Morphometric brain organization across the human lifespan reveals increased dispersion linked to cognitive performance

The human brain is organized as segregation and integration units and follows complex developmental trajectories throughout life. The cortical manifold provides a new means of studying the brain’s organization in a multidimensional connectivity gradient space. However, how the brain’s morphometric o...

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Published inPLoS biology Vol. 22; no. 6; p. e3002647
Main Authors Li, Jiao, Zhang, Chao, Meng, Yao, Yang, Siqi, Xia, Jie, Chen, Huafu, Liao, Wei
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 20.06.2024
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Abstract The human brain is organized as segregation and integration units and follows complex developmental trajectories throughout life. The cortical manifold provides a new means of studying the brain’s organization in a multidimensional connectivity gradient space. However, how the brain’s morphometric organization changes across the human lifespan remains unclear. Here, leveraging structural magnetic resonance imaging scans from 1,790 healthy individuals aged 8 to 89 years, we investigated age-related global, within- and between-network dispersions to reveal the segregation and integration of brain networks from 3D manifolds based on morphometric similarity network (MSN), combining multiple features conceptualized as a “fingerprint” of an individual’s brain. Developmental trajectories of global dispersion unfolded along patterns of molecular brain organization, such as acetylcholine receptor. Communities were increasingly dispersed with age, reflecting more disassortative morphometric similarity profiles within a community. Increasing within-network dispersion of primary motor and association cortices mediated the influence of age on the cognitive flexibility of executive functions. We also found that the secondary sensory cortices were decreasingly dispersed with the rest of the cortices during aging, possibly indicating a shift of secondary sensory cortices across the human lifespan from an extreme to a more central position in 3D manifolds. Together, our results reveal the age-related segregation and integration of MSN from the perspective of a multidimensional gradient space, providing new insights into lifespan changes in multiple morphometric features of the brain, as well as the influence of such changes on cognitive performance.
AbstractList The human brain is organized as segregation and integration units and follows complex developmental trajectories throughout life. The cortical manifold provides a new means of studying the brain’s organization in a multidimensional connectivity gradient space. However, how the brain’s morphometric organization changes across the human lifespan remains unclear. Here, leveraging structural magnetic resonance imaging scans from 1,790 healthy individuals aged 8 to 89 years, we investigated age-related global, within- and between-network dispersions to reveal the segregation and integration of brain networks from 3D manifolds based on morphometric similarity network (MSN), combining multiple features conceptualized as a “fingerprint” of an individual’s brain. Developmental trajectories of global dispersion unfolded along patterns of molecular brain organization, such as acetylcholine receptor. Communities were increasingly dispersed with age, reflecting more disassortative morphometric similarity profiles within a community. Increasing within-network dispersion of primary motor and association cortices mediated the influence of age on the cognitive flexibility of executive functions. We also found that the secondary sensory cortices were decreasingly dispersed with the rest of the cortices during aging, possibly indicating a shift of secondary sensory cortices across the human lifespan from an extreme to a more central position in 3D manifolds. Together, our results reveal the age-related segregation and integration of MSN from the perspective of a multidimensional gradient space, providing new insights into lifespan changes in multiple morphometric features of the brain, as well as the influence of such changes on cognitive performance.
The human brain is organized as segregation and integration units and follows complex developmental trajectories throughout life. The cortical manifold provides a new means of studying the brain’s organization in a multidimensional connectivity gradient space. However, how the brain’s morphometric organization changes across the human lifespan remains unclear. Here, leveraging structural magnetic resonance imaging scans from 1,790 healthy individuals aged 8 to 89 years, we investigated age-related global, within- and between-network dispersions to reveal the segregation and integration of brain networks from 3D manifolds based on morphometric similarity network (MSN), combining multiple features conceptualized as a “fingerprint” of an individual’s brain. Developmental trajectories of global dispersion unfolded along patterns of molecular brain organization, such as acetylcholine receptor. Communities were increasingly dispersed with age, reflecting more disassortative morphometric similarity profiles within a community. Increasing within-network dispersion of primary motor and association cortices mediated the influence of age on the cognitive flexibility of executive functions. We also found that the secondary sensory cortices were decreasingly dispersed with the rest of the cortices during aging, possibly indicating a shift of secondary sensory cortices across the human lifespan from an extreme to a more central position in 3D manifolds. Together, our results reveal the age-related segregation and integration of MSN from the perspective of a multidimensional gradient space, providing new insights into lifespan changes in multiple morphometric features of the brain, as well as the influence of such changes on cognitive performance. There is much interest in how the brain’s morphometric organization changes throughout the human lifespan to support cognition. By analyzing structural MRI data from subjects aged 8-89, this study reveals that networks within the brain become more dispersed with age, and that these effects may underlie age-related changes in cognitive flexibility and executive function.
The human brain is organized as segregation and integration units and follows complex developmental trajectories throughout life. The cortical manifold provides a new means of studying the brain's organization in a multidimensional connectivity gradient space. However, how the brain's morphometric organization changes across the human lifespan remains unclear. Here, leveraging structural magnetic resonance imaging scans from 1,790 healthy individuals aged 8 to 89 years, we investigated age-related global, within- and between-network dispersions to reveal the segregation and integration of brain networks from 3D manifolds based on morphometric similarity network (MSN), combining multiple features conceptualized as a "fingerprint" of an individual's brain. Developmental trajectories of global dispersion unfolded along patterns of molecular brain organization, such as acetylcholine receptor. Communities were increasingly dispersed with age, reflecting more disassortative morphometric similarity profiles within a community. Increasing within-network dispersion of primary motor and association cortices mediated the influence of age on the cognitive flexibility of executive functions. We also found that the secondary sensory cortices were decreasingly dispersed with the rest of the cortices during aging, possibly indicating a shift of secondary sensory cortices across the human lifespan from an extreme to a more central position in 3D manifolds. Together, our results reveal the age-related segregation and integration of MSN from the perspective of a multidimensional gradient space, providing new insights into lifespan changes in multiple morphometric features of the brain, as well as the influence of such changes on cognitive performance.The human brain is organized as segregation and integration units and follows complex developmental trajectories throughout life. The cortical manifold provides a new means of studying the brain's organization in a multidimensional connectivity gradient space. However, how the brain's morphometric organization changes across the human lifespan remains unclear. Here, leveraging structural magnetic resonance imaging scans from 1,790 healthy individuals aged 8 to 89 years, we investigated age-related global, within- and between-network dispersions to reveal the segregation and integration of brain networks from 3D manifolds based on morphometric similarity network (MSN), combining multiple features conceptualized as a "fingerprint" of an individual's brain. Developmental trajectories of global dispersion unfolded along patterns of molecular brain organization, such as acetylcholine receptor. Communities were increasingly dispersed with age, reflecting more disassortative morphometric similarity profiles within a community. Increasing within-network dispersion of primary motor and association cortices mediated the influence of age on the cognitive flexibility of executive functions. We also found that the secondary sensory cortices were decreasingly dispersed with the rest of the cortices during aging, possibly indicating a shift of secondary sensory cortices across the human lifespan from an extreme to a more central position in 3D manifolds. Together, our results reveal the age-related segregation and integration of MSN from the perspective of a multidimensional gradient space, providing new insights into lifespan changes in multiple morphometric features of the brain, as well as the influence of such changes on cognitive performance.
Audience Academic
Author Liao, Wei
Zhang, Chao
Xia, Jie
Meng, Yao
Yang, Siqi
Li, Jiao
Chen, Huafu
AuthorAffiliation 2 MOE Key Lab for Neuroinformation, High-Field Magnetic Resonance Brain Imaging Key Laboratory of Sichuan Province, University of Electronic Science and Technology of China, Chengdu, China
Massachusetts Institute of Technology, UNITED STATES
1 The Clinical Hospital of Chengdu Brain Science Institute, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China
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Cites_doi 10.1016/j.biopsych.2023.08.003
10.1126/science.aap8809
10.1016/j.neuroimage.2020.117299
10.1016/S2666-7568(23)00051-X
10.1093/cercor/bhad201
10.1001/jamanetworkopen.2022.44049
10.1016/j.celrep.2023.113487
10.1126/science.1254604
10.3389/fnana.2019.00100
10.1523/JNEUROSCI.0376-07.2007
10.1038/s42003-022-04148-4
10.1002/wics.51
10.1126/science.abq2591
10.1016/j.neuroimage.2011.10.086
10.7554/eLife.85188
10.1111/nan.12857
10.1093/braincomms/fcac079
10.1038/s41467-021-21943-5
10.1038/nature11405
10.1016/j.neuroimage.2020.117322
10.1126/science.1194144
10.1146/annurev-neuro-070815-013858
10.1038/nature04513
10.1038/ncomms6658
10.1038/s41380-022-01506-w
10.1038/s42003-020-0794-7
10.1038/s41467-018-03399-2
10.1038/nrn2513
10.3389/fncir.2018.00067
10.1038/s41592-022-01625-w
10.1016/j.neuroimage.2020.116960
10.1038/nature10523
10.1038/s41583-018-0068-2
10.1016/j.neuroimage.2013.04.127
10.3389/fneur.2022.850642
10.1038/s41593-023-01376-7
10.1126/science.aaz8627
10.1038/s41586-022-04554-y
10.1038/s41467-020-17051-5
10.1073/pnas.1608282113
10.1016/j.pnpbp.2017.09.014
10.1016/j.neuroimage.2013.05.041
10.1016/j.neuroimage.2018.10.009
10.1016/j.neuroimage.2017.11.024
10.1038/s41593-023-01358-9
10.1523/JNEUROSCI.2380-21.2022
10.1038/nn.4179
10.1016/j.tics.2017.11.002
10.1126/science.1254403
10.1016/j.celrep.2021.109582
10.1016/j.neuron.2021.06.016
10.1126/science.aat7615
10.1093/nar/gkq130
10.1038/s41398-020-0829-3
10.1371/journal.pbio.3002314
10.1016/j.neuron.2012.08.036
10.1016/j.neuroscience.2004.09.042
10.1016/j.neuroimage.2018.09.060
10.1016/j.bbr.2016.09.005
10.5498/wjp.v11.i7.297
10.1016/j.tics.2022.11.005
10.1111/j.1467-9876.2005.00510.x
10.1016/j.neuroimage.2016.08.041
10.1038/s41593-022-01042-4
10.1038/s41467-019-08944-1
10.1073/pnas.1820754116
10.1038/nature09119
10.1016/j.neuroimage.2021.118543
10.1016/j.neubiorev.2015.08.013
10.1523/JNEUROSCI.5043-14.2015
10.1016/j.scib.2022.01.002
10.1038/s41593-022-01186-3
10.1016/j.tics.2017.09.006
10.1186/1471-2202-13-18
10.1073/pnas.1001229107
10.1073/pnas.2209960119
10.1016/j.neuroimage.2018.08.050
10.1016/j.neuroimage.2017.08.047
10.1038/s41586-021-03778-8
10.1093/cercor/bhy330
10.1038/s41467-022-30244-4
10.1126/sciadv.abj8750
10.1093/brain/120.4.701
10.1093/jn/130.4.1007S
10.1073/pnas.2116673119
10.1016/j.neuroimage.2019.01.011
10.1038/s41593-023-01282-y
10.1038/s41591-023-02296-6
10.1093/cercor/bhx197
10.1523/JNEUROSCI.0493-16.2016
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Copyright Copyright: © 2024 Li et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
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2024 Li et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
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References S Nisar (pbio.3002647.ref048) 2022; 27
JS Elam (pbio.3002647.ref066) 2021; 244
SY Bookheimer (pbio.3002647.ref069) 2019; 185
MY Chan (pbio.3002647.ref063) 2014; 111
D Witvliet (pbio.3002647.ref012) 2021; 596
C Seguin (pbio.3002647.ref011) 2023
DJ Gale (pbio.3002647.ref078) 2022; 119
HH Kim (pbio.3002647.ref010) 2022; 5
ST Baker (pbio.3002647.ref015) 2015; 35
H Grydeland (pbio.3002647.ref017) 2019; 29
JM Huntenburg (pbio.3002647.ref024) 2018; 22
BS Khundrakpam (pbio.3002647.ref019) 2017; 144
J Li (pbio.3002647.ref091) 2024; 95
RA Rigby (pbio.3002647.ref083) 2005; 54
JP Fortin (pbio.3002647.ref031) 2018; 167
GL Baum (pbio.3002647.ref009) 2022; 42
VJ Sydnor (pbio.3002647.ref025) 2021; 109
BY Park (pbio.3002647.ref014) 2021; 10
P Zhukovsky (pbio.3002647.ref022) 2022; 4
J Li (pbio.3002647.ref085) 2020; 10
MP Harms (pbio.3002647.ref070) 2018; 183
R Lujan (pbio.3002647.ref045) 2005; 130
ES Lein (pbio.3002647.ref005) 2017; 40
J Li (pbio.3002647.ref037) 2023; 49
H Richardson (pbio.3002647.ref060) 2018; 9
M Del Rio (pbio.3002647.ref080) 2022
HJ Kang (pbio.3002647.ref053) 2011; 478
J Li (pbio.3002647.ref099) 2023; 33
NU Dosenbach (pbio.3002647.ref030) 2010; 329
DC Van Essen (pbio.3002647.ref068) 2013; 80
YE Tian (pbio.3002647.ref089) 2023; 29
CJ Donahue (pbio.3002647.ref018) 2016; 36
A. Gutchess (pbio.3002647.ref002) 2014; 346
J Li (pbio.3002647.ref038) 2021; 12
AY Onaolapo (pbio.3002647.ref047) 2021; 11
LH Somerville (pbio.3002647.ref067) 2018; 183
SS Lander (pbio.3002647.ref056) 2017; 316
A Luo (pbio.3002647.ref059) 2023
J Li (pbio.3002647.ref098) 2024
TJ Nowakowski (pbio.3002647.ref035) 2017; 358
SE Morgan (pbio.3002647.ref040) 2019; 116
U. Lindenberger (pbio.3002647.ref003) 2014; 346
MF Li (pbio.3002647.ref004) 2018; 362
SJ Hong (pbio.3002647.ref077) 2020; 223
S Yang (pbio.3002647.ref027) 2021; 36
MF Glasser (pbio.3002647.ref071) 2013; 80
VJ Sydnor (pbio.3002647.ref026) 2023; 26
S Yang (pbio.3002647.ref074) 2020; 218
MR Picciotto (pbio.3002647.ref051) 2012; 76
GL Baum (pbio.3002647.ref086) 2017; 27
A Arnatkeviciute (pbio.3002647.ref093) 2019; 189
SJ Hong (pbio.3002647.ref075) 2019; 10
R Romero-Garcia (pbio.3002647.ref072) 2012; 59
I Sebenius (pbio.3002647.ref020) 2023; 26
R Vos de Wael (pbio.3002647.ref073) 2020; 3
S Behuet (pbio.3002647.ref046) 2019; 13
Y Liu (pbio.3002647.ref057) 2007; 27
VB Mountcastle (pbio.3002647.ref084) 1997; 120
MD Rosenberg (pbio.3002647.ref061) 2016; 19
RM Brouwer (pbio.3002647.ref008) 2022; 25
E Moretto (pbio.3002647.ref049) 2018; 84
A Pines (pbio.3002647.ref088) 2023; 111
MJ Hawrylycz (pbio.3002647.ref092) 2012; 489
JY Hansen (pbio.3002647.ref097) 2023; 21
HJ Li (pbio.3002647.ref043) 2015; 57
AR Pines (pbio.3002647.ref033) 2022; 13
RAI Bethlehem (pbio.3002647.ref028) 2020; 222
AL Dorrn (pbio.3002647.ref055) 2010; 465
DS Margulies (pbio.3002647.ref023) 2016; 113
BS Meldrum (pbio.3002647.ref044) 2000; 130
RA Kievit (pbio.3002647.ref090) 2014; 5
MC Camacho (pbio.3002647.ref062) 2023; 26
M T de Schotten (pbio.3002647.ref016) 2022; 378
Y Meng (pbio.3002647.ref076) 2022; 5
B Larsen (pbio.3002647.ref087) 2022; 8
RD Markello (pbio.3002647.ref096) 2022; 19
J Hill (pbio.3002647.ref041) 2010; 107
Y Xia (pbio.3002647.ref042) 2022; 67
JD Dougherty (pbio.3002647.ref095) 2010; 38
P Shaw (pbio.3002647.ref001) 2006; 440
Neuroscience in Psychiatry Network Consortium (pbio.3002647.ref013) 2022; 119
B Sabayan (pbio.3002647.ref064) 2023; 4
T Paus (pbio.3002647.ref006) 2008; 9
JY Hansen (pbio.3002647.ref036) 2022; 25
J Briscoe (pbio.3002647.ref029) 2020; 369
J Shin (pbio.3002647.ref054) 2018; 28
J Seidlitz (pbio.3002647.ref039) 2020; 11
JP Fortin (pbio.3002647.ref082) 2017; 161
H. Abdi (pbio.3002647.ref094) 2010; 2
J Bagautdinova (pbio.3002647.ref032) 2023; 42
AS Keller (pbio.3002647.ref034) 2023; 27
SL Valk (pbio.3002647.ref079) 2023; 12
GS Wig (pbio.3002647.ref058) 2017; 21
AI Onicas (pbio.3002647.ref081) 2022; 13
J Seidlitz (pbio.3002647.ref021) 2018; 97
VC Galvin (pbio.3002647.ref050) 2018; 12
DA Rothmond (pbio.3002647.ref052) 2012; 13
RAI Bethlehem (pbio.3002647.ref007) 2022; 604
R Cabeza (pbio.3002647.ref065) 2018; 19
38905164 - PLoS Biol. 2024 Jun 21;22(6):e3002669. doi: 10.1371/journal.pbio.3002669
References_xml – year: 2022
  ident: pbio.3002647.ref080
  article-title: Higher sensory sensitivity is linked to greater expansion amongst functional connectivity gradients
  publication-title: J Autism Dev Disord
– volume: 95
  start-page: 414
  year: 2024
  ident: pbio.3002647.ref091
  article-title: Transcriptomic similarity informs neuromorphic deviations in depression biotypes
  publication-title: Biol Psychiatry
  doi: 10.1016/j.biopsych.2023.08.003
– volume: 358
  start-page: 1318
  year: 2017
  ident: pbio.3002647.ref035
  article-title: Spatiotemporal gene expression trajectories reveal developmental hierarchies of the human cortex
  publication-title: Science
  doi: 10.1126/science.aap8809
– volume: 222
  start-page: 117299
  year: 2020
  ident: pbio.3002647.ref028
  article-title: Dispersion of functional gradients across the adult lifespan
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2020.117299
– volume: 4
  start-page: e274
  year: 2023
  ident: pbio.3002647.ref064
  article-title: The role of population-level preventive care for brain health in ageing
  publication-title: Lancet Healthy Longev
  doi: 10.1016/S2666-7568(23)00051-X
– volume: 33
  start-page: 9291
  year: 2023
  ident: pbio.3002647.ref099
  article-title: Spatiotemporal topological correspondence between blood oxygenation and glucose metabolism revealed by simultaneous fPET-fMRI in brain’s white matter
  publication-title: Cereb Cortex
  doi: 10.1093/cercor/bhad201
– volume: 5
  start-page: e2244049
  year: 2022
  ident: pbio.3002647.ref010
  article-title: Poverty, cortical structure, and psychopathologic characteristics in adolescence
  publication-title: JAMA Netw Open
  doi: 10.1001/jamanetworkopen.2022.44049
– volume: 42
  start-page: 113487
  year: 2023
  ident: pbio.3002647.ref032
  article-title: Development of white matter fiber covariance networks supports executive function in youth
  publication-title: Cell Rep
  doi: 10.1016/j.celrep.2023.113487
– volume: 346
  start-page: 579
  year: 2014
  ident: pbio.3002647.ref002
  article-title: Plasticity of the aging brain: new directions in cognitive neuroscience
  publication-title: Science
  doi: 10.1126/science.1254604
– volume: 13
  start-page: 100
  year: 2019
  ident: pbio.3002647.ref046
  article-title: Developmental changes of glutamate and GABA receptor densities in wistar rats
  publication-title: Front Neuroanat
  doi: 10.3389/fnana.2019.00100
– volume: 27
  start-page: 5301
  year: 2007
  ident: pbio.3002647.ref057
  article-title: Heterosynaptic scaling of developing GABAergic synapses: dependence on glutamatergic input and developmental stage
  publication-title: J Neurosci
  doi: 10.1523/JNEUROSCI.0376-07.2007
– volume: 5
  start-page: 1152
  year: 2022
  ident: pbio.3002647.ref076
  article-title: Cortical gradient of a human functional similarity network captured by the geometry of cytoarchitectonic organization
  publication-title: Commun Biol
  doi: 10.1038/s42003-022-04148-4
– volume: 2
  start-page: 97
  year: 2010
  ident: pbio.3002647.ref094
  article-title: Partial least squares regression and projection on latent structure regression (PLS Regression)
  publication-title: WIREs Comp Stat
  doi: 10.1002/wics.51
– volume: 378
  start-page: 505
  year: 2022
  ident: pbio.3002647.ref016
  article-title: The emergent properties of the connected brain
  publication-title: Science
  doi: 10.1126/science.abq2591
– volume: 59
  start-page: 3522
  year: 2012
  ident: pbio.3002647.ref072
  article-title: Effects of network resolution on topological properties of human neocortex
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2011.10.086
– volume: 12
  start-page: e85188
  year: 2023
  ident: pbio.3002647.ref079
  article-title: Functional and microstructural plasticity following social and interoceptive mental training
  publication-title: eLife
  doi: 10.7554/eLife.85188
– volume: 49
  start-page: e12857
  year: 2023
  ident: pbio.3002647.ref037
  article-title: Cortical morphometric vulnerability to generalised epilepsy reflects chromosome- and cell type-specific transcriptomic signatures
  publication-title: Neuropathol Appl Neurobiol
  doi: 10.1111/nan.12857
– volume: 4
  start-page: fcac079
  year: 2022
  ident: pbio.3002647.ref022
  article-title: Morphometric similarity deviations in stimulant use disorder point towards abnormal brain ageing
  publication-title: Brain Commun
  doi: 10.1093/braincomms/fcac079
– volume: 12
  start-page: 1647
  year: 2021
  ident: pbio.3002647.ref038
  article-title: Cortical structural differences in major depressive disorder correlate with cell type-specific transcriptional signatures
  publication-title: Nat Commun
  doi: 10.1038/s41467-021-21943-5
– volume: 489
  start-page: 391
  year: 2012
  ident: pbio.3002647.ref092
  article-title: An anatomically comprehensive atlas of the adult human brain transcriptome
  publication-title: Nature
  doi: 10.1038/nature11405
– volume: 223
  start-page: 117322
  year: 2020
  ident: pbio.3002647.ref077
  article-title: Toward a connectivity gradient-based framework for reproducible biomarker discovery
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2020.117322
– volume: 329
  start-page: 1358
  year: 2010
  ident: pbio.3002647.ref030
  article-title: Prediction of individual brain maturity using fMRI
  publication-title: Science
  doi: 10.1126/science.1194144
– volume: 40
  start-page: 629
  year: 2017
  ident: pbio.3002647.ref005
  article-title: Transcriptomic perspectives on neocortical structure, development, evolution, and disease
  publication-title: Annu Rev Neurosci
  doi: 10.1146/annurev-neuro-070815-013858
– year: 2023
  ident: pbio.3002647.ref011
  article-title: Brain network communication: concepts, models and applications
  publication-title: Nat Rev Neurosci
– volume: 440
  start-page: 676
  year: 2006
  ident: pbio.3002647.ref001
  article-title: Intellectual ability and cortical development in children and adolescents
  publication-title: Nature
  doi: 10.1038/nature04513
– volume: 5
  start-page: 5658
  year: 2014
  ident: pbio.3002647.ref090
  article-title: Distinct aspects of frontal lobe structure mediate age-related differences in fluid intelligence and multitasking
  publication-title: Nat Commun
  doi: 10.1038/ncomms6658
– volume: 27
  start-page: 2380
  year: 2022
  ident: pbio.3002647.ref048
  article-title: Genetics of glutamate and its receptors in autism spectrum disorder
  publication-title: Mol Psychiatry
  doi: 10.1038/s41380-022-01506-w
– volume: 3
  start-page: 103
  year: 2020
  ident: pbio.3002647.ref073
  article-title: BrainSpace: a toolbox for the analysis of macroscale gradients in neuroimaging and connectomics datasets
  publication-title: Commun Biol
  doi: 10.1038/s42003-020-0794-7
– volume: 9
  start-page: 1027
  year: 2018
  ident: pbio.3002647.ref060
  article-title: Development of the social brain from age three to twelve years
  publication-title: Nat Commun
  doi: 10.1038/s41467-018-03399-2
– volume: 10
  year: 2021
  ident: pbio.3002647.ref014
  article-title: An expanding manifold in transmodal regions characterizes adolescent reconfiguration of structural connectome organization
  publication-title: eLife
– volume: 9
  start-page: 947
  year: 2008
  ident: pbio.3002647.ref006
  article-title: Why do many psychiatric disorders emerge during adolescence?
  publication-title: Nat Rev Neurosci
  doi: 10.1038/nrn2513
– volume: 12
  start-page: 67
  year: 2018
  ident: pbio.3002647.ref050
  article-title: Evolution in neuromodulation-the differential roles of acetylcholine in higher order association vs Primary visual cortices
  publication-title: Front Neural Circuits
  doi: 10.3389/fncir.2018.00067
– volume: 19
  start-page: 1472
  year: 2022
  ident: pbio.3002647.ref096
  article-title: neuromaps: structural and functional interpretation of brain maps
  publication-title: Nat Methods
  doi: 10.1038/s41592-022-01625-w
– volume: 218
  start-page: 116960
  year: 2020
  ident: pbio.3002647.ref074
  article-title: The thalamic functional gradient and its relationship to structural basis and cognitive relevance
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2020.116960
– volume: 478
  start-page: 483
  year: 2011
  ident: pbio.3002647.ref053
  article-title: Spatio-temporal transcriptome of the human brain
  publication-title: Nature
  doi: 10.1038/nature10523
– volume: 19
  start-page: 701
  year: 2018
  ident: pbio.3002647.ref065
  article-title: Maintenance, reserve and compensation: the cognitive neuroscience of healthy ageing
  publication-title: Nat Rev Neurosci
  doi: 10.1038/s41583-018-0068-2
– volume: 80
  start-page: 105
  year: 2013
  ident: pbio.3002647.ref071
  article-title: The minimal preprocessing pipelines for the Human Connectome Project
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2013.04.127
– volume: 13
  start-page: 850642
  year: 2022
  ident: pbio.3002647.ref081
  article-title: Multisite harmonization of structural DTI networks in children: An a-cap study
  publication-title: Front Neurol
  doi: 10.3389/fneur.2022.850642
– volume: 26
  start-page: 1461
  year: 2023
  ident: pbio.3002647.ref020
  article-title: Robust estimation of cortical similarity networks from brain MRI
  publication-title: Nat Neurosci
  doi: 10.1038/s41593-023-01376-7
– volume: 369
  start-page: eaaz8627
  year: 2020
  ident: pbio.3002647.ref029
  article-title: O Looking at neurodevelopment through a big data lens
  publication-title: Science
  doi: 10.1126/science.aaz8627
– volume: 604
  start-page: 525
  year: 2022
  ident: pbio.3002647.ref007
  article-title: Brain charts for the human lifespan
  publication-title: Nature
  doi: 10.1038/s41586-022-04554-y
– volume: 11
  start-page: 3358
  year: 2020
  ident: pbio.3002647.ref039
  article-title: Transcriptomic and cellular decoding of regional brain vulnerability to neurogenetic disorders
  publication-title: Nat Commun
  doi: 10.1038/s41467-020-17051-5
– volume: 113
  start-page: 12574
  year: 2016
  ident: pbio.3002647.ref023
  article-title: Situating the default-mode network along a principal gradient of macroscale cortical organization
  publication-title: Proc Natl Acad Sci U S A
  doi: 10.1073/pnas.1608282113
– volume: 84
  start-page: 328
  year: 2018
  ident: pbio.3002647.ref049
  article-title: Glutamatergic synapses in neurodevelopmental disorders
  publication-title: Prog Neuropsychopharmacol Biol Psychiatry
  doi: 10.1016/j.pnpbp.2017.09.014
– volume: 80
  start-page: 62
  year: 2013
  ident: pbio.3002647.ref068
  article-title: The WU-Minn Human Connectome Project: an overview
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2013.05.041
– volume: 185
  start-page: 335
  year: 2019
  ident: pbio.3002647.ref069
  article-title: The Lifespan Human Connectome Project in Aging: An overview
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2018.10.009
– volume: 167
  start-page: 104
  year: 2018
  ident: pbio.3002647.ref031
  article-title: Harmonization of cortical thickness measurements across scanners and sites
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2017.11.024
– volume: 26
  start-page: 1256
  year: 2023
  ident: pbio.3002647.ref062
  article-title: Large-scale encoding of emotion concepts becomes increasingly similar between individuals from childhood to adolescence
  publication-title: Nat Neurosci
  doi: 10.1038/s41593-023-01358-9
– year: 2024
  ident: pbio.3002647.ref098
  article-title: Divergent suicidal symptomatic activations converge on somato-cognitive action network in depression
  publication-title: Mol Psychiatry
– volume: 111
  start-page: e1315
  issue: 1316–1330
  year: 2023
  ident: pbio.3002647.ref088
  article-title: Development of top-down cortical propagations in youth
  publication-title: Neuron
– volume: 42
  start-page: 5681
  year: 2022
  ident: pbio.3002647.ref009
  article-title: Graded variation in t1w/t2w ratio during adolescence: measurement, caveats, and implications for development of cortical myelin
  publication-title: J Neurosci
  doi: 10.1523/JNEUROSCI.2380-21.2022
– volume: 19
  start-page: 165
  year: 2016
  ident: pbio.3002647.ref061
  article-title: A neuromarker of sustained attention from whole-brain functional connectivity
  publication-title: Nat Neurosci
  doi: 10.1038/nn.4179
– volume: 22
  start-page: 21
  year: 2018
  ident: pbio.3002647.ref024
  article-title: Large-scale gradients in human cortical organization
  publication-title: Trends Cogn Sci
  doi: 10.1016/j.tics.2017.11.002
– volume: 346
  start-page: 572
  year: 2014
  ident: pbio.3002647.ref003
  article-title: Human cognitive aging: corriger la fortune?
  publication-title: Science
  doi: 10.1126/science.1254403
– volume: 36
  start-page: 109582
  year: 2021
  ident: pbio.3002647.ref027
  article-title: Cortical patterning of morphometric similarity gradient reveals diverged hierarchical organization in sensory-motor cortices
  publication-title: Cell Rep
  doi: 10.1016/j.celrep.2021.109582
– volume: 109
  start-page: 2820
  year: 2021
  ident: pbio.3002647.ref025
  article-title: Neurodevelopment of the association cortices: Patterns, mechanisms, and implications for psychopathology
  publication-title: Neuron
  doi: 10.1016/j.neuron.2021.06.016
– volume: 362
  start-page: eaat7615
  year: 2018
  ident: pbio.3002647.ref004
  article-title: Integrative functional genomic analysis of human brain development and neuropsychiatric risks
  publication-title: Science
  doi: 10.1126/science.aat7615
– volume: 38
  start-page: 4218
  year: 2010
  ident: pbio.3002647.ref095
  article-title: Analytical approaches to RNA profiling data for the identification of genes enriched in specific cells
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkq130
– volume: 10
  start-page: 147
  year: 2020
  ident: pbio.3002647.ref085
  article-title: A neuromarker of individual general fluid intelligence from the white-matter functional connectome
  publication-title: Transl Psychiatry
  doi: 10.1038/s41398-020-0829-3
– volume: 21
  start-page: e3002314
  year: 2023
  ident: pbio.3002647.ref097
  article-title: Integrating multimodal and multiscale connectivity blueprints of the human cerebral cortex in health and disease
  publication-title: PLoS Biol
  doi: 10.1371/journal.pbio.3002314
– volume: 76
  start-page: 116
  year: 2012
  ident: pbio.3002647.ref051
  article-title: Acetylcholine as a neuromodulator: cholinergic signaling shapes nervous system function and behavior
  publication-title: Neuron
  doi: 10.1016/j.neuron.2012.08.036
– volume: 130
  start-page: 567
  year: 2005
  ident: pbio.3002647.ref045
  article-title: Glutamate and GABA receptor signalling in the developing brain
  publication-title: Neuroscience
  doi: 10.1016/j.neuroscience.2004.09.042
– volume: 183
  start-page: 972
  year: 2018
  ident: pbio.3002647.ref070
  article-title: Extending the Human Connectome Project across ages: Imaging protocols for the Lifespan Development and Aging projects
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2018.09.060
– volume: 27
  start-page: e1568
  issue: 1561–1572
  year: 2017
  ident: pbio.3002647.ref086
  article-title: Modular segregation of structural brain networks supports the development of executive function in youth
  publication-title: Curr Biol
– volume: 316
  start-page: 245
  year: 2017
  ident: pbio.3002647.ref056
  article-title: Differential effects of social isolation in adolescent and adult mice on behavior and cortical gene expression
  publication-title: Behav Brain Res
  doi: 10.1016/j.bbr.2016.09.005
– volume: 111
  start-page: E4997
  year: 2014
  ident: pbio.3002647.ref063
  article-title: Decreased segregation of brain systems across the healthy adult lifespan
  publication-title: Proc Natl Acad Sci U S A
– volume: 11
  start-page: 297
  year: 2021
  ident: pbio.3002647.ref047
  article-title: Glutamate and depression: Reflecting a deepening knowledge of the gut and brain effects of a ubiquitous molecule
  publication-title: World J Psychiatry
  doi: 10.5498/wjp.v11.i7.297
– volume: 27
  start-page: 160
  year: 2023
  ident: pbio.3002647.ref034
  article-title: Hierarchical functional system development supports executive function
  publication-title: Trends Cogn Sci
  doi: 10.1016/j.tics.2022.11.005
– volume: 54
  start-page: 507
  year: 2005
  ident: pbio.3002647.ref083
  article-title: Generalized additive models for location, scale and shape
  publication-title: R Stat Soc
  doi: 10.1111/j.1467-9876.2005.00510.x
– volume: 144
  start-page: 227
  year: 2017
  ident: pbio.3002647.ref019
  article-title: Imaging structural covariance in the development of intelligence
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2016.08.041
– volume: 25
  start-page: 421
  year: 2022
  ident: pbio.3002647.ref008
  article-title: Genetic variants associated with longitudinal changes in brain structure across the lifespan
  publication-title: Nat Neurosci
  doi: 10.1038/s41593-022-01042-4
– volume: 10
  start-page: 1022
  year: 2019
  ident: pbio.3002647.ref075
  article-title: Atypical functional connectome hierarchy in autism
  publication-title: Nat Commun
  doi: 10.1038/s41467-019-08944-1
– volume: 116
  start-page: 9604
  year: 2019
  ident: pbio.3002647.ref040
  article-title: Cortical patterning of abnormal morphometric similarity in psychosis is associated with brain expression of schizophrenia-related genes
  publication-title: Proc Natl Acad Sci U S A
  doi: 10.1073/pnas.1820754116
– volume: 465
  start-page: 932
  year: 2010
  ident: pbio.3002647.ref055
  article-title: Developmental sensory experience balances cortical excitation and inhibition
  publication-title: Nature
  doi: 10.1038/nature09119
– volume: 244
  start-page: 118543
  year: 2021
  ident: pbio.3002647.ref066
  article-title: The Human Connectome Project: A retrospective
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2021.118543
– volume: 57
  start-page: 156
  year: 2015
  ident: pbio.3002647.ref043
  article-title: Putting age-related task activation into large-scale brain networks: A meta-analysis of 114 fMRI studies on healthy aging
  publication-title: Neurosci Biobehav Rev
  doi: 10.1016/j.neubiorev.2015.08.013
– volume: 35
  start-page: 9078
  year: 2015
  ident: pbio.3002647.ref015
  article-title: Developmental changes in brain network hub connectivity in late adolescence
  publication-title: J Neurosci
  doi: 10.1523/JNEUROSCI.5043-14.2015
– volume: 67
  start-page: 1049
  year: 2022
  ident: pbio.3002647.ref042
  article-title: Development of functional connectome gradients during childhood and adolescence
  publication-title: Sci Bull (Beijing)
  doi: 10.1016/j.scib.2022.01.002
– volume: 25
  start-page: 1569
  year: 2022
  ident: pbio.3002647.ref036
  article-title: Mapping neurotransmitter systems to the structural and functional organization of the human neocortex
  publication-title: Nat Neurosci
  doi: 10.1038/s41593-022-01186-3
– volume: 21
  start-page: 981
  year: 2017
  ident: pbio.3002647.ref058
  article-title: Segregated Systems of Human Brain Networks
  publication-title: Trends Cogn Sci
  doi: 10.1016/j.tics.2017.09.006
– volume: 13
  start-page: 18
  year: 2012
  ident: pbio.3002647.ref052
  article-title: Developmental changes in human dopamine neurotransmission: cortical receptors and terminators
  publication-title: BMC Neurosci
  doi: 10.1186/1471-2202-13-18
– volume: 107
  start-page: 13135
  year: 2010
  ident: pbio.3002647.ref041
  article-title: Similar patterns of cortical expansion during human development and evolution
  publication-title: Proc Natl Acad Sci U S A
  doi: 10.1073/pnas.1001229107
– volume: 119
  start-page: e2209960119
  year: 2022
  ident: pbio.3002647.ref078
  article-title: Distinct patterns of cortical manifold expansion and contraction underlie human sensorimotor adaptation
  publication-title: Proc Natl Acad Sci U S A
  doi: 10.1073/pnas.2209960119
– volume: 183
  start-page: 456
  year: 2018
  ident: pbio.3002647.ref067
  article-title: The Lifespan Human Connectome Project in Development: A large-scale study of brain connectivity development in 5–21 year olds
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2018.08.050
– volume: 161
  start-page: 149
  year: 2017
  ident: pbio.3002647.ref082
  article-title: Harmonization of multi-site diffusion tensor imaging data
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2017.08.047
– volume: 97
  start-page: e237
  issue: 231–247
  year: 2018
  ident: pbio.3002647.ref021
  article-title: Morphometric similarity networks detect microscale cortical organization and predict inter-individual cognitive variation
  publication-title: Neuron
– year: 2023
  ident: pbio.3002647.ref059
  article-title: Functional Connectivity Development along the Sensorimotor-Association Axis Enhances the Cortical Hierarchy
  publication-title: BioRxiv
– volume: 596
  start-page: 257
  year: 2021
  ident: pbio.3002647.ref012
  article-title: Connectomes across development reveal principles of brain maturation
  publication-title: Nature
  doi: 10.1038/s41586-021-03778-8
– volume: 29
  start-page: 1369
  year: 2019
  ident: pbio.3002647.ref017
  article-title: Waves of maturation and senescence in micro-structural mri markers of human cortical myelination over the lifespan
  publication-title: Cereb Cortex
  doi: 10.1093/cercor/bhy330
– volume: 13
  start-page: 2647
  year: 2022
  ident: pbio.3002647.ref033
  article-title: Dissociable multi-scale patterns of development in personalized brain networks
  publication-title: Nat Commun
  doi: 10.1038/s41467-022-30244-4
– volume: 8
  start-page: eabj8750
  year: 2022
  ident: pbio.3002647.ref087
  article-title: A developmental reduction of the excitation:inhibition ratio in association cortex during adolescence
  publication-title: Sci Adv
  doi: 10.1126/sciadv.abj8750
– volume: 120
  start-page: 701
  issue: Pt 4
  year: 1997
  ident: pbio.3002647.ref084
  article-title: The columnar organization of the neocortex
  publication-title: Brain
  doi: 10.1093/brain/120.4.701
– volume: 130
  start-page: 1007S
  year: 2000
  ident: pbio.3002647.ref044
  article-title: Glutamate as a neurotransmitter in the brain: review of physiology and pathology
  publication-title: J Nutr
  doi: 10.1093/jn/130.4.1007S
– volume: 119
  start-page: e2116673119
  year: 2022
  ident: pbio.3002647.ref013
  article-title: Adolescent development of multiscale structural wiring and functional interactions in the human connectome
  publication-title: Proc Natl Acad Sci U S A
  doi: 10.1073/pnas.2116673119
– volume: 189
  start-page: 353
  year: 2019
  ident: pbio.3002647.ref093
  article-title: A practical guide to linking brain-wide gene expression and neuroimaging data
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2019.01.011
– volume: 26
  start-page: 638
  year: 2023
  ident: pbio.3002647.ref026
  article-title: Intrinsic activity development unfolds along a sensorimotor-association cortical axis in youth
  publication-title: Nat Neurosci
  doi: 10.1038/s41593-023-01282-y
– volume: 29
  start-page: 1221
  year: 2023
  ident: pbio.3002647.ref089
  article-title: Heterogeneous aging across multiple organ systems and prediction of chronic disease and mortality
  publication-title: Nat Med
  doi: 10.1038/s41591-023-02296-6
– volume: 28
  start-page: 3267
  year: 2018
  ident: pbio.3002647.ref054
  article-title: Cell-specific gene-expression profiles and cortical thickness in the human brain
  publication-title: Cereb Cortex
  doi: 10.1093/cercor/bhx197
– volume: 36
  start-page: 6758
  year: 2016
  ident: pbio.3002647.ref018
  article-title: Using diffusion tractography to predict cortical connection strength and distance: A quantitative comparison with tracers in the monkey
  publication-title: J Neurosci
  doi: 10.1523/JNEUROSCI.0493-16.2016
– reference: 38905164 - PLoS Biol. 2024 Jun 21;22(6):e3002669. doi: 10.1371/journal.pbio.3002669
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Title Morphometric brain organization across the human lifespan reveals increased dispersion linked to cognitive performance
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Volume 22
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