ArticleNature methods2024
Virtual reality-empowered deep-learning analysis of brain cells.
Article in Nature methods, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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.
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.
Who cites it
19 citing papers in PubMed, 34 citations in OpenAlex.
- Whole-mouse immunolabeling at cellular resolution for comprehensive 3D atlases.Nature protocols · 2026Review
- Rapid robust high-fidelity 3D neuronal extraction from multiview calcium imaging datasets.Nature methods · 2026Article
- The TopCoW Challenge - Topology-Aware Circle of Willis Segmentation for CT and MR Angiography.NEJM AI · 2026Article
- Article
- From identity to function: unveiling the cellular complexity of hypothalamic feeding circuits.Reviews in endocrine & metabolic disorders · 2026Review
- Article
- Artificial intelligence-powered microscopy: Transforming the landscape of parasitology.Journal of microscopy · 2026Review
- Nanocarrier imaging at single-cell resolution across entire mouse bodies with deep learning.Nature biotechnology · 2025Article
- Exploring interaction paradigms for segmenting medical images in virtual reality.International journal of computer assisted radiology and surgery · 2025Article
- Virtual reality-augmented differentiable simulations for digital twin applications in surgical planning.Scientific reports · 2025Article
- Article
- Unlocking the potential of large-scale 3D imaging with tissue clearing techniques.Microscopy (Oxford, England) · 2025Review
- An Improved SHANEL Procedure for Clearing and Staining Brain Tissue from Multiple Species.International journal of molecular sciences · 2025Article
- A deep learning pipeline for three-dimensional brain-wide mapping of local neuronal ensembles in teravoxel light-sheet microscopy.Nature methods · 2025Article
- Metformin attenuates central sensitization by regulating neuroinflammation through the TREM2-SYK signaling pathway in a mouse model of chronic migraine.Journal of neuroinflammation · 2024Article
- Cancer neuroscience at the brain-body interface.Genes & development · 2024Review
- Deep 3D histology powered by tissue clearing, omics and AI.Nature methods · 2024Review
- Tissue histology in 3D.Nature methods · 2024Article
- Enhancing efficiency in pediatric brain tumor segmentation using a pathologically diverse single-center clinical dataset.Neuro-oncology advancesArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
19 authors at 6 institutions in 4 countries.
Funding
Abstract
Automated detection of specific cells in three-dimensional datasets such as whole-brain light-sheet image stacks is challenging. Here, we present DELiVR, a virtual reality-trained deep-learning pipeline for detecting c-Fos
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.