Walton, Esther, Wang, Lei, Wang, Yang, Wassink, Thomas H, Weber, Bernd, Wen, Wei, West, John D, Westlye, Lars T, Whalley, Heather, Wierenga, Lara M, Wittfeld, Katharina, Wolf, Daniel H, Worker, Amanda, Wright, Margaret J, Yang, Kun, Yoncheva, Yulyia, Zanetti, Marcus V, Ziegler, Georg C, Thompson, Paul M, Dima, Danai, and other, and

Abstract

Delineating the association of age and cortical thickness in healthy individuals is critical given the association of cortical thickness with cognition and behavior. Previous research has shown that robust estimates of the association between age and brain morphometry require large-scale studies. In response, we used cross-sectional data from 17,075 individuals aged 3-90 years from the Enhancing Neuroimaging Genetics through Meta-Analysis (ENIGMA) Consortium to infer age-related changes in cortical thickness. We used fractional polynomial (FP) regression to quantify the association between age and cortical thickness, and we computed normalized growth centiles using the parametric Lambda, Mu, and Sigma method. Interindividual variability was estimated using meta-analysis and one-way analysis of variance. For most regions, their highest cortical thickness value was observed in childhood. Age and cortical thickness showed a negative association; the slope was steeper up to the third decade of life and more gradual thereafter; notable exceptions to this general pattern were entorhinal, temporopolar, and anterior cingulate cortices. Interindividual variability was largest in temporal and frontal regions across the lifespan. Age and its FP combinations explained up to 59% variance in cortical thickness. These results may form the basis of further investigation on normative deviation in cortical thickness and its significance for behavioral and cognitive outcomes.

Published
2022

43. Cortical thickness across the lifespan: Data from 17,075 healthy individuals aged 3-90 years

Author

European Commission, National Institute of Child Health and Human Development (US), QIMR Berghofer Medical Research Institute (Australia), University of Queensland, National Cancer Institute (US), Dutch Research Council, Netherlands Organisation for Health Research and Development, National Institute of Mental Health (US), European Research Council, National Center for Advancing Translational Sciences (US), Medical Research Council (UK), Fundación Marques de Valdecilla, Instituto de Salud Carlos III, Swedish Research Council, South-Eastern Norway Regional Health Authority, Research Council of Norway, Icahn School of Medicine at Mount Sinai, South London and Maudsley NHS Foundation Trust, NHS Foundation Trust, National Institute for Health Research (UK), Frangou, Sophia, Modabbernia, Amirhossein, Williams, Steven C. R., Papachristou, Efstathios, Doucet, Gaelle E., Agartz, Ingrid, Aghajani, Moji, Akudjedu, Theophilus N., Albajes-Eizagirre, Antón, Alnæs, Dag, Alpert, Kathryn I., Voineskos, Aristotle, Völzke, Henry, Walter, Henrik, Walton, Esther, Wang, Lei, Wang, Yang, Wassink, Thomas H., Weber, Bernd, Bertolino, Alessandro, Wen, Wei, Kalnin, Andrew, West, John D., Westlye, Lars T., Whalley, Heather, Wierenga, Lara M., Wittfeld, Katharina, Wolf, Daniel H., Worker, Amanda, Wright, Margaret J., Yang, Kun, Bonvino, Aurora, Kanai, Ryota, Yoncheva, Yulyia, Zanetti, Marcus V., Ziegler, Georg C., Karolinska Schizophrenia Project, Thompson, Paul M., Dima, Danai, Boomsma, Dorret I., Borgwardt, Stefan, Bourque, Josiane, Brandeis, Daniel, Klein, Marieke, Breier, Alan, Brodaty, Henry, Brouwer, Rachel M., Buitelaar, Jan K., Busatto, Geraldo F., Buckner, Randy L., Calhoun, Vincent, Canales-Rodríguez, Erick J., Cannon, Dara M., Caseras, Xavier, Klyushnik, Tatyana P., Castellanos, Francisco X., Cervenka, Simon, Chaim-Avancini, Tiffany M., Ching, Christopher R. K., Chubar, Victoria, Clark, Vincent P., Conrod, Patricia, Conzelmann, Annette, Crespo-Facorro, Benedicto, Crivello, Fabrice, Koenders, Laura, Crone, Eveline A., Dale, Anders M., Dannlowski, Udo, Davey, Christopher, Geus, Eco J. C. de, Haan, Lieuwe de, Zubicaray, Greig I. de, den Braber, Anouk, Dickie, Erin W., Di Giorgio, Annabella, Koops, Sanne, Doan, Nhat Trung, Dørum, Erlend S., Ehrlich, Stefan, Erk, Susanne, Espeseth, Thomas, Fatouros-Bergman, Helena, Fisher, Simon E., Fouche, Jean-Paul, Franke, Barbara, Frodl, Thomas, Krämer, Bernd, Fuentes-Claramonte, Paola, Glahn, David C., Gotlib, Ian H., Grabe, Hans-Jörgen, Grimm, Oliver, Groenewold, Nynke A., Grotegerd, Dominik, Gruber, Oliver, Gruner, Patricia, Gur, Rachel E., Kuntsi, Jonna, Gur, Ruben C., Hahn, Tim, Harrison, Ben J., Hartman, Catharine A., Hatton, Sean N., Heinz, Andreas, Heslenfeld, Dirk J., Hibar, Derrek P., Hickie, Ian B., Ho, Beng-Choon, Lagopoulos, Jim, Hoekstra, Pieter J., Hohmann, Sarah, Holmes, Avram J., Hoogman, Martine, Hosten, Norbert, Howells, Fleur M., Hulshoff Pol, Hilleke E., Huyser, Chaim, Jahanshad, Neda, James, Anthony, Lázaro, Luisa, Jernigan, Terry L., Jiang, Jiyang, Jönsson, Erik G., Joska, John A., Kahn, René S., Andersson, Micael, Lebedeva, Irina, Lee, Won Hee, Lesch, Klaus-Peter, Lochner, Christine, Machielsen, Marise W. J., Maingault, Sophie, Martin, Nicholas G., Martínez-Zalacaín, Ignacio, Mataix-Cols, David, Mazoyer, Bernard, Andreasen, Nancy C., McDonald, Colm, McDonald, Brenna C., McIntosh, Andrew M., McMahon, Katie L., McPhilemy, Genevieve, Meinert, Susanne, Menchón, José M., Medland, Sarah E., Meyer-Lindenberg, Andreas, Naaijen, Jilly, Andreassen, Ole A., Najt, Pablo, Nakao, Tomohiro, Nordvik, Jan E., Nyberg, Lars, Oosterlaan, Jaap, Ortiz-Garcia de la Foz, Victor, Paloyelis, Yannis, Pauli, Paul, Pergola, Giulio, Pomarol-Clotet, Edith, Asherson, Philip, Portella, Maria J., Potkin, Steven G., Radua, Joaquim, Reif, Andreas, Rinker, Daniel A., Roffman, Joshua L., Rosa, Pedro G. P., Sacchet, Matthew D., Sachdev, Perminder S., Salvador, Raymond, Banaschewski, Tobias, Sánchez-Juan, Pascual, Sarró, Salvador, Satterthwaite, Theodore D., Saykin, Andrew J., Serpa, Mauricio H., Schmaal, Lianne, Schnell, Knut, Schumann, Gunter, Sim, Kang, Smoller, Jordan W., Bargalló, Núria, Sommer, Iris, Soriano-Mas, Carles, Stein, Dan J., Strike, Lachlan T., Swagerman, Suzanne C., Tamnes, Christian K., Temmingh, Henk S., Thomopoulos, Sophia I., Tomyshev, Alexander S., Baumeister, Sarah, Tordesillas-Gutiérrez, Diana, Trollor, Julian N., Turner, Jessica A., Uhlmann, Anne, van den Heuvel, Odile A., van den Meer, Dennis, van der Wee, Nic J. A., van Haren, Neeltje E. M., van 't Ent, Dennis, van Erp, Theo G. M., Baur-Streubel, Ramona, Veer, Ilya M., Veltman, Dick J., European Commission, National Institute of Child Health and Human Development (US), QIMR Berghofer Medical Research Institute (Australia), University of Queensland, National Cancer Institute (US), Dutch Research Council, Netherlands Organisation for Health Research and Development, National Institute of Mental Health (US), European Research Council, National Center for Advancing Translational Sciences (US), Medical Research Council (UK), Fundación Marques de Valdecilla, Instituto de Salud Carlos III, Swedish Research Council, South-Eastern Norway Regional Health Authority, Research Council of Norway, Icahn School of Medicine at Mount Sinai, South London and Maudsley NHS Foundation Trust, NHS Foundation Trust, National Institute for Health Research (UK), Frangou, Sophia, Modabbernia, Amirhossein, Williams, Steven C. R., Papachristou, Efstathios, Doucet, Gaelle E., Agartz, Ingrid, Aghajani, Moji, Akudjedu, Theophilus N., Albajes-Eizagirre, Antón, Alnæs, Dag, Alpert, Kathryn I., Voineskos, Aristotle, Völzke, Henry, Walter, Henrik, Walton, Esther, Wang, Lei, Wang, Yang, Wassink, Thomas H., Weber, Bernd, Bertolino, Alessandro, Wen, Wei, Kalnin, Andrew, West, John D., Westlye, Lars T., Whalley, Heather, Wierenga, Lara M., Wittfeld, Katharina, Wolf, Daniel H., Worker, Amanda, Wright, Margaret J., Yang, Kun, Bonvino, Aurora, Kanai, Ryota, Yoncheva, Yulyia, Zanetti, Marcus V., Ziegler, Georg C., Karolinska Schizophrenia Project, Thompson, Paul M., Dima, Danai, Boomsma, Dorret I., Borgwardt, Stefan, Bourque, Josiane, Brandeis, Daniel, Klein, Marieke, Breier, Alan, Brodaty, Henry, Brouwer, Rachel M., Buitelaar, Jan K., Busatto, Geraldo F., Buckner, Randy L., Calhoun, Vincent, Canales-Rodríguez, Erick J., Cannon, Dara M., Caseras, Xavier, Klyushnik, Tatyana P., Castellanos, Francisco X., Cervenka, Simon, Chaim-Avancini, Tiffany M., Ching, Christopher R. K., Chubar, Victoria, Clark, Vincent P., Conrod, Patricia, Conzelmann, Annette, Crespo-Facorro, Benedicto, Crivello, Fabrice, Koenders, Laura, Crone, Eveline A., Dale, Anders M., Dannlowski, Udo, Davey, Christopher, Geus, Eco J. C. de, Haan, Lieuwe de, Zubicaray, Greig I. de, den Braber, Anouk, Dickie, Erin W., Di Giorgio, Annabella, Koops, Sanne, Doan, Nhat Trung, Dørum, Erlend S., Ehrlich, Stefan, Erk, Susanne, Espeseth, Thomas, Fatouros-Bergman, Helena, Fisher, Simon E., Fouche, Jean-Paul, Franke, Barbara, Frodl, Thomas, Krämer, Bernd, Fuentes-Claramonte, Paola, Glahn, David C., Gotlib, Ian H., Grabe, Hans-Jörgen, Grimm, Oliver, Groenewold, Nynke A., Grotegerd, Dominik, Gruber, Oliver, Gruner, Patricia, Gur, Rachel E., Kuntsi, Jonna, Gur, Ruben C., Hahn, Tim, Harrison, Ben J., Hartman, Catharine A., Hatton, Sean N., Heinz, Andreas, Heslenfeld, Dirk J., Hibar, Derrek P., Hickie, Ian B., Ho, Beng-Choon, Lagopoulos, Jim, Hoekstra, Pieter J., Hohmann, Sarah, Holmes, Avram J., Hoogman, Martine, Hosten, Norbert, Howells, Fleur M., Hulshoff Pol, Hilleke E., Huyser, Chaim, Jahanshad, Neda, James, Anthony, Lázaro, Luisa, Jernigan, Terry L., Jiang, Jiyang, Jönsson, Erik G., Joska, John A., Kahn, René S., Andersson, Micael, Lebedeva, Irina, Lee, Won Hee, Lesch, Klaus-Peter, Lochner, Christine, Machielsen, Marise W. J., Maingault, Sophie, Martin, Nicholas G., Martínez-Zalacaín, Ignacio, Mataix-Cols, David, Mazoyer, Bernard, Andreasen, Nancy C., McDonald, Colm, McDonald, Brenna C., McIntosh, Andrew M., McMahon, Katie L., McPhilemy, Genevieve, Meinert, Susanne, Menchón, José M., Medland, Sarah E., Meyer-Lindenberg, Andreas, Naaijen, Jilly, Andreassen, Ole A., Najt, Pablo, Nakao, Tomohiro, Nordvik, Jan E., Nyberg, Lars, Oosterlaan, Jaap, Ortiz-Garcia de la Foz, Victor, Paloyelis, Yannis, Pauli, Paul, Pergola, Giulio, Pomarol-Clotet, Edith, Asherson, Philip, Portella, Maria J., Potkin, Steven G., Radua, Joaquim, Reif, Andreas, Rinker, Daniel A., Roffman, Joshua L., Rosa, Pedro G. P., Sacchet, Matthew D., Sachdev, Perminder S., Salvador, Raymond, Banaschewski, Tobias, Sánchez-Juan, Pascual, Sarró, Salvador, Satterthwaite, Theodore D., Saykin, Andrew J., Serpa, Mauricio H., Schmaal, Lianne, Schnell, Knut, Schumann, Gunter, Sim, Kang, Smoller, Jordan W., Bargalló, Núria, Sommer, Iris, Soriano-Mas, Carles, Stein, Dan J., Strike, Lachlan T., Swagerman, Suzanne C., Tamnes, Christian K., Temmingh, Henk S., Thomopoulos, Sophia I., Tomyshev, Alexander S., Baumeister, Sarah, Tordesillas-Gutiérrez, Diana, Trollor, Julian N., Turner, Jessica A., Uhlmann, Anne, van den Heuvel, Odile A., van den Meer, Dennis, van der Wee, Nic J. A., van Haren, Neeltje E. M., van 't Ent, Dennis, van Erp, Theo G. M., Baur-Streubel, Ramona, Veer, Ilya M., and Veltman, Dick J.

Abstract

Delineating the association of age and cortical thickness in healthy individuals is critical given the association of cortical thickness with cognition and behavior. Previous research has shown that robust estimates of the association between age and brain morphometry require large-scale studies. In response, we used cross-sectional data from 17,075 individuals aged 3–90 years from the Enhancing Neuroimaging Genetics through Meta-Analysis (ENIGMA) Consortium to infer age-related changes in cortical thickness. We used fractional polynomial (FP) regression to quantify the association between age and cortical thickness, and we computed normalized growth centiles using the parametric Lambda, Mu, and Sigma method. Interindividual variability was estimated using meta-analysis and one-way analysis of variance. For most regions, their highest cortical thickness value was observed in childhood. Age and cortical thickness showed a negative association; the slope was steeper up to the third decade of life and more gradual thereafter; notable exceptions to this general pattern were entorhinal, temporopolar, and anterior cingulate cortices. Interindividual variability was largest in temporal and frontal regions across the lifespan. Age and its FP combinations explained up to 59% variance in cortical thickness. These results may form the basis of further investigation on normative deviation in cortical thickness and its significance for behavioral and cognitive outcomes.

Published
2022

44. Subcortical volumes across the lifespan: Data from 18,605 healthy individuals aged 3–90 years

Author

National Institute of Mental Health (US), Karolinska Institute, Stockholm County Council, South-Eastern Norway Regional Health Authority, German Centre for Cardiovascular Research, Siemens Healthcare, University of Queensland, Eunice Kennedy Shriver National Institute of Child Health and Human Development (US), National Health and Medical Research Council (Australia), National Institute on Drug Abuse (US), Indiana State Department of Health, Parents of children with epilepsy, Epilepsy Therapy Project, Fight Against Childhood Epilepsy and Seizures, Epilepsy Foundation, American Epilepsy Society, Knut and Alice Wallenberg Foundation, European Commission, Dutch Research Council, Netherlands Organization for Scientific Research, Netherlands Brain Foundation, Utrecht University, European Research Council, National Center for Advancing Translational Sciences (US), National Institutes of Health (US), National Center for Research Resources (US), Fundación Marques de Valdecilla, Instituto de Salud Carlos III, Swedish Research Council, Kings College London, South London and Maudsley NHS Foundation Trust, NIHR Biomedical Research Centre (UK), National Institute for Health Research (UK), Dima, Danai, Modabbernia, Amirhossein, Papachristou, Efstathios, Doucet, Gaelle E., Agartz, Ingrid, Aghajani, Moji, Akudjedu, Theophilus N., Albajes-Eizagirre, Antón, Alnæs, Dag, Alpert, Kathryn I., Andersson, Micael, Radua, Joaquim, Reif, Andreas, Rinker, Daniel A., Roffman, Joshua L., Rosa, Pedro G. P., Sacchet, Matthew D., Sachdev, Perminder S., Salvador, Raymond, Sánchez-Juan, Pascual, Tordesillas-Gutiérrez, Diana, Ehrlich, Stefan, Bargalló, Núria, Weber, Bernd, Sarró, Salvador, Satterthwaite, Theodore D., Saykin, Andrew J., Serpa, Mauricio H., Schmaal, Lianne, Schnell, Knut, Schumann, Gunter, Sim, Kang, Erk, Susanne, West, John D., Smoller, Jordan W., Sommer, Iris, Wen, Wei, Baumeister, Sarah, Hartman, Catharine A., Trollor, Julian N., Baur-Streubel, Ramona, Turner, Jessica A., Uhlmann, Anne, Espeseth, Thomas, van den Heuvel, Odile A., van den Meer, Dennis, van der Wee, Nic J. A., van Haren, Neeltje E. M., van't Ent, Dennis, van Erp, Theo G. M., Hatton, Sean N., Bonvino, Aurora, Veer, Ilya M., Veltman, Dick J., Fatouros-Bergman, Helena, Bertolino, Alessandro, Voineskos, Aristotle, Kanai, Ryota, Westlye, Lars T., Whalley, Heather, Wierenga, Lara M., Williams, Steven C. R., Heinz, Andreas, Wittfeld, Katharina, Wolf, Daniel H., Fisher, Simon E., Worker, Amanda, Wright, Margaret J., Yang, Kun, Yoncheva, Yulyia, Klein, Marieke, Boomsma, Dorret I., Zanetti, Marcus V., Ziegler, Georg C., Heslenfeld, Dirk J., Thompson, Paul M., Fouche, Jean-Paul, Frangou, Sophia, Borgwardt, Stefan, Bourque, Josiane, Brandeis, Daniel, Breier, Alan, Brodaty, Henry, Klyushnik, Tatyana P., Brouwer, Rachel M., Buitelaar, Jan K., Hibar, Derrek P., Franke, Barbara, Busatto, Geraldo F., Buckner, Randy L., Calhoun, Vincent, Canales-Rodríguez, Erick J., Cannon, Dara M., Caseras, Xavier, Castellanos, Francisco X., Cervenka, Simon, Koenders, Laura, Chaim-Avancini, Tiffany M., Frodl, Thomas, Hickie, Ian B., Ching, Christopher R. K., Chubar, Victoria, Clark, Vincent P., Conrod, Patricia, Conzelmann, Annette, Crespo-Facorro, Benedicto, Crivello, Fabrice, Crone, Eveline A., Dannlowski, Udo, Fuentes-Claramonte, Paola, Koops, Sanne, Ho, Beng-Choon, Dale, Anders M., Davey, Christopher, Geus, Eco J. C. de, de Haan, Lieuwe, Zubicaray, Greig I. de, den Braber, Anouk, Dickie, Erin W., Di Giorgio, Annabella, Hohmann, Sarah, Doan, Nhat Trung, Dørum, Erlend S., Hoekstra, Pieter J., Krämer, Bernd, Soriano-Mas, Carles, Glahn, David C., Kuntsi, Jonna, Gotlib, Ian H., Grabe, Hans-Jörgen, Grimm, Oliver, Groenewold, Nynke A., Grotegerd, Dominik, Gruber, Oliver, Gruner, Patricia, Gur, Rachel E., Stein, Dan J., Lázaro, Luisa, Gur, Ruben C., Hahn, Tim, Lagopoulos, Jim, Harrison, Ben J., Völzke, Henry, Holmes, Avram J., Hoogman, Martine, Hosten, Norbert, Howells, Fleur M., Strike, Lachlan T., Hulshoff Pol, Hilleke E., Huyser, Chaim, Jahanshad, Neda, James, Anthony, Jernigan, Terry L., Jiang, Jiyang, Walter, Henrik, Lebedeva, Irina, Jönsson, Erik G., Joska, John A., Swagerman, Suzanne C., Kahn, René S., Kalnin, Andrew, Andreasen, Nancy C., Lee, Won Hee, Lesch, Klaus-Peter, Lochner, Christine, Machielsen, Marise W. J., Walton, Esther, Maingault, Sophie, Martin, Nicholas G., Tamnes, Christian K., Martínez-Zalacaín, Ignacio, Mataix-Cols, David, Mazoyer, Bernard, McDonald, Colm, Andreassen, Ole A., McDonald, Brenna C., McIntosh, Andrew M., McMahon, Katie L., Wang, Lei, McPhilemy, Genevieve, Temmingh, Henk S., Meinert, Susanne, Menchón, José M., Medland, Sarah E., Meyer-Lindenberg, Andreas, Naaijen, Jilly, Najt, Pablo, Asherson, Philip, Nakao, Tomohiro, Nordvik, Jan E., Wang, Yang, Thomopoulos, Sophia I., Nyberg, Lars, Oosterlaan, Jaap, Ortiz-Garcia de la Foz, Victor, Paloyelis, Yannis, Pauli, Paul, Pergola, Giulio, Pomarol-Clotet, Edith, Portella, Maria J., Banaschewski, Tobias, Potkin, Steven G., Tomyshev, Alexander S., Wassink, Thomas H., National Institute of Mental Health (US), Karolinska Institute, Stockholm County Council, South-Eastern Norway Regional Health Authority, German Centre for Cardiovascular Research, Siemens Healthcare, University of Queensland, Eunice Kennedy Shriver National Institute of Child Health and Human Development (US), National Health and Medical Research Council (Australia), National Institute on Drug Abuse (US), Indiana State Department of Health, Parents of children with epilepsy, Epilepsy Therapy Project, Fight Against Childhood Epilepsy and Seizures, Epilepsy Foundation, American Epilepsy Society, Knut and Alice Wallenberg Foundation, European Commission, Dutch Research Council, Netherlands Organization for Scientific Research, Netherlands Brain Foundation, Utrecht University, European Research Council, National Center for Advancing Translational Sciences (US), National Institutes of Health (US), National Center for Research Resources (US), Fundación Marques de Valdecilla, Instituto de Salud Carlos III, Swedish Research Council, Kings College London, South London and Maudsley NHS Foundation Trust, NIHR Biomedical Research Centre (UK), National Institute for Health Research (UK), Dima, Danai, Modabbernia, Amirhossein, Papachristou, Efstathios, Doucet, Gaelle E., Agartz, Ingrid, Aghajani, Moji, Akudjedu, Theophilus N., Albajes-Eizagirre, Antón, Alnæs, Dag, Alpert, Kathryn I., Andersson, Micael, Radua, Joaquim, Reif, Andreas, Rinker, Daniel A., Roffman, Joshua L., Rosa, Pedro G. P., Sacchet, Matthew D., Sachdev, Perminder S., Salvador, Raymond, Sánchez-Juan, Pascual, Tordesillas-Gutiérrez, Diana, Ehrlich, Stefan, Bargalló, Núria, Weber, Bernd, Sarró, Salvador, Satterthwaite, Theodore D., Saykin, Andrew J., Serpa, Mauricio H., Schmaal, Lianne, Schnell, Knut, Schumann, Gunter, Sim, Kang, Erk, Susanne, West, John D., Smoller, Jordan W., Sommer, Iris, Wen, Wei, Baumeister, Sarah, Hartman, Catharine A., Trollor, Julian N., Baur-Streubel, Ramona, Turner, Jessica A., Uhlmann, Anne, Espeseth, Thomas, van den Heuvel, Odile A., van den Meer, Dennis, van der Wee, Nic J. A., van Haren, Neeltje E. M., van't Ent, Dennis, van Erp, Theo G. M., Hatton, Sean N., Bonvino, Aurora, Veer, Ilya M., Veltman, Dick J., Fatouros-Bergman, Helena, Bertolino, Alessandro, Voineskos, Aristotle, Kanai, Ryota, Westlye, Lars T., Whalley, Heather, Wierenga, Lara M., Williams, Steven C. R., Heinz, Andreas, Wittfeld, Katharina, Wolf, Daniel H., Fisher, Simon E., Worker, Amanda, Wright, Margaret J., Yang, Kun, Yoncheva, Yulyia, Klein, Marieke, Boomsma, Dorret I., Zanetti, Marcus V., Ziegler, Georg C., Heslenfeld, Dirk J., Thompson, Paul M., Fouche, Jean-Paul, Frangou, Sophia, Borgwardt, Stefan, Bourque, Josiane, Brandeis, Daniel, Breier, Alan, Brodaty, Henry, Klyushnik, Tatyana P., Brouwer, Rachel M., Buitelaar, Jan K., Hibar, Derrek P., Franke, Barbara, Busatto, Geraldo F., Buckner, Randy L., Calhoun, Vincent, Canales-Rodríguez, Erick J., Cannon, Dara M., Caseras, Xavier, Castellanos, Francisco X., Cervenka, Simon, Koenders, Laura, Chaim-Avancini, Tiffany M., Frodl, Thomas, Hickie, Ian B., Ching, Christopher R. K., Chubar, Victoria, Clark, Vincent P., Conrod, Patricia, Conzelmann, Annette, Crespo-Facorro, Benedicto, Crivello, Fabrice, Crone, Eveline A., Dannlowski, Udo, Fuentes-Claramonte, Paola, Koops, Sanne, Ho, Beng-Choon, Dale, Anders M., Davey, Christopher, Geus, Eco J. C. de, de Haan, Lieuwe, Zubicaray, Greig I. de, den Braber, Anouk, Dickie, Erin W., Di Giorgio, Annabella, Hohmann, Sarah, Doan, Nhat Trung, Dørum, Erlend S., Hoekstra, Pieter J., Krämer, Bernd, Soriano-Mas, Carles, Glahn, David C., Kuntsi, Jonna, Gotlib, Ian H., Grabe, Hans-Jörgen, Grimm, Oliver, Groenewold, Nynke A., Grotegerd, Dominik, Gruber, Oliver, Gruner, Patricia, Gur, Rachel E., Stein, Dan J., Lázaro, Luisa, Gur, Ruben C., Hahn, Tim, Lagopoulos, Jim, Harrison, Ben J., Völzke, Henry, Holmes, Avram J., Hoogman, Martine, Hosten, Norbert, Howells, Fleur M., Strike, Lachlan T., Hulshoff Pol, Hilleke E., Huyser, Chaim, Jahanshad, Neda, James, Anthony, Jernigan, Terry L., Jiang, Jiyang, Walter, Henrik, Lebedeva, Irina, Jönsson, Erik G., Joska, John A., Swagerman, Suzanne C., Kahn, René S., Kalnin, Andrew, Andreasen, Nancy C., Lee, Won Hee, Lesch, Klaus-Peter, Lochner, Christine, Machielsen, Marise W. J., Walton, Esther, Maingault, Sophie, Martin, Nicholas G., Tamnes, Christian K., Martínez-Zalacaín, Ignacio, Mataix-Cols, David, Mazoyer, Bernard, McDonald, Colm, Andreassen, Ole A., McDonald, Brenna C., McIntosh, Andrew M., McMahon, Katie L., Wang, Lei, McPhilemy, Genevieve, Temmingh, Henk S., Meinert, Susanne, Menchón, José M., Medland, Sarah E., Meyer-Lindenberg, Andreas, Naaijen, Jilly, Najt, Pablo, Asherson, Philip, Nakao, Tomohiro, Nordvik, Jan E., Wang, Yang, Thomopoulos, Sophia I., Nyberg, Lars, Oosterlaan, Jaap, Ortiz-Garcia de la Foz, Victor, Paloyelis, Yannis, Pauli, Paul, Pergola, Giulio, Pomarol-Clotet, Edith, Portella, Maria J., Banaschewski, Tobias, Potkin, Steven G., Tomyshev, Alexander S., and Wassink, Thomas H.

Abstract

Age has a major effect on brain volume. However, the normative studies available are constrained by small sample sizes, restricted age coverage and significant methodological variability. These limitations introduce inconsistencies and may obscure or distort the lifespan trajectories of brain morphometry. In response, we capitalized on the resources of the Enhancing Neuroimaging Genetics through Meta-Analysis (ENIGMA) Consortium to examine age-related trajectories inferred from cross-sectional measures of the ventricles, the basal ganglia (caudate, putamen, pallidum, and nucleus accumbens), the thalamus, hippocampus and amygdala using magnetic resonance imaging data obtained from 18,605 individuals aged 3–90 years. All subcortical structure volumes were at their maximum value early in life. The volume of the basal ganglia showed a monotonic negative association with age thereafter; there was no significant association between age and the volumes of the thalamus, amygdala and the hippocampus (with some degree of decline in thalamus) until the sixth decade of life after which they also showed a steep negative association with age. The lateral ventricles showed continuous enlargement throughout the lifespan. Age was positively associated with inter-individual variability in the hippocampus and amygdala and the lateral ventricles. These results were robust to potential confounders and could be used to examine the functional significance of deviations from typical age-related morphometric patterns.

Published
2022

45. Cortical thickness across the lifespan: Data from 17,075 healthy individuals aged 3-90 years

Author

Frangou, Sophia; https://orcid.org/0000-0002-3210-6470, Modabbernia, Amirhossein, Williams, Steven C R, Papachristou, Efstathios, Doucet, Gaelle E, et al, Brandeis, Daniel, Frangou, Sophia; https://orcid.org/0000-0002-3210-6470, Modabbernia, Amirhossein, Williams, Steven C R, Papachristou, Efstathios, Doucet, Gaelle E, et al, and Brandeis, Daniel

Abstract

Delineating the association of age and cortical thickness in healthy individuals is critical given the association of cortical thickness with cognition and behavior. Previous research has shown that robust estimates of the association between age and brain morphometry require large-scale studies. In response, we used cross-sectional data from 17,075 individuals aged 3-90 years from the Enhancing Neuroimaging Genetics through Meta-Analysis (ENIGMA) Consortium to infer age-related changes in cortical thickness. We used fractional polynomial (FP) regression to quantify the association between age and cortical thickness, and we computed normalized growth centiles using the parametric Lambda, Mu, and Sigma method. Interindividual variability was estimated using meta-analysis and one-way analysis of variance. For most regions, their highest cortical thickness value was observed in childhood. Age and cortical thickness showed a negative association; the slope was steeper up to the third decade of life and more gradual thereafter; notable exceptions to this general pattern were entorhinal, temporopolar, and anterior cingulate cortices. Interindividual variability was largest in temporal and frontal regions across the lifespan. Age and its FP combinations explained up to 59% variance in cortical thickness. These results may form the basis of further investigation on normative deviation in cortical thickness and its significance for behavioral and cognitive outcomes.

Published
2022

46. Effective psychological therapy for PTSD changes the dynamics of specific large-scale brain networks

Author

Charquero‐Ballester, Marina; https://orcid.org/0000-0001-6638-9862, Kleim, Birgit; https://orcid.org/0000-0001-9114-2917, Vidaurre, Diego; https://orcid.org/0000-0002-9650-2229, Ruff, Christian; https://orcid.org/0000-0002-3964-2364, Stark, Eloise, Tuulari, Jetro J, McManners, Hugh, Bar‐Haim, Yair, Bouquillon, Linda, Moseley, Allison, Williams, Steven C R, Woolrich, Mark W, Kringelbach, Morten L; https://orcid.org/0000-0002-3908-6898, Ehlers, Anke; https://orcid.org/0000-0002-8742-0192, Charquero‐Ballester, Marina; https://orcid.org/0000-0001-6638-9862, Kleim, Birgit; https://orcid.org/0000-0001-9114-2917, Vidaurre, Diego; https://orcid.org/0000-0002-9650-2229, Ruff, Christian; https://orcid.org/0000-0002-3964-2364, Stark, Eloise, Tuulari, Jetro J, McManners, Hugh, Bar‐Haim, Yair, Bouquillon, Linda, Moseley, Allison, Williams, Steven C R, Woolrich, Mark W, Kringelbach, Morten L; https://orcid.org/0000-0002-3908-6898, and Ehlers, Anke; https://orcid.org/0000-0002-8742-0192

Abstract

In posttraumatic stress disorder (PTSD), re-experiencing of the trauma is a hallmark symptom proposed to emerge from a de-contextualised trauma memory. Cognitive therapy for PTSD (CT-PTSD) addresses this de-contextualisation through different strategies. At the brain level, recent research suggests that the dynamics of specific large-scale brain networks play an essential role in both the healthy response to a threatening situation and the development of PTSD. However, very little is known about how these dynamics are altered in the disorder and rebalanced after treatment and successful recovery. Using a data-driven approach and fMRI, we detected recurring large-scale brain functional states with high temporal precision in a population of healthy trauma-exposed and PTSD participants before and after successful CT-PTSD. We estimated the total amount of time that each participant spent on each of the states while being exposed to trauma-related and neutral pictures. We found that PTSD participants spent less time on two default mode subnetworks involved in different forms of self-referential processing in contrast to PTSD participants after CT-PTSD (mtDMN+ and dmDMN+) and healthy trauma-exposed controls (only mtDMN+). Furthermore, re-experiencing severity was related to decreased time spent on the default mode subnetwork involved in contextualised retrieval of autobiographical memories, and increased time spent on the salience and visual networks. Overall, our results support the hypothesis that PTSD involves an imbalance in the dynamics of specific large-scale brain network states involved in self-referential processes and threat detection, and suggest that successful CT-PTSD might rebalance this dynamic aspect of brain function.

Published
2022

48. Effective psychological therapy for PTSD changes the dynamics of specific large‐scale brain networks

Author

Charquero‐Ballester, Marina, primary, Kleim, Birgit, additional, Vidaurre, Diego, additional, Ruff, Christian, additional, Stark, Eloise, additional, Tuulari, Jetro J., additional, McManners, Hugh, additional, Bar‐Haim, Yair, additional, Bouquillon, Linda, additional, Moseley, Allison, additional, Williams, Steven C. R., additional, Woolrich, Mark W., additional, Kringelbach, Morten L., additional, and Ehlers, Anke, additional

Published
2022
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49. Motion corrected silent ZTE neuroimaging

Author

Ljungberg, Emil, primary, Wood, Tobias C., additional, Solana, Ana Beatriz, additional, Williams, Steven C. R., additional, Barker, Gareth J., additional, and Wiesinger, Florian, additional

Published
2022
Full Text
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50. sj-docx-1-jop-10.1177_02698811221133469 – Supplemental material for The influence of stimulus onset asynchrony, task order, sex and hormonal contraception on prepulse inhibition and prepulse facilitation: Methodological considerations for drug and imaging research

Author

Naysmith, Laura F, Williams, Steven C R, and Kumari, Veena

Subjects
FOS: Psychology, FOS: Clinical medicine, 170199 Psychology not elsewhere classified, 110319 Psychiatry (incl. Psychotherapy), 111599 Pharmacology and Pharmaceutical Sciences not elsewhere classified, 110904 Neurology and Neuromuscular Diseases
Abstract

Supplemental material, sj-docx-1-jop-10.1177_02698811221133469 for The influence of stimulus onset asynchrony, task order, sex and hormonal contraception on prepulse inhibition and prepulse facilitation: Methodological considerations for drug and imaging research by Laura F Naysmith, Steven C R Williams and Veena Kumari in Journal of Psychopharmacology

Published
2022
Full Text
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