Evidence map›Paper›PMID 40305596›Full record

ArticleScience advances2025

Supervised and unsupervised learning reveal heroin-induced impairments in astrocyte structural plasticity.

Michela Marini, Yabo Niu, Heng Zhao, Anish Mohan, Nathan Koorndyk, Anna Kruyer, Demetrio Labate

Abstract read
In one paragraph

Article in Science advances, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Review
  2. Article
  3. Review
  4. Review
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

7 authors.

Michela MariniDepartment of Mathematics, University of Houston, Houston, TX, USA.ORCID 0009-0008-9053-5768
Yabo NiuDepartment of Mathematics, University of Houston, Houston, TX, USA.ORCID 0000-0001-8087-6747
Heng ZhaoDepartment of Mathematics, University of Houston, Houston, TX, USA.ORCID 0009-0001-8950-1359
Anish MohanDivision of Pharmaceutical Sciences, University of Cincinnati, Cincinnati, OH, USA.
Nathan KoorndykNeuroscience Graduate Program, University of Cincinnati, Cincinnati, OH, USA.ORCID 0009-0006-0287-6526
Anna KruyerDivision of Pharmaceutical Sciences, University of Cincinnati, Cincinnati, OH, USA.ORCID 0000-0001-9267-9492
Demetrio LabateDepartment of Mathematics, University of Houston, Houston, TX, USA.ORCID 0000-0002-9718-789X

Funding

Circuit-Selective Astroglial Plasticity During Opioid RelapseK01DA054339 · NIDA · UNIVERSITY OF CINCINNATI · PI Anna K Kruyer · 2022 to 2026
$918k
NIDA NIH HHS K01 DA054339
6 · The paper itself

Abstract

Astrocytes regulate synaptic activity across large brain territories via their complex, interconnected morphology. Emerging evidence supports the involvement of astrocytes in shaping relapse to opioid use through morphological rearrangements in the nucleus accumbens (NAc). However, a comprehensive assessment of astrocyte structural diversity within and between NAc subdivisions is lacking because of limitations in existing methodologies to quantify meaningful alterations in astrocyte structure. We developed a methodological pipeline that integrates supervised and unsupervised learning techniques to rigorously quantify astrocyte morphological features and spatial organization across the brain, leveraging expression of cytoskeletal markers. Application of this pipeline reveals that morphological characteristics of individual astrocytes predict their location within the NAc. Our analysis also indicates that after heroin use, astrocyte structural plasticity is impaired in portions of the NAc associated with the extinction of conditioned responses and is uniquely engaged in the dorsomedial portion of the NAc shell, an undercharacterized subdivision of the structure.

Indexed as

AstrocytesHeroinNeuronal PlasticitySupervised Machine LearningUnsupervised Machine LearningAnimalsMaleNucleus AccumbensHeroin

Identifiers

PMID40305596
PMCPMC12042888

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.