Evidence map›Paper›PMID 41946727›Full record

ArticleNature communications2026

Spatiotemporal dynamics of the human cortical functional hierarchy across the lifespan.

Qiongling Li, Xinyuan Liang, Debin Zeng, Tengda Zhao, Xuhong Liao, Gaolang Gong, Qian Wang, Chenxuan Pang, Qian Yu, Xiaoxi Dong and 66 more

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Article
  5. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

76 authors.

Qiongling LiState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.ORCID http://orcid.org/0000-0001-6989-2981
Xinyuan LiangState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.ORCID http://orcid.org/0009-0007-2141-405X
Debin ZengBeijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science & Medical Engineering, Beihang University, Beijing, China.ORCID http://orcid.org/0000-0002-0138-1314
Tengda ZhaoState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.ORCID http://orcid.org/0000-0002-5160-8417
Xuhong LiaoSchool of Systems Science, Beijing Normal University, Beijing, China.ORCID http://orcid.org/0009-0000-0170-2520
Gaolang GongState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.ORCID http://orcid.org/0000-0001-5788-022X
Qian WangState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Chenxuan PangState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Qian YuState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Xiaoxi DongState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Yirong HeState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Yanchao BiState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.ORCID http://orcid.org/0000-0002-0522-3372
Pindong ChenBrainnetome Center & National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China.
Rui ChenState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Yuan ChenDepartment of Magnetic Resonance Imaging, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China.ORCID http://orcid.org/0009-0003-3747-2407
Taolin ChenDepartment of Radiology, Huaxi MR Research Center (HMRRC), Institute of Radiology and Medical Imaging, West China Hospital of Sichuan University, Chengdu, Sichuan, China.
Jingliang ChengDepartment of Magnetic Resonance Imaging, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China.ORCID http://orcid.org/0000-0001-9944-8419
Yuqi ChengAffiliated Mental Health Center & Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Zaixu CuiChinese Institute for Brain Research, Beijing, China.ORCID http://orcid.org/0000-0003-4385-8106
Zhengjia DaiState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Yao DengState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Yuyin DingState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Qi DongState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Dingna DuanState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Jia-Hong GaoIDG/McGovern Institute for Brain Research, Peking University, Beijing, China.ORCID http://orcid.org/0000-0002-9311-0297
Qiyong GongDepartment of Radiology, Huaxi MR Research Center (HMRRC), Institute of Radiology and Medical Imaging, West China Hospital of Sichuan University, Chengdu, Sichuan, China.ORCID http://orcid.org/0000-0002-5912-4871
Ying HanDepartment of Neurology, Xuanwu Hospital of Capital Medical University, Beijing, China.
Zaizhu HanState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.ORCID http://orcid.org/0000-0003-1751-6452
Chu-Chung HuangKey Laboratory of Brain Functional Genomics (Ministry of Education), Affiliated Mental Health Center (ECNU), School of Psychology and Cognitive Science, East China Normal University, Shanghai, China.ORCID http://orcid.org/0000-0002-9096-9610
Ruiwang HuangState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.ORCID http://orcid.org/0000-0003-3889-169X
Ran HuoDepartment of Radiology, Peking University Third Hospital, Beijing, China.
Lingjiang LiDepartment of Psychiatry, and National Clinical Research Center for Mental Disorders, The Second Xiangya Hospital of Central South University, Changsha, China.
Ching-Po LinInstitute of Neuroscience, National Yang Ming Chiao Tung University, Taipei, China.ORCID http://orcid.org/0000-0001-6848-8776
Qixiang LinState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.ORCID http://orcid.org/0000-0002-1718-6855
Bangshan LiuDepartment of Psychiatry, and National Clinical Research Center for Mental Disorders, The Second Xiangya Hospital of Central South University, Changsha, China.
Chao LiuState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.ORCID http://orcid.org/0000-0003-1149-2314
Ningyu LiuState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Ying LiuDepartment of Radiology, Peking University Third Hospital, Beijing, China.
Yong LiuCenter for Artificial Intelligence in Medical Imaging, School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing, China.ORCID http://orcid.org/0000-0002-1862-3121
Jing LuState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Leilei MaState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Weiwei MenCenter for MRI Research, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing, China.
Shaozheng QinState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.ORCID http://orcid.org/0000-0002-1859-2150
Wen QinDepartment of Radiology & Tianjin Key Lab of Functional Imaging & Tianjin Institute of Radiology & State Key Laboratory of Experimental Hematology, Tianjin Medical University General Hospital, Tianjin, China.ORCID http://orcid.org/0000-0002-9121-8296
Jiang QiuKey Laboratory of Cognition and Personality (SWU), Ministry of Education, Chongqing, China.ORCID http://orcid.org/0000-0003-0269-5910
Shijun QiuDepartment of Radiology, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China.ORCID http://orcid.org/0000-0002-6739-4265
Tianmei SiPeking University Sixth Hospital, Peking University Institute of Mental Health, NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Peking University, Beijing, China.ORCID http://orcid.org/0000-0001-9823-2720
Shuping TanBeijing Huilongguan Hospital, Peking University Huilongguan Clinical Medical School, Beijing, China.
Yanqing TangDepartment of Psychiatry, Shengjing Hospital of China Medical University, Shenyang, China.ORCID http://orcid.org/0000-0003-4212-3212
Sha TaoState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.ORCID http://orcid.org/0000-0002-0928-0681
Dawei WangDepartment of Radiology, Qilu Hospital of Shandong University, Ji'nan, China.
Fei WangDepartment of Psychiatry, The First Affiliated Hospital of China Medical University, Shenyang, China.ORCID http://orcid.org/0000-0002-5982-2303
Jiali WangState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Pan WangDepartment of Neurology, Tianjin Huanhu Hospital, Tianjin University, Tianjin, China.
Xiaoqin WangKey Laboratory of Cognition and Personality (SWU), Ministry of Education, Chongqing, China.
Yanpei WangState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Dongtao WeiKey Laboratory of Cognition and Personality (SWU), Ministry of Education, Chongqing, China.ORCID http://orcid.org/0000-0003-2544-8015
Yankun WuPeking University Sixth Hospital, Peking University Institute of Mental Health, NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Peking University, Beijing, China.
Peng XieChongqing Key Laboratory of Neurobiology, Chongqing, China.ORCID http://orcid.org/0000-0002-0081-6048
Xiufeng XuDepartment of Psychiatry, First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China.
Yuehua XuState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Zhilei XuState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.ORCID http://orcid.org/0000-0002-5155-6346
Liyuan YangState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Chunshui YuDepartment of Radiology & Tianjin Key Lab of Functional Imaging & Tianjin Institute of Radiology & State Key Laboratory of Experimental Hematology, Tianjin Medical University General Hospital, Tianjin, China.ORCID http://orcid.org/0000-0001-5648-5199
Huishu YuanDepartment of Radiology, Peking University Third Hospital, Beijing, China.
Zilong ZengState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Haibo ZhangState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Xi ZhangDepartment of Neurology, the Second Medical Centre, National Clinical Research Centre for Geriatric Diseases, Chinese PLA General Hospital, Beijing, China.
Gai ZhaoState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
Yanting ZhengDepartment of Radiology, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China.
Suyu ZhongCenter for Artificial Intelligence in Medical Imaging, School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing, China.ORCID http://orcid.org/0000-0003-0252-3916
MCADI
DIDA-MDD Working Group
Mingrui XiaState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China. mxia@bnu.edu.cn.ORCID http://orcid.org/0000-0003-4615-9132
Shuyu LiState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China. shuyuli@bnu.edu.cn.ORCID http://orcid.org/0000-0002-3459-6821
Yong HeState Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China. yong.he@bnu.edu.cn.ORCID http://orcid.org/0000-0002-7039-2850

Funding

National Natural Science Foundation of China (National Science Foundation of China) 31830034National Natural Science Foundation of China (National Science Foundation of China) 82021004
6 · The paper itself

Abstract

The human cortical functional hierarchy, spanning from primary sensorimotor to transmodal association regions, represents a fundamental principle of brain organisation. Here, we show lifespan changes in the sensorimotor-association (S-A) gradient in the cortical functional hierarchy using multimodal neuroimaging data from 33,247 participants aged 32 postmenstrual weeks to 80 years. We identify three critical neurodevelopmental milestones: initiation (third trimester to perinatal period), establishment (infancy to early childhood), and expansion-stabilisation (late childhood to adulthood). Pronounced gradient changes are predominantly observed during the first decade, with continued refinement extending into mid-adulthood. Spatiotemporally heterogeneous growth patterns in functional gradients align with evolutionary hierarchies, segregation-integration dynamics, structural maturation, and cognitive spectrum development, proceeding along a dominant S-A growth axis. These findings establish a unified neurodevelopmental framework that links connectome gradient dynamics to multifaceted functional and structural properties, advancing our understanding of cortical hierarchy maturation across the lifespan.

Indexed as

Cerebral CortexLongevityNeurodevelopmentAdolescentAdultAgedAged, 80 and overChildChild, PreschoolConnectomeFemaleHumansInfantInfant, NewbornMagnetic Resonance ImagingMale

Identifiers

PMID41946727
PMCPMC13234122

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