Disparities in accelerated brain aging in recent-onset and chronic schizophrenia
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作者:
Joo, Sung Woo
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Univ Ulsan, Coll Med, Asan Med Ctr, Dept Psychiat, Seoul, South KoreaUniv Ulsan, Coll Med, Asan Med Ctr, Dept Psychiat, Seoul, South Korea
Joo, Sung Woo
[1
]
Lee, Junhyeok
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Kyung Hee Univ, Dept Software Convergence, Yongin, South KoreaUniv Ulsan, Coll Med, Asan Med Ctr, Dept Psychiat, Seoul, South Korea
Lee, Junhyeok
[2
]
Han, Juhyuk
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Kyung Hee Univ, Dept Software Convergence, Yongin, South KoreaUniv Ulsan, Coll Med, Asan Med Ctr, Dept Psychiat, Seoul, South Korea
Han, Juhyuk
[2
]
Kim, Minjae
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Kyung Hee Univ, Dept Software Convergence, Yongin, South KoreaUniv Ulsan, Coll Med, Asan Med Ctr, Dept Psychiat, Seoul, South Korea
Kim, Minjae
[2
]
Kim, Yeonwoo
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Kyung Hee Univ, Dept Software Convergence, Yongin, South KoreaUniv Ulsan, Coll Med, Asan Med Ctr, Dept Psychiat, Seoul, South Korea
Kim, Yeonwoo
[2
]
Lee, Howook
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Kyung Hee Univ, Dept Artificial Intelligence, Yongin, South KoreaUniv Ulsan, Coll Med, Asan Med Ctr, Dept Psychiat, Seoul, South Korea
Lee, Howook
[3
]
Jo, Young Tak
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Kangdong Sacred Heart Hosp, Dept Psychiat, Seoul, South KoreaUniv Ulsan, Coll Med, Asan Med Ctr, Dept Psychiat, Seoul, South Korea
Jo, Young Tak
[4
]
Shin, Jaewook
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CHA Univ Sch Med, Dept Med, Seongnam, South KoreaUniv Ulsan, Coll Med, Asan Med Ctr, Dept Psychiat, Seoul, South Korea
Shin, Jaewook
[5
]
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Lee, Jungsun
[1
]
Lee, Won Hee
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Kyung Hee Univ, Dept Software Convergence, Yongin, South Korea
Kyung Hee Univ, Dept Artificial Intelligence, Yongin, South KoreaUniv Ulsan, Coll Med, Asan Med Ctr, Dept Psychiat, Seoul, South Korea
Lee, Won Hee
[2
,3
]
机构:
[1] Univ Ulsan, Coll Med, Asan Med Ctr, Dept Psychiat, Seoul, South Korea
[2] Kyung Hee Univ, Dept Software Convergence, Yongin, South Korea
[3] Kyung Hee Univ, Dept Artificial Intelligence, Yongin, South Korea
[4] Kangdong Sacred Heart Hosp, Dept Psychiat, Seoul, South Korea
[5] CHA Univ Sch Med, Dept Med, Seongnam, South Korea
Background Patients with schizophrenia experience accelerated aging, accompanied by abnormalities in biomarkers such as shorter telomere length. Brain age prediction using neuroimaging data has gained attention in schizophrenia research, with consistently reported increases in brain-predicted age difference (brain-PAD). However, its associations with clinical symptoms and illness duration remain unclear.Methods We developed brain age prediction models using structural magnetic resonance imaging (MRI) data from 10,938 healthy individuals. The models were validated on an independent test dataset comprising 79 healthy controls, 57 patients with recent-onset schizophrenia, and 71 patients with chronic schizophrenia. Group comparisons and the clinical associations of brain-PAD were analyzed using multiple linear regression. SHapley Additive exPlanations (SHAP) values estimated feature contributions to the model, and between-group differences in SHAP values and group-by-SHAP value interactions were also examined.Results Patients with recent-onset schizophrenia and chronic schizophrenia exhibited increased brain-PAD values of 1.2 and 0.9 years, respectively. Between-group differences in SHAP values were identified in the right lateral prefrontal area (false discovery rate [FDR] p = 0.022), with group-by-SHAP value interactions observed in the left prefrontal area (FDR p = 0.049). A negative association between brain-PAD and Full-scale Intelligence Quotient scores in chronic schizophrenia was noted, which did not remain significant after correction for multiple comparisons.Conclusions Brain-PAD increases were pronounced in the early phase of schizophrenia. Regional brain abnormalities contributing to brain-PAD likely vary with illness duration. Future longitudinal studies are required to overcome limitations related to sample size, heterogeneity, and the cross-sectional design of this study.
机构:
Univ Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USAUniv Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USA
Horan, William P.
Reise, Steven P.
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Univ Calif Los Angeles, Dept Psychol, Los Angeles, CA 90024 USAUniv Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USA
Reise, Steven P.
Subotnik, Kenneth L.
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Univ Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USAUniv Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USA
Subotnik, Kenneth L.
Ventura, JoseDh
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Univ Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USAUniv Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USA
Ventura, JoseDh
Nuechterlein, Keith H.
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Univ Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USA
Univ Calif Los Angeles, Dept Psychol, Los Angeles, CA 90024 USAUniv Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USA
机构:
Univ Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USAUniv Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USA
Horan, William P.
Reise, Steven P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Psychol, Los Angeles, CA 90024 USAUniv Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USA
Reise, Steven P.
Subotnik, Kenneth L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USAUniv Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USA
Subotnik, Kenneth L.
Ventura, JoseDh
论文数: 0引用数: 0
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机构:
Univ Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USAUniv Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USA
Ventura, JoseDh
Nuechterlein, Keith H.
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机构:
Univ Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USA
Univ Calif Los Angeles, Dept Psychol, Los Angeles, CA 90024 USAUniv Calif Los Angeles, Dept Psychiat & Behav Sci, Los Angeles, CA 90024 USA