Longitudinal single-subject neuroimaging study reveals effects of daily environmental, physiological, and lifestyle factors on functional brain connectivity.

IF 9.8 1区 生物学 Q1 Agricultural and Biological Sciences
PLoS Biology Pub Date : 2024-10-08 eCollection Date: 2024-10-01 DOI:10.1371/journal.pbio.3002797
Ana María Triana, Juha Salmi, Nicholas Mark Edward Alexander Hayward, Jari Saramäki, Enrico Glerean
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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.

纵向单受试者神经成像研究揭示了日常环境、生理和生活方式因素对大脑功能连接的影响。
我们的行为和精神状态不断受到环境和经历的影响。然而,人们对大脑功能连接在不同时间尺度(从几天到几个月)上对环境、生理和行为变化的反应知之甚少。因此,我们迫切需要收集高频数据的纵向研究。为此,我们利用智能手机和可穿戴设备收集了单个受试者 133 天的行为数据,并进行了 30 次功能磁共振成像(fMRI)扫描,以测量注意力、记忆力、静息状态和自然刺激的影响。我们在大脑连通性中发现了过去行为和生理的痕迹,这些痕迹最长可延伸至 15 天。睡眠和体力活动与认知任务期间的大脑连通性有关,而心率变异性和呼吸频率与静息状态连通性和观影更相关。这一独特的数据集可以公开获取,为进一步的发现提供了难得的机会。我们的研究结果表明,我们不应孤立地研究大脑连通性,而应认识到它与环境动态、生活方式变化以及短暂疾病或睡眠不安等短期波动之间的相互依存关系。这些结果反映了外部因素与神经过程之间长期而持续的关系。总之,精确绘图设计(如本文采用的设计)有助于更好地理解个体内部的变异性,这可能解释了所观察到的 fMRI 研究结果的一些异质性。大脑连通性、生理学数据和环境线索的整合将推动未来的环境神经科学研究,并为精准医疗提供支持。
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来源期刊
PLoS Biology
PLoS Biology BIOCHEMISTRY & MOLECULAR BIOLOGY-BIOLOGY
CiteScore
15.40
自引率
2.00%
发文量
359
审稿时长
3-8 weeks
期刊介绍: PLOS Biology is the flagship journal of the Public Library of Science (PLOS) and focuses on publishing groundbreaking and relevant research in all areas of biological science. The journal features works at various scales, ranging from molecules to ecosystems, and also encourages interdisciplinary studies. PLOS Biology publishes articles that demonstrate exceptional significance, originality, and relevance, with a high standard of scientific rigor in methodology, reporting, and conclusions. The journal aims to advance science and serve the research community by transforming research communication to align with the research process. It offers evolving article types and policies that empower authors to share the complete story behind their scientific findings with a diverse global audience of researchers, educators, policymakers, patient advocacy groups, and the general public. PLOS Biology, along with other PLOS journals, is widely indexed by major services such as Crossref, Dimensions, DOAJ, Google Scholar, PubMed, PubMed Central, Scopus, and Web of Science. Additionally, PLOS Biology is indexed by various other services including AGRICOLA, Biological Abstracts, BIOSYS Previews, CABI CAB Abstracts, CABI Global Health, CAPES, CAS, CNKI, Embase, Journal Guide, MEDLINE, and Zoological Record, ensuring that the research content is easily accessible and discoverable by a wide range of audiences.
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