Evidence map›Paper›PMID 34921779›Full record

ArticleNeuron2022

Detailed mapping of behavior reveals the formation of prelimbic neural ensembles across operant learning.

Yan Zhang, Alexander J Denman, Bo Liang, Craig T Werner, Nicholas J Beacher, Rong Chen, Yun Li, Yavin Shaham, Giovanni Barbera, Da-Ting Lin

Abstract read
In one paragraph

Article in Neuron, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 30 papers.

0numbers the graph read from it
0cells of the map it votes in
30citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

30 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Distinct prelimbic cortex ensembles encode response execution and inhibition.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  8. Prelimbic cortical excitatory overdrive and inhibitory underdrive accompany environmental suppression of food seeking.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2025
    Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. Article
  19. Article
  20. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Yan ZhangIntramural Research Program, National Institute on Drug Abuse, National Institutes of Health, 333 Cassell Drive, Baltimore, MD 21224, USA.
Alexander J DenmanIntramural Research Program, National Institute on Drug Abuse, National Institutes of Health, 333 Cassell Drive, Baltimore, MD 21224, USA.
Bo LiangSchool of Electrical Engineering & Computer Science, College of Engineering & Mines, University of North Dakota, 243 Centennial Drive Stop 7165, Grand Forks, ND 58202, USA.
Craig T WernerIntramural Research Program, National Institute on Drug Abuse, National Institutes of Health, 333 Cassell Drive, Baltimore, MD 21224, USA.
Nicholas J BeacherIntramural Research Program, National Institute on Drug Abuse, National Institutes of Health, 333 Cassell Drive, Baltimore, MD 21224, USA.
Rong ChenDepartment of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, 100 N. Greene St., Baltimore, MD 21201, USA.
Yun LiDepartment of Zoology and Physiology, University of Wyoming, 1000 E University Avenue, Laramie, WY 82071, USA.
Yavin ShahamIntramural Research Program, National Institute on Drug Abuse, National Institutes of Health, 333 Cassell Drive, Baltimore, MD 21224, USA.
Giovanni BarberaIntramural Research Program, National Institute on Drug Abuse, National Institutes of Health, 333 Cassell Drive, Baltimore, MD 21224, USA. Electronic address: giovanni.barbera@nih.gov.
Da-Ting LinIntramural Research Program, National Institute on Drug Abuse, National Institutes of Health, 333 Cassell Drive, Baltimore, MD 21224, USA; The Solomon H. Snyder Department of Neuroscience, Johns Hopkins University School of Medicine, 725 N. Wolfe Street, Baltimore, MD 21205, USA. Electronic address: da-ting.lin@nih.gov.

Funding

Zebrafish Models of CNS Injury and Locomotor RecoveryP20GM121310 · NIGMS · UNIVERSITY OF WYOMING · PI Rammohan Shukla · 2017 to 2026
$27.2M
In vivo imaging of dorsal striatum function in freely behaving miceZIADA000603 · NIDA · NATIONAL INSTITUTE ON DRUG ABUSE · PI LIN, DA-TING · 2015 to 2025
$22.3M
Generation and characterization of a mouse model exhibiting beta-amyloidosis and tauopathy with nuclear depletion of TDP-43R61NS115161 · NINDS · JOHNS HOPKINS UNIVERSITY · PI WONG, PHILIP C · 2019 to 2019
$2.2M
Functional Validation of TDP-43 splicing repression for frontotemporal degenerationUG3NS115608 · NINDS · JOHNS HOPKINS UNIVERSITY · PI WONG, PHILIP C · 2019 to 2019
$1.5M
Intramural NIH HHS ZIA DA000603NIGMS NIH HHS P20 GM121310NINDS NIH HHS R61 NS115161NINDS NIH HHS UG3 NS115608
6 · The paper itself

Abstract

The prelimbic cortex (PrL) is involved in the organization of operant behaviors, but the relationship between longitudinal PrL neural activity and operant learning and performance is unknown. Here, we developed deep behavior mapping (DBM) to identify behavioral microstates in video recordings. We combined DBM with longitudinal calcium imaging to quantify behavioral tuning in PrL neurons as mice learned an operant task. We found that a subset of PrL neurons were strongly tuned to highly specific behavioral microstates, both task and non-task related. Overlapping neural ensembles were tiled across consecutive microstates in the response-reinforcer sequence, forming a continuous map. As mice learned the operant task, weakly tuned neurons were recruited into new ensembles, with a bias toward behaviors similar to their initial tuning. In summary, our data suggest that the PrL contains neural ensembles that jointly encode a map of behavioral states that is fine grained, is continuous, and grows during operant learning.

Indexed as

Conditioning, OperantLearningAnimalsBehavior, AnimalCerebral CortexMiceNeuronsbehavioral sequencebehavioral tuningcognitive mapsdeep behavior mappinglearninglongitudinal calcium imagingminiScopeneural ensemblesoperant conditioningprelimbic cortex

Identifiers

PMID34921779
PMCPMC8899843

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.