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Cross ZR, Gray SM, Dede AJO, Rivera YM, Yin Q, Vahidi P, Rau EMB, Cyr C, Holubecki AM, Asano E, Lin JJ, McManus OK, Sattar S, Saez I, Girgis F, King-Stephens D, Weber PB, Laxer KD, Schuele SU, Rosenow JM, Wu JY, Lam SK, Raskin JS, Chang EF, Shaikhouni A, Brunner P, Roland JL, Braga RM, Knight RT, Ofen N, Johnson EL. The development of aperiodic neural activity in the human brain. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.08.622714. [PMID: 39574667 PMCID: PMC11581045 DOI: 10.1101/2024.11.08.622714] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/29/2024]
Abstract
The neurophysiological mechanisms supporting brain maturation are fundamental to attention and memory capacity across the lifespan. Human brain regions develop at different rates, with many regions developing into the third and fourth decades of life. Here, in this preregistered study (https://osf.io/gsru7), we analyzed intracranial EEG (iEEG) recordings from widespread brain regions in a large developmental cohort. Using task-based (i.e., attention to-be-remembered visual stimuli) and task-free (resting-state) data from 101 children and adults (5.93 - 54.00 years, 63 males; n electrodes = 5691), we mapped aperiodic (1/ƒ-like) activity, a proxy of excitation:inhibition (E:I) balance with steeper slopes indexing inhibition and flatter slopes indexing excitation. We reveal that aperiodic slopes flatten with age into young adulthood in both association and sensorimotor cortices, challenging models of early sensorimotor development based on brain structure. In prefrontal cortex (PFC), attentional state modulated age effects, revealing steeper task-based than task-free slopes in adults and the opposite in children, consistent with the development of cognitive control. Age-related differences in task-based slopes also explained age-related gains in memory performance, linking the development of PFC cognitive control to the development of memory. Last, with additional structural imaging measures, we reveal that age-related differences in gray matter volume are differentially associated with aperiodic slopes in association and sensorimotor cortices. Our findings establish developmental trajectories of aperiodic activity in localized brain regions and illuminate the development of PFC inhibitory control during adolescence in the development of attention and memory.
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Affiliation(s)
| | | | | | | | - Qin Yin
- Wayne State University
- University of Texas, Dallas
| | | | | | | | | | | | | | | | - Shifteh Sattar
- University of California, San Diego, and Rady Children’s Hospital
| | - Ignacio Saez
- University of California, Davis
- University of Calgary
| | - Fady Girgis
- University of California, Davis
- University of Calgary
| | | | | | | | | | | | - Joyce Y. Wu
- Northwestern University
- Ann & Robert H. Lurie Children’s Hospital of Chicago
| | - Sandi K. Lam
- Northwestern University
- Ann & Robert H. Lurie Children’s Hospital of Chicago
| | - Jeffrey S. Raskin
- Northwestern University
- Ann & Robert H. Lurie Children’s Hospital of Chicago
| | | | | | | | - Jarod L. Roland
- Washington University in St. Louis
- Department of Neurosurgery, Washington University in St Louis
| | | | | | - Noa Ofen
- Wayne State University
- University of Texas, Dallas
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Ahuis TP, Smyk MK, Laloux C, Aulehner K, Bray J, Waldron AM, Miljanovic N, Seiffert I, Song D, Boulanger B, Jucker M, Potschka H, Platt B, Riedel G, Voehringer P, Nicholson JR, Drinkenburg WHIM, Kas MJH, Leiser SC. Evaluation of variation in preclinical electroencephalographic (EEG) spectral power across multiple laboratories and experiments: An EQIPD study. PLoS One 2024; 19:e0309521. [PMID: 39471212 PMCID: PMC11521305 DOI: 10.1371/journal.pone.0309521] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Accepted: 08/13/2024] [Indexed: 11/01/2024] Open
Abstract
The European Quality In Preclinical Data (EQIPD) consortium was born from the fact that publications report challenges with the robustness, rigor, and/or validity of research data, which may impact decisions about whether to proceed with further preclinical testing or to advance to clinical testing, as well as draw conclusions on the predictability of preclinical models. To address this, a consortium including multiple research laboratories from academia and industry participated in a series of electroencephalography (EEG) experiments in mice aimed to detect sources of variance and to gauge how protocol harmonisation and data analytics impact such variance. Ultimately, the goal of this first ever between-laboratory comparison of EEG recordings and analyses was to validate the principles that supposedly increase data quality, robustness, and comparability. Experiments consisted of a Localisation phase, which aimed to identify the factors that influence between-laboratory variability, a Harmonisation phase to evaluate whether harmonisation of standardized protocols and centralised processing and data analysis reduced variance, and a Ring-Testing phase to verify the ability of the harmonised protocol to generate consistent findings. Indeed, between-laboratory variability reduced from Localisation to Harmonisation and this reduction remained during the Ring-Testing phase. Results obtained in this multicentre preclinical qEEG study also confirmed the complex nature of EEG experiments starting from the surgery and data collection through data pre-processing to data analysis that ultimately influenced the results and contributed to variance in findings across laboratories. Overall, harmonisation of protocols and centralized data analysis were crucial in reducing laboratory-to-laboratory variability. To this end, it is recommended that standardized guidelines be updated and followed for collection and analysis of preclinical EEG data.
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Affiliation(s)
- Tim P. Ahuis
- Groningen Institute for Evolutionary Life Sciences (GELIFES), Neurobiology, University of Groningen, Groningen, The Netherlands
- Department of CNS Diseases Research, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Magdalena K. Smyk
- Groningen Institute for Evolutionary Life Sciences (GELIFES), Neurobiology, University of Groningen, Groningen, The Netherlands
- Department of Neuroscience, Janssen Research & Development, A Division of Janssen Pharmaceutica NV, Beerse, Belgium
| | | | - Katharina Aulehner
- Institute of Pharmacology, Toxicology, and Pharmacy, Ludwig-Maximilians- Universität (LMU), Munich, Germany
| | - Jack Bray
- Institute of Medical Sciences, University of Aberdeen, Foresterhill, Aberdeen, Scotland, United Kingdom
| | - Ann-Marie Waldron
- Institute of Pharmacology, Toxicology, and Pharmacy, Ludwig-Maximilians- Universität (LMU), Munich, Germany
| | - Nina Miljanovic
- Institute of Pharmacology, Toxicology, and Pharmacy, Ludwig-Maximilians- Universität (LMU), Munich, Germany
| | - Isabel Seiffert
- Institute of Pharmacology, Toxicology, and Pharmacy, Ludwig-Maximilians- Universität (LMU), Munich, Germany
| | - Dekun Song
- Translational EEG, PsychoGenics Inc., Paramus, New Jersey, United States of America
| | | | - Mathias Jucker
- Department of Cellular Neurology, Hertie Institute for Clinical Brain Research, University of Tübingen, Tübingen, Germany
| | - Heidrun Potschka
- Institute of Pharmacology, Toxicology, and Pharmacy, Ludwig-Maximilians- Universität (LMU), Munich, Germany
| | - Bettina Platt
- Institute of Medical Sciences, University of Aberdeen, Foresterhill, Aberdeen, Scotland, United Kingdom
| | - Gernot Riedel
- Institute of Medical Sciences, University of Aberdeen, Foresterhill, Aberdeen, Scotland, United Kingdom
| | - Patrizia Voehringer
- Department of CNS Diseases Research, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Janet R. Nicholson
- Department of CNS Diseases Research, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Wilhelmus H. I. M. Drinkenburg
- Groningen Institute for Evolutionary Life Sciences (GELIFES), Neurobiology, University of Groningen, Groningen, The Netherlands
- Department of Neuroscience, Janssen Research & Development, A Division of Janssen Pharmaceutica NV, Beerse, Belgium
| | - Martien J. H. Kas
- Groningen Institute for Evolutionary Life Sciences (GELIFES), Neurobiology, University of Groningen, Groningen, The Netherlands
| | - Steven C. Leiser
- Translational EEG, PsychoGenics Inc., Paramus, New Jersey, United States of America
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3
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Stanyard RA, Mason D, Ellis C, Dickson H, Short R, Batalle D, Arichi T. Aperiodic and Hurst EEG exponents across early human brain development: A systematic review. Dev Cogn Neurosci 2024; 68:101402. [PMID: 38917647 PMCID: PMC11254951 DOI: 10.1016/j.dcn.2024.101402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2024] [Revised: 04/12/2024] [Accepted: 06/03/2024] [Indexed: 06/27/2024] Open
Abstract
In electroencephalographic (EEG) data, power-frequency slope exponents (1/f_β) can provide non-invasive markers of in vivo neural activity excitation-inhibition (E:I) balance. E:I balance may be altered in neurodevelopmental conditions; hence, understanding how 1/fβ evolves across infancy/childhood has implications for developing early assessments/interventions. This systematic review (PROSPERO-ID: CRD42023363294) explored the early maturation (0-26 yrs) of resting-state EEG 1/f measures (aperiodic [AE], power law [PLE] and Hurst [HE] exponents), including studies containing ≥1 1/f measures and ≥10 typically developing participants. Five databases (including Embase and Scopus) were searched during March 2023. Forty-two studies were identified (Nparticipants=3478). Risk of bias was assessed using the Quality Assessment with Diverse Studies tool. Narrative synthesis of HE data suggests non-stationary EEG activity occurs throughout development. Age-related trends were complex, with rapid decreases in AEs during infancy and heterogenous changes thereafter. Regionally, AE maxima shifted developmentally, potentially reflecting spatial trends in maturing brain connectivity. This work highlights the importance of further characterising the development of 1/f measures to better understand how E:I balance shapes brain and cognitive development.
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Affiliation(s)
- R A Stanyard
- Centre for the Developing Brain, School of Biomedical Engineering and Imaging Sciences, King's College London, United Kingdom; Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, United Kingdom.
| | - D Mason
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, United Kingdom
| | - C Ellis
- Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, United Kingdom
| | - H Dickson
- Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, United Kingdom
| | - R Short
- Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, United Kingdom
| | - D Batalle
- Centre for the Developing Brain, School of Biomedical Engineering and Imaging Sciences, King's College London, United Kingdom; Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, United Kingdom
| | - T Arichi
- Centre for the Developing Brain, School of Biomedical Engineering and Imaging Sciences, King's College London, United Kingdom; MRC Centre for Neurodevelopmental Disorders, King's College London, United Kingdom; Children's Neurosciences, Evelina London Children's Hospital, Guy's and St Thomas' NHS Foundation Trust, United Kingdom; Department of Bioengineering, Imperial College London, United Kingdom
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4
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McKeon SD, Perica MI, Parr AC, Calabro FJ, Foran W, Hetherington H, Moon CH, Luna B. Aperiodic EEG and 7T MRSI evidence for maturation of E/I balance supporting the development of working memory through adolescence. Dev Cogn Neurosci 2024; 66:101373. [PMID: 38574406 PMCID: PMC11000172 DOI: 10.1016/j.dcn.2024.101373] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Revised: 04/01/2024] [Accepted: 04/02/2024] [Indexed: 04/06/2024] Open
Abstract
Adolescence has been hypothesized to be a critical period for the development of human association cortex and higher-order cognition. A defining feature of critical period development is a shift in the excitation: inhibition (E/I) balance of neural circuitry, however how changes in E/I may enhance cortical circuit function to support maturational improvements in cognitive capacities is not known. Harnessing ultra-high field 7 T MR spectroscopy and EEG in a large, longitudinal cohort of youth (N = 164, ages 10-32 years old, 347 neuroimaging sessions), we delineate biologically specific associations between age-related changes in excitatory glutamate and inhibitory GABA neurotransmitters and EEG-derived measures of aperiodic neural activity reflective of E/I balance in prefrontal association cortex. Specifically, we find that developmental increases in E/I balance reflected in glutamate:GABA balance are linked to changes in E/I balance assessed by the suppression of prefrontal aperiodic activity, which in turn facilitates robust improvements in working memory. These findings indicate a role for E/I-engendered changes in prefrontal signaling mechanisms in the maturation of cognitive maintenance. More broadly, this multi-modal imaging study provides evidence that human association cortex undergoes physiological changes consistent with critical period plasticity during adolescence.
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Affiliation(s)
- Shane D McKeon
- Department of Bioengineering, University of Pittsburgh, PA, USA; The Center for the Neural Basis of Cognition, University of Pittsburgh, PA, USA.
| | - Maria I Perica
- The Center for the Neural Basis of Cognition, University of Pittsburgh, PA, USA; Department of Psychology, University of Pittsburgh, PA, USA
| | - Ashley C Parr
- The Center for the Neural Basis of Cognition, University of Pittsburgh, PA, USA; Department of Psychiatry, University of Pittsburgh, PA, USA
| | - Finnegan J Calabro
- Department of Bioengineering, University of Pittsburgh, PA, USA; The Center for the Neural Basis of Cognition, University of Pittsburgh, PA, USA; Department of Psychiatry, University of Pittsburgh, PA, USA
| | - Will Foran
- Department of Psychiatry, University of Pittsburgh, PA, USA
| | - Hoby Hetherington
- Resonance Research Incorporated, Billerica, MA, USA; Department of Radiology, University of Missouri, Columbia, MO, USA
| | - Chan-Hong Moon
- Department of Radiology, University of Pittsburgh, PA, USA
| | - Beatriz Luna
- The Center for the Neural Basis of Cognition, University of Pittsburgh, PA, USA; Department of Psychiatry, University of Pittsburgh, PA, USA.
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Gasior M, Husain A, Barra ME, Raja SM, MacLeod D, Guptill JT, Vaitkevicius H, Rybak E. Intravenous Ganaxolone: Pharmacokinetics, Pharmacodynamics, Safety, and Tolerability in Healthy Adults. Clin Pharmacol Drug Dev 2024; 13:248-258. [PMID: 38231434 DOI: 10.1002/cpdd.1365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2023] [Accepted: 12/04/2023] [Indexed: 01/18/2024]
Abstract
Ganaxolone, a neuroactive steroid anticonvulsant that modulates both synaptic and extrasynaptic γ-aminobutyric acid type A (GABAA ) receptors, is in development for treatment of status epilepticus (SE) and rare epileptic disorders, and has been approved in the United States for treatment of seizures associated with cyclin-dependent kinase-like 5 deficiency disorder in patients ≥2 years old. This phase 1 study in 36 healthy volunteers evaluated the pharmacokinetics, pharmacodynamics, and safety of intravenous ganaxolone administered as a (i) single bolus, (ii) infusion, and (iii) bolus followed by continuous infusion. After a single bolus over 2 minutes (20 mg) or 5 minutes (10 or 30 mg), ganaxolone was detected in plasma with a median Tmax of 5 minutes, whereas a 60-minute infusion (10 or 30 mg) or a bolus (6 mg over 5 minutes) followed by infusion (20 mg/h) for 4 hours achieved a median Tmax of approximately 1 and 3 hours, respectively. Cmax was dose and administration-time dependent, ranging from 73.8 ng/mL (10 mg over 5 minutes) to 1240 ng/mL (30 mg over 5 minutes). Bolus doses above 10 mg of ganaxolone markedly influenced the bispectral index score with a rapid decline; smaller changes occurred on the Modified Observer's Assessment of Alertness/Sedation scale and in quantitative electroencephalogram. Most adverse events were of mild severity, with 2 events of moderate severity; none were reported as serious. No effects on systemic hemodynamics or respiratory functions were reported. Overall, ganaxolone was generally well tolerated at the doses studied and demonstrated pharmacokinetic and pharmacodynamic properties suitable to treat SE.
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Affiliation(s)
| | - Aatif Husain
- Duke University School of Medicine, Durham, NC, USA
| | | | | | | | | | | | - Eva Rybak
- Marinus Pharmaceuticals, Inc., Radnor, PA, USA
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Zhuo C, Zhang Q, Wang L, Ma X, Li R, Ping J, Zhu J, Tian H, Jiang D. Insulin Resistance/Diabetes and Schizophrenia: Potential Shared Genetic Factors and Implications for Better Management of Patients with Schizophrenia. CNS Drugs 2024; 38:33-44. [PMID: 38097908 PMCID: PMC10811033 DOI: 10.1007/s40263-023-01057-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/27/2023] [Indexed: 01/27/2024]
Abstract
Schizophrenia is a complex psychotic disorder with co-occurring conditions, including insulin resistance and type 2 diabetes (T2D). It is well established that T2D and its precursors (i.e., insulin resistance) are more prevalent in patients with schizophrenia who are treated with antipsychotics, as well as in antipsychotic-naïve patients experiencing their first episode of psychosis, compared with the general population. However, the mechanism(s) underlying the increased susceptibility, shared genetics, and possible cause-effect relationship between schizophrenia and T2D remain largely unknown. The objective of this narrative review was to synthesize important studies, including Mendelian randomization (MR) analyses that have integrated genome-wide association studies (GWAS), as well as results from in vitro models, in vivo models, and observational studies of patients with schizophrenia. Both GWAS and MR studies have found that schizophrenia and T2D/insulin resistance share genetic risk factors, and this may mediate a connection between peripheral or brain insulin resistance and T2D with cognition impairment and an increased risk of developing prediabetes and T2D in schizophrenia. Moreover, accumulating evidence supports a causal role for insulin resistance in schizophrenia and emphasizes the importance of a genetic basis for susceptibility to T2D in patients with schizophrenia before they receive psychotic treatment. The present findings and observations may have clinical implications for the development of better strategies to treat patients with schizophrenia, with both pharmacological (i.e., samidorphan, empagliflozin) and/or nonpharmacological (i.e., lifestyle changes) approaches. Additionally, this review may benefit the design of future studies by physicians and clinical investigators.
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Affiliation(s)
- Chuanjun Zhuo
- Key Laboratory of Sensory Information Processing Abnormalities in Schizophrenia (SIPAS_Lab), Tianjin Fourth Center Hospital, Nankai University Affiliated Tianjin Fourth Center Hospital, Tianjin Medical University Affiliated Tianjin Fourth Center Hospital, No. 1 Zhongshan Road, Hebei District, Tianjin, 300140, China.
- Key Laboratory of Multiple Organs Damage in Patients with Metal Disorder (MODMD_Lab), Tianjin Fourth Center Hospital, Nankai University Affiliated Tianjin Fourth Center Hospital, Tianjin Medical University Affiliated Tianjin Fourth Center Hospital, Tianjin, 300140, China.
- Laboratory of Psychiatric-Neuroimaging-Genetics and Co-morbidity (PNGC_Lab), Tianjin Anding Hospital, Nankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical University, Tianjin, 300222, China.
- GWAS Center of Psychiatry, Wenzhou Seventh Peoples Hospital, Wenzhou, 325000, Zhejiang, China.
| | - Qiuyu Zhang
- Key Laboratory of Sensory Information Processing Abnormalities in Schizophrenia (SIPAS_Lab), Tianjin Fourth Center Hospital, Nankai University Affiliated Tianjin Fourth Center Hospital, Tianjin Medical University Affiliated Tianjin Fourth Center Hospital, No. 1 Zhongshan Road, Hebei District, Tianjin, 300140, China
- Key Laboratory of Multiple Organs Damage in Patients with Metal Disorder (MODMD_Lab), Tianjin Fourth Center Hospital, Nankai University Affiliated Tianjin Fourth Center Hospital, Tianjin Medical University Affiliated Tianjin Fourth Center Hospital, Tianjin, 300140, China
| | - Lina Wang
- Laboratory of Psychiatric-Neuroimaging-Genetics and Co-morbidity (PNGC_Lab), Tianjin Anding Hospital, Nankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical University, Tianjin, 300222, China
| | - Xiaoyan Ma
- Laboratory of Psychiatric-Neuroimaging-Genetics and Co-morbidity (PNGC_Lab), Tianjin Anding Hospital, Nankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical University, Tianjin, 300222, China
| | - Ranli Li
- Laboratory of Psychiatric-Neuroimaging-Genetics and Co-morbidity (PNGC_Lab), Tianjin Anding Hospital, Nankai University Affiliated Tianjin Anding Hospital, Tianjin Mental Health Center of Tianjin Medical University, Tianjin, 300222, China
| | - Jing Ping
- GWAS Center of Psychiatry, Wenzhou Seventh Peoples Hospital, Wenzhou, 325000, Zhejiang, China
| | - Jingjing Zhu
- GWAS Center of Psychiatry, Wenzhou Seventh Peoples Hospital, Wenzhou, 325000, Zhejiang, China
| | - Hongjun Tian
- Key Laboratory of Sensory Information Processing Abnormalities in Schizophrenia (SIPAS_Lab), Tianjin Fourth Center Hospital, Nankai University Affiliated Tianjin Fourth Center Hospital, Tianjin Medical University Affiliated Tianjin Fourth Center Hospital, No. 1 Zhongshan Road, Hebei District, Tianjin, 300140, China
- Key Laboratory of Multiple Organs Damage in Patients with Metal Disorder (MODMD_Lab), Tianjin Fourth Center Hospital, Nankai University Affiliated Tianjin Fourth Center Hospital, Tianjin Medical University Affiliated Tianjin Fourth Center Hospital, Tianjin, 300140, China
| | - Deguo Jiang
- GWAS Center of Psychiatry, Wenzhou Seventh Peoples Hospital, Wenzhou, 325000, Zhejiang, China
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