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Baby Brains at Work: How Task-Based Functional Magnetic Resonance Imaging Can Illuminate the Early Emergence of Psychiatric Risk

      Abstract

      Psychiatric disorders are complex, often emerging from multiple atypical processes within specified domains over the course of development. Characterizing the development of the neural circuits supporting these domains may help break down the components of complex disorders and reveal variations in functioning associated with psychiatric risk. This review highlights the current and potential role of infant task-based functional magnetic resonance imaging (fMRI) in elucidating the developmental neurobiology of psychiatric disorders. Task-fMRI measures evoked brain activity in response to specific stimuli through changes in the blood oxygen level–dependent signal. First, we review extant studies using task-fMRI from birth through the first few years of life and synthesize current evidence for when, where, and how different neural computations are performed across the infant brain. Neural circuits for sensory perception, the perception of abstract categories, and the detection of statistical regularities have been characterized with task-fMRI in infants, providing developmental context for identifying and interpreting variation in the functioning of neural circuits related to psychiatric risk. Next, we discuss studies that specifically examine variation in the functioning of these neural circuits during infancy in relation to risk for psychiatric disorders. These studies reveal when maturation of specific neural circuits diverges, the influence of environmental risk factors, and the potential utility for task-fMRI to facilitate early treatment or prevention of later psychiatric problems. Finally, we provide considerations for future infant task-fMRI studies with the potential to advance understanding of both functioning of neural circuits during infancy and subsequent risk for psychiatric disorders.

      Keywords

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      References

        • Akil H.
        • Brenner S.
        • Kandel E.
        • Kendler K.S.
        • King M.C.
        • Scolnick E.
        • et al.
        Medicine. The future of psychiatric research: Genomes and neural circuits.
        Science. 2010; 327: 1580-1581
        • Duval E.R.
        • Javanbakht A.
        • Liberzon I.
        Neural circuits in anxiety and stress disorders: A focused review.
        Ther Clin Risk Manag. 2015; 11: 115-126
        • Rodman A.M.
        • Jenness J.L.
        • Weissman D.G.
        • Pine D.S.
        • McLaughlin K.A.
        Neurobiological markers of resilience to depression following childhood maltreatment: The role of neural circuits supporting the cognitive control of emotion.
        Biol Psychiatry. 2019; 86: 464-473
        • Knudsen E.I.
        Sensitive periods in the development of the brain and behavior.
        J Cogn Neurosci. 2004; 16: 1412-1425
        • Blakemore C.
        • Cooper G.F.
        Development of the brain depends on the visual environment.
        Nature. 1970; 228: 477-478
        • Johnson M.H.
        Sensitive periods in functional brain development: Problems and prospects.
        Dev Psychobiol. 2005; 46: 287-292
        • Workalemahu T.
        • Grantz K.L.
        • Grewal J.
        • Zhang C.
        • Louis G.M.B.
        • Tekola-Ayele F.
        Genetic and environmental influences on fetal growth vary during sensitive periods in pregnancy.
        Sci Rep. 2018; 8: 7274
        • Ogawa S.
        • Tank D.W.
        • Menon R.
        • Ellermann J.M.
        • Kim S.G.
        • Merkle H.
        • Ugurbil K.
        Intrinsic signal changes accompanying sensory stimulation: Functional brain mapping with magnetic resonance imaging.
        Proc Natl Acad Sci USA. 1992; 89: 5951-5955
        • Bandettini P.A.
        • Wong E.C.
        • Hinks R.S.
        • Tikofsky R.S.
        • Hyde J.S.
        Time course EPI of human brain function during task activation.
        Magn Reson Med. 1992; 25: 390-397
        • Kwong K.K.
        • Belliveau J.W.
        • Chesler D.A.
        • Goldberg I.E.
        • Weisskoff R.M.
        • Poncelet B.P.
        • et al.
        Dynamic magnetic resonance imaging of human brain activity during primary sensory stimulation.
        Proc Natl Acad Sci USA. 1992; 89: 5675-5679
        • Sylvester C.M.
        • Kaplan S.
        • Myers M.J.
        • Gordon E.M.
        • Schwarzlose R.F.
        • Alexopoulos D.
        • et al.
        Network-specific selectivity of functional connections in the neonatal brain.
        Cereb Cortex. 2022; ([published online May 21])
        • Nielsen A.N.
        • Kaplan S.
        • Meyer D.
        • Alexopoulos D.
        • Kenley J.K.
        • Smyser T.A.
        • et al.
        Maturation of large-scale brain systems over the first month of life.
        Cereb Cortex. 2022; ([published online Jun 25])
        • Kardan O.
        • Kaplan S.
        • Wheelock M.D.
        • Feczko E.
        • Day T.K.M.
        • Miranda-Domínguez Ó.
        • et al.
        Resting-state functional connectivity identifies individuals and predicts age in 8-to-26-month-olds.
        Dev Cogn Neurosci. 2022; 56101123
        • Graham A.M.
        • Marr M.
        • Buss C.
        • Sullivan E.L.
        • Fair D.A.
        Understanding vulnerability and adaptation in early brain development using network neuroscience.
        Trends Neurosci. 2021; 44: 276-288
        • Power J.D.
        • Cohen A.L.
        • Nelson S.M.
        • Wig G.S.
        • Barnes K.A.
        • Church J.A.
        • et al.
        Functional network organization of the human brain.
        Neuron. 2011; 72: 665-678
        • Gordon E.M.
        • Laumann T.O.
        • Adeyemo B.
        • Huckins J.F.
        • Kelley W.M.
        • Petersen S.E.
        Generation and evaluation of a cortical area parcellation from resting-state correlations.
        Cereb Cortex. 2016; 26: 288-303
        • Gordon E.M.
        • Laumann T.O.
        • Gilmore A.W.
        • Newbold D.J.
        • Greene D.J.
        • Berg J.J.
        • et al.
        Precision functional mapping of individual human brains.
        Neuron. 2017; 95: 791-807.e7
        • Gordon E.M.
        • Chauvin R.J.
        • Van A.N.
        • Rajesh A.
        • Nielsen A.
        • Newbold D.J.
        • et al.
        A mind-body interface alternates with effector-specific regions in motor cortex.
        bioRxiv. 2022; https://doi.org/10.1101/2022.10.26.513940
        • Cusack R.
        • McCuaig O.
        • Linke A.C.
        Methodological challenges in the comparison of infant fMRI across age groups.
        Dev Cogn Neurosci. 2018; 33: 194-205
        • Pollatou A.
        • Filippi C.A.
        • Aydin E.
        • Vaughn K.
        • Thompson D.
        • Korom M.
        • et al.
        An ode to fetal, infant, and toddler neuroimaging: Chronicling early clinical to research applications with MRI, and an introduction to an academic society connecting the field.
        Dev Cogn Neurosci. 2022; 54101083
        • Korom M.
        • Camacho M.C.
        • Filippi C.A.
        • Licandro R.
        • Moore L.A.
        • Dufford A.
        • et al.
        Dear reviewers: Responses to common reviewer critiques about infant neuroimaging studies.
        Dev Cogn Neurosci. 2022; 53101055
        • Kozberg M.
        • Hillman E.
        Neurovascular coupling and energy metabolism in the developing brain.
        Prog Brain Res. 2016; 225: 213-242
        • Graham A.M.
        • Pfeifer J.H.
        • Fisher P.A.
        • Lin W.
        • Gao W.
        • Fair D.A.
        The potential of infant fMRI research and the study of early life stress as a promising exemplar.
        Dev Cogn Neurosci. 2015; 12: 12-39
        • Yates T.S.
        • Ellis C.T.
        • Turk-Browne N.B.
        The promise of awake behaving infant fMRI as a deep measure of cognition.
        Curr Opin Behav Sci. 2021; 40: 5-11
        • Ellis C.T.
        • Turk-Browne N.B.
        Infant fMRI: A model system for cognitive neuroscience.
        Trends Cogn Sci. 2018; 22: 375-387
        • van den Boogert F.
        • Klein K.
        • Spaan P.
        • Sizoo B.
        • Bouman Y.H.A.
        • Hoogendijk W.J.G.
        • Roza S.J.
        Sensory processing difficulties in psychiatric disorders: A meta-analysis.
        J Psychiatr Res. 2022; 151: 173-180
        • Perino M.T.
        • Yu Q.
        • Myers M.J.
        • Harper J.C.
        • Baumel W.T.
        • Petersen S.E.
        • et al.
        Attention alterations in pediatric anxiety: Evidence from behavior and neuroimaging.
        Biol Psychiatry. 2021; 89: 726-734
        • Roy A.K.
        • Dennis T.A.
        • Warner C.M.
        A critical review of attentional threat bias and its role in the treatment of pediatric anxiety disorders.
        J Cogn Psychother. 2015; 29: 171-184
        • McTeague L.M.
        • Laplante M.C.
        • Bulls H.W.
        • Shumen J.R.
        • Lang P.J.
        • Keil A.
        Face perception in social anxiety: Visuocortical dynamics reveal propensities for hypervigilance or avoidance.
        Biol Psychiatry. 2018; 83: 618-628
        • Gentili C.
        • Cristea I.A.
        • Angstadt M.
        • Klumpp H.
        • Tozzi L.
        • Phan K.L.
        • Pietrini P.
        Beyond emotions: A meta-analysis of neural response within face processing system in social anxiety.
        Exp Biol Med (Maywood). 2016; 241: 225-237
        • Manguno-Mire G.M.
        • Constans J.I.
        • Geer J.H.
        Anxiety-related differences in affective categorizations of lexical stimuli.
        Behav Res Ther. 2005; 43: 197-213
        • Lissek S.
        • Levenson J.
        • Biggs A.L.
        • Johnson L.L.
        • Ameli R.
        • Pine D.S.
        • Grillon C.
        Elevated fear conditioning to socially relevant unconditioned stimuli in social anxiety disorder.
        Am J Psychiatry. 2008; 165: 124-132
        • Cornwell B.R.
        • Garrido M.I.
        • Overstreet C.
        • Pine D.S.
        • Grillon C.
        The unpredictive brain under threat: A neurocomputational account of anxious hypervigilance.
        Biol Psychiatry. 2017; 82: 447-454
        • Anderson A.W.
        • Marois R.
        • Colson E.R.
        • Peterson B.S.
        • Duncan C.C.
        • Ehrenkranz R.A.
        • et al.
        Neonatal auditory activation detected by functional magnetic resonance imaging.
        Magn Reson Imaging. 2001; 19: 1-5
        • Redcay E.
        • Kennedy D.P.
        • Courchesne E.
        fMRI during natural sleep as a method to study brain function during early childhood.
        Neuroimage. 2007; 38: 696-707
        • Williams G.
        • Fabrizi L.
        • Meek J.
        • Jackson D.
        • Tracey I.
        • Robertson N.
        • et al.
        Functional magnetic resonance imaging can be used to explore tactile and nociceptive processing in the infant brain.
        Acta Paediatr. 2015; 104: 158-166
        • Goksan S.
        • Hartley C.
        • Emery F.
        • Cockrill N.
        • Poorun R.
        • Moultrie F.
        • et al.
        fMRI reveals neural activity overlap between adult and infant pain.
        eLife. 2015; 4e06356
        • Goksan S.
        • Baxter L.
        • Moultrie F.
        • Duff E.
        • Hathway G.
        • Hartley C.
        • et al.
        The influence of the descending pain modulatory system on infant pain-related brain activity.
        eLife. 2018; 7e37125
        • Duff E.P.
        • Moultrie F.
        • van der Vaart M.
        • Goksan S.
        • Abos A.
        • Fitzgibbon S.P.
        • et al.
        Inferring pain experience in infants using quantitative whole-brain functional MRI signatures: A cross-sectional, observational study.
        Lancet Digit Health. 2020; 2: e458-e467
        • Baxter L.
        • Fitzgibbon S.
        • Moultrie F.
        • Goksan S.
        • Jenkinson M.
        • Smith S.
        • et al.
        Optimising neonatal fMRI data analysis: Design and validation of an extended dHCP preprocessing pipeline to characterise noxious-evoked brain activity in infants.
        Neuroimage. 2019; 186: 286-300
        • Wild C.J.
        • Linke A.C.
        • Zubiaurre-Elorza L.
        • Herzmann C.
        • Duffy H.
        • Han V.K.
        • et al.
        Adult-like processing of naturalistic sounds in auditory cortex by 3- and 9-month old infants.
        Neuroimage. 2017; 157: 623-634
        • Dall’Orso S.
        • Steinweg J.
        • Allievi A.G.
        • Edwards A.D.
        • Burdet E.
        • Arichi T.
        Somatotopic mapping of the developing sensorimotor cortex in the preterm human brain.
        Cereb Cortex. 2018; 28: 2507-2515
        • Ellis C.T.
        • Yates T.S.
        • Skalaban L.J.
        • Bejjanki V.R.
        • Arcaro M.J.
        • Turk-Browne N.B.
        Retinotopic organization of visual cortex in human infants.
        Neuron. 2021; 109: 2616-2626.e6
        • Biagi L.
        • Crespi S.A.
        • Tosetti M.
        • Morrone M.C.
        BOLD response selective to flow-motion in very young infants.
        PLoS Biol. 2015; 13e1002260
        • Streri A.
        Tactile discrimination of shape and intermodal transfer in 2- to 3-month-old infants.
        Br J Dev Psychol. 1987; 5: 213-220
        • Streri A.
        • Molina M.
        Visual–tactual and tactual–visual transfer between objects and pictures in 2-month-old infants.
        Perception. 1993; 22: 1299-1318
        • Streri A.
        • Féron J.
        The development of haptic abilities in very young infants: From perception to cognition.
        Infant Behav Dev. 2005; 28: 290-304
        • Dehaene-Lambertz G.
        • Dehaene S.
        • Hertz-Pannier L.
        Functional neuroimaging of speech perception in infants.
        Science. 2002; 298: 2013-2015
        • Redcay E.
        • Courchesne E.
        Deviant functional magnetic resonance imaging patterns of brain activity to speech in 2–3-year-old children with autism spectrum disorder.
        Biol Psychiatry. 2008; 64: 589-598
        • Redcay E.
        • Haist F.
        • Courchesne E.
        Functional neuroimaging of speech perception during a pivotal period in language acquisition.
        Dev Sci. 2008; 11: 237-252
        • Dehaene-Lambertz G.
        • Montavont A.
        • Jobert A.
        • Allirol L.
        • Dubois J.
        • Hertz-Pannier L.
        • Dehaene S.
        Language or music, mother or Mozart? Structural and environmental influences on infants’ language networks.
        Brain Lang. 2010; 114: 53-65
        • Blasi A.
        • Mercure E.
        • Lloyd-Fox S.
        • Thomson A.
        • Brammer M.
        • Sauter D.
        • et al.
        Early specialization for voice and emotion processing in the infant brain.
        Curr Biol. 2011; 21: 1220-1224
        • Perani D.
        • Saccuman M.C.
        • Scifo P.
        • Anwander A.
        • Spada D.
        • Baldoli C.
        • et al.
        Neural language networks at birth.
        Proc Natl Acad Sci USA. 2011; 108: 16056-16061
        • Eyler L.T.
        • Pierce K.
        • Courchesne E.
        A failure of left temporal cortex to specialize for language is an early emerging and fundamental property of autism.
        Brain. 2012; 135: 949-960
        • Graham A.M.
        • Fisher P.A.
        • Pfeifer J.H.
        What sleeping babies hear: A functional MRI study of interparental conflict and infants’ emotion processing.
        Psychol Sci. 2013; 24: 782-789
        • Baldoli C.
        • Scola E.
        • Della Rosa P.A.
        • Pontesilli S.
        • Longaretti R.
        • Poloniato A.
        • et al.
        Maturation of preterm newborn brains: A fMRI–DTI study of auditory processing of linguistic stimuli and white matter development.
        Brain Struct Funct. 2015; 220: 3733-3751
        • Blasi A.
        • Lloyd-Fox S.
        • Sethna V.
        • Brammer M.J.
        • Mercure E.
        • Murray L.
        • et al.
        Atypical processing of voice sounds in infants at risk for autism spectrum disorder.
        Cortex. 2015; 71: 122-133
        • Lombardo M.V.
        • Pierce K.
        • Eyler L.T.
        • Carter Barnes C.C.
        • Ahrens-Barbeau C.
        • Solso S.
        • et al.
        Different functional neural substrates for good and poor language outcome in autism.
        Neuron. 2015; 86: 567-577
        • Deen B.
        • Richardson H.
        • Dilks D.D.
        • Takahashi A.
        • Keil B.
        • Wald L.L.
        • et al.
        Organization of high-level visual cortex in human infants.
        Nat Commun. 2017; 813995
        • Kosakowski H.L.
        • Cohen M.A.
        • Takahashi A.
        • Keil B.
        • Kanwisher N.
        • Saxe R.
        Selective responses to faces, scenes, and bodies in the ventral visual pathway of infants.
        Curr Biol. 2022; 32: 265-274.e5
        • Yates T.S.
        • Ellis C.T.
        • Turk-Browne N.B.
        Face processing in the infant brain after pandemic lockdown.
        Dev Psychobiol. 2023; 65: e2234
        • Yates T.S.
        • Skalaban L.J.
        • Ellis C.T.
        • Bracher A.J.
        • Baldassano C.
        • Turk-Browne N.B.
        Neural event segmentation of continuous experience in human infants.
        Proc Natl Acad Sci USA. 2022; 119e2200257119
        • Grossmann T.
        The development of emotion perception in face and voice during infancy.
        Restor Neurol Neurosci. 2010; 28: 219-236
        • Sylvester C.M.
        • Myers M.J.
        • Perino M.T.
        • Kaplan S.
        • Kenley J.K.
        • Smyser T.A.
        • et al.
        Neonatal brain response to deviant auditory stimuli and relation to maternal trait anxiety.
        Am J Psychiatry. 2021; 178: 771-778
        • Dall’Orso S.
        • Fifer W.P.
        • Balsam P.D.
        • Brandon J.
        • O’Keefe C.
        • Poppe T.
        • et al.
        Cortical processing of multimodal sensory learning in human neonates.
        Cereb Cortex. 2021; 31: 1827-1836
        • Ellis C.T.
        • Skalaban L.J.
        • Yates T.S.
        • Bejjanki V.R.
        • Córdova N.I.
        • Turk-Browne N.B.
        Evidence of hippocampal learning in human infants.
        Curr Biol. 2021; 31: 3358-3364.e4
        • Prabhakar J.
        • Johnson E.G.
        • Nordahl C.W.
        • Ghetti S.
        Memory-related hippocampal activation in the sleeping toddler.
        Proc Natl Acad Sci USA. 2018; 115: 6500-6505
        • Mooney L.N.
        • Johnson E.G.
        • Prabhakar J.
        • Ghetti S.
        Memory-related hippocampal activation during sleep and temporal memory in toddlers.
        Dev Cogn Neurosci. 2021; 47100908
        • Ellis C.T.
        • Skalaban L.J.
        • Yates T.S.
        • Turk-Browne N.B.
        Attention recruits frontal cortex in human infants.
        Proc Natl Acad Sci USA. 2021; 118e2021474118
        • Boucher J.
        Language development in autism.
        Int J Pediatr Otorhinolaryngol. 2003; 67: S159-S163
        • Takeuchi M.
        • Harada M.
        • Matsuzaki K.
        • Nishitani H.
        • Mori K.
        Difference of signal change by a language task on autistic patients using functional MRI.
        J Med Invest. 2004; 51: 59-62
        • Dawson G.
        • Finley C.
        • Phillips S.
        • Galpert L.
        Hemispheric specialization and the language abilities of autistic children.
        Child Dev. 1986; 57: 1440-1453
        • Müller R.A.
        • Behen M.E.
        • Rothermel R.D.
        • Chugani D.C.
        • Muzik O.
        • Mangner T.J.
        • Chugani H.T.
        Brain mapping of language and auditory perception in high-functioning autistic adults: A PET study.
        J Autism Dev Disord. 1999; 29: 19-31
        • Gage N.M.
        • Siegel B.
        • Roberts T.P.
        Cortical auditory system maturational abnormalities in children with autism disorder: An MEG investigation.
        Brain Res Dev Brain Res. 2003; 144: 201-209
        • Gabard-Durnam L.J.
        • McLaughlin K.A.
        Do sensitive periods exist for exposure to adversity?.
        Biol Psychiatry. 2019; 85: 789-791
        • Luby J.L.
        • Baram T.Z.
        • Rogers C.E.
        • Barch D.M.
        Neurodevelopmental optimization after early-life adversity: Cross-species studies to elucidate sensitive periods and brain mechanisms to inform early intervention.
        Trends Neurosci. 2020; 43: 744-751
        • Nugent N.R.
        • Tyrka A.R.
        • Carpenter L.L.
        • Price L.H.
        Gene-environment interactions: Early life stress and risk for depressive and anxiety disorders.
        Psychopharmacology (Berl). 2011; 214: 175-196
        • Waxman J.
        • Van Lieshout R.J.
        • Schmidt L.A.
        Early adversity and mental health: Linking extremely low birth weight, emotion regulation, and internalizing disorders.
        Curr Pediatr Rev. 2014; 10: 208-215
        • Thomas E.
        • Buss C.
        • Rasmussen J.M.
        • Entringer S.
        • Ramirez J.S.B.
        • Marr M.
        • et al.
        Newborn amygdala connectivity and early emerging fear.
        Dev Cogn Neurosci. 2019; 37100604
        • Barker E.D.
        • Copeland W.
        • Maughan B.
        • Jaffee S.R.
        • Uher R.
        Relative impact of maternal depression and associated risk factors on offspring psychopathology.
        Br J Psychiatry. 2012; 200: 124-129
        • Glover V.
        • O’Connor T.G.
        Effects of antenatal stress and anxiety: Implications for development and psychiatry.
        Br J Psychiatry. 2002; 180: 389-391
        • Lawrence P.J.
        • Murayama K.
        • Creswell C.
        Systematic review and meta-analysis: Anxiety and depressive disorders in offspring of parents with anxiety disorders.
        J Am Acad Child Adolesc Psychiatry. 2019; 58: 46-60
        • McTeague L.M.
        • Huemer J.
        • Carreon D.M.
        • Jiang Y.
        • Eickhoff S.B.
        • Etkin A.
        Identification of common neural circuit disruptions in cognitive control across psychiatric disorders.
        Am J Psychiatry. 2017; 174: 676-685
        • Zhang H.
        • Shen D.
        • Lin W.
        Resting-state functional MRI studies on infant brains: A decade of gap-filling efforts.
        Neuroimage. 2019; 185: 664-684
        • Wakschlag L.S.
        • Roberts M.Y.
        • Flynn R.M.
        • Smith J.D.
        • Krogh-Jespersen S.
        • Kaat A.J.
        • et al.
        Future directions for early childhood prevention of mental disorders: A road map to mental health, earlier.
        J Clin Child Adolesc Psychol. 2019; 48: 539-554
        • Lordier L.
        • Loukas S.
        • Grouiller F.
        • Vollenweider A.
        • Vasung L.
        • Meskaldij D.E.
        • et al.
        Music processing in preterm and full-term newborns: A psychophysiological interaction (PPI) approach in neonatal fMRI.
        Neuroimage. 2019; 185: 857-864
        • Marek S.
        • Tervo-Clemmens B.
        • Calabro F.J.
        • Montez D.F.
        • Kay B.P.
        • Hatoum A.S.
        • et al.
        Reproducible brain-wide association studies require thousands of individuals.
        Nature. 2022; 603: 654-660
        • Finn E.S.
        Is it time to put rest to rest?.
        Trends Cogn Sci. 2021; 25: 1021-1032
        • Finn E.S.
        • Scheinost D.
        • Finn D.M.
        • Shen X.
        • Papademetris X.
        • Constable R.T.
        Can brain state be manipulated to emphasize individual differences in functional connectivity?.
        Neuroimage. 2017; 160: 140-151
        • Monroy C.
        • Domínguez-Martínez E.
        • Taylor B.
        • Marin O.P.
        • Parise E.
        • Reid V.M.
        Understanding the causes and consequences of variability in infant ERP editing practices.
        Dev Psychobiol. 2021; 63e22217
        • Picciotto M.
        Analytical transparency and reproducibility in human neuroimaging studies.
        J Neurosci. 2018; 38: 3375-3376
        • Klapwijk E.T.
        • van den Bos W.
        • Tamnes C.K.
        • Raschle N.M.
        • Mills K.L.
        Opportunities for increased reproducibility and replicability of developmental neuroimaging.
        Dev Cogn Neurosci. 2021; 47100902
        • Flournoy J.C.
        • Vijayakumar N.
        • Cheng T.W.
        • Cosme D.
        • Flannery J.E.
        • Pfeifer J.H.
        Improving practices and inferences in developmental cognitive neuroscience.
        Dev Cogn Neurosci. 2020; 45100807
        • Mooney M.A.
        • Hermosillo R.J.
        • Feczko E.
        • Miranda-Dominguez O.
        • Moore L.A.
        • Perrone A.
        • et al.
        Cumulative effects of resting-state connectivity across all brain networks significantly correlate with ADHD symptoms.
        MedRxiv. 2021; https://doi.org/10.1101/2021.11.16.21266121
        • Mitra A.
        • Snyder A.Z.
        • Tagliazucchi E.
        • Laufs H.
        • Elison J.
        • Emerson R.W.
        • et al.
        Resting-state fMRI in sleeping infants more closely resembles adult sleep than adult wakefulness.
        PLoS One. 2017; 12e0188122
        • Xu D.
        • Chen X.
        • Tian Y.
        • Wan X.
        • Lei X.
        Lying posture affects sleep structures and cortical activities: A simultaneous EEG-fMRI imaging of the sleeping and waking brain.
        Brain Imaging Behav. 2021; 15: 2178-2186
        • Ellis C.T.
        • Skalaban L.J.
        • Yates T.S.
        • Bejjanki V.R.
        • Córdova N.I.
        • Turk-Browne N.B.
        Re-imagining fMRI for awake behaving infants.
        Nat Commun. 2020; 11: 4523
        • Galland B.C.
        • Taylor B.J.
        • Elder D.E.
        • Herbison P.
        Normal sleep patterns in infants and children: A systematic review of observational studies.
        Sleep Med Rev. 2012; 16: 213-222