Movie-watching outperforms rest for functional connectivity-based prediction of behavior

被引:113
作者
Finn, Emily S. [1 ,2 ]
Bandettini, Peter A. [1 ]
机构
[1] NIMH, Sect Funct Imaging Methods, Lab Brain & Cognit, Bethesda, MD 20892 USA
[2] Dartmouth Coll, Dept Psychol & Brain Sci, Hanover, NH 03755 USA
基金
美国国家卫生研究院;
关键词
TEST-RETEST RELIABILITY; INDIVIDUAL-DIFFERENCES; SUSTAINED ATTENTION; BRAIN NETWORKS; STATE; PATTERNS; NEUROMARKER; SYNCHRONY; TASK; MRI;
D O I
10.1016/j.neuroimage.2021.117963
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
A major goal of human neuroscience is to relate differences in brain function to differences in behavior across people. Recent work has established that whole-brain functional connectivity patterns are relatively stable within individuals and unique across individuals, and that features of these patterns predict various traits. However, while functional connectivity is most often measured at rest, certain tasks may enhance individual signals and improve sensitivity to behavior differences. Here, we show that compared to the resting state, functional connectivity measured during naturalistic viewing-i.e., movie watching-yields more accurate predictions of trait-like phenotypes in the domains of both cognition and emotion. Traits could be predicted using less than three minutes of data from single video clips, and clips with highly social content gave the most accurate predictions. Results suggest that naturalistic stimuli amplify individual differences in behaviorally relevant brain networks.
引用
收藏
页数:15
相关论文
共 68 条
  • [1] Analysis of blink rate patterns in normal subjects
    Bentivoglio, AR
    Bressman, SB
    Cassetta, E
    Carretta, D
    Tonali, P
    Albanese, A
    [J]. MOVEMENT DISORDERS, 1997, 12 (06) : 1028 - 1034
  • [2] Natural Scenes Viewing Alters the Dynamics of Functional Connectivity in the Human Brain
    Betti, Viviana
    Della Penna, Stefania
    de Pasquale, Francesco
    Mantini, Dante
    Marzetti, Laura
    Romanis, Gian Luca
    Corbetta, Maurizio
    [J]. NEURON, 2013, 79 (04) : 782 - 797
  • [3] Temporal fluctuations in the brain's modular architecture during movie-watching
    Betzel, Richard F.
    Byrge, Lisa
    Esfahlani, Farnaz Zamani
    Kennedy, Daniel P.
    [J]. NEUROIMAGE, 2020, 213
  • [4] The relationship between spatial configuration and functional connectivity of brain regions
    Bijsterbosch, Janine Diane
    Woolrich, Mark W.
    Glasser, Matthew F.
    Robinson, Emma C.
    Beckmann, Christian F.
    Van Essen, David C.
    Harrison, Samuel J.
    Smith, Stephen M.
    [J]. ELIFE, 2018, 7
  • [5] Brain dynamics in ASD during movie-watching show idiosyncratic functional integration and segregation
    Bolton, Thomas A. W.
    Jochaut, Delphine
    Giraud, Anne-Lise
    Van De Ville, Dimitri
    [J]. HUMAN BRAIN MAPPING, 2018, 39 (06) : 2391 - 2404
  • [6] Idiosyncratic Brain Activation Patterns Are Associated with Poor Social Comprehension in Autism
    Byrge, Lisa
    Dubois, Julien
    Tyszka, J. Michael
    Adolphs, Ralph
    Kennedy, Daniel P.
    [J]. JOURNAL OF NEUROSCIENCE, 2015, 35 (14) : 5837 - 5850
  • [7] Chen P.-H.A, 2019, INTERSUBJECT REPRESE
  • [8] Global Connectivity of Prefrontal Cortex Predicts Cognitive Control and Intelligence
    Cole, Michael W.
    Yarkoni, Tal
    Repovs, Grega
    Anticevic, Alan
    Braver, Todd S.
    [J]. JOURNAL OF NEUROSCIENCE, 2012, 32 (26) : 8988 - 8999
  • [9] Quicker, faster, darker: Changes in Hollywood film over 75 years
    Cutting, James E.
    Brunick, Kaitlin L.
    DeLong, Jordan E.
    Iricinschi, Catalina
    Candan, Ayse
    [J]. I-PERCEPTION, 2011, 2 (06): : 569 - 576
  • [10] Distinct modes of functional connectivity induced by movie-watching
    Demirtas, Murat
    Ponce-Alvarez, Adrian
    Gilson, Matthieu
    Hagmann, Patric
    Mantini, Dante
    Betti, Viviana
    Romani, Gian Luca
    Friston, Karl
    Corbetta, Maurizio
    Deco, Gustavo
    [J]. NEUROIMAGE, 2019, 184 : 335 - 348