Inferring intrinsic neural timescales using optimal control theory Article Swipe
Jason Z. Kim
,
Richard F. Betzel
,
Ahmad Beyh
,
Amber Howell
,
Amy Kuceyeski
,
Caio Seguin
,
Xi-Han Zhang
,
Avram J. Holmes
,
Linden Parkes
·
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.1038/s41467-025-66542-w
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.1038/s41467-025-66542-w
The temporal evolution of whole-brain activity is contingent upon complex interactions within and between brain regions that are mediated by neurobiology and connectivity, respectively. Here, we provide a framework for studying these relationships that uses network control theory (NCT) to estimate regions' intrinsic neural timescales (INTs). Our approach broadens the range of dynamics supported by the connectome and improves the alignment between the brain's connectivity and its traversal through state-space. We find that our model-based INTs correlate with INTs measured empirically from functional neuroimaging data, neurobiological measures of gene expression and cell-type densities, as well as measures of cognition. We demonstrate consistent results across multiple datasets and species. Finally, we show that our model-based INTs enable the efficient control of brain states from fewer brain regions. Our results provide a flexible quantitative framework that more accurately captures the interplay between brain structure, function, and intrinsic dynamics with greater biophysical realism.
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- Landing Page
- https://doi.org/10.1038/s41467-025-66542-w
- OA Status
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Inferring intrinsic neural timescales using optimal control theoryWork title
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articleOpenAlex work type
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enPrimary language
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2025Year of publication
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2025-11-26Full publication date if available
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Jason Z. Kim, Richard F. Betzel, Ahmad Beyh, Amber Howell, Amy Kuceyeski, Caio Seguin, Xi-Han Zhang, Avram J. Holmes, Linden ParkesList of authors in order
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https://doi.org/10.1038/s41467-025-66542-wPublisher landing page
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YesWhether a free full text is available
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goldOpen access status per OpenAlex
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https://doi.org/10.1038/s41467-025-66542-wDirect OA link when available
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0Total citation count in OpenAlex
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96Number of works referenced by this work
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| abstract_inverted_index.We | 70, 99 |
| abstract_inverted_index.as | 93, 95 |
| abstract_inverted_index.by | 19, 54 |
| abstract_inverted_index.is | 6 |
| abstract_inverted_index.of | 3, 51, 87, 97, 119 |
| abstract_inverted_index.to | 39 |
| abstract_inverted_index.we | 25, 109 |
| abstract_inverted_index.Our | 46, 126 |
| abstract_inverted_index.The | 0 |
| abstract_inverted_index.and | 12, 21, 57, 65, 90, 106, 143 |
| abstract_inverted_index.are | 17 |
| abstract_inverted_index.for | 29 |
| abstract_inverted_index.its | 66 |
| abstract_inverted_index.our | 73, 112 |
| abstract_inverted_index.the | 49, 55, 59, 62, 116, 137 |
| abstract_inverted_index.INTs | 75, 78, 114 |
| abstract_inverted_index.find | 71 |
| abstract_inverted_index.from | 81, 122 |
| abstract_inverted_index.gene | 88 |
| abstract_inverted_index.more | 134 |
| abstract_inverted_index.show | 110 |
| abstract_inverted_index.that | 16, 33, 72, 111, 133 |
| abstract_inverted_index.upon | 8 |
| abstract_inverted_index.uses | 34 |
| abstract_inverted_index.well | 94 |
| abstract_inverted_index.with | 77, 146 |
| abstract_inverted_index.(NCT) | 38 |
| abstract_inverted_index.Here, | 24 |
| abstract_inverted_index.brain | 14, 120, 124, 140 |
| abstract_inverted_index.data, | 84 |
| abstract_inverted_index.fewer | 123 |
| abstract_inverted_index.range | 50 |
| abstract_inverted_index.these | 31 |
| abstract_inverted_index.across | 103 |
| abstract_inverted_index.enable | 115 |
| abstract_inverted_index.neural | 43 |
| abstract_inverted_index.states | 121 |
| abstract_inverted_index.theory | 37 |
| abstract_inverted_index.within | 11 |
| abstract_inverted_index.(INTs). | 45 |
| abstract_inverted_index.between | 13, 61, 139 |
| abstract_inverted_index.brain's | 63 |
| abstract_inverted_index.complex | 9 |
| abstract_inverted_index.control | 36, 118 |
| abstract_inverted_index.greater | 147 |
| abstract_inverted_index.network | 35 |
| abstract_inverted_index.provide | 26, 128 |
| abstract_inverted_index.regions | 15 |
| abstract_inverted_index.results | 102, 127 |
| abstract_inverted_index.through | 68 |
| abstract_inverted_index.Finally, | 108 |
| abstract_inverted_index.activity | 5 |
| abstract_inverted_index.approach | 47 |
| abstract_inverted_index.broadens | 48 |
| abstract_inverted_index.captures | 136 |
| abstract_inverted_index.datasets | 105 |
| abstract_inverted_index.dynamics | 52, 145 |
| abstract_inverted_index.estimate | 40 |
| abstract_inverted_index.flexible | 130 |
| abstract_inverted_index.improves | 58 |
| abstract_inverted_index.measured | 79 |
| abstract_inverted_index.measures | 86, 96 |
| abstract_inverted_index.mediated | 18 |
| abstract_inverted_index.multiple | 104 |
| abstract_inverted_index.realism. | 149 |
| abstract_inverted_index.regions' | 41 |
| abstract_inverted_index.regions. | 125 |
| abstract_inverted_index.species. | 107 |
| abstract_inverted_index.studying | 30 |
| abstract_inverted_index.temporal | 1 |
| abstract_inverted_index.alignment | 60 |
| abstract_inverted_index.cell-type | 91 |
| abstract_inverted_index.correlate | 76 |
| abstract_inverted_index.efficient | 117 |
| abstract_inverted_index.evolution | 2 |
| abstract_inverted_index.framework | 28, 132 |
| abstract_inverted_index.function, | 142 |
| abstract_inverted_index.interplay | 138 |
| abstract_inverted_index.intrinsic | 42, 144 |
| abstract_inverted_index.supported | 53 |
| abstract_inverted_index.traversal | 67 |
| abstract_inverted_index.accurately | 135 |
| abstract_inverted_index.cognition. | 98 |
| abstract_inverted_index.connectome | 56 |
| abstract_inverted_index.consistent | 101 |
| abstract_inverted_index.contingent | 7 |
| abstract_inverted_index.densities, | 92 |
| abstract_inverted_index.expression | 89 |
| abstract_inverted_index.functional | 82 |
| abstract_inverted_index.structure, | 141 |
| abstract_inverted_index.timescales | 44 |
| abstract_inverted_index.biophysical | 148 |
| abstract_inverted_index.demonstrate | 100 |
| abstract_inverted_index.empirically | 80 |
| abstract_inverted_index.model-based | 74, 113 |
| abstract_inverted_index.whole-brain | 4 |
| abstract_inverted_index.connectivity | 64 |
| abstract_inverted_index.interactions | 10 |
| abstract_inverted_index.neurobiology | 20 |
| abstract_inverted_index.neuroimaging | 83 |
| abstract_inverted_index.quantitative | 131 |
| abstract_inverted_index.state-space. | 69 |
| abstract_inverted_index.connectivity, | 22 |
| abstract_inverted_index.relationships | 32 |
| abstract_inverted_index.respectively. | 23 |
| abstract_inverted_index.neurobiological | 85 |
| cited_by_percentile_year | |
| countries_distinct_count | 2 |
| institutions_distinct_count | 9 |
| citation_normalized_percentile |