Consolidating skill learning through sleep

https://doi.org/10.1016/j.cobeha.2018.01.013Get rights and content

Highlights

  • We review current research on how sleep benefits skill learning by consolidating memory.

  • Sleep restores memories from learning a skill that are lost through interference.

  • Sleep protects memories from learning a skill against future forgetting from interference.

  • Sleep consolidation of learning may reorganize memories in order to stabilize memory.

  • Sleep promotes the generalization and abstraction needed for effective skill learning.

Skill learning depends on retaining memories of skill-use experiences over time. These memories need to be robust against interference and therefore depend on consolidation. Further, skills must generalize beyond the learning experiences to be useful in novel but related situations. We review the role of sleep in the consolidation of skill learning, along with research findings that sleep: (1) reduces the effects of interference on skill learning, (2) protects against future interference with skill learning, (3) aids in the abstraction and generalization of skill learning. We discuss theories of sleep consolidation in terms of putative neural mechanisms and describe the key paradigms and questions in sleep research.

Introduction

We sleep (if lucky) for a substantial portion of our lives, but the role of sleep in mind and biology is still not well understood [1]. Although there has been a longstanding interest in the role of sleep in learning, ranging from studies of frozen cockroaches [2] to soccer skills [3] to studies of dreaming (cf. [4]), there are many unanswered questions, such as how sleep aids learning and memory. One of the primary theories of learning and memory is that the learning of one thing makes it harder to learn something different but similar afterwards, and learning something new can interfere with the prior learning  called proactive and retroactive interference (see [5]). Although both proactive and retroactive interference can be classified as either informational (via the overlap of content: A maps to B and A also maps to C) or processing oriented (via mental exertion or memory formation) [5], for the purposes of the present discussion such a distinction is less relevant than the recognition that (1) prior learning and subsequent experiences can have adverse effects on learning a task and (2) that sleep plays a role in mitigating such interference [6]. However, it has been demonstrated that conscious framing  i.e., the way the participant understands the task or expectations about the task  can affect both interference effects in motor sequence learning and sleep consolidation [7]. Understanding the mechanisms of interference may ultimately be linked to a clearer understanding of sleep consolidation.

An early view of the function of sleep is that it aids memory passively, simply because sleeping reduces opportunities for interference from subsequent experience via the lack of consciously directed activity [8]. Research rejected this simple view of sleep (e.g., [9]) and replaced it with an alternative view that sleep actively consolidates memories [10]. However, there are new theories proposing different possible mechanisms operating during sleep to protect or consolidate memory [11]. One broad neural network view holds that sleep operates to consolidate immediate encodings of experience based on some specific brain regions (e.g., hippocampus) into more stable neocortical representations [12] whereas other theories focus on changes in the synaptic connections among neurons [13].

A paradigmatic shift from the historical focus on explicit memories encoding information about specific events or experiences (remembering word lists or lunch yesterday) to more implicit memories demonstrating learned performance, such as playing golf or piano [14] has been important to understanding the role of sleep in learning. As in other approaches to memory research such as neuropsychological patients like HM [15] or non-human animal research [16] the distinction between declarative memory (i.e., describable) and procedural or non-declarative memory (i.e., skill learning, task learning) has provided different kinds of results. This shift from explicit memory for experiences to non-verbal procedures (e.g., perceptual discrimination, motor sequences) however, has changed a number of aspects of the learning situation. These aspects primarily arise because procedural or non-declarative memory tasks marked a shift from learning many things (e.g., lists of words) to learning a single simple task (e.g., repeated finger movements [17] or a single visual pattern discrimination [18]). Given that non-verbal, procedural skills like tennis or telegraphy develop from experiences over time  over days or even years [19], memories of these experiences must accrue to support learning. Moreover, for skills to generalize to new but related situations, skills must be abstracted from specific experiences. Our view is that a skill is not simply the learning of a single motor pattern (i.e., a sequence of finger movements) or a single visual discrimination, but instead is best conceptualized as a generalized capability to perceive new patterns that share properties or to produce new movement patterns under novel conditions ranging from riding a bicycle to playing chess to becoming a radiologist. But it is also important to note that while declarative and procedural (skill-like) memories have many identified differences, declarative memories are not studied directly. The formation and retrieval of declarative memories is strategic [20] and may be conceptualized as procedural [21], and thus may itself be a kind of skill.

Section snippets

Sleep consolidation of skills

The first studies that showed clear evidence of sleep-dependent memory consolidation were studies of procedural learning (e.g., see [22]) as opposed to declarative memory formation. Learning to discriminate a single visual pattern [23] and learning a single finger-tapping motor sequence [24] showed benefits of sleep in terms of post-sleep enhancements in performance. Indeed, Walker [25] argued that sleep consolidation reflects enhancement over baseline learning whereas time alone can stabilize

Sleep stages and skill learning

The discovery of sleep stages (see Figure 1) and rapid eye movement (REM) sleep [41] (Figure 1, Panel A) showed that sleep is not homogeneous and varies over time. Scientific interest in REM  and its potential role in learning  intensified with the evidence of an association with dreaming and the resultant perception of REM as the ‘psychologically active’ sleep stage [42]. However, these results were questioned [4], and research shifted to other stages.

Although some accounts still suggest REM is

Cueing during sleep

The argument that sleep consolidation relies on reactivation or replay is often supported by studies that present learning-related stimuli, or cues, during sleep (see [74] for a review, Figure 2). Sleep cues can be associative  for example, odors that were previously paired with visual stimuli during learning could be experienced again during sleep. In one such study [75], Rasch et al. presented subjects with a rose odor while they learned the locations of objects in a 2D grid. Subjects who

Sleep and two-stage learning models

A hallmark of many learning models is that learning occurs in two stages via two memory storage systems: one quick-learning with weak encoding and one slow-learning with stable encoding  thought to be neocortex. In humans, the hippocampus appears essential for the rapid formation of associations that, via a process of consolidation (presumably during an offline period such as sleep), are encoded into neocortical memory systems (e.g., [12]). Although hippocampal based two-stage models deal mainly

Conclusion

Skill learning refers to the acquisition of a generalized ability to perform using the interplay of sensory and motor systems along with knowledge derived from experience. A generalized ability goes beyond a single specific action pattern, but instead, reflects the ability to perform across a variety of settings and differential demands such as playing tennis with different rackets against different opponents. Although cognitive neuroscience distinguishes between declarative and procedural

Conflict of interest statement

Nothing declared.

References and recommended reading

Papers of particular interest, published within the period of review, have been highlighted as:

  • • of special interest

  • •• of outstanding interest

Acknowledgements

Funding: Preparation of this manuscript was supported in part by the John Templeton Foundation and the National Science Foundation to the University of Chicago, and in part by a grant from the ONR grant DoD/ONR N00014-12-1-0850 to UCSD.

References (87)

  • L. Marshall et al.

    Boosting slow oscillations during sleep potentiates memory

    Nature

    (2006)
  • O. Eschenko et al.

    Sustained increase in hippocampal sharp-wave ripple activity during slow-wave sleep after learning

    Learn Mem

    (2008)
  • A. Sirota et al.

    Communication between neocortex and hippocampus during sleep in rodents

    Proc Natl Acad Sci U S A

    (2003)
  • B. Perfetti et al.

    Modulation of gamma and theta spectral amplitude and phase synchronization is associated with the development of visuo-motor learning

    J Neurosci

    (2011)
  • M. Massimini et al.

    The sleep slow oscillation as a traveling wave

    J Neurosci

    (2004)
  • M. Nishida et al.

    Slow sleep spindle and procedural memory consolidation in patients with major depressive disorder

    Nat Sci Sleep

    (2016)
  • B. Rasch et al.

    Odor cues during slow-wave sleep prompt declarative memory consolidation

    Science (80-.)

    (2007)
  • J.D. Creery et al.

    Targeted memory reactivation during sleep depends on prior learning

    Sleep

    (2015)
  • D. Bendor et al.

    Biasing the content of hippocampal replay during sleep

    Nat Neurosci

    (2012)
  • F.G. Ashby et al.

    Human category learning

    Annu Rev Psychol

    (2005)
  • R. Stickgold

    Sleep-dependent memory consolidation

    Nature

    (2005)
  • W.S. Hunter

    The effect of inactivity produced by cold upon learning and retention in the cockroach, blatella germanica, Pedagog

    Semin J Genet Psychol

    (1932)
  • S. Pallesen et al.

    The effects of sleep deprivation on soccer skills

    Percept Mot Skills

    (2017)
  • J.M. Siegel

    The REM sleep  memory consolidation hypothesis

    Science (80-.)

    (2001)
  • J.T. Wixted

    The psychology and neuroscience of forgetting

    Annu Rev Psychol

    (2004)
  • T.P. Brawn et al.

    Consolidation of sensorimotor learning during sleep

    Learn Mem

    (2008)
  • J.G. Jenkins et al.

    Obliviscence during sleep and waking

    Am J Psychol

    (1924)
  • S. Gais et al.

    Sleep after learning aids memory recall

    Learn Mem

    (2006)
  • T.P. Brawn et al.

    Consolidating the effects of waking and sleep on motor-sequence learning

    J Neurosci

    (2010)
  • J.L. McClelland et al.

    Why there are complementary learning systems in the hippocampus and neortex: insights from the successes and failures of connectionist models of learning and memory

    Psychol Rev

    (1995)
  • B. Rasch et al.

    About sleep's role in memory

    Physiol Rev

    (2013)
  • L.R. Squire et al.

    Structure and function of declarative and nondeclarative memory systems

    Proc Natl Acad Sci

    (1996)
  • M.P. Walker et al.

    Dissociable stages of human memory consolidation and reconsolidation

    Nature

    (2003)
  • R. Stickgold et al.

    Visual discrimination learning requires sleep after training

    Nat Neurosci

    (2000)
  • H.P. Bahrick et al.

    Retention of Spanish vocabulary over 8 years

    J Exp Psychol Learn Mem Cogn

    (1987)
  • D.A. Gallo

    Associative Illusions of Memory: False Memory Research in DRM and Related Tasks

    (2006)
  • A. Karni et al.

    The time course of learning a visual skill

    Nature

    (1993)
  • M.P. Walker

    A refined model of sleep and the time course of memory formation

    Behav Brain Sci

    (2005)
  • T.P. Brawn et al.

    Sleep-dependent consolidation of auditory discrimination learning in adult starlings

    J Neurosci

    (2010)
  • T.C. Rickard et al.

    Sleep does not enhance motor sequence learning

    J Exp Psychol Learn Mem Cogn

    (2008)
  • A. Nettersheim et al.

    The role of sleep in motor sequence consolidation: stabilization rather than enhancement

    J Neurosci

    (2015)
  • K.M. Fenn et al.

    Consolidation during sleep of perceptual learning of spoken language

    Nature

    (2003)
  • T.P. Brawn et al.

    Sleep consolidation of interfering auditory memories in starlings

    Psychol Sci

    (2013)
  • View full text