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1.
Proc Natl Acad Sci U S A ; 111(18): 6822-7, 2014 May 06.
Article in English | MEDLINE | ID: mdl-24753600

ABSTRACT

Weber's law can be explained either by a compressive scaling of sensory response with stimulus magnitude or by a proportional scaling of response variability. These two mechanisms can be distinguished by asking how quantities are added or subtracted. We trained Rhesus monkeys to associate 26 distinct symbols with 0-25 drops of reward, and then tested how they combine, or add, symbolically represented reward magnitude. We found that they could combine symbolically represented magnitudes, and they transferred this ability to a novel symbol set, indicating that they were performing a calculation, not just memorizing the value of each combination. The way they combined pairs of symbols indicated neither a linear nor a compressed scale, but rather a dynamically shifting, relative scaling.


Subject(s)
Learning/physiology , Macaca mulatta/physiology , Macaca mulatta/psychology , Animals , Behavior, Animal/physiology , Choice Behavior/physiology , Male , Mathematical Concepts , Models, Neurological , Models, Psychological , Reward
2.
Exp Psychol ; 60(4): 227-34, 2013.
Article in English | MEDLINE | ID: mdl-23422657

ABSTRACT

Subitizing is a fast and accurate enumeration process of small sets of usually less than four objects. Several models were proposed in the literature. Critically, only pattern recognition theory suggests that subitizing performance is sensitive to the arrangement of the array. In our study, arrays of dots in random or canonical arrangements were enumerated. The subitizing range was larger and the reaction time slope was less steep in the canonical arrangements. When noise was added to the canonical pattern, the reaction time slope was proportional to the amount of noise. Moreover, arrangement has a stronger effect on sets with more than four objects. These results support the pattern recognition model of subitizing.


Subject(s)
Mathematical Concepts , Pattern Recognition, Visual , Adolescent , Adult , Cognition , Cues , Discrimination Learning , Female , Humans , Male , Photic Stimulation/methods , Reaction Time , Young Adult
3.
Psychometrika ; 78(2): 279-307, 2013 Apr.
Article in English | MEDLINE | ID: mdl-25107617

ABSTRACT

The neural correlates of working memory (WM) in schizophrenia (SZ) have been extensively studied using the multisite fMRI data acquired by the Functional Biomedical Informatics Research Network (fBIRN) consortium. Although univariate and multivariate analysis methods have been variously employed to localize brain responses under differing task conditions, important hypotheses regarding the representation of mental processes in the spatio-temporal patterns of neural recruitment and the differential organization of these mental processes in patients versus controls have not been addressed in this context. This paper uses a multivariate state-space model (SSM) to analyze the differential representation and organization of mental processes of controls and patients performing the Sternberg Item Recognition Paradigm (SIRP) WM task. The SSM is able to not only predict the mental state of the subject from the data, but also yield estimates of the spatial distribution and temporal ordering of neural activity, along with estimates of the hemodynamic response. The dynamical Bayesian modeling approach used in this study was able to find significant differences between the predictability and organization of the working memory processes of SZ patients versus healthy subjects. Prediction of some stimulus types from imaging data in the SZ group was significantly lower than controls, reflecting a greater level of disorganization/heterogeneity of their mental processes. Moreover, the changes in accuracy of predicting the mental state of the subject with respect to parametric modulations, such as memory load and task duration, may have important implications on the neurocognitive models for WM processes in both SZ and healthy adults. Additionally, the SSM was used to compare the spatio-temporal patterns of mental activity across subjects, in a holistic fashion and to derive a low-dimensional representation space for the SIRP task, in which subjects were found to cluster according to their diagnosis.


Subject(s)
Functional Neuroimaging/methods , Magnetic Resonance Imaging/methods , Memory, Short-Term/physiology , Models, Statistical , Schizophrenia/physiopathology , Adult , Humans , Multicenter Studies as Topic
4.
Neuron ; 73(3): 608-19, 2012 Feb 09.
Article in English | MEDLINE | ID: mdl-22325210

ABSTRACT

Distinct brain regions, reproducible from one person to the next, are specialized for processing different kinds of human expertise, such as face recognition and reading. Here, we explore the relationship between age of learning, learning ability, and specialized brain structures. Specifically, we ask whether the existence of reproducible cortical domains necessarily means that certain abilities are innate, or innately easily learned, or whether reproducible domains can be formed, or refined, by interactions between genetic programs and common early experience. Functional MRI showed that intensive early, but not late, experience caused the formation of category-selective regions in macaque temporal lobe for stimuli never naturally encountered by monkeys. And behaviorally, early training produced more fluent processing of these stimuli than the same training in adults. One explanation for these results is that in higher cortical areas, as in early sensory areas, experience drives functional clustering and functional clustering determines how that information is processed.


Subject(s)
Brain Mapping , Cerebral Cortex/physiology , Learning/physiology , Pattern Recognition, Visual/physiology , Age Factors , Analysis of Variance , Animals , Cerebral Cortex/anatomy & histology , Cerebral Cortex/blood supply , Female , Image Processing, Computer-Assisted , Macaca mulatta/physiology , Magnetic Resonance Imaging , Male , Neuropsychological Tests , Oxygen/blood , Photic Stimulation , Reaction Time , Time Factors
5.
Int J Imaging Syst Technol ; 22(1): 81-96, 2012 Mar 01.
Article in English | MEDLINE | ID: mdl-22368322

ABSTRACT

The aim of this article is to report on the importance and challenges of a time-resolved and spatio-temporal analysis of fMRI data from complex cognitive processes and associated disorders using a study on developmental dyscalculia (DD). Participants underwent fMRI while judging the incorrectness of multiplication results, and the data were analyzed using a sequence of methods, each of which progressively provided more a detailed picture of the spatio-temporal aspect of this disease. Healthy subjects and subjects with DD performed alike behaviorally though they exhibited parietal disparities using traditional voxel-based group analyses. Further and more detailed differences, however, surfaced with a time-resolved examination of the neural responses during the experiment. While performing inter-group comparisons, a third group of subjects with dyslexia (DL) but with no arithmetic difficulties was included to test the specificity of the analysis and strengthen the statistical base with overall fifty-eight subjects. Surprisingly, the analysis showed a functional dissimilarity during an initial reading phase for the group of dyslexic but otherwise normal subjects, with respect to controls, even though only numerical digits and no alphabetic characters were presented. Thus our results suggest that time-resolved multi-variate analysis of complex experimental paradigms has the ability to yield powerful new clinical insights about abnormal brain function. Similarly, a detailed compilation of aberrations in the functional cascade may have much greater potential to delineate the core processing problems in mental disorders.

6.
Magn Reson Med ; 67(5): 1266-74, 2012 May.
Article in English | MEDLINE | ID: mdl-22095768

ABSTRACT

The desire to understand complex mental processes using functional MRI drives development of imaging techniques that scan the whole human brain at a high spatial and temporal resolution. In this work, an accelerated multishot three-dimensional echo-planar imaging sequence is proposed to increase the temporal resolution of these studies. A combination of two modern acceleration techniques, UNFOLD and GRAPPA is used in the secondary phase encoding direction to reduce the scan time effectively. The sequence (repetition time of 1.02 s) was compared with standard two-dimensional echo-planar imaging (3 s) and multishot three-dimensional echo-planar imaging (3 s) sequences with both block design and event-related functional MRI paradigms. With the same experimental setup and imaging time, the temporal resolution improvement with our sequence yields similar activation regions in the block design functional MRI paradigm with slightly increased t-scores. Moreover, additional information on the timing of rapid dynamic changes was extracted from accelerated images for the case of the event related complex mental paradigm.


Subject(s)
Brain Mapping/methods , Brain/anatomy & histology , Brain/physiology , Echo-Planar Imaging/methods , Evoked Potentials/physiology , Imaging, Three-Dimensional/methods , Magnetic Resonance Imaging/methods , Humans , Image Enhancement/methods , Image Interpretation, Computer-Assisted/methods , Reproducibility of Results , Sensitivity and Specificity , Subtraction Technique
7.
Inf Process Med Imaging ; 22: 588-99, 2011.
Article in English | MEDLINE | ID: mdl-21761688

ABSTRACT

In addition to functional localization and integration, the problem of determining whether the data encode some information about the mental state of the subject, and if so, how this information is represented has become an important research agenda in functional neuroimaging. Multivariate classifiers, commonly used for brain state decoding, are restricted to simple experimental paradigms with a fixed number of alternatives and are limited in their representation of the temporal dimension of the task. Moreover, they learn a mapping from the data to experimental conditions and therefore do not explain the intrinsic patterns in the data. In this paper, we present a data-driven approach to building a spatio-temporal representation of mental processes using a state-space formalism, without reference to experimental conditions. Efficient Monte Carlo algorithms for estimating the parameters of the model along with a method for model-size selection are developed. The advantages of such a model in determining the mental-state of the subject over pattern classifiers are demonstrated using an fMRI study of mental arithmetic.


Subject(s)
Brain/physiopathology , Cognition Disorders/diagnosis , Cognition Disorders/physiopathology , Cognition , Image Interpretation, Computer-Assisted/methods , Magnetic Resonance Imaging/methods , Models, Neurological , Computer Simulation , Female , Humans , Reproducibility of Results , Sensitivity and Specificity
8.
Neuroimage ; 57(2): 362-77, 2011 Jul 15.
Article in English | MEDLINE | ID: mdl-21440069

ABSTRACT

Understanding the highly complex, spatially distributed and temporally organized phenomena entailed by mental processes using functional MRI is an important research problem in cognitive and clinical neuroscience. Conventional analysis methods focus on the spatial dimension of the data discarding the information about brain function contained in the temporal dimension. This paper presents a fully spatio-temporal multivariate analysis method using a state-space model (SSM) for brain function that yields not only spatial maps of activity but also its temporal structure along with spatially varying estimates of the hemodynamic response. Efficient algorithms for estimating the parameters along with quantitative validations are given. A novel low-dimensional feature-space for representing the data, based on a formal definition of functional similarity, is derived. Quantitative validation of the model and the estimation algorithms is provided with a simulation study. Using a real fMRI study for mental arithmetic, the ability of this neurophysiologically inspired model to represent the spatio-temporal information corresponding to mental processes is demonstrated. Moreover, by comparing the models across multiple subjects, natural patterns in mental processes organized according to different mental abilities are revealed.


Subject(s)
Brain Mapping/methods , Brain/physiology , Image Interpretation, Computer-Assisted/methods , Mental Processes/physiology , Models, Neurological , Algorithms , Humans , Magnetic Resonance Imaging , Multivariate Analysis
9.
Anim Cogn ; 13(5): 711-9, 2010 Sep.
Article in English | MEDLINE | ID: mdl-20443126

ABSTRACT

When humans and animals estimate numbers of items, their error rate is proportional to the number. To date, however, only humans show the capacity to represent large numbers symbolically, which endows them with increased precision, especially for large numbers, and with tools for manipulating numbers. This ability depends critically on our capacity to acquire and represent explicit symbols. Here we show that when rhesus monkeys are trained to use an explicit symbol system, they too show more precise, and linear, scaling than they do using a one-to-one corresponding numerosity representation. We also found that when taught two different types of representations for reward amount, the monkeys systematically undervalued the less precise representation. The results indicate that monkeys, like humans, can learn alternative mechanisms for representing a single value scale and that performance variability and relative value depend on the distinguishability of each representation.


Subject(s)
Judgment , Macaca mulatta/psychology , Animals , Discrimination, Psychological , Generalization, Psychological , Humans , Male , Mathematical Concepts , Reward , Symbolism
10.
Schizophr Res ; 121(1-3): 75-89, 2010 Aug.
Article in English | MEDLINE | ID: mdl-20362418

ABSTRACT

INTRODUCTION: Persons diagnosed with schizophrenia demonstrate deficits in prosody recognition. To examine prosody along the schizophrenia spectrum, antipsychotic-naïve schizotypal personality disorder (SPD) subjects and healthy control subjects were compared. It was hypothesized that SPD subjects would perform more poorly; with cognitive and demographic factors contributing to the poor performance. The superior temporal gyrus (STG) was selected as the region-of-interest (ROI) given its known abnormalities in SPD and its important role in the processing of prosody. METHODS: SPD and healthy comparison (HC) subjects were matched on age, IQ, and parental social-economic status (PSES). Cognitive measures included the Speech Sound Perception Test (SSPT) to examine phonological processing (SPD=68, HC=74) and the Verbal Fluency task to examine executive functioning (SPD=129, HC=138). The main experiment was a novel fMRI task of prosody identification using semantically neutral sentences spoken with emotional prosody (SPD=16, HC=13). Finally, volumetric measurement of the superior temporal sulcus (STS), a key region for processing prosody, and partially overlapping with the STG, was performed (SPD=30, HC=30). RESULTS: Phonological processing and executive functioning were both impaired in SPD subjects compared with HC subjects. Contrary to the prediction, SPD subjects, as a group, were similar to HC subjects in terms of correctly indentifying the emotion conveyed and reaction time. Within the SPD group, prosody identification accuracy was influenced by executive functioning, IQ and perhaps PSES, relationships not found with HC subjects. Phonological perception aided prosody identification in both diagnostic groups. As expected, both groups activated the STG while performing the prosody identification task. However, SPD subjects may have been less "efficient" in their recruitment of STG neurons. Finally, SPD subjects demonstrated a trend toward smaller STS volumes on the left, particularly the lower bank. CONCLUSIONS: These data suggest that subtle differences between SPD and controls in phonological processing, executive functioning, IQ, and possibly PSES, contributed to difficulty in processing prosody for some SPD subjects.


Subject(s)
Auditory Perceptual Disorders/etiology , Auditory Perceptual Disorders/pathology , Image Processing, Computer-Assisted , Magnetic Resonance Imaging , Schizotypal Personality Disorder/complications , Temporal Lobe/blood supply , Acoustic Stimulation/methods , Adolescent , Adult , Analysis of Variance , Emotions/physiology , Female , Humans , Male , Middle Aged , Neuropsychological Tests , Oxygen/blood , Reaction Time/physiology , Schizotypal Personality Disorder/pathology , Speech Perception/physiology , Statistics as Topic , Temporal Lobe/pathology , Temporal Lobe/physiopathology , Young Adult
11.
J Vis ; 9(4): 10.1-11, 2009 Apr 13.
Article in English | MEDLINE | ID: mdl-19757919

ABSTRACT

Multiple object tracking (MOT) has proven to be a powerful technique for studying sustained selective attention. However, surprisingly little is known about its underlying neural mechanisms. Previous fMRI investigations have identified several brain areas thought to be involved in MOT, but there were disagreements between the studies, none distinguished between the act of tracking targets and the act of attending targets, and none attempted to determine which of these brain areas interact with each other. Here we address these three issues. First, using more observers and a random effects analysis, we show that some of the previously identified areas may not play a specific role in MOT. Second, we show that the frontal eye fields (FEF), the anterior intraparietal sulcus (AIPS), the superior parietal lobule (SPL), the posterior intraparietal sulcus (PIPS) and the human motion area (MT+) are differentially activated by the act of tracking, as distinguished from the act of attention. Finally, by using an algorithm modified from the computer science literature, we were able to map the interactions between these brain areas.


Subject(s)
Attention/physiology , Frontal Lobe/physiology , Magnetic Resonance Imaging , Motion Perception/physiology , Parietal Lobe/physiology , Adult , Algorithms , Brain Mapping , Eye Movements/physiology , Female , Gyrus Cinguli/physiology , Humans , Male , Occipital Lobe/physiology , Photic Stimulation/methods , Young Adult
12.
Schizophr Res ; 103(1-3): 26-39, 2008 Aug.
Article in English | MEDLINE | ID: mdl-18555666

ABSTRACT

BACKGROUND: One of the cardinal features of schizotypal personality disorder (SPD) is language abnormalities. The focus of this study was to determine whether or not there are also processing abnormalities of pure tones differing in pitch and duration in SPD. METHODS: Thirteen neuroleptic-naïve male subjects met full criteria for SPD and were group-matched on age and parental socio-economic status to 13 comparison subjects. Verbal learning was measured with the California Verbal Learning Test. Heschl's gyrus volumes were measured using structural MRI. Whole-brain fMRI activation patterns in an auditory task of listening to tones including pitch and duration deviants were compared between SPD and control subjects. In a second and separate ROI analysis we found that peak activation in superior temporal gyrus (STG), Brodmann Areas 41 and 42, was correlated with verbal learning and clinical measures derived from the SCID-II interview. RESULTS: In the region of the STG, SPD subjects demonstrated more activation to pitch deviants bilaterally (p<0.001); and to duration deviants in the left hemisphere (p=0.005) (two-sample t). SPD subjects also showed more bilateral parietal cortex activation to duration deviants. In no region did comparison subjects activate more than SPD subjects in either experiment. Exploratory correlations for SPD subjects suggest a relationship between peak activation on the right for deviant tones in the pitch experiment with odd speech and impaired verbal learning. There was no difference between groups on Heschl's gyrus volume. CONCLUSIONS: These data suggest that SPD subjects have inefficient or hyper-responsive processing of pure tones both in terms of pitch and duration deviance that is not attributable to smaller Heschl's gyrus volumes. Finally, these auditory processing abnormalities may have significance for the odd speech heard in some SPD subjects and downstream language and verbal learning deficits.


Subject(s)
Auditory Perceptual Disorders/diagnosis , Image Processing, Computer-Assisted , Magnetic Resonance Imaging , Pitch Discrimination/physiology , Schizotypal Personality Disorder/diagnosis , Temporal Lobe/physiopathology , Time Perception/physiology , Adult , Attention/physiology , Auditory Perceptual Disorders/physiopathology , Brain Mapping , Dominance, Cerebral/physiology , Evoked Potentials, Auditory/physiology , Female , Humans , Male , Middle Aged , Parietal Lobe/physiopathology , Reference Values , Schizophrenic Language , Schizotypal Personality Disorder/physiopathology , Verbal Learning/physiology
13.
Orv Hetil ; 146(18): 843-8, 2005 May 01.
Article in Hungarian | MEDLINE | ID: mdl-15926630

ABSTRACT

The cutaneous angiotropic lymphoma has a poor prognosis. The diagnosis and the treatment are usually late. The mortality rate is over 80% and the majority of patients die within a year because of the tumorous infiltration of parenchymal organs. The authors report here the medical history and follow up of a still living patient suffering from cutaneous angiotropic lymphoma which has been diagnosed sixty months ago. During the successful treatment course systemic treatment with psoralen ultraviolet A-rays, chlorambucil and cyclophosphamide-doxorubicin-vincristine-methylprednisolone chemotherapy was applied, and for the management of the last relapse, rituximab-cyclophosphamide-doxorubicin-vincristine-methylprednisolone polychemotherapy was used. On the basis of findings in this case a treatment using an anti-CD20 monoclonal antibody could be a promising therapeutic alternative in the management of angiotropic B-cell lymphoma which otherwise considered to be a rare entity.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Lymphoma, B-Cell/diagnosis , Lymphoma, B-Cell/drug therapy , Vascular Neoplasms/diagnosis , Vascular Neoplasms/drug therapy , Aged , Antibodies, Monoclonal/administration & dosage , Antibodies, Monoclonal, Murine-Derived , Chlorambucil/administration & dosage , Cyclophosphamide/administration & dosage , Doxorubicin/administration & dosage , Female , Ficusin/therapeutic use , Flow Cytometry , Humans , Lymphoma, B-Cell/pathology , Methylprednisolone/administration & dosage , Photosensitizing Agents/therapeutic use , Rituximab , Treatment Outcome , Ultraviolet Rays , Vascular Neoplasms/pathology , Vincristine/administration & dosage
14.
Brain Res Cogn Brain Res ; 25(1): 90-106, 2005 Sep.
Article in English | MEDLINE | ID: mdl-15944143

ABSTRACT

In neuroimaging studies of word reading in natural scripts, the effect of alphabeticality is often confounded with the effect of practice. We used an artificial script to separately manipulate the effects of practice and alphabeticality following training with and without explicit letter instructions. Participants received multi-session training in reading nonsense words, written in an artificial script, wherein each phoneme was represented by 2 discrete symbols . Three training conditions were compared: alphabetical whole words with letter decoding instruction (explicit); alphabetical whole-words (implicit) and non-alphabetical whole-words (arbitrary). Each participant was trained on the arbitrary condition and on one of the alphabetical conditions (explicit or implicit). fMRI scans were acquired after training during reading of trained words and relatively novel words in the alphabetical and arbitrary conditions. Our results showed greater activation in the explicit compared to the arbitrary conditions, but only for relatively-novel words, in the left posterior inferior frontal gyrus (IFG). In the implicit condition, the left posterior IFG was active in both trained and relatively novel words. These results indicate the involvement of the left posterior IFG in letter decoding, and suggest that reading of explicitly well-trained words did not rely on letter decoding, while in implicitly trained words letter decoding persisted into later stages. The superior parietal lobules showed reduced activation for items that received more practice, across all training conditions. Altogether, our results suggest that the alphabeticality of the word, the amount of practice and type of instructions have independent and interacting effects on brain activation during reading.


Subject(s)
Cerebral Cortex/blood supply , Language , Magnetic Resonance Imaging , Practice, Psychological , Reading , Transfer, Psychology/physiology , Adult , Brain Mapping , Cerebral Cortex/physiology , Female , Functional Laterality/physiology , Humans , Image Processing, Computer-Assisted/methods , Linear Models , Photic Stimulation/methods , Recognition, Psychology/physiology
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