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1. Individual causal effect estimation accounting for latent disease state modification among bipolar participants in mobile health studies

Author

Fowler, Charlotte R., Cai, Xiaoxuan, Rahimi-Eichi, Habiballah, Dixon, Lisa, Ongur, Dost, Baker, Justin T., Onnela, Jukka-Pekka, and Valeri, Linda

Subjects
Statistics - Applications
Abstract

Individuals with bipolar disorder tend to cycle through disease states such as depression and mania. The heterogeneous nature of disease across states complicates the evaluation of interventions for bipolar disorder patients, as varied interventional success is observed within and across individuals. In fact, we hypothesize that disease state acts as an effect modifier for the causal effect of a given intervention on health outcomes. To address this dilemma, we propose an N-of-1 approach using an adapted autoregressive hidden Markov model, applied to longitudinal mobile health data collected from individuals with bipolar disorder. This method allows us to identify a latent variable from mobile health data to be treated as an effect modifier between the exposure and outcome of interest while allowing for missing data in the outcome. A counterfactual approach is employed for causal inference and to obtain a g-formula estimator to recover said effect. The performance of the proposed method is compared with a naive approach across extensive simulations and application to a multi-year smartphone study of bipolar patients, evaluating the individual effect of digital social activity on sleep duration across different latent disease states.

Published
2025

2. Causal estimands and identification of time-varying effects in non-stationary time series from N-of-1 mobile device data

Author

Cai, Xiaoxuan, Zeng, Li, Fowler, Charlotte, Dixon, Lisa, Ongur, Dost, Baker, Justin T., Onnela, Jukka-Pekka, and Valeri, Linda

Subjects
Statistics - Methodology
Abstract

Mobile technology (mobile phones and wearable devices) generates continuous data streams encompassing outcomes, exposures and covariates, presented as intensive longitudinal or multivariate time series data. The high frequency of measurements enables granular and dynamic evaluation of treatment effect, revealing their persistence and accumulation over time. Existing methods predominantly focus on the contemporaneous effect, temporal-average, or population-average effects, assuming stationarity or invariance of treatment effects over time, which are inadequate both conceptually and statistically to capture dynamic treatment effects in personalized mobile health data. We here propose new causal estimands for multivariate time series in N-of-1 studies. These estimands summarize how time-varying exposures impact outcomes in both short- and long-term. We propose identifiability assumptions and a g-formula estimator that accounts for exposure-outcome and outcome-covariate feedback. The g-formula employs a state space model framework innovatively to accommodate time-varying behavior of treatment effects in non-stationary time series. We apply the proposed method to a multi-year smartphone observational study of bipolar patients and estimate the dynamic effect of phone-based communication on mood of patients with bipolar disorder in an N-of-1 setting. Our approach reveals substantial heterogeneity in treatment effects over time and across individuals. A simulation-based strategy is also proposed for the development of a short-term, dynamic, and personalized treatment recommendation based on patient's past information, in combination with a novel positivity diagnostics plot, validating proper causal inference in time series data.

Published
2024

3. Smaller total and subregional cerebellar volumes in posttraumatic stress disorder: a mega-analysis by the ENIGMA-PGC PTSD workgroup

Author

Huggins, Ashley A, Baird, C Lexi, Briggs, Melvin, Laskowitz, Sarah, Hussain, Ahmed, Fouda, Samar, Haswell, Courtney, Sun, Delin, Salminen, Lauren E, Jahanshad, Neda, Thomopoulos, Sophia I, Veltman, Dick J, Frijling, Jessie L, Olff, Miranda, van Zuiden, Mirjam, Koch, Saskia BJ, Nawjin, Laura, Wang, Li, Zhu, Ye, Li, Gen, Stein, Dan J, Ipser, Jonathan, Seedat, Soraya, du Plessis, Stefan, van den Heuvel, Leigh L, Suarez-Jimenez, Benjamin, Zhu, Xi, Kim, Yoojean, He, Xiaofu, Zilcha-Mano, Sigal, Lazarov, Amit, Neria, Yuval, Stevens, Jennifer S, Ressler, Kerry J, Jovanovic, Tanja, van Rooij, Sanne JH, Fani, Negar, Hudson, Anna R, Mueller, Sven C, Sierk, Anika, Manthey, Antje, Walter, Henrik, Daniels, Judith K, Schmahl, Christian, Herzog, Julia I, Říha, Pavel, Rektor, Ivan, Lebois, Lauren AM, Kaufman, Milissa L, Olson, Elizabeth A, Baker, Justin T, Rosso, Isabelle M, King, Anthony P, Liberzon, Isreal, Angstadt, Mike, Davenport, Nicholas D, Sponheim, Scott R, Disner, Seth G, Straube, Thomas, Hofmann, David, Qi, Rongfeng, Lu, Guang Ming, Baugh, Lee A, Forster, Gina L, Simons, Raluca M, Simons, Jeffrey S, Magnotta, Vincent A, Fercho, Kelene A, Maron-Katz, Adi, Etkin, Amit, Cotton, Andrew S, O’Leary, Erin N, Xie, Hong, Wang, Xin, Quidé, Yann, El-Hage, Wissam, Lissek, Shmuel, Berg, Hannah, Bruce, Steven, Cisler, Josh, Ross, Marisa, Herringa, Ryan J, Grupe, Daniel W, Nitschke, Jack B, Davidson, Richard J, Larson, Christine L, deRoon-Cassini, Terri A, Tomas, Carissa W, Fitzgerald, Jacklynn M, Blackford, Jennifer Urbano, Olatunji, Bunmi O, Kremen, William S, Lyons, Michael J, Franz, Carol E, Gordon, Evan M, May, Geoffrey, Nelson, Steven M, Abdallah, Chadi G, Levy, Ifat, and Harpaz-Rotem, Ilan

Subjects
Clinical and Health Psychology, Psychology, Mind and Body, Mental Illness, Anxiety Disorders, Neurosciences, Brain Disorders, Post-Traumatic Stress Disorder (PTSD), Behavioral and Social Science, Mental Health, Mental health, Humans, Stress Disorders, Post-Traumatic, Cerebellum, Female, Male, Adult, Magnetic Resonance Imaging, Middle Aged, White Matter, Gray Matter, Organ Size, Deep Learning, Biological Sciences, Medical and Health Sciences, Psychology and Cognitive Sciences, Psychiatry, Clinical sciences, Biological psychology, Clinical and health psychology
Abstract

Although the cerebellum contributes to higher-order cognitive and emotional functions relevant to posttraumatic stress disorder (PTSD), prior research on cerebellar volume in PTSD is scant, particularly when considering subregions that differentially map on to motor, cognitive, and affective functions. In a sample of 4215 adults (PTSD n = 1642; Control n = 2573) across 40 sites from the ENIGMA-PGC PTSD working group, we employed a new state-of-the-art deep-learning based approach for automatic cerebellar parcellation to obtain volumetric estimates for the total cerebellum and 28 subregions. Linear mixed effects models controlling for age, gender, intracranial volume, and site were used to compare cerebellum volumes in PTSD compared to healthy controls (88% trauma-exposed). PTSD was associated with significant grey and white matter reductions of the cerebellum. Compared to controls, people with PTSD demonstrated smaller total cerebellum volume, as well as reduced volume in subregions primarily within the posterior lobe (lobule VIIB, crus II), vermis (VI, VIII), flocculonodular lobe (lobule X), and corpus medullare (all p-FDR

Published
2024

4. Testing unit root non-stationarity in the presence of missing data in univariate time series of mobile health studies

Author

Fowler, Charlotte, Cai, Xiaoxuan, Baker, Justin T., Onnela, Jukka-Pekka, and Valeri, Linda

Subjects
Statistics - Methodology
Abstract

The use of digital devices to collect data in mobile health (mHealth) studies introduces a novel application of time series methods, with the constraint of potential data missing at random (MAR) or missing not at random (MNAR). In time series analysis, testing for stationarity is an important preliminary step to inform appropriate later analyses. The augmented Dickey-Fuller (ADF) test was developed to test the null hypothesis of unit root non-stationarity, under no missing data. Beyond recommendations under data missing completely at random (MCAR) for complete case analysis or last observation carry forward imputation, researchers have not extended unit root non-stationarity testing to a context with more complex missing data mechanisms. Multiple imputation with chained equations, Kalman smoothing imputation, and linear interpolation have also been proposed for time series data, however such methods impose constraints on the autocorrelation structure, and thus impact unit root testing. We propose maximum likelihood estimation and multiple imputation using state space model approaches to adapt the ADF test to a context with missing data. We further develop sensitivity analysis techniques to examine the impact of MNAR data. We evaluate the performance of existing and proposed methods across different missing mechanisms in extensive simulations and in their application to a multi-year smartphone study of bipolar patients.

Published
2022
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5. State space model multiple imputation for missing data in non-stationary multivariate time series with application in digital Psychiatry

Author

Cai, Xiaoxuan, Wang, Xinru, Zeng, Li, Eichi, Habiballah Rahimi, Ongur, Dost, Dixon, Lisa, Baker, Justin T., Onnela, Jukka-Pekka, and Valeri, Linda

Subjects
Statistics - Methodology
Abstract

Mobile technology enables unprecedented continuous monitoring of an individual's behavior, social interactions, symptoms, and other health conditions, presenting an enormous opportunity for therapeutic advancements and scientific discoveries regarding the etiology of psychiatric illness. Continuous collection of mobile data results in the generation of a new type of data: entangled multivariate time series of outcome, exposure, and covariates. Missing data is a pervasive problem in biomedical and social science research, and the Ecological Momentary Assessment (EMA) using mobile devices in psychiatric research is no exception. However, the complex structure of multivariate time series introduces new challenges in handling missing data for proper causal inference. Data imputation is commonly recommended to enhance data utility and estimation efficiency. The majority of available imputation methods are either designed for longitudinal data with limited follow-up times or for stationary time series, which are incompatible with potentially non-stationary time series. In the field of psychiatry, non-stationary data are frequently encountered as symptoms and treatment regimens may experience dramatic changes over time. To address missing data in possibly non-stationary multivariate time series, we propose a novel multiple imputation strategy based on the state space model (SSMmp) and a more computationally efficient variant (SSMimpute). We demonstrate their advantages over other widely used missing data strategies by evaluating their theoretical properties and empirical performance in simulations of both stationary and non-stationary time series, subject to various missing mechanisms. We apply the SSMimpute to investigate the association between social network size and negative mood using a multi-year observational smartphone study of bipolar patients, controlling for confounding variables.

Published
2022

6. Examining the association between posttraumatic stress disorder and disruptions in cortical networks identified using data-driven methods

Author

Yang, Jin, Huggins, Ashley A., Sun, Delin, Baird, C. Lexi, Haswell, Courtney C., Frijling, Jessie L., Olff, Miranda, van Zuiden, Mirjam, Koch, Saskia B. J., Nawijn, Laura, Veltman, Dick J., Suarez-Jimenez, Benjamin, Zhu, Xi, Neria, Yuval, Hudson, Anna R., Mueller, Sven C., Baker, Justin T., Lebois, Lauren A. M., Kaufman, Milissa L., Qi, Rongfeng, Lu, Guang Ming, Říha, Pavel, Rektor, Ivan, Dennis, Emily L., Ching, Christopher R. K., Thomopoulos, Sophia I., Salminen, Lauren E., Jahanshad, Neda, Thompson, Paul M., Stein, Dan J., Koopowitz, Sheri M., Ipser, Jonathan C., Seedat, Soraya, du Plessis, Stefan, van den Heuvel, Leigh L., Wang, Li, Zhu, Ye, Li, Gen, Sierk, Anika, Manthey, Antje, Walter, Henrik, Daniels, Judith K., Schmahl, Christian, Herzog, Julia I., Liberzon, Israel, King, Anthony, Angstadt, Mike, Davenport, Nicholas D., Sponheim, Scott R., Disner, Seth G., Straube, Thomas, Hofmann, David, Grupe, Daniel W., Nitschke, Jack B., Davidson, Richard J., Larson, Christine L., deRoon-Cassini, Terri A., Blackford, Jennifer U., Olatunji, Bunmi O., Gordon, Evan M., May, Geoffrey, Nelson, Steven M., Abdallah, Chadi G., Levy, Ifat, Harpaz-Rotem, Ilan, Krystal, John H., Morey, Rajendra A., and Sotiras, Aristeidis

Published
2024
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7. A comparison of methods to harmonize cortical thickness measurements across scanners and sites

Author

Sun, Delin, Rakesh, Gopalkumar, Haswell, Courtney C, Logue, Mark, Baird, C Lexi, O'Leary, Erin N, Cotton, Andrew S, Xie, Hong, Tamburrino, Marijo, Chen, Tian, Dennis, Emily L, Jahanshad, Neda, Salminen, Lauren E, Thomopoulos, Sophia I, Rashid, Faisal, Ching, Christopher RK, Koch, Saskia BJ, Frijling, Jessie L, Nawijn, Laura, van Zuiden, Mirjam, Zhu, Xi, Suarez-Jimenez, Benjamin, Sierk, Anika, Walter, Henrik, Manthey, Antje, Stevens, Jennifer S, Fani, Negar, van Rooij, Sanne JH, Stein, Murray, Bomyea, Jessica, Koerte, Inga K, Choi, Kyle, van der Werff, Steven JA, Vermeiren, Robert RJM, Herzog, Julia, Lebois, Lauren AM, Baker, Justin T, Olson, Elizabeth A, Straube, Thomas, Korgaonkar, Mayuresh S, Andrew, Elpiniki, Zhu, Ye, Li, Gen, Ipser, Jonathan, Hudson, Anna R, Peverill, Matthew, Sambrook, Kelly, Gordon, Evan, Baugh, Lee, Forster, Gina, Simons, Raluca M, Simons, Jeffrey S, Magnotta, Vincent, Maron-Katz, Adi, du Plessis, Stefan, Disner, Seth G, Davenport, Nicholas, Grupe, Daniel W, Nitschke, Jack B, deRoon-Cassini, Terri A, Fitzgerald, Jacklynn M, Krystal, John H, Levy, Ifat, Olff, Miranda, Veltman, Dick J, Wang, Li, Neria, Yuval, De Bellis, Michael D, Jovanovic, Tanja, Daniels, Judith K, Shenton, Martha, van de Wee, Nic JA, Schmahl, Christian, Kaufman, Milissa L, Rosso, Isabelle M, Sponheim, Scott R, Hofmann, David Bernd, Bryant, Richard A, Fercho, Kelene A, Stein, Dan J, Mueller, Sven C, Hosseini, Bobak, Phan, K Luan, McLaughlin, Katie A, Davidson, Richard J, Larson, Christine L, May, Geoffrey, Nelson, Steven M, Abdallah, Chadi G, Gomaa, Hassaan, Etkin, Amit, Seedat, Soraya, Harpaz-Rotem, Ilan, Liberzon, Israel, van Erp, Theo GM, Quidé, Yann, Wang, Xin, Thompson, Paul M, and Morey, Rajendra A

Subjects
Good Health and Well Being, Adolescent, Adult, Aged, Aged, 80 and over, Case-Control Studies, Child, Female, Humans, Magnetic Resonance Imaging, Male, Middle Aged, Neuroimaging, Stress Disorders, Post-Traumatic, Young Adult, Data Harmonization, Scanner Effects, Site Effects, Cortical Thickness, ComBat, ComBat-GAM, Linear Mixed-Effects Model, General Additive Model, PTSD, Medical and Health Sciences, Psychology and Cognitive Sciences, Neurology & Neurosurgery
Abstract

Results of neuroimaging datasets aggregated from multiple sites may be biased by site-specific profiles in participants' demographic and clinical characteristics, as well as MRI acquisition protocols and scanning platforms. We compared the impact of four different harmonization methods on results obtained from analyses of cortical thickness data: (1) linear mixed-effects model (LME) that models site-specific random intercepts (LMEINT), (2) LME that models both site-specific random intercepts and age-related random slopes (LMEINT+SLP), (3) ComBat, and (4) ComBat with a generalized additive model (ComBat-GAM). Our test case for comparing harmonization methods was cortical thickness data aggregated from 29 sites, which included 1,340 cases with posttraumatic stress disorder (PTSD) (6.2-81.8 years old) and 2,057 trauma-exposed controls without PTSD (6.3-85.2 years old). We found that, compared to the other data harmonization methods, data processed with ComBat-GAM was more sensitive to the detection of significant case-control differences (Χ2(3) = 63.704, p < 0.001) as well as case-control differences in age-related cortical thinning (Χ2(3) = 12.082, p = 0.007). Both ComBat and ComBat-GAM outperformed LME methods in detecting sex differences (Χ2(3) = 9.114, p = 0.028) in regional cortical thickness. ComBat-GAM also led to stronger estimates of age-related declines in cortical thickness (corrected p-values < 0.001), stronger estimates of case-related cortical thickness reduction (corrected p-values < 0.001), weaker estimates of age-related declines in cortical thickness in cases than controls (corrected p-values < 0.001), stronger estimates of cortical thickness reduction in females than males (corrected p-values < 0.001), and stronger estimates of cortical thickness reduction in females relative to males in cases than controls (corrected p-values < 0.001). Our results support the use of ComBat-GAM to minimize confounds and increase statistical power when harmonizing data with non-linear effects, and the use of either ComBat or ComBat-GAM for harmonizing data with linear effects.

Published
2022

10. Use of serial smartphone-based assessments to characterize diverse neuropsychiatric symptom trajectories in a large trauma survivor cohort

Author

Beaudoin, Francesca L., An, Xinming, Basu, Archana, Ji, Yinyao, Liu, Mochuan, Kessler, Ronald C., Doughtery, Robert F., Zeng, Donglin, Bollen, Kenneth A., House, Stacey L., Stevens, Jennifer S., Neylan, Thomas C., Clifford, Gari D., Jovanovic, Tanja, Linnstaedt, Sarah D., Germine, Laura T., Rauch, Scott L., Haran, John P., Storrow, Alan B., Lewandowski, Christopher, Musey, Jr., Paul I., Hendry, Phyllis L., Sheikh, Sophia, Jones, Christopher W., Punches, Brittany E., Kurz, Michael C., Swor, Robert A., Murty, Vishnu P., McGrath, Meghan E., Hudak, Lauren A., Pascual, Jose L., Datner, Elizabeth M., Chang, Anna M., Pearson, Claire, Peak, David A., Merchant, Roland C., Domeier, Robert M., Rathlev, Niels K., Neil, Brian J. O’, Sergot, Paulina, Sanchez, Leon D., Bruce, Steven E., Baker, Justin T., Joormann, Jutta, Miller, Mark W., Pietrzak, Robert H., Barch, Deanna M., Pizzagalli, Diego A., Sheridan, John F., Smoller, Jordan W., Harte, Steven E., Elliott, James M., Koenen, Karestan C., Ressler, Kerry J., and McLean, Samuel A.

Published
2023
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12. Mapping Cortical and Subcortical Asymmetry in Obsessive-Compulsive Disorder: Findings From the ENIGMA Consortium

Author

Kong, Xiang-Zhen, Boedhoe, Premika SW, Abe, Yoshinari, Alonso, Pino, Ameis, Stephanie H, Arnold, Paul D, Assogna, Francesca, Baker, Justin T, Batistuzzo, Marcelo C, Benedetti, Francesco, Beucke, Jan C, Bollettini, Irene, Bose, Anushree, Brem, Silvia, Brennan, Brian P, Buitelaar, Jan, Calvo, Rosa, Cheng, Yuqi, Cho, Kang Ik K, Dallaspezia, Sara, Denys, Damiaan, Ely, Benjamin A, Feusner, Jamie, Fitzgerald, Kate D, Fouche, Jean-Paul, Fridgeirsson, Egill A, Glahn, David C, Gruner, Patricia, Gürsel, Deniz A, Hauser, Tobias U, Hirano, Yoshiyuki, Hoexter, Marcelo Q, Hu, Hao, Huyser, Chaim, James, Anthony, Jaspers-Fayer, Fern, Kathmann, Norbert, Kaufmann, Christian, Koch, Kathrin, Kuno, Masaru, Kvale, Gerd, Kwon, Jun Soo, Lazaro, Luisa, Liu, Yanni, Lochner, Christine, Marques, Paulo, Marsh, Rachel, Martínez-Zalacaín, Ignacio, Mataix-Cols, David, Medland, Sarah E, Menchón, José M, Minuzzi, Luciano, Moreira, Pedro S, Morer, Astrid, Morgado, Pedro, Nakagawa, Akiko, Nakamae, Takashi, Nakao, Tomohiro, Narayanaswamy, Janardhanan C, Nurmi, Erika L, O'Neill, Joseph, Pariente, Jose C, Perriello, Chris, Piacentini, John, Piras, Fabrizio, Piras, Federica, Pittenger, Christopher, Reddy, YC Janardhan, Rus-Oswald, Oana Georgiana, Sakai, Yuki, Sato, Joao R, Schmaal, Lianne, Simpson, H Blair, Soreni, Noam, Soriano-Mas, Carles, Spalletta, Gianfranco, Stern, Emily R, Stevens, Michael C, Stewart, S Evelyn, Szeszko, Philip R, Tolin, David F, Tsuchiyagaito, Aki, van Rooij, Daan, van Wingen, Guido A, Venkatasubramanian, Ganesan, Wang, Zhen, Yun, Je-Yeon, Group, ENIGMA OCD Working, Anticevic, Alan, Banaj, Nerisa, and Bargalló, Nuria

Subjects
Biological Psychology, Biomedical and Clinical Sciences, Psychology, Serious Mental Illness, Mental Health, Neurosciences, Brain Disorders, Clinical Research, Anxiety Disorders, Neurological, Mental health, Adult, Brain, Brain Mapping, Child, Humans, Image Processing, Computer-Assisted, Magnetic Resonance Imaging, Obsessive-Compulsive Disorder, Thalamus, Brain asymmetry, Laterality, Mega-analysis, Obsessive-compulsive disorder, Pallidum, ENIGMA OCD Working Group, Biological Sciences, Medical and Health Sciences, Psychology and Cognitive Sciences, Psychiatry, Biological sciences, Biomedical and clinical sciences
Abstract

BackgroundLateralized dysfunction has been suggested in obsessive-compulsive disorder (OCD). However, it is currently unclear whether OCD is characterized by abnormal patterns of brain structural asymmetry. Here we carried out what is by far the largest study of brain structural asymmetry in OCD.MethodsWe studied a collection of 16 pediatric datasets (501 patients with OCD and 439 healthy control subjects), as well as 30 adult datasets (1777 patients and 1654 control subjects) from the OCD Working Group within the ENIGMA (Enhancing Neuro Imaging Genetics through Meta Analysis) Consortium. Asymmetries of the volumes of subcortical structures, and of measures of regional cortical thickness and surface areas, were assessed based on T1-weighted magnetic resonance imaging scans, using harmonized image analysis and quality control protocols. We investigated possible alterations of brain asymmetry in patients with OCD. We also explored potential associations of asymmetry with specific aspects of the disorder and medication status.ResultsIn the pediatric datasets, the largest case-control differences were observed for volume asymmetry of the thalamus (more leftward; Cohen's d = 0.19) and the pallidum (less leftward; d = -0.21). Additional analyses suggested putative links between these asymmetry patterns and medication status, OCD severity, or anxiety and depression comorbidities. No significant case-control differences were found in the adult datasets.ConclusionsThe results suggest subtle changes of the average asymmetry of subcortical structures in pediatric OCD, which are not detectable in adults with the disorder. These findings may reflect altered neurodevelopmental processes in OCD.

Published
2020

15. Right Prefrontal Cortical Thickness Is Associated With Response to Cognitive-Behavioral Therapy in Children With Obsessive-Compulsive Disorder

Author

Real, Eva, Segalas, Cinto, Morer, Astrid, Brem, Silvia, Ferreira, Sonia, Moreira, Pedro Silva, Hagen, Kristen, Hamatani, Sayo, Takahashi, Jumpei, Yoshida, Tokiko, de Mathis, Maria Alice, Miguel, Euripedes C., Pariente, Jose C., Tang, Jinsong, Bertolín, Sara, Alonso, Pino, Martínez-Zalacaín, Ignacio, Menchón, Jose M., Jimenez-Murcia, Susana, Baker, Justin T., Bargalló, Nuria, Batistuzzo, Marcelo Camargo, Boedhoe, Premika S.W., Brennan, Brian P., Feusner, Jamie D., Fitzgerald, Kate D., Fontaine, Martine, Hansen, Bjarne, Hirano, Yoshiyuki, Hoexter, Marcelo Q., Huyser, Chaim, Jahanshad, Neda, Jaspers-Fayer, Fern, Kuno, Masaru, Kvale, Gerd, Lazaro, Luisa, Machado-Sousa, Mafalda, Marsh, Rachel, Morgado, Pedro, Nakagawa, Akiko, Norman, Luke, Nurmi, Erika L., O’Neill, Joseph, Ortiz, Ana E., Perriello, Chris, Piacentini, John, Picó-Pérez, Maria, Shavitt, Roseli G., Shimizu, Eiji, Simpson, Helen Blair, Stewart, S. Evelyn, Thomopoulos, Sophia I., Thorsen, Anders Lillevik, Walitza, Susanne, Wolters, Lidewij H., Thompson, Paul M., van den Heuvel, Odile A., Stein, Dan J., and Soriano-Mas, Carles

Published
2023
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16. Associations of medication with subcortical morphology across the lifespan in OCD: Results from the international ENIGMA Consortium

Author

Poletti, Sara, Fridgeirsson, Egill Axfjord, Ikuta, Toshikazu, de Wit, Stella J., Vriend, Chris, Kasprzak, Selina, Kuno, Masaru, Takahashi, Jumpei, Miguel, Euripedes C., Shavitt, Roseli G., Hough, Morgan, Pariente, Jose C., Ortiz, Ana E., Bertolín, Sara, Real, Eva, Segalàs, Cinto, Moreira, Pedro Silva, Sousa, Nuno, Narumoto, Jin, Yamada, Kei, Tang, Jinsong, Fouche, Jean-Paul, Kim, Taekwan, Choi, Sunah, Ha, Minji, Park, Sunghyun, Ivanov, Iliyan, Boedhoe, Premika S.W., Abe, Yoshinari, Alonso, Pino, Ameis, Stephanie H., Arnold, Paul D., Balachander, Srinivas, Baker, Justin T., Banaj, Nerisa, Bargalló, Nuria, Batistuzzo, Marcelo C., Benedetti, Francesco, Beucke, Jan C., Bollettini, Irene, Brem, Silvia, Brennan, Brian P., Buitelaar, Jan, Calvo, Rosa, Cheng, Yuqi, Cho, Kang Ik K., Dallaspezia, Sara, Denys, Damiaan, Diniz, Juliana B., Ely, Benjamin A., Feusner, Jamie D., Ferreira, Sónia, Fitzgerald, Kate D., Fontaine, Martine, Gruner, Patricia, Hanna, Gregory L., Hirano, Yoshiyuki, Hoexter, Marcelo Q., Huyser, Chaim, Ikari, Keisuke, James, Anthony, Jaspers-Fayer, Fern, Jiang, Hongyan, Kathmann, Norbert, Kaufmann, Christian, Kim, Minah, Koch, Kathrin, Kwon, Jun Soo, Lázaro, Luisa, Liu, Yanni, Lochner, Christine, Marsh, Rachel, Martínez-Zalacaín, Ignacio, Mataix-Cols, David, Menchón, José M., Minuzzi, Luciano, Morer, Astrid, Morgado, Pedro, Nakagawa, Akiko, Nakamae, Takashi, Nakao, Tomohiro, Narayanaswamy, Janardhanan C., Nurmi, Erika L., Oh, Sanghoon, Perriello, Chris, Piacentini, John C., Picó-Pérez, Maria, Piras, Fabrizio, Piras, Federica, Reddy, Y.C. Janardhan, Manrique, Daniela Rodriguez, Sakai, Yuki, Shimizu, Eiji, Simpson, H. Blair, Soreni, Noam, Soriano-Mas, Carles, Spalletta, Gianfranco, Stern, Emily R., Stevens, Michael C., Stewart, S. Evelyn, Szeszko, Philip R., Tolin, David F., van Rooij, Daan, Veltman, Dick J., van der Werf, Ysbrand D., van Wingen, Guido A., Venkatasubramanian, Ganesan, Walitza, Susanne, Wang, Zhen, Watanabe, Anri, Wolters, Lidewij H., Xu, Xiufeng, Yun, Je-Yeon, Zarei, Mojtaba, Zhang, Fengrui, Zhao, Qing, Jahanshad, Neda, Thomopoulos, Sophia I., Thompson, Paul M., Stein, Dan J., van den Heuvel, Odile A., and O'Neill, Joseph

Published
2022
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17. Remodeling of the Cortical Structural Connectome in Posttraumatic Stress Disorder: Results From the ENIGMA-PGC Posttraumatic Stress Disorder Consortium

Author

Sun, Delin, Rakesh, Gopalkumar, Clarke-Rubright, Emily K., Haswell, Courtney C., Logue, Mark W., O’Leary, Erin N., Cotton, Andrew S., Xie, Hong, Dennis, Emily L., Jahanshad, Neda, Salminen, Lauren E., Thomopoulos, Sophia I., Rashid, Faisal M., Ching, Christopher R.K., Koch, Saskia B.J., Frijling, Jessie L., Nawijn, Laura, van Zuiden, Mirjam, Zhu, Xi, Suarez-Jimenez, Benjamin, Sierk, Anika, Walter, Henrik, Manthey, Antje, Stevens, Jennifer S., Fani, Negar, van Rooij, Sanne J.H., Stein, Murray B., Bomyea, Jessica, Koerte, Inga, Choi, Kyle, van der Werff, Steven J.A., Vermeiren, Robert R.J.M., Herzog, Julia I., Lebois, Lauren A.M., Baker, Justin T., Ressler, Kerry J., Olson, Elizabeth A., Straube, Thomas, Korgaonkar, Mayuresh S., Andrew, Elpiniki, Zhu, Ye, Li, Gen, Ipser, Jonathan, Hudson, Anna R., Peverill, Matthew, Sambrook, Kelly, Gordon, Evan, Baugh, Lee A., Forster, Gina, Simons, Raluca M., Simons, Jeffrey S., Magnotta, Vincent A., Maron-Katz, Adi, du Plessis, Stefan, Disner, Seth G., Davenport, Nicholas D., Grupe, Dan, Nitschke, Jack B., deRoon-Cassini, Terri A., Fitzgerald, Jacklynn, Krystal, John H., Levy, Ifat, Olff, Miranda, Veltman, Dick J., Wang, Li, Neria, Yuval, De Bellis, Michael D., Jovanovic, Tanja, Daniels, Judith K., Shenton, Martha E., van de Wee, Nic J.A., Schmahl, Christian, Kaufman, Milissa L., Rosso, Isabelle M., Sponheim, Scott R., Hofmann, David Bernd, Bryant, Richard A., Fercho, Kelene A., Stein, Dan J., Mueller, Sven C., Phan, K. Luan, McLaughlin, Katie A., Davidson, Richard J., Larson, Christine, May, Geoffrey, Nelson, Steven M., Abdallah, Chadi G., Gomaa, Hassaan, Etkin, Amit, Seedat, Soraya, Harpaz-Rotem, Ilan, Liberzon, Israel, Wang, Xin, Thompson, Paul M., and Morey, Rajendra A.

Published
2022
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18. Mobile footprinting: linking individual distinctiveness in mobility patterns to mood, sleep, and brain functional connectivity

Author

Xia, Cedric Huchuan, Barnett, Ian, Tapera, Tinashe M., Adebimpe, Azeez, Baker, Justin T., Bassett, Danielle S., Brotman, Melissa A., Calkins, Monica E., Cui, Zaixu, Leibenluft, Ellen, Linguiti, Sophia, Lydon-Staley, David M., Martin, Melissa Lynne, Moore, Tyler M., Murtha, Kristin, Piiwaa, Kayla, Pines, Adam, Roalf, David R., Rush-Goebel, Sage, Wolf, Daniel H., Ungar, Lyle H., and Satterthwaite, Theodore D.

Published
2022
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25. Intrinsic Connectivity Patterns of Task-Defined Brain Networks Allow Individual Prediction of Cognitive Symptom Dimension of Schizophrenia and Are Linked to Molecular Architecture

Author

Chen, Ji, Müller, Veronika I., Dukart, Juergen, Hoffstaedter, Felix, Baker, Justin T., Holmes, Avram J., Vatansever, Deniz, Nickl-Jockschat, Thomas, Liu, Xiaojin, Derntl, Birgit, Kogler, Lydia, Jardri, Renaud, Gruber, Oliver, Aleman, André, Sommer, Iris E., Eickhoff, Simon B., and Patil, Kaustubh R.

Published
2021
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27. Quantum computing at the frontiers of biological sciences

Author

Emani, Prashant S., Warrell, Jonathan, Anticevic, Alan, Bekiranov, Stefan, Gandal, Michael, McConnell, Michael J., Sapiro, Guillermo, Aspuru-Guzik, Alán, Baker, Justin T., Bastiani, Matteo, Murray, John D., Sotiropoulos, Stamatios N., Taylor, Jacob, Senthil, Geetha, Lehner, Thomas, Gerstein, Mark B., and Harrow, Aram W.

Published
2021
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28. 376. Understanding Mental Health Risk Factors Associated With Housing Stability: A Multi-Level Comparison

Author

Pandina, Alexander, primary, Bronson, Lilikoi, additional, Howell, Allyna, additional, Irujo, Carmen, additional, Kweon, Jamie, additional, Osman, Abdirahman, additional, Rosvall, Annah, additional, Rubbani, Shafi, additional, Tatham, Jocelynn, additional, Baker, Justin T., additional, Gelda, Steven E., additional, Gelwan, Eliot M., additional, Vahia, Ipsit, additional, Leslie, Michael, additional, Ressler, Kerry, additional, Rodriguez-Villa, Fernando, additional, and Yip, Agustin, additional

Published
2024
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31. Accelerating Medicines Partnership® Schizophrenia (AMP® SCZ): Rationale and Study Design of the Largest Global Prospective Cohort Study of Clinical High Risk for Psychosis

Author

Wannan, Cassandra M J, primary, Nelson, Barnaby, additional, Addington, Jean, additional, Allott, Kelly, additional, Anticevic, Alan, additional, Arango, Celso, additional, Baker, Justin T, additional, Bearden, Carrie E, additional, Billah, Tashrif, additional, Bouix, Sylvain, additional, Broome, Matthew R, additional, Buccilli, Kate, additional, Cadenhead, Kristin S, additional, Calkins, Monica E, additional, Cannon, Tyrone D, additional, Cecci, Guillermo, additional, Chen, Eric Yu Hai, additional, Cho, Kang Ik K, additional, Choi, Jimmy, additional, Clark, Scott R, additional, Coleman, Michael J, additional, Conus, Philippe, additional, Corcoran, Cheryl M, additional, Cornblatt, Barbara A, additional, Diaz-Caneja, Covadonga M, additional, Dwyer, Dominic, additional, Ebdrup, Bjørn H, additional, Ellman, Lauren M, additional, Fusar-Poli, Paolo, additional, Galindo, Liliana, additional, Gaspar, Pablo A, additional, Gerber, Carla, additional, Glenthøj, Louise Birkedal, additional, Glynn, Robert, additional, Harms, Michael P, additional, Horton, Leslie E, additional, Kahn, René S, additional, Kambeitz, Joseph, additional, Kambeitz-Ilankovic, Lana, additional, Kane, John M, additional, Kapur, Tina, additional, Keshavan, Matcheri S, additional, Kim, Sung-Wan, additional, Koutsouleris, Nikolaos, additional, Kubicki, Marek, additional, Kwon, Jun Soo, additional, Langbein, Kerstin, additional, Lewandowski, Kathryn E, additional, Light, Gregory A, additional, Mamah, Daniel, additional, Marcy, Patricia J, additional, Mathalon, Daniel H, additional, McGorry, Patrick D, additional, Mittal, Vijay A, additional, Nordentoft, Merete, additional, Nunez, Angela, additional, Pasternak, Ofer, additional, Pearlson, Godfrey D, additional, Perez, Jesus, additional, Perkins, Diana O, additional, Powers, Albert R, additional, Roalf, David R, additional, Sabb, Fred W, additional, Schiffman, Jason, additional, Shah, Jai L, additional, Smesny, Stefan, additional, Spark, Jessica, additional, Stone, William S, additional, Strauss, Gregory P, additional, Tamayo, Zailyn, additional, Torous, John, additional, Upthegrove, Rachel, additional, Vangel, Mark, additional, Verma, Swapna, additional, Wang, Jijun, additional, Rossum, Inge Winter-van, additional, Wolf, Daniel H, additional, Wolff, Phillip, additional, Wood, Stephen J, additional, Yung, Alison R, additional, Agurto, Carla, additional, Alvarez-Jimenez, Mario, additional, Amminger, Paul, additional, Armando, Marco, additional, Asgari-Targhi, Ameneh, additional, Cahill, John, additional, Carrión, Ricardo E, additional, Castro, Eduardo, additional, Cetin-Karayumak, Suheyla, additional, Mallar Chakravarty, M, additional, Cho, Youngsun T, additional, Cotter, David, additional, D’Alfonso, Simon, additional, Ennis, Michaela, additional, Fadnavis, Shreyas, additional, Fonteneau, Clara, additional, Gao, Caroline, additional, Gupta, Tina, additional, Gur, Raquel E, additional, Gur, Ruben C, additional, Hamilton, Holly K, additional, Hoftman, Gil D, additional, Jacobs, Grace R, additional, Jarcho, Johanna, additional, Ji, Jie Lisa, additional, Kohler, Christian G, additional, Lalousis, Paris Alexandros, additional, Lavoie, Suzie, additional, Lepage, Martin, additional, Liebenthal, Einat, additional, Mervis, Josh, additional, Murty, Vishnu, additional, Nicholas, Spero C, additional, Ning, Lipeng, additional, Penzel, Nora, additional, Poldrack, Russell, additional, Polosecki, Pablo, additional, Pratt, Danielle N, additional, Rabin, Rachel, additional, Rahimi Eichi, Habiballah, additional, Rathi, Yogesh, additional, Reichenberg, Avraham, additional, Reinen, Jenna, additional, Rogers, Jack, additional, Ruiz-Yu, Bernalyn, additional, Scott, Isabelle, additional, Seitz-Holland, Johanna, additional, Srihari, Vinod H, additional, Srivastava, Agrima, additional, Thompson, Andrew, additional, Turetsky, Bruce I, additional, Walsh, Barbara C, additional, Whitford, Thomas, additional, Wigman, Johanna T W, additional, Yao, Beier, additional, Yuen, Hok Pan, additional, Ahmed, Uzair, additional, Byun, Andrew (Jin Soo), additional, Chung, Yoonho, additional, Do, Kim, additional, Hendricks, Larry, additional, Huynh, Kevin, additional, Jeffries, Clark, additional, Lane, Erlend, additional, Langholm, Carsten, additional, Lin, Eric, additional, Mantua, Valentina, additional, Santorelli, Gennarina, additional, Ruparel, Kosha, additional, Zoupou, Eirini, additional, Adasme, Tatiana, additional, Addamo, Lauren, additional, Adery, Laura, additional, Ali, Munaza, additional, Auther, Andrea, additional, Aversa, Samantha, additional, Baek, Seon-Hwa, additional, Bates, Kelly, additional, Bathery, Alyssa, additional, Bayer, Johanna M M, additional, Beedham, Rebecca, additional, Bilgrami, Zarina, additional, Birch, Sonia, additional, Bonoldi, Ilaria, additional, Borders, Owen, additional, Borgatti, Renato, additional, Brown, Lisa, additional, Bruna, Alejandro, additional, Carrington, Holly, additional, Castillo-Passi, Rolando I, additional, Chen, Justine, additional, Cheng, Nicholas, additional, Ching, Ann Ee, additional, Clifford, Chloe, additional, Colton, Beau-Luke, additional, Contreras, Pamela, additional, Corral, Sebastián, additional, Damiani, Stefano, additional, Done, Monica, additional, Estradé, Andrés, additional, Etuka, Brandon Asika, additional, Formica, Melanie, additional, Furlan, Rachel, additional, Geljic, Mia, additional, Germano, Carmela, additional, Getachew, Ruth, additional, Goncalves, Mathias, additional, Haidar, Anastasia, additional, Hartmann, Jessica, additional, Jo, Anna, additional, John, Omar, additional, Kerins, Sarah, additional, Kerr, Melissa, additional, Kesselring, Irena, additional, Kim, Honey, additional, Kim, Nicholas, additional, Kinney, Kyle, additional, Krcmar, Marija, additional, Kotler, Elana, additional, Lafanechere, Melanie, additional, Lee, Clarice, additional, Llerena, Joshua, additional, Markiewicz, Christopher, additional, Matnejl, Priya, additional, Maturana, Alejandro, additional, Mavambu, Aissata, additional, Mayol-Troncoso, Rocío, additional, McDonnell, Amelia, additional, McGowan, Alessia, additional, McLaughlin, Danielle, additional, McIlhenny, Rebecca, additional, McQueen, Brittany, additional, Mebrahtu, Yohannes, additional, Mensi, Martina, additional, Hui, Christy Lai Ming, additional, Suen, Yi Nam, additional, Wong, Stephanie Ming Yin, additional, Morrell, Neal, additional, Omar, Mariam, additional, Partridge, Alice, additional, Phassouliotis, Christina, additional, Pichiecchio, Anna, additional, Politi, Pierluigi, additional, Porter, Christian, additional, Provenzani, Umberto, additional, Prunier, Nicholas, additional, Raj, Jasmine, additional, Ray, Susan, additional, Rayner, Victoria, additional, Reyes, Manuel, additional, Reynolds, Kate, additional, Rush, Sage, additional, Salinas, Cesar, additional, Shetty, Jashmina, additional, Snowball, Callum, additional, Tod, Sophie, additional, Turra-Fariña, Gabriel, additional, Valle, Daniela, additional, Veale, Simone, additional, Whitson, Sarah, additional, Wickham, Alana, additional, Youn, Sarah, additional, Zamorano, Francisco, additional, Zavaglia, Elissa, additional, Zinberg, Jamie, additional, Woods, Scott W, additional, and Shenton, Martha E, additional

Published
2024
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33. Smaller total and subregional cerebellar volumes in posttraumatic stress disorder:a mega-analysis by the ENIGMA-PGC PTSD workgroup

Author

Huggins, Ashley A., Baird, C. Lexi, Briggs, Melvin, Laskowitz, Sarah, Hussain, Ahmed, Fouda, Samar, Haswell, Courtney, Sun, Delin, Salminen, Lauren E., Jahanshad, Neda, Thomopoulos, Sophia I., Veltman, Dick J., Frijling, Jessie L., Olff, Miranda, van Zuiden, Mirjam, Koch, Saskia B.J., Nawjin, Laura, Wang, Li, Zhu, Ye, Li, Gen, Stein, Dan J., Ipser, Jonathan, Seedat, Soraya, du Plessis, Stefan, van den Heuvel, Leigh L., Suarez-Jimenez, Benjamin, Zhu, Xi, Kim, Yoojean, He, Xiaofu, Zilcha-Mano, Sigal, Lazarov, Amit, Neria, Yuval, Stevens, Jennifer S., Ressler, Kerry J., Jovanovic, Tanja, van Rooij, Sanne J.H., Fani, Negar, Hudson, Anna R., Mueller, Sven C., Sierk, Anika, Manthey, Antje, Walter, Henrik, Daniels, Judith K., Schmahl, Christian, Herzog, Julia I., Říha, Pavel, Rektor, Ivan, Lebois, Lauren A.M., Kaufman, Milissa L., Olson, Elizabeth A., Baker, Justin T., Rosso, Isabelle M., King, Anthony P., Liberzon, Isreal, Angstadt, Mike, Davenport, Nicholas D., Sponheim, Scott R., Disner, Seth G., Straube, Thomas, Hofmann, David, Qi, Rongfeng, Lu, Guang Ming, Baugh, Lee A., Forster, Gina L., Simons, Raluca M., Simons, Jeffrey S., Magnotta, Vincent A., Fercho, Kelene A., Maron-Katz, Adi, Etkin, Amit, Cotton, Andrew S., O’Leary, Erin N., Xie, Hong, Wang, Xin, Quidé, Yann, El-Hage, Wissam, Lissek, Shmuel, Berg, Hannah, Bruce, Steven, Cisler, Josh, Ross, Marisa, Herringa, Ryan J., Grupe, Daniel W., Nitschke, Jack B., Davidson, Richard J., Larson, Christine L., deRoon-Cassini, Terri A., Tomas, Carissa W., Fitzgerald, Jacklynn M., Blackford, Jennifer Urbano, Olatunji, Bunmi O., Kremen, William S., Lyons, Michael J., Franz, Carol E., Gordon, Evan M., May, Geoffrey, Nelson, Steven M., Abdallah, Chadi G., Levy, Ifat, Harpaz-Rotem, Ilan, Krystal, John H., Dennis, Emily L., Tate, David F., Cifu, David X., Walker, William C., Wilde, Elizabeth A., Harding, Ian H., Kerestes, Rebecca, Thompson, Paul M., Morey, Rajendra, Huggins, Ashley A., Baird, C. Lexi, Briggs, Melvin, Laskowitz, Sarah, Hussain, Ahmed, Fouda, Samar, Haswell, Courtney, Sun, Delin, Salminen, Lauren E., Jahanshad, Neda, Thomopoulos, Sophia I., Veltman, Dick J., Frijling, Jessie L., Olff, Miranda, van Zuiden, Mirjam, Koch, Saskia B.J., Nawjin, Laura, Wang, Li, Zhu, Ye, Li, Gen, Stein, Dan J., Ipser, Jonathan, Seedat, Soraya, du Plessis, Stefan, van den Heuvel, Leigh L., Suarez-Jimenez, Benjamin, Zhu, Xi, Kim, Yoojean, He, Xiaofu, Zilcha-Mano, Sigal, Lazarov, Amit, Neria, Yuval, Stevens, Jennifer S., Ressler, Kerry J., Jovanovic, Tanja, van Rooij, Sanne J.H., Fani, Negar, Hudson, Anna R., Mueller, Sven C., Sierk, Anika, Manthey, Antje, Walter, Henrik, Daniels, Judith K., Schmahl, Christian, Herzog, Julia I., Říha, Pavel, Rektor, Ivan, Lebois, Lauren A.M., Kaufman, Milissa L., Olson, Elizabeth A., Baker, Justin T., Rosso, Isabelle M., King, Anthony P., Liberzon, Isreal, Angstadt, Mike, Davenport, Nicholas D., Sponheim, Scott R., Disner, Seth G., Straube, Thomas, Hofmann, David, Qi, Rongfeng, Lu, Guang Ming, Baugh, Lee A., Forster, Gina L., Simons, Raluca M., Simons, Jeffrey S., Magnotta, Vincent A., Fercho, Kelene A., Maron-Katz, Adi, Etkin, Amit, Cotton, Andrew S., O’Leary, Erin N., Xie, Hong, Wang, Xin, Quidé, Yann, El-Hage, Wissam, Lissek, Shmuel, Berg, Hannah, Bruce, Steven, Cisler, Josh, Ross, Marisa, Herringa, Ryan J., Grupe, Daniel W., Nitschke, Jack B., Davidson, Richard J., Larson, Christine L., deRoon-Cassini, Terri A., Tomas, Carissa W., Fitzgerald, Jacklynn M., Blackford, Jennifer Urbano, Olatunji, Bunmi O., Kremen, William S., Lyons, Michael J., Franz, Carol E., Gordon, Evan M., May, Geoffrey, Nelson, Steven M., Abdallah, Chadi G., Levy, Ifat, Harpaz-Rotem, Ilan, Krystal, John H., Dennis, Emily L., Tate, David F., Cifu, David X., Walker, William C., Wilde, Elizabeth A., Harding, Ian H., Kerestes, Rebecca, Thompson, Paul M., and Morey, Rajendra

Abstract

Although the cerebellum contributes to higher-order cognitive and emotional functions relevant to posttraumatic stress disorder (PTSD), prior research on cerebellar volume in PTSD is scant, particularly when considering subregions that differentially map on to motor, cognitive, and affective functions. In a sample of 4215 adults (PTSD n = 1642; Control n = 2573) across 40 sites from the ENIGMA-PGC PTSD working group, we employed a new state-of-the-art deep-learning based approach for automatic cerebellar parcellation to obtain volumetric estimates for the total cerebellum and 28 subregions. Linear mixed effects models controlling for age, gender, intracranial volume, and site were used to compare cerebellum volumes in PTSD compared to healthy controls (88% trauma-exposed). PTSD was associated with significant grey and white matter reductions of the cerebellum. Compared to controls, people with PTSD demonstrated smaller total cerebellum volume, as well as reduced volume in subregions primarily within the posterior lobe (lobule VIIB, crus II), vermis (VI, VIII), flocculonodular lobe (lobule X), and corpus medullare (all p -FDR < 0.05). Effects of PTSD on volume were consistent, and generally more robust, when examining symptom severity rather than diagnostic status. These findings implicate regionally specific cerebellar volumetric differences in the pathophysiology of PTSD. The cerebellum appears to play an important role in higher-order cognitive and emotional processes, far beyond its historical association with vestibulomotor function. Further examination of the cerebellum in trauma-related psychopathology will help to clarify how cerebellar structure and function may disrupt cognitive and affective processes at the center of translational models for PTSD.

Published
2024

34. Accelerating Medicines Partnership® Schizophrenia (AMP® SCZ):Rationale and Study Design of the Largest Global Prospective Cohort Study of Clinical High Risk for Psychosis

Author

Wannan, Cassandra M.J., Nelson, Barnaby, Addington, Jean, Allott, Kelly, Anticevic, Alan, Arango, Celso, Baker, Justin T., Bearden, Carrie E., Billah, Tashrif, Bouix, Sylvain, Broome, Matthew R., Buccilli, Kate, Cadenhead, Kristin S., Calkins, Monica E., Cannon, Tyrone D., Cecci, Guillermo, Chen, Eric Yu Hai, Cho, Kang Ik K., Choi, Jimmy, Clark, Scott R., Coleman, Michael J., Conus, Philippe, Corcoran, Cheryl M., Cornblatt, Barbara A., Diaz-Caneja, Covadonga M., Dwyer, Dominic, Ebdrup, Bjørn H., Ellman, Lauren M., Fusar-Poli, Paolo, Galindo, Liliana, Gaspar, Pablo A., Gerber, Carla, Glenthøj, Louise Birkedal, Glynn, Robert, Harms, Michael P., Horton, Leslie E., Kahn, René S., Kambeitz, Joseph, Kambeitz-Ilankovic, Lana, Kane, John M., Kapur, Tina, Keshavan, Matcheri S., Kim, Sung Wan, Koutsouleris, Nikolaos, Kubicki, Marek, Kwon, Jun Soo, Langbein, Kerstin, Lewandowski, Kathryn E., Light, Gregory A., Mamah, Daniel, Marcy, Patricia J., Mathalon, Daniel H., McGorry, Patrick D., Mittal, Vijay A., Nordentoft, Merete, Nunez, Angela, Pasternak, Ofer, Pearlson, Godfrey D., Perez, Jesus, Perkins, Diana O., Powers, Albert R., Roalf, David R., Sabb, Fred W., Schiffman, Jason, Shah, Jai L., Smesny, Stefan, Spark, Jessica, Stone, William S., Strauss, Gregory P., Tamayo, Zailyn, Torous, John, Upthegrove, Rachel, Vangel, Mark, Verma, Swapna, Wang, Jijun, Rossum, Inge Winter van, Wolf, Daniel H., Wolff, Phillip, Wood, Stephen J., Yung, Alison R., Agurto, Carla, Alvarez-Jimenez, Mario, Amminger, Paul, Armando, Marco, Asgari-Targhi, Ameneh, Cahill, John, Carrión, Ricardo E., Castro, Eduardo, Cetin-Karayumak, Suheyla, Mallar Chakravarty, M., Cho, Youngsun T., Cotter, David, D'Alfonso, Simon, Ennis, Michaela, Fadnavis, Shreyas, Fonteneau, Clara, Gao, Caroline, Gupta, Tina, Gur, Raquel E., Gur, Ruben C., Hamilton, Holly K., Hoftman, Gil D., Jacobs, Grace R., Jarcho, Johanna, Ji, Jie Lisa, Kohler, Christian G., Lalousis, Paris Alexandros, Lavoie, Suzie, Lepage, Martin, Liebenthal, Einat, Mervis, Josh, Murty, Vishnu, Nicholas, Spero C., Ning, Lipeng, Penzel, Nora, Poldrack, Russell, Polosecki, Pablo, Pratt, Danielle N., Rabin, Rachel, Rahimi Eichi, Habiballah, Rathi, Yogesh, Reichenberg, Avraham, Reinen, Jenna, Rogers, Jack, Ruiz-Yu, Bernalyn, Scott, Isabelle, Seitz-Holland, Johanna, Srihari, Vinod H., Srivastava, Agrima, Thompson, Andrew, Turetsky, Bruce I., Walsh, Barbara C., Whitford, Thomas, Wigman, Johanna T.W., Yao, Beier, Yuen, Hok Pan, Ahmed, Uzair, Byun, Andrew Jin Soo, Chung, Yoonho, Do, Kim, Hendricks, Larry, Huynh, Kevin, Jeffries, Clark, Lane, Erlend, Langholm, Carsten, Lin, Eric, Mantua, Valentina, Santorelli, Gennarina, Ruparel, Kosha, Zoupou, Eirini, Adasme, Tatiana, Addamo, Lauren, Adery, Laura, Ali, Munaza, Auther, Andrea, Aversa, Samantha, Baek, Seon Hwa, Bates, Kelly, Bathery, Alyssa, Bayer, Johanna M.M., Beedham, Rebecca, Bilgrami, Zarina, Birch, Sonia, Bonoldi, Ilaria, Borders, Owen, Borgatti, Renato, Brown, Lisa, Bruna, Alejandro, Carrington, Holly, Castillo-Passi, Rolando I., Chen, Justine, Cheng, Nicholas, Ching, Ann Ee, Clifford, Chloe, Colton, Beau Luke, Contreras, Pamela, Corral, Sebastián, Damiani, Stefano, Done, Monica, Estradé, Andrés, Etuka, Brandon Asika, Formica, Melanie, Furlan, Rachel, Geljic, Mia, Germano, Carmela, Getachew, Ruth, Goncalves, Mathias, Haidar, Anastasia, Hartmann, Jessica, Jo, Anna, John, Omar, Kerins, Sarah, Kerr, Melissa, Kesselring, Irena, Kim, Honey, Kim, Nicholas, Kinney, Kyle, Krcmar, Marija, Kotler, Elana, Lafanechere, Melanie, Lee, Clarice, Llerena, Joshua, Markiewicz, Christopher, Matnejl, Priya, Maturana, Alejandro, Mavambu, Aissata, Mayol-Troncoso, Rocío, McDonnell, Amelia, McGowan, Alessia, McLaughlin, Danielle, McIlhenny, Rebecca, McQueen, Brittany, Mebrahtu, Yohannes, Mensi, Martina, Hui, Christy Lai Ming, Suen, Yi Nam, Wong, Stephanie Ming Yin, Morrell, Neal, Omar, Mariam, Partridge, Alice, Phassouliotis, Christina, Pichiecchio, Anna, Politi, Pierluigi, Porter, Christian, Provenzani, Umberto, Prunier, Nicholas, Raj, Jasmine, Ray, Susan, Rayner, Victoria, Reyes, Manuel, Reynolds, Kate, Rush, Sage, Salinas, Cesar, Shetty, Jashmina, Snowball, Callum, Tod, Sophie, Turra-Fariña, Gabriel, Valle, Daniela, Veale, Simone, Whitson, Sarah, Wickham, Alana, Youn, Sarah, Zamorano, Francisco, Zavaglia, Elissa, Zinberg, Jamie, Woods, Scott W., Shenton, Martha E., Wannan, Cassandra M.J., Nelson, Barnaby, Addington, Jean, Allott, Kelly, Anticevic, Alan, Arango, Celso, Baker, Justin T., Bearden, Carrie E., Billah, Tashrif, Bouix, Sylvain, Broome, Matthew R., Buccilli, Kate, Cadenhead, Kristin S., Calkins, Monica E., Cannon, Tyrone D., Cecci, Guillermo, Chen, Eric Yu Hai, Cho, Kang Ik K., Choi, Jimmy, Clark, Scott R., Coleman, Michael J., Conus, Philippe, Corcoran, Cheryl M., Cornblatt, Barbara A., Diaz-Caneja, Covadonga M., Dwyer, Dominic, Ebdrup, Bjørn H., Ellman, Lauren M., Fusar-Poli, Paolo, Galindo, Liliana, Gaspar, Pablo A., Gerber, Carla, Glenthøj, Louise Birkedal, Glynn, Robert, Harms, Michael P., Horton, Leslie E., Kahn, René S., Kambeitz, Joseph, Kambeitz-Ilankovic, Lana, Kane, John M., Kapur, Tina, Keshavan, Matcheri S., Kim, Sung Wan, Koutsouleris, Nikolaos, Kubicki, Marek, Kwon, Jun Soo, Langbein, Kerstin, Lewandowski, Kathryn E., Light, Gregory A., Mamah, Daniel, Marcy, Patricia J., Mathalon, Daniel H., McGorry, Patrick D., Mittal, Vijay A., Nordentoft, Merete, Nunez, Angela, Pasternak, Ofer, Pearlson, Godfrey D., Perez, Jesus, Perkins, Diana O., Powers, Albert R., Roalf, David R., Sabb, Fred W., Schiffman, Jason, Shah, Jai L., Smesny, Stefan, Spark, Jessica, Stone, William S., Strauss, Gregory P., Tamayo, Zailyn, Torous, John, Upthegrove, Rachel, Vangel, Mark, Verma, Swapna, Wang, Jijun, Rossum, Inge Winter van, Wolf, Daniel H., Wolff, Phillip, Wood, Stephen J., Yung, Alison R., Agurto, Carla, Alvarez-Jimenez, Mario, Amminger, Paul, Armando, Marco, Asgari-Targhi, Ameneh, Cahill, John, Carrión, Ricardo E., Castro, Eduardo, Cetin-Karayumak, Suheyla, Mallar Chakravarty, M., Cho, Youngsun T., Cotter, David, D'Alfonso, Simon, Ennis, Michaela, Fadnavis, Shreyas, Fonteneau, Clara, Gao, Caroline, Gupta, Tina, Gur, Raquel E., Gur, Ruben C., Hamilton, Holly K., Hoftman, Gil D., Jacobs, Grace R., Jarcho, Johanna, Ji, Jie Lisa, Kohler, Christian G., Lalousis, Paris Alexandros, Lavoie, Suzie, Lepage, Martin, Liebenthal, Einat, Mervis, Josh, Murty, Vishnu, Nicholas, Spero C., Ning, Lipeng, Penzel, Nora, Poldrack, Russell, Polosecki, Pablo, Pratt, Danielle N., Rabin, Rachel, Rahimi Eichi, Habiballah, Rathi, Yogesh, Reichenberg, Avraham, Reinen, Jenna, Rogers, Jack, Ruiz-Yu, Bernalyn, Scott, Isabelle, Seitz-Holland, Johanna, Srihari, Vinod H., Srivastava, Agrima, Thompson, Andrew, Turetsky, Bruce I., Walsh, Barbara C., Whitford, Thomas, Wigman, Johanna T.W., Yao, Beier, Yuen, Hok Pan, Ahmed, Uzair, Byun, Andrew Jin Soo, Chung, Yoonho, Do, Kim, Hendricks, Larry, Huynh, Kevin, Jeffries, Clark, Lane, Erlend, Langholm, Carsten, Lin, Eric, Mantua, Valentina, Santorelli, Gennarina, Ruparel, Kosha, Zoupou, Eirini, Adasme, Tatiana, Addamo, Lauren, Adery, Laura, Ali, Munaza, Auther, Andrea, Aversa, Samantha, Baek, Seon Hwa, Bates, Kelly, Bathery, Alyssa, Bayer, Johanna M.M., Beedham, Rebecca, Bilgrami, Zarina, Birch, Sonia, Bonoldi, Ilaria, Borders, Owen, Borgatti, Renato, Brown, Lisa, Bruna, Alejandro, Carrington, Holly, Castillo-Passi, Rolando I., Chen, Justine, Cheng, Nicholas, Ching, Ann Ee, Clifford, Chloe, Colton, Beau Luke, Contreras, Pamela, Corral, Sebastián, Damiani, Stefano, Done, Monica, Estradé, Andrés, Etuka, Brandon Asika, Formica, Melanie, Furlan, Rachel, Geljic, Mia, Germano, Carmela, Getachew, Ruth, Goncalves, Mathias, Haidar, Anastasia, Hartmann, Jessica, Jo, Anna, John, Omar, Kerins, Sarah, Kerr, Melissa, Kesselring, Irena, Kim, Honey, Kim, Nicholas, Kinney, Kyle, Krcmar, Marija, Kotler, Elana, Lafanechere, Melanie, Lee, Clarice, Llerena, Joshua, Markiewicz, Christopher, Matnejl, Priya, Maturana, Alejandro, Mavambu, Aissata, Mayol-Troncoso, Rocío, McDonnell, Amelia, McGowan, Alessia, McLaughlin, Danielle, McIlhenny, Rebecca, McQueen, Brittany, Mebrahtu, Yohannes, Mensi, Martina, Hui, Christy Lai Ming, Suen, Yi Nam, Wong, Stephanie Ming Yin, Morrell, Neal, Omar, Mariam, Partridge, Alice, Phassouliotis, Christina, Pichiecchio, Anna, Politi, Pierluigi, Porter, Christian, Provenzani, Umberto, Prunier, Nicholas, Raj, Jasmine, Ray, Susan, Rayner, Victoria, Reyes, Manuel, Reynolds, Kate, Rush, Sage, Salinas, Cesar, Shetty, Jashmina, Snowball, Callum, Tod, Sophie, Turra-Fariña, Gabriel, Valle, Daniela, Veale, Simone, Whitson, Sarah, Wickham, Alana, Youn, Sarah, Zamorano, Francisco, Zavaglia, Elissa, Zinberg, Jamie, Woods, Scott W., and Shenton, Martha E.

Abstract

This article describes the rationale, aims, and methodology of the Accelerating Medicines Partnership® Schizophrenia (AMP® SCZ). This is the largest international collaboration to date that will develop algorithms to predict trajectories and outcomes of individuals at clinical high risk (CHR) for psychosis and to advance the development and use of novel pharmacological interventions for CHR individuals. We present a description of the participating research networks and the data processing analysis and coordination center, their processes for data harmonization across 43 sites from 13 participating countries (recruitment across North America, Australia, Europe, Asia, and South America), data flow and quality assessment processes, data analyses, and the transfer of data to the National Institute of Mental Health (NIMH) Data Archive (NDA) for use by the research community. In an expected sample of approximately 2000 CHR individuals and 640 matched healthy controls, AMP SCZ will collect clinical, environmental, and cognitive data along with multimodal biomarkers, including neuroimaging, electrophysiology, fluid biospecimens, speech and facial expression samples, novel measures derived from digital health technologies including smartphone-based daily surveys, and passive sensing as well as actigraphy. The study will investigate a range of clinical outcomes over a 2-year period, including transition to psychosis, remission or persistence of CHR status, attenuated positive symptoms, persistent negative symptoms, mood and anxiety symptoms, and psychosocial functioning. The global reach of AMP SCZ and its harmonized innovative methods promise to catalyze the development of new treatments to address critical unmet clinical and public health needs in CHR individuals., This article describes the rationale, aims, and methodology of the Accelerating Medicines Partnership® Schizophrenia (AMP® SCZ). This is the largest international collaboration to date that will develop algorithms to predict trajectories and outcomes of individuals at clinical high risk (CHR) for psychosis and to advance the development and use of novel pharmacological interventions for CHR individuals. We present a description of the participating research networks and the data processing analysis and coordination center, their processes for data harmonization across 43 sites from 13 participating countries (recruitment across North America, Australia, Europe, Asia, and South America), data flow and quality assessment processes, data analyses, and the transfer of data to the National Institute of Mental Health (NIMH) Data Archive (NDA) for use by the research community. In an expected sample of approximately 2000 CHR individuals and 640 matched healthy controls, AMP SCZ will collect clinical, environmental, and cognitive data along with multimodal biomarkers, including neuroimaging, electrophysiology, fluid biospecimens, speech and facial expression samples, novel measures derived from digital health technologies including smartphone-based daily surveys, and passive sensing as well as actigraphy. The study will investigate a range of clinical outcomes over a 2-year period, including transition to psychosis, remission or persistence of CHR status, attenuated positive symptoms, persistent negative symptoms, mood and anxiety symptoms, and psychosocial functioning. The global reach of AMP SCZ and its harmonized innovative methods promise to catalyze the development of new treatments to address critical unmet clinical and public health needs in CHR individuals.

Published
2024

41. Smaller Hippocampal Volume in Posttraumatic Stress Disorder: A Multisite ENIGMA-PGC Study: Subcortical Volumetry Results From Posttraumatic Stress Disorder Consortia

Author

Logue, Mark W., van Rooij, Sanne J.H., Dennis, Emily L., Davis, Sarah L., Hayes, Jasmeet P., Stevens, Jennifer S., Densmore, Maria, Haswell, Courtney C., Ipser, Jonathan, Koch, Saskia B.J., Korgaonkar, Mayuresh, Lebois, Lauren A.M., Peverill, Matthew, Baker, Justin T., Boedhoe, Premika S.W., Frijling, Jessie L., Gruber, Staci A., Harpaz-Rotem, Ilan, Jahanshad, Neda, Koopowitz, Sheri, Levy, Ifat, Nawijn, Laura, O’Connor, Lauren, Olff, Miranda, Salat, David H., Sheridan, Margaret A., Spielberg, Jeffrey M., van Zuiden, Mirjam, Winternitz, Sherry R., Wolff, Jonathan D., Wolf, Erika J., Wang, Xin, Wrocklage, Kristen, Abdallah, Chadi G., Bryant, Richard A., Geuze, Elbert, Jovanovic, Tanja, Kaufman, Milissa L., King, Anthony P., Krystal, John H., Lagopoulos, Jim, Bennett, Maxwell, Lanius, Ruth, Liberzon, Israel, McGlinchey, Regina E., McLaughlin, Katie A., Milberg, William P., Miller, Mark W., Ressler, Kerry J., Veltman, Dick J., Stein, Dan J., Thomaes, Kathleen, Thompson, Paul M., and Morey, Rajendra A.

Published
2018
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42. Examining the association between posttraumatic stress disorder and disruptions in cortical networks identified using data-driven methods

Author

Yang, Jin, primary, Huggins, Ashley A., additional, Sun, Delin, additional, Baird, C. Lexi, additional, Haswell, Courtney C., additional, Frijling, Jessie L., additional, Olff, Miranda, additional, van Zuiden, Mirjam, additional, Koch, Saskia B. J., additional, Nawijn, Laura, additional, Veltman, Dick J., additional, Suarez-Jimenez, Benjamin, additional, Zhu, Xi, additional, Neria, Yuval, additional, Hudson, Anna R., additional, Mueller, Sven C., additional, Baker, Justin T., additional, Lebois, Lauren A. M., additional, Kaufman, Milissa L., additional, Qi, Rongfeng, additional, Lu, Guang Ming, additional, Říha, Pavel, additional, Rektor, Ivan, additional, Dennis, Emily L., additional, Ching, Christopher R. K., additional, Thomopoulos, Sophia I., additional, Salminen, Lauren E., additional, Jahanshad, Neda, additional, Thompson, Paul M., additional, Stein, Dan J., additional, Koopowitz, Sheri M., additional, Ipser, Jonathan C., additional, Seedat, Soraya, additional, du Plessis, Stefan, additional, van den Heuvel, Leigh L., additional, Wang, Li, additional, Zhu, Ye, additional, Li, Gen, additional, Sierk, Anika, additional, Manthey, Antje, additional, Walter, Henrik, additional, Daniels, Judith K., additional, Schmahl, Christian, additional, Herzog, Julia I., additional, Liberzon, Israel, additional, King, Anthony, additional, Angstadt, Mike, additional, Davenport, Nicholas D., additional, Sponheim, Scott R., additional, Disner, Seth G., additional, Straube, Thomas, additional, Hofmann, David, additional, Grupe, Daniel W., additional, Nitschke, Jack B., additional, Davidson, Richard J., additional, Larson, Christine L., additional, deRoon-Cassini, Terri A., additional, Blackford, Jennifer U., additional, Olatunji, Bunmi O., additional, Gordon, Evan M., additional, May, Geoffrey, additional, Nelson, Steven M., additional, Abdallah, Chadi G., additional, Levy, Ifat, additional, Harpaz-Rotem, Ilan, additional, Krystal, John H., additional, Morey, Rajendra A., additional, and Sotiras, Aristeidis, additional

Published
2023
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48. Use of Serial Smartphone-Based Assessments to Characterize Diverse Neuropsychiatric Symptom Trajectories in a Large Trauma Survivor Cohort

Author

Beaudoin, Francesca L, An, Xinming, Basu, Archana, Ji, Yinyao, Liu, Mochuan, Kessler, Ronald C, Doughtery, Robert F, Zeng, Donglin, Bollen, Kenneth A, House, Stacey L, Stevens, Jennifer S, Neylan, Thomas C, Clifford, Gari D, Jovanovic, Tanja, Linnstaedt, Sarah D, Germine, Laura T, Rauch, Scott L, Haran, John P, Storrow, Alan B, Lewandowski, Christopher, Musey, Paul I, Hendry, Phyllis L, Sheikh, Sophia, Jones, Christopher W, Punches, Brittany E, Kurz, Michael C, Swor, Robert A, Murty, Vishnu P, McGrath, Meghan E, Hudak, Lauren A, Pascual, Jose L, Datner, Elizabeth M, Chang, Anna Marie, Pearson, Claire, Peak, David A, Merchant, Roland C, Domeier, Robert M, Rathlev, Niels K, Neil, Brian J O', Sergot, Paulina, Sanchez, Leon D, Bruce, Steven E, Baker, Justin T, Joormann, Jutta, Miller, Mark W, Pietrzak, Robert H, Barch, Deanna M, Pizzagalli, Diego A, Sheridan, John F, Smoller, Jordan W, Harte, Steven E, Elliott, James M, Koenen, Karestan C, Ressler, Kerry J, McLean, Samuel A, Beaudoin, Francesca L, An, Xinming, Basu, Archana, Ji, Yinyao, Liu, Mochuan, Kessler, Ronald C, Doughtery, Robert F, Zeng, Donglin, Bollen, Kenneth A, House, Stacey L, Stevens, Jennifer S, Neylan, Thomas C, Clifford, Gari D, Jovanovic, Tanja, Linnstaedt, Sarah D, Germine, Laura T, Rauch, Scott L, Haran, John P, Storrow, Alan B, Lewandowski, Christopher, Musey, Paul I, Hendry, Phyllis L, Sheikh, Sophia, Jones, Christopher W, Punches, Brittany E, Kurz, Michael C, Swor, Robert A, Murty, Vishnu P, McGrath, Meghan E, Hudak, Lauren A, Pascual, Jose L, Datner, Elizabeth M, Chang, Anna Marie, Pearson, Claire, Peak, David A, Merchant, Roland C, Domeier, Robert M, Rathlev, Niels K, Neil, Brian J O', Sergot, Paulina, Sanchez, Leon D, Bruce, Steven E, Baker, Justin T, Joormann, Jutta, Miller, Mark W, Pietrzak, Robert H, Barch, Deanna M, Pizzagalli, Diego A, Sheridan, John F, Smoller, Jordan W, Harte, Steven E, Elliott, James M, Koenen, Karestan C, Ressler, Kerry J, and McLean, Samuel A

Abstract

The authors sought to characterize adverse posttraumatic neuropsychiatric sequelae (APNS) symptom trajectories across ten symptom domains (pain, depression, sleep, nightmares, avoidance, re-experiencing, anxiety, hyperarousal, somatic, and mental/fatigue symptoms) in a large, diverse, understudied sample of motor vehicle collision (MVC) survivors. More than two thousand MVC survivors were enrolled in the emergency department (ED) and completed a rotating battery of brief smartphone-based surveys over a 2-month period. Measurement models developed from survey item responses were used in latent growth curve/mixture modeling to characterize homogeneous symptom trajectories. Associations between individual trajectories and pre-trauma and peritraumatic characteristics and traditional outcomes were compared, along with associations within and between trajectories. APNS across all ten symptom domains were common in the first two months after trauma. Many risk factors and associations with high symptom burden trajectories were shared across domains. Both across and within traditional diagnostic boundaries, APNS trajectory intercepts, and slopes were substantially correlated. Across all domains, symptom severity in the immediate aftermath of trauma (trajectory intercepts) had the greatest influence on the outcome. An interactive data visualization tool was developed to allow readers to explore relationships of interest between individual characteristics, symptom trajectories, and traditional outcomes ( http://itr.med.unc.edu/aurora/parcoord/ ). Individuals presenting to the ED after MVC commonly experience a broad constellation of adverse posttraumatic symptoms. Many risk factors for diverse APNS are shared. Individuals diagnosed with a single traditional outcome should be screened for others. The utility of multidimensional categorizations that characterize individuals across traditional diagnostic domains should be explored.

Published
2023

49. Returning Individual Research Results from Digital Phenotyping in Psychiatry

Author

Shen, Francis X., primary, Baum, Matthew L., additional, Martinez-Martin, Nicole, additional, Miner, Adam S., additional, Abraham, Melissa, additional, Brownstein, Catherine A., additional, Cortez, Nathan, additional, Evans, Barbara J., additional, Germine, Laura T., additional, Glahn, David C., additional, Grady, Christine, additional, Holm, Ingrid A., additional, Hurley, Elisa A., additional, Kimble, Sara, additional, Lázaro-Muñoz, Gabriel, additional, Leary, Kimberlyn, additional, Marks, Mason, additional, Monette, Patrick J., additional, Onnela, Jukka-Pekka, additional, O’Rourke, P. Pearl, additional, Rauch, Scott L., additional, Shachar, Carmel, additional, Sen, Srijan, additional, Vahia, Ipsit, additional, Vassy, Jason L., additional, Baker, Justin T., additional, Bierer, Barbara E., additional, and Silverman, Benjamin C., additional

Published
2023
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50. 252. Reliable and Generalizable Brain-Based Predictions of Cognitive Functioning Across Common Psychiatric Illness

Author

Chopra, Sidhant, primary, Dhamala, Elvisha, additional, Lawhead, Connor, additional, Ricard, Jocelyn, additional, Orchard, Edwina, additional, An, Lijun, additional, Chen, Pansheng, additional, Wulan, Naren, additional, Levi, Priscila, additional, Moses, Julia, additional, Chen, Lia, additional, Kumar, Poornima, additional, Rubenstein, Arielle, additional, Aquino, Kevin, additional, Fornito, Alex, additional, Harpaz-Rotem, Ilan, additional, Germine, Laura, additional, Baker, Justin T., additional, Yeo, B.T. Thomas, additional, and Holmes, Avram, additional

Published
2023
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