Global diversity in individualized cortical network topography

Author:

Yang Guoyuan1ORCID,Bozek Jelena2,Noble Stephanie3ORCID,Han Meizhen4,Wu Xinyu1,Xue Mufan1,Kang Jujiao56,Jia Tianye567ORCID,Fu Jilian8,Ge Jianqiao9ORCID,Cui Zaixu10,Li Xuesong11ORCID,Feng Jianfeng561213,Gao Jia-Hong91415ORCID

Affiliation:

1. Beijing Institute of Technology Advanced Research Institute of Multidisciplinary Sciences, School of Medical Technology, School of Life Science, , Beijing 100081 , China

2. University of Zagreb Faculty of Electrical Engineering and Computing, , Zagreb 10000 , Croatia

3. Yale School of Medicine Department of Radiology and Biomedical Imaging, , New Haven, CT 06520 , United States

4. McGovern Institute for Brain Research, Beijing Normal University , Beijing 100875 , China

5. Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University , Shanghai 200433 , China

6. Ministry of Education, Fudan University Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, , Shanghai 200433 , China

7. Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London , London SE5 8AF , United Kingdom

8. Tianjin Medical University General Hospital Department of Radiology and Tianjin Key Laboratory of Functional Imaging, , Tianjin 300203 , China

9. Center for MRI Research , Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871 , China

10. Chinese Institute for Brain Research , Beijing 102206 , China

11. Beijing Institute of Technology School of Computer Science and Technology, , Beijing 100081 , China

12. University of Warwick Department of Computer Science, , Coventry CV4 7AL , United Kingdom

13. Fudan University MOE Frontiers Center for Brain Science, , Shanghai 200433 , China

14. McGovern Institute for Brain Research, Peking University , Beijing 100871 , China

15. Peking University Beijing City Key Laboratory for Medical Physics and Engineering, Institution of Heavy Ion Physics, School of Physics, , Beijing 100871 , China

Abstract

Abstract Individualized cortical network topography (ICNT) varies between people and exhibits great variability in the association networks in the human brain. However, these findings were mainly discovered in Western populations. It remains unclear whether and how ICNT is shaped by the non-Western populations. Here, we leveraged a multisession hierarchical Bayesian model to define individualized functional networks in White American and Han Chinese populations with data from both US and Chinese Human Connectome Projects. We found that both the size and spatial topography of individualized functional networks differed between White American and Han Chinese groups, especially in the heteromodal association cortex (including the ventral attention, control, language, dorsal attention, and default mode networks). Employing a support vector machine, we then demonstrated that ethnicity-related ICNT diversity can be used to identify an individual’s ethnicity with high accuracy (74%, pperm < 0.0001), with heteromodal networks contributing most to the classification. This finding was further validated through mass-univariate analyses with generalized additive models. Moreover, we reveal that the spatial heterogeneity of ethnic diversity in ICNT correlated with fundamental properties of cortical organization, including evolutionary cortical expansion, brain myelination, and cerebral blood flow. Altogether, this case study highlights a need for more globally diverse and publicly available neuroimaging datasets.

Funder

Beijing Municipal Science and Technology Commission

National Natural Science Foundation of China

Publisher

Oxford University Press (OUP)

Subject

Cellular and Molecular Neuroscience,Cognitive Neuroscience

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