Literature DB >> 33473215

Decoding and perturbing decision states in real time.

Diogo Peixoto1,2,3, Jessica R Verhein4,5,6, Roozbeh Kiani7, Jonathan C Kao8,9,10,11, Paul Nuyujukian8,9,12,13,14, Chandramouli Chandrasekaran8,9,15,16,17, Julian Brown18,8, Sania Fong18,8, Stephen I Ryu9,19, Krishna V Shenoy18,8,9,12,14,15, William T Newsome20,21,22.   

Abstract

In dynamic environments, subjects often integrate multiple samples of a signal and combine them to reach a categorical judgment1. The process of deliberation can be described by a time-varying decision variable (DV), decoded from neural population activity, that predicts a subject's upcoming decision2. Within single trials, however, there are large moment-to-moment fluctuations in the DV, the behavioural significance of which is unclear. Here, using real-time, neural feedback control of stimulus duration, we show that within-trial DV fluctuations, decoded from motor cortex, are tightly linked to decision state in macaques, predicting behavioural choices substantially better than the condition-averaged DV or the visual stimulus alone. Furthermore, robust changes in DV sign have the statistical regularities expected from behavioural studies of changes of mind3. Probing the decision process on single trials with weak stimulus pulses, we find evidence for time-varying absorbing decision bounds, enabling us to distinguish between specific models of decision making.

Entities:  

Mesh:

Year:  2021        PMID: 33473215     DOI: 10.1038/s41586-020-03181-9

Source DB:  PubMed          Journal:  Nature        ISSN: 0028-0836            Impact factor:   49.962


  3 in total

1.  Dynamics of neural population responses in prefrontal cortex indicate changes of mind on single trials.

Authors:  Roozbeh Kiani; Christopher J Cueva; John B Reppas; William T Newsome
Journal:  Curr Biol       Date:  2014-06-19       Impact factor: 10.834

2.  Vacillation, indecision and hesitation in moment-by-moment decoding of monkey motor cortex.

Authors:  Matthew T Kaufman; Mark M Churchland; Stephen I Ryu; Krishna V Shenoy
Journal:  Elife       Date:  2015-05-05       Impact factor: 8.140

Review 3.  Decision making as a window on cognition.

Authors:  Michael N Shadlen; Roozbeh Kiani
Journal:  Neuron       Date:  2013-10-30       Impact factor: 17.173

  3 in total
  6 in total

1.  Bubblewrap: Online tiling and real-time flow prediction on neural manifolds.

Authors:  Anne Draelos; Pranjal Gupta; Na Young Jun; Chaichontat Sriworarat; John Pearson
Journal:  Adv Neural Inf Process Syst       Date:  2021-12

Review 2.  The population doctrine in cognitive neuroscience.

Authors:  R Becket Ebitz; Benjamin Y Hayden
Journal:  Neuron       Date:  2021-08-19       Impact factor: 18.688

3.  Dynamic task-belief is an integral part of decision-making.

Authors:  Cheng Xue; Lily E Kramer; Marlene R Cohen
Journal:  Neuron       Date:  2022-06-13       Impact factor: 18.688

4.  Stable choice coding in rat frontal orienting fields across model-predicted changes of mind.

Authors:  J Tyler Boyd-Meredith; Alex T Piet; Emily Jane Dennis; Ahmed El Hady; Carlos D Brody
Journal:  Nat Commun       Date:  2022-06-10       Impact factor: 17.694

5.  Belief traps: Tackling the inertia of harmful beliefs.

Authors:  Marten Scheffer; Denny Borsboom; Sander Nieuwenhuis; Frances Westley
Journal:  Proc Natl Acad Sci U S A       Date:  2022-07-18       Impact factor: 12.779

6.  Modularity and robustness of frontal cortical networks.

Authors:  Guang Chen; Byungwoo Kang; Jack Lindsey; Shaul Druckmann; Nuo Li
Journal:  Cell       Date:  2021-07-01       Impact factor: 66.850

  6 in total

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