14
views
0
recommends
+1 Recommend
0 collections
    0
    shares
      • Record: found
      • Abstract: found
      • Article: found
      Is Open Access

      Effects of adaptation on numerosity decoding in the human brain

      research-article

      Read this article at

      Bookmark
          There is no author summary for this article yet. Authors can add summaries to their articles on ScienceOpen to make them more accessible to a non-specialist audience.

          Abstract

          Psychophysical studies have shown that numerosity is a sensory attribute susceptible to adaptation. Neuroimaging studies have reported that, at least for relatively low numbers, numerosity can be accurately discriminated in the intra-parietal sulcus. Here we developed a novel rapid adaptation paradigm where adapting and test stimuli are separated by pauses sufficient to dissociate their BOLD activity. We used multivariate pattern recognition to classify brain activity evoked by non-symbolic numbers over a wide range (20–80), both before and after psychophysical adaptation to the highest numerosity. Adaptation caused underestimation of all lower numerosities, and decreased slightly the average BOLD responses in V1 and IPS. Using support vector machine, we showed that the BOLD response of IPS, but not in V1, classified numerosity well, both when tested before and after adaptation. However, there was no transfer from training pre-adaptation responses to testing post-adaptation, and vice versa, indicating that adaptation changes the neuronal representation of the numerosity. Interestingly, decoding was more accurate after adaptation, and the amount of improvement correlated with the amount of perceptual underestimation of numerosity across subjects. These results suggest that numerosity adaptation acts directly on IPS, rather than indirectly via other low-level stimulus parameters analysis, and that adaptation improves the capacity to discriminate numerosity.

          Highlights

          • Numerosity adaptation has long-lasting perceptual effects.

          • We investigated adaptation with fMRI multi-voxel classification techniques.

          • Numerosities were well classified in IPS (but not V1) before and after adaptation.

          • Adaptation changes the patterns of numerosity representation in IPS.

          • Adaptation increases decoding accuracy, both for the MVPA and human psychophysics.

          Related collections

          Most cited references49

          • Record: found
          • Abstract: found
          • Article: not found

          Information-based functional brain mapping.

          The development of high-resolution neuroimaging and multielectrode electrophysiological recording provides neuroscientists with huge amounts of multivariate data. The complexity of the data creates a need for statistical summary, but the local averaging standardly applied to this end may obscure the effects of greatest neuroscientific interest. In neuroimaging, for example, brain mapping analysis has focused on the discovery of activation, i.e., of extended brain regions whose average activity changes across experimental conditions. Here we propose to ask a more general question of the data: Where in the brain does the activity pattern contain information about the experimental condition? To address this question, we propose scanning the imaged volume with a "searchlight," whose contents are analyzed multivariately at each location in the brain.
            Bookmark
            • Record: found
            • Abstract: not found
            • Article: not found

            QUEST: a Bayesian adaptive psychometric method.

              Bookmark
              • Record: found
              • Abstract: found
              • Article: not found

              On the existence of neurones in the human visual system selectively sensitive to the orientation and size of retinal images.

              1. It was found that an occipital evoked potential can be elicited in the human by moving a grating pattern without changing the mean light flux entering the eye. Prolonged viewing of a high contrast grating reduces the amplitude of the potential evoked by a low contrast grating.2. This adaptation to a grating was studied psychophysically by determining the contrast threshold before and after adaptation. There is a temporary fivefold rise in contrast threshold after exposure to a high contrast grating of the same orientation and spatial frequency.3. By determining the rise of threshold over a range of spatial frequency for a number of adapting frequencies it was found that the threshold elevation is limited to a spectrum of frequencies with a bandwidth of just over an octave at half amplitude, centred on the adapting frequency.4. The amplitude of the effect and its bandwidth are very similar for adapting spatial frequencies between 3 c/deg. and 14 c/deg. At higher frequencies the bandwidth is slightly narrower. For lower adapting frequencies the peak of the effect stays at 3 c/deg.5. These and other findings suggest that the human visual system may possess neurones selectively sensitive to spatial frequency and size. The orientational selectivity and the interocular transfer of the adaptation effect implicate the visual cortex as the site of these neurones.6. This neural system may play an essential preliminary role in the recognition of complex images and generalization for magnification.
                Bookmark

                Author and article information

                Contributors
                Journal
                Neuroimage
                Neuroimage
                Neuroimage
                Academic Press
                1053-8119
                1095-9572
                1 December 2016
                December 2016
                : 143
                : 364-377
                Affiliations
                [a ]Department of Translational Research on New Technologies in Medicine and Surgery, University of Pisa, Italy
                [b ]Department of Neuroscience, Psychology, Pharmacology and Child Health, University of Florence, Florence, Italy
                [c ]Stella Maris Scientific Institute, Pisa, Italy
                [d ]Laboratory of Medical Physics and Biotechnologies for Magnetic Resonance, IRCCS Stella Maris and IMAGO7 Foundation, Pisa Italy
                [e ]Institute of Neuroscience, National Research Council, Pisa, Italy
                Author notes
                [* ]Corresponding author. concetta@ 123456in.cnr.it
                Article
                S1053-8119(16)30483-9
                10.1016/j.neuroimage.2016.09.020
                5139983
                27622396
                64362d46-c0af-4221-8cef-38be9a458828
                © 2016 The Authors

                This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).

                History
                : 8 July 2016
                : 9 September 2016
                Categories
                Article

                Neurosciences
                number perception,adaptation,fmri,multivariate decoding,parietal cortex
                Neurosciences
                number perception, adaptation, fmri, multivariate decoding, parietal cortex

                Comments

                Comment on this article