Abstract
Our behavior and mental states are constantly shaped by our environment and experiences. However, little is known about the response of brain functional connectivity to environmental, physiological, and behavioral changes on different timescales, from days to months. This gives rise to an urgent need for longitudinal studies that collect high-frequency data. To this end, for a single subject, we collected 133 days of behavioral data with smartphones and wearables and performed 30 functional magnetic resonance imaging (fMRI) scans measuring attention, memory, resting state, and the effects of naturalistic stimuli. We find traces of past behavior and physiology in brain connectivity that extend up as far as 15 days. While sleep and physical activity relate to brain connectivity during cognitively demanding tasks, heart rate variability and respiration rate are more relevant for resting-state connectivity and movie-watching. This unique data set is openly accessible, offering an exceptional opportunity for further discoveries. Our results demonstrate that we should not study brain connectivity in isolation, but rather acknowledge its interdependence with the dynamics of the environment, changes in lifestyle, and short-term fluctuations such as transient illnesses or restless sleep. These results reflect a prolonged and sustained relationship between external factors and neural processes. Overall, precision mapping designs such as the one employed here can help to better understand intraindividual variability, which may explain some of the observed heterogeneity in fMRI findings. The integration of brain connectivity, physiology data and environmental cues will propel future environmental neuroscience research and support precision healthcare.
| Original language | English |
|---|---|
| Article number | e3002797 |
| Pages (from-to) | 1-69 |
| Number of pages | 69 |
| Journal | PLoS Biology |
| Volume | 22 |
| Issue number | 10 |
| DOIs | |
| Publication status | Published - 1 Oct 2024 |
| MoE publication type | A1 Journal article-refereed |
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Dive into the research topics of 'Longitudinal single-subject neuroimaging study reveals effects of daily environmental, physiological, and lifestyle factors on functional brain connectivity'. Together they form a unique fingerprint.Projects
- 4 Finished
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Salmitaival Juha AT-kulut jatko: Bringing real-life to attention (reserch): Towards integrative and transferrable neurocognitive model of attention deficit hyeractivity disorder
Salmitaival, J. (Principal investigator), Merzon, L. (Project Member), Chu, N. (Project Member), Rinkinen, O. (Project Member), Aquilino, B. (Project Member), Mehtälä, S. (Project Member), Seppälä, A. (Project Member), Piispanen, M. (Project Member), Vishwanath, G. (Project Member), Corander, C. (Project Member) & Tolonen, T. (Project Member)
01/09/2022 → 31/08/2024
Project: RCF Academy Research Fellow: Research costs
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STN NetResilience Saramäki: Social networks, fertility and wellbeing in rapidly ageing Finland: Building population resilience
Saramäki, J. (Principal investigator), Heydari, S. (Project Member), Hiraoka, T. (Project Member) & Huang, Z. (Project Member)
01/10/2021 → 30/09/2024
Project: RCF SRC (STN)
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research: Bringing real-life to attention (research): Towards integrative and transferrable neurocognitive model of attention deficit hyperactivity disorder
Salmitaival, J. (Principal investigator), Merzon, L. (Project Member), Piispanen, M. (Project Member), Puhakka, J. (Project Member) & Vishwanath, G. (Project Member)
01/09/2019 → 31/08/2024
Project: Academy of Finland: Other research funding
Equipment
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Aalto Neuroimaging Infrastructure
Jousmäki, V. (Manager)
School of ScienceFacility/equipment: Facility
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Aalto Studios
Korhonen, M. (Manager)
School of Arts, Design and ArchitectureFacility/equipment: Facility
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MAGICS – National infrastructure for human in the digital world
Sams, M. (Manager) & Ruotoistenmäki, A. (Other)
Aalto StudiosFacility/equipment: Facility
Press/Media
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Tutkija kuvasi omia aivojaan: Sikeästi nukuttu yö ja kova treeni näkyivät aivoissa jopa kahden viikon jälkeen
25/10/2024
1 item of Media coverage
Press/Media: Media appearance
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