1
|
Marmolejo-Ramos F, Barrera-Causil C, Kuang S, Fazlali Z, Wegener D, Kneib T, De Bastiani F, Martinez-Flórez G. Generalised exponential-Gaussian distribution: a method for neural reaction time analysis. Cogn Neurodyn 2023; 17:221-237. [PMID: 36704631 PMCID: PMC9871144 DOI: 10.1007/s11571-022-09813-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Revised: 03/23/2022] [Accepted: 04/15/2022] [Indexed: 01/29/2023] Open
Abstract
Reaction times (RTs) are an essential metric used for understanding the link between brain and behaviour. As research is reaffirming the tight coupling between neuronal and behavioural RTs, thorough statistical modelling of RT data is thus essential to enrich current theories and motivate novel findings. A statistical distribution is proposed herein that is able to model the complete RT's distribution, including location, scale and shape: the generalised-exponential-Gaussian (GEG) distribution. The GEG distribution enables shifting the attention from traditional means and standard deviations to the entire RT distribution. The mathematical properties of the GEG distribution are presented and investigated via simulations. Additionally, the GEG distribution is featured via four real-life data sets. Finally, we discuss how the proposed distribution can be used for regression analyses via generalised additive models for location, scale and shape (GAMLSS).
Collapse
Affiliation(s)
- Fernando Marmolejo-Ramos
- Centre for Change and Complexity in Learning, University of South Australia, Adelaide, 5000 Australia
| | - Carlos Barrera-Causil
- Facultad de Ciencias Exactas y Aplicadas, Instituto Tecnológico Metropolitano -ITM, Medellín, 050034 Colombia
| | - Shenbing Kuang
- Institute of Psychology, Chinese Academy of Sciences, Beijing, 100101 China
| | - Zeinab Fazlali
- School of Cognitive Sciences, Institute for Research in Fundamental Sciences (IPM), Tehran, Iran ,Department of Psychiatry, Division of Integrative Neuroscience, Columbia University and the New York State Psychiatric Institute, New York, USA
| | - Detlef Wegener
- Brain Research Institute, Center for Cognitive Science, University of Bremen, Bremen, Germany
| | - Thomas Kneib
- Campus Institute Data Science (CIDAS) and Chair of Statistics, Georg-August-Universität Göttingen, Göttingen, Germany
| | - Fernanda De Bastiani
- Statistics Department, Federal University of Pernambuco, Recife, Pernambuco Brazil
| | - Guillermo Martinez-Flórez
- Departamento de Matemáticas y Estadística, Facultad de Ciencias, Universidad de Córdoba, Córdoba, 2300 Colombia ,Programa de Pós-Graduação em Modelagem e Métodos Quantitativos, Universidade Federal do Ceará, Fortaleza, Brazil
| |
Collapse
|
2
|
Richards E, Bayer A, Tree JJ, Hanley C, Norris JE, Tales A. Subcortical Ischemic Vascular Cognitive Impairment: Insights from Reaction Time Measures. J Alzheimers Dis 2020; 72:845-857. [PMID: 31594238 PMCID: PMC6918912 DOI: 10.3233/jad-190889] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
In this study, reaction time (RT), intraindividual variability (IIV), and errors, and the effects of practice and processing load upon such function, were compared in patients with subcortical ischemic vascular cognitive impairment (SIVCI) [n = 27] and cognitively healthy older adults (CH) [n = 26]. Compared to CH aging, SIVCI was characterized by a profile of significantly slowed RT, raised IIV, and higher error levels, particularly in the presence of distracting stimuli, indicating that the integrity and/or accessibility of the additional functions required to support high processing load, serial search strategies, are reduced in SIVCI. Furthermore, although practice speeded RT in SIVCI, unlike CH, practice did not lead to an improvement in IIV. This indicates that improvement in RT in SIVCI can in fact mask an abnormally high degree of IIV. Because IIV appears more related to disease, function, and health than RT, its status and potential for change may represent a particularly meaningful, and relevant, disease characteristic of SIVCI. Finally, a high level of within-group variation in the above measures was another characteristic of SIVCI, with such processing heterogeneity in patients with ostensibly the same diagnosis, possibly related to individual variation in pathological load. Detailed measurement of RT, IIV, errors, and practice effects therefore reveal a degree of functional impairment in brain processing not apparent by measuring RT in isolation.
Collapse
Affiliation(s)
- Emma Richards
- Centre for Innovative Ageing, Swansea University, Swansea, UK.,Department of Psychology, Swansea University, Swansea, UK
| | - Antony Bayer
- Department of Medicine, Cardiff University, Cardiff, UK
| | - Jeremy J Tree
- Department of Psychology, Swansea University, Swansea, UK
| | - Claire Hanley
- Department of Psychology, Swansea University, Swansea, UK
| | | | - Andrea Tales
- Centre for Innovative Ageing, Swansea University, Swansea, UK
| |
Collapse
|
3
|
Johnstone A, Marí-Beffa P. The Effects of Martial Arts Training on Attentional Networks in Typical Adults. Front Psychol 2018; 9:80. [PMID: 29472878 PMCID: PMC5809487 DOI: 10.3389/fpsyg.2018.00080] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2017] [Accepted: 01/18/2018] [Indexed: 11/21/2022] Open
Abstract
There is substantial evidence that training in Martial Arts is associated with improvements in cognitive function in children; but little has been studied in healthy adults. Here, we studied the impact of extensive training in Martial Arts on cognitive control in adults. To do so, we used the Attention Network Test (ANT) to test two different groups of participants: with at least 2 years of Martial Arts experience, and with no experience with the sport. Participants were screened from a wider sample of over 500 participants who volunteered to participate. 48 participants were selected: 21 in the Martial Arts group (mean age = 19.68) and 27 in the Non-Martial Arts group (mean age = 19.63). The two groups were matched on a number of demographic variables that included Age and BMI, following the results of a previous pilot study where these factors were found to significantly impact the ANT measures. An effect of Martial Arts experience was found on the Alert network, but not the Orienting or Executive ones. More specifically, Martial Artists showed improved performance when alert had to be sustained endogenously, performing more like the control group when an exogenous cue was provided. This result was further confirmed by a negative correlation between number of years of Martial Arts experience and the costs due to the lack of an exogenous cue suggesting that the longer a person takes part in the sport, the better their endogenous alert is. Results are interpreted in the context of the impact of training a particular attentional state in specific neurocognitive pathways.
Collapse
|
4
|
Grundy JG, Anderson JAE, Bialystok E. Neural correlates of cognitive processing in monolinguals and bilinguals. Ann N Y Acad Sci 2017; 1396:183-201. [PMID: 28415142 DOI: 10.1111/nyas.13333] [Citation(s) in RCA: 106] [Impact Index Per Article: 15.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2016] [Revised: 02/13/2017] [Accepted: 02/16/2017] [Indexed: 01/05/2023]
Abstract
Here, we review the neural correlates of cognitive control associated with bilingualism. We demonstrate that lifelong practice managing two languages orchestrates global changes to both the structure and function of the brain. Compared with monolinguals, bilinguals generally show greater gray matter volume, especially in perceptual/motor regions, greater white matter integrity, and greater functional connectivity between gray matter regions. These changes complement electroencephalography findings showing that bilinguals devote neural resources earlier than monolinguals. Parallel functional findings emerge from the functional magnetic resonance imaging literature: bilinguals show reduced frontal activity, suggesting that they do not need to rely on top-down mechanisms to the same extent as monolinguals. This shift for bilinguals to rely more on subcortical/posterior regions, which we term the bilingual anterior-to-posterior and subcortical shift (BAPSS), fits with results from cognitive aging studies and helps to explain why bilinguals experience cognitive decline at later stages of development than monolinguals.
Collapse
Affiliation(s)
- John G Grundy
- Department of Psychology, York University, Toronto, Ontario, Canada
| | | | - Ellen Bialystok
- Department of Psychology, York University, Toronto, Ontario, Canada
| |
Collapse
|
5
|
Voelker P, Piscopo D, Weible AP, Lynch G, Rothbart MK, Posner MI, Niell CM. White matter and reaction time: Reply to commentaries. Cogn Neurosci 2017; 8:137-140. [PMID: 27400280 PMCID: PMC5606142 DOI: 10.1080/17588928.2016.1210592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
We appreciate the many comments we received on our discussion paper and believe that they reflect a recognition of the importance of this topic worldwide. We point out in this reply that there appears to be a confusion between the role of oscillations in creating white matter and other functions of oscillations in communicating between neural areas during task performance or at rest. We also discuss some mechanisms other than the enhancement of white matter that must influence reaction time. We recognize the limited understanding we have of transfer and outline some future directions designed to improve our understanding of this process.
Collapse
Affiliation(s)
- Pascale Voelker
- a Department of Psychology , University of Oregon , Eugene , OR , USA
| | - Denise Piscopo
- b Institute of Neuroscience , University of Oregon , Eugene , OR , USA
| | - Aldis P Weible
- b Institute of Neuroscience , University of Oregon , Eugene , OR , USA
| | - Gary Lynch
- c Psychiatry & Human Behavior , University of California , Irvine , CA , USA
| | - Mary K Rothbart
- a Department of Psychology , University of Oregon , Eugene , OR , USA
| | - Michael I Posner
- a Department of Psychology , University of Oregon , Eugene , OR , USA
- b Institute of Neuroscience , University of Oregon , Eugene , OR , USA
| | | |
Collapse
|
6
|
|
7
|
Abstract
PURPOSE OF REVIEW Attention is a primary cognitive function critical for perception, language, and memory. We provide an update on brain networks related to attention, their development, training, and pathologies. RECENT FINDINGS An executive attention network, also called the cingulo-opercular network, allows voluntary control of behavior in accordance with goals. Individual differences among children in self-regulation have been measured by a higher order factor called effortful control, which is related to the executive network and to the size of the anterior cingulate cortex. SUMMARY Brain networks of attention arise in infancy and are related to individual differences, including pathology during childhood. Methods of training attention may improve performance and ameliorate pathology.
Collapse
|
8
|
Robinson JL, Baxi M, Katz JS, Waggoner P, Beyers R, Morrison E, Salibi N, Denney TS, Vodyanoy V, Deshpande G. Characterization of Structural Connectivity of the Default Mode Network in Dogs using Diffusion Tensor Imaging. Sci Rep 2016; 6:36851. [PMID: 27886204 PMCID: PMC5122865 DOI: 10.1038/srep36851] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2015] [Accepted: 10/21/2016] [Indexed: 01/01/2023] Open
Abstract
Diffusion tensor imaging (DTI) provides us an insight into the micro-architecture of white-matter tracts in the brain. This method has proved promising in understanding and investigating the neuronal tracts and structural connectivity between the brain regions in primates as well as rodents. The close evolutionary relationship between canines and humans may have spawned a unique bond in regard to social cognition rendering them useful as an animal model in translational research. In this study, we acquired diffusion data from anaesthetized dogs and created a DTI-based atlas for a canine model which could be used to investigate various white matter diseases. We illustrate the application of this atlas by calculating DTI tractography based structural connectivity between the anterior cingulate cortex (ACC) and posterior cingulate cortex (PCC) regions of the default mode network (DMN) in dogs. White matter connectivity was investigated to provide structural basis for the functional dissociation observed between the anterior and posterior parts of DMN. A comparison of the integrity of long range structural connections (such as in the DMN) between dogs and humans is likely to provide us with new perspectives on the neural basis of the evolution of cognitive functions.
Collapse
Affiliation(s)
- Jennifer L Robinson
- AU MRI Research Center, Dept. of Electrical &Computer Engineering, Auburn University, Auburn, AL, USA.,Dept. of Psychology, Auburn University, Auburn, AL, USA.,Alabama Advanced Imaging Consortium, Auburn University and University of Alabama Birmingham, AL, USA
| | - Madhura Baxi
- AU MRI Research Center, Dept. of Electrical &Computer Engineering, Auburn University, Auburn, AL, USA.,Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Jeffrey S Katz
- AU MRI Research Center, Dept. of Electrical &Computer Engineering, Auburn University, Auburn, AL, USA.,Dept. of Psychology, Auburn University, Auburn, AL, USA.,Alabama Advanced Imaging Consortium, Auburn University and University of Alabama Birmingham, AL, USA
| | - Paul Waggoner
- Canine Detection Research Institute, Auburn University, Auburn, AL, USA
| | - Ronald Beyers
- AU MRI Research Center, Dept. of Electrical &Computer Engineering, Auburn University, Auburn, AL, USA
| | - Edward Morrison
- Dept. of Anatomy, Physiology &Pharmacology, Auburn University, Auburn, AL, USA
| | - Nouha Salibi
- AU MRI Research Center, Dept. of Electrical &Computer Engineering, Auburn University, Auburn, AL, USA.,MR R&D, Siemens Healthcare, Malvern, PA, USA
| | - Thomas S Denney
- AU MRI Research Center, Dept. of Electrical &Computer Engineering, Auburn University, Auburn, AL, USA.,Dept. of Psychology, Auburn University, Auburn, AL, USA.,Alabama Advanced Imaging Consortium, Auburn University and University of Alabama Birmingham, AL, USA
| | - Vitaly Vodyanoy
- Dept. of Anatomy, Physiology &Pharmacology, Auburn University, Auburn, AL, USA
| | - Gopikrishna Deshpande
- AU MRI Research Center, Dept. of Electrical &Computer Engineering, Auburn University, Auburn, AL, USA.,Dept. of Psychology, Auburn University, Auburn, AL, USA.,Alabama Advanced Imaging Consortium, Auburn University and University of Alabama Birmingham, AL, USA
| |
Collapse
|
9
|
Abstract
In response to Voelker et al. (this issue), we argue for a wide array of neural oscillatory mechanisms underlying learning and practice. While the authors propose frontal theta power as the basis for learning-induced neuroplasticity, we believe that the temporal dynamics of other frequency bands, together with their synchronization properties can offer a fuller account of the neurophysiological changes occurring in the brain during cognitive tasks.
Collapse
Affiliation(s)
- Olga Kepinska
- a Leiden University Centre for Linguistics , Leiden , the Netherlands.,b Leiden Institute for Brain and Cognition , Leiden , the Netherlands
| | - Niels O Schiller
- a Leiden University Centre for Linguistics , Leiden , the Netherlands.,b Leiden Institute for Brain and Cognition , Leiden , the Netherlands
| |
Collapse
|
10
|
Bujalka H, Emery B. Cellular mechanisms of adaptive myelination: bridging the gap between animal studies and human cognition. Cogn Neurosci 2016; 8:122-124. [DOI: 10.1080/17588928.2016.1206070] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Affiliation(s)
- Helena Bujalka
- Department of Anatomy and Neuroscience, The University of Melbourne, Melbourne, Australia
| | - Ben Emery
- Department of Anatomy and Neuroscience, The University of Melbourne, Melbourne, Australia
- Jungers Center for Neurosciences Research, Department of Neurology, Oregon Health & Science University, Portland, OR, USA
| |
Collapse
|
11
|
Siettos CI, Smyrnis N. Reaction time as a stochastic process implemented by functional brain networks. Cogn Neurosci 2016; 8:133-135. [PMID: 27424602 DOI: 10.1080/17588928.2016.1206519] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Many studies focus on anatomical brain connectivity in an effort to explain the effect of practice on reaction time (RT) that is observed in many cognitive tasks. In this commentary, we suggest that RT reflects a stochastic process that varies in each single repetition of any cognitive task and cannot be attributed only to anatomical properties of the underlying neuronal circuit. Based on recent evidence from Magnetoencephalographic, Electroencephalographic, and fMRI studies, we further propose that the functional properties of key brain areas and their self-organization into functional connectivity networks contribute to the RT and could also explain the effects of training on the distribution of the RT.
Collapse
Affiliation(s)
- Constantinos I Siettos
- a School of Applied Mathematics and Physical Sciences , National Technical University of Athens , Athens , Greece
| | - Nikolaos Smyrnis
- b Laboratory of Sensorimotor Control , University Mental Healht Research Institute , Athens , Greece.,c Psychiatry Department, Eginition Hospital , National University of Athens , Athens , Greece
| |
Collapse
|
12
|
Slagter HA, Vissers ME, Talsma LJ, Ridderinkhof KR. Cognitive enhancement: it’s about time. Cogn Neurosci 2016; 8:119-120. [DOI: 10.1080/17588928.2016.1205576] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Heleen A. Slagter
- Department of Psychology and Amsterdam Brain and Cognition, University of Amsterdam, Amsterdam, the Netherlands
| | - Marlies E. Vissers
- Department of Psychology and Amsterdam Brain and Cognition, University of Amsterdam, Amsterdam, the Netherlands
| | - Lotte J. Talsma
- Department of Psychology and Amsterdam Brain and Cognition, University of Amsterdam, Amsterdam, the Netherlands
| | - K. Richard Ridderinkhof
- Department of Psychology and Amsterdam Brain and Cognition, University of Amsterdam, Amsterdam, the Netherlands
| |
Collapse
|