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General intelligence is associated with working memory-related brain activity: new evidence from a large sample study

General intelligence is associated with working memory-related brain activity: new evidence from a large sample study
General intelligence is associated with working memory-related brain activity: new evidence from a large sample study

Psychometric intelligence is closely related to working memory capacity. Here we aim to determine the associations of neural activation patterns during the N-back working memory paradigm with psychometric intelligence and working memory performance. We solved the statistical problems of previous studies using (1) a large cohort of 1235 young adults and (2) robust voxel-by-voxel permutation-based statistics at the whole-brain level. Many of the significant correlations were weak, and our findings were not consistent with those of previous studies. We observed that many of the significant correlations involved brain areas in the periphery or boundaries between the task-positive network (TPN) and task-negative network (TNN), suggesting that the expansion of the TPN or TNN is associated with greater cognitive ability. Lower activity in TPN and less task-induced deactivation (TID) in TNN were associated with greater cognitive ability. These findings indicate that subjects with greater cognitive ability have a lower brain response to task demand, consistent with the notion that TID in TNN reflects cognitive demand but partly inconsistent with the prevailing neural efficiency theory. One exception was the pre-supplementary motor area, which plays a key role in cognitive control and sequential processing. In this area, intelligent subjects demonstrated greater activity related to working memory, suggesting that the pre-supplementary motor area plays a unique role in the execution of working memory tasks in intelligent subjects.

Brain activity, General intelligence, N-back task, Non-verbal reasoning, Working memory
1863-2653
4243-4258
Takeuchi, Hikaru
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Taki, Yasuyuki
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Nouchi, Rui
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Yokoyama, Ryoichi
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Kotozaki, Yuka
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Nakagawa, Seishu
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Sekiguchi, Atsushi
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Iizuka, Kunio
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Hanawa, Sugiko
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Araki, Tsuyoshi
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Miyauchi, Carlos Makoto
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Sakaki, Kohei
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Sassa, Yuko
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Nozawa, Takayuki
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Ikeda, Shigeyuki
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Yokota, Susumu
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Daniele, Magistro
ab9296bc-fda6-469e-a3f8-3a574faa1b7e
Kawashima, Ryuta
696ba780-ca26-4227-af1d-3ae821a12d00
Takeuchi, Hikaru
5b946b96-b159-4ead-8f17-e078a7ee765b
Taki, Yasuyuki
ff2344b0-099c-453d-9000-ec2084740990
Nouchi, Rui
3e5f31bb-bc30-449c-b28f-12e93356710f
Yokoyama, Ryoichi
930f7ea2-3b28-458d-9b9c-6c038f92266c
Kotozaki, Yuka
4563f858-11e2-4c62-a8d6-2300bc8d7539
Nakagawa, Seishu
79d88c89-c4a0-49db-bb1f-a530b5e74a63
Sekiguchi, Atsushi
6f8e71d5-1520-4140-9b27-ea81ab176879
Iizuka, Kunio
a15de0b9-f230-4697-a6e8-756290fe3da8
Hanawa, Sugiko
f635504f-c6c2-4244-ba19-0bead1fe4975
Araki, Tsuyoshi
157d9a00-7ea1-4d80-8b53-431c7ac5cd30
Miyauchi, Carlos Makoto
e56ef5db-c489-449f-80f0-ac6e4a27e3f6
Sakaki, Kohei
116c2be5-8839-4a7d-8e80-fa568acef4a2
Sassa, Yuko
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Nozawa, Takayuki
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Ikeda, Shigeyuki
1ca757b3-430b-45a7-8b55-b2d64830535d
Yokota, Susumu
78cf0129-a3ad-4447-97aa-13f4f8274173
Daniele, Magistro
ab9296bc-fda6-469e-a3f8-3a574faa1b7e
Kawashima, Ryuta
696ba780-ca26-4227-af1d-3ae821a12d00

Takeuchi, Hikaru, Taki, Yasuyuki, Nouchi, Rui, Yokoyama, Ryoichi, Kotozaki, Yuka, Nakagawa, Seishu, Sekiguchi, Atsushi, Iizuka, Kunio, Hanawa, Sugiko, Araki, Tsuyoshi, Miyauchi, Carlos Makoto, Sakaki, Kohei, Sassa, Yuko, Nozawa, Takayuki, Ikeda, Shigeyuki, Yokota, Susumu, Daniele, Magistro and Kawashima, Ryuta (2018) General intelligence is associated with working memory-related brain activity: new evidence from a large sample study. Brain Structure and Function, 223 (9), 4243-4258. (doi:10.1007/s00429-018-1747-5).

Record type: Article

Abstract

Psychometric intelligence is closely related to working memory capacity. Here we aim to determine the associations of neural activation patterns during the N-back working memory paradigm with psychometric intelligence and working memory performance. We solved the statistical problems of previous studies using (1) a large cohort of 1235 young adults and (2) robust voxel-by-voxel permutation-based statistics at the whole-brain level. Many of the significant correlations were weak, and our findings were not consistent with those of previous studies. We observed that many of the significant correlations involved brain areas in the periphery or boundaries between the task-positive network (TPN) and task-negative network (TNN), suggesting that the expansion of the TPN or TNN is associated with greater cognitive ability. Lower activity in TPN and less task-induced deactivation (TID) in TNN were associated with greater cognitive ability. These findings indicate that subjects with greater cognitive ability have a lower brain response to task demand, consistent with the notion that TID in TNN reflects cognitive demand but partly inconsistent with the prevailing neural efficiency theory. One exception was the pre-supplementary motor area, which plays a key role in cognitive control and sequential processing. In this area, intelligent subjects demonstrated greater activity related to working memory, suggesting that the pre-supplementary motor area plays a unique role in the execution of working memory tasks in intelligent subjects.

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More information

Published date: 1 December 2018
Additional Information: Publisher Copyright: © 2018, Springer-Verlag GmbH Germany, part of Springer Nature.
Keywords: Brain activity, General intelligence, N-back task, Non-verbal reasoning, Working memory

Identifiers

Local EPrints ID: 510870
URI: http://eprints.soton.ac.uk/id/eprint/510870
ISSN: 1863-2653
PURE UUID: 2fee0c81-3840-407a-ad87-590c3431290d
ORCID for Magistro Daniele: ORCID iD orcid.org/0000-0002-2554-3701

Catalogue record

Date deposited: 23 Apr 2026 16:52
Last modified: 24 Apr 2026 02:20

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Contributors

Author: Hikaru Takeuchi
Author: Yasuyuki Taki
Author: Rui Nouchi
Author: Ryoichi Yokoyama
Author: Yuka Kotozaki
Author: Seishu Nakagawa
Author: Atsushi Sekiguchi
Author: Kunio Iizuka
Author: Sugiko Hanawa
Author: Tsuyoshi Araki
Author: Carlos Makoto Miyauchi
Author: Kohei Sakaki
Author: Yuko Sassa
Author: Takayuki Nozawa
Author: Shigeyuki Ikeda
Author: Susumu Yokota
Author: Magistro Daniele ORCID iD
Author: Ryuta Kawashima

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