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Authors
Cai, Xinyi
Luo, Xiao
Guo, Lianghu
Gu, Yi
Yang, Qing
Li, Yao
Zhang, Minming
Wu, Jinsong
He, Qiang
Zhang, Xu
Huang, Peiyu
Zhang, Han https://orcid.org/0000-0002-6645-8810
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Funding
Funding for this research was provided by:
STI 2030—Major Projects (2022ZD0209000)
Major Projects of Special Development Funds in Zhangjiang National Independent Innovation Demonstration Zone, Shanghai (ZJ2018-ZD-012)
Shanghai Pilot Program for Basic Research (JCYJ-SHFY-2022-014)
Open Research Fund Program of National Innovation Center for Advanced Medical Devices (NMED2021ZD-01-001)
Shenzhen Science and Technology Innovation Program (KCXFZ20211020163408012)
Chinese Academy of Medical Sciences (CAMS) Innovation Fund for Medical Science (CIFMS, 2019-I2M-5-082)
Shanghai Pujiang Program (21PJ1421400)
National Natural Science Foundation of China (62131015)
National Natural Science Foundation of China (U23A20295)
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Article History
Received: 6 January 2025
Revised: 1 September 2025
Accepted: 26 September 2025
First Online: 25 October 2025
Compliance with ethical standards
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: The scientific guarantor of this publication is Han Zhang.
: The authors of this manuscript, Qiang He, declare relationships with the following companies: Shanghai United Imaging Healthcare Co., Ltd., Shanghai, China. Qiang He declares that there is no financial or non-financial conflict of interest associated with the current research project. No organization has received any profits, directly or indirectly, related to the outcomes or findings presented in this research. The other authors have no conflict of interest to disclose.
: Xinyi Cai, Xiao Luo, Peiyu Huang and Han Zhang kindly provided statistical advice for this manuscript.
: Written informed consent was obtained from all subjects (patients) in this study.
: Institutional Review Board approval was obtained.
: Some study subjects or cohorts have been previously reported in Connectome-based predictive modeling of ageing, overall cognitive functioning and memory performance, published in the European Journal of Neuroscience , 2024.
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