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Record W4408729809 · doi:10.1016/j.xpro.2025.103704

Protocol for labeling and manipulating “home”-activated neurons in mice

2025· article· en· W4408729809 on OpenAlexaff
Xian-shi Su, J. He, Yunlong Liu, Keyu Liu, Bo Lei, Yi Zhong

Bibliographic record

VenueSTAR Protocols · 2025
Typearticle
Languageen
FieldNeuroscience
TopicNeuroscience and Neuropharmacology Research
Canadian institutionsHospital for Sick Children
FundersMinistry of Science and Technology of the People's Republic of ChinaNational Natural Science Foundation of China
KeywordsProtocol (science)NeuroscienceComputer scienceMedicineBiologyPathology

Abstract

fetched live from OpenAlex

Home-related cues, such as home bedding, influence affective behaviors in mice, including fear relief, anxiety reduction, and defensive aggression. Here, we present a protocol for labeling and manipulating “home”-activated neurons in the lateral hypothalamus (LH) using a Tet-Off inducible system. We describe steps for virus injection, postoperative recovery, and combining c-Fos-driven activity labeling with chemogenetics. This protocol integrates neuronal targeting with behavioral assays to provide insights into the functional role of “home”-activated neurons in home-driven behavioral adaptations. For complete details on the use and execution of this protocol, please refer to Su et al. 1 • Steps for injecting AAV2/9 viral vector into the mouse lateral hypothalamus • Guidance on c-Fos-driven labeling of neurons activated by home bedding cues • Procedures for chemogenetic manipulation to assess home-driven behaviors Publisher’s note: Undertaking any experimental protocol requires adherence to local institutional guidelines for laboratory safety and ethics. Home-related cues, such as home bedding, influence affective behaviors in mice, including fear relief, anxiety reduction, and defensive aggression. Here, we present a protocol for labeling and manipulating “home”-activated neurons in the lateral hypothalamus (LH) using a Tet-Off inducible system. We describe steps for virus injection, postoperative recovery, and combining c-Fos-driven activity labeling with chemogenetics. This protocol integrates neuronal targeting with behavioral assays to provide insights into the functional role of “home”-activated neurons in home-driven behavioral adaptations.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Protocol · Consensus signal: none
Teacher disagreement score0.045
Threshold uncertainty score0.149

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0030.001
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0020.006
Insufficient payload (model declined to judge)0.0450.020

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.173
GPT teacher head0.475
Teacher spread0.301 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreProtocol

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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