ArticleNature communications2024
Neuromorphic-enabled video-activated cell sorting.
Article in Nature communications, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers.
What it found
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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
27 citing papers in PubMed.
- A piezoelectric pump with flow-concentrating chamber for multifunctional microfluidic systems.Mikrochimica acta · 2026Article
- A Bilayer Rare-Earth/High-κ Oxide Memristor for Energy-Efficient Neuromorphic Intelligence.Small (Weinheim an der Bergstrasse, Germany) · 2026Article
- Triphenylamine-Based Colorimetric and Fluorometric Sensor for Cu²⁺, Co²⁺ Ions and Volatile Acid Vapour: Experimental and DFT Studies.Journal of fluorescence · 2026Article
- Virtual cell: Current perspectives and future prospects.The Journal of international medical research · 2026Review
- Beyond the infusion: nursing at the vanguard of cytokine release syndrome rescue in CAR-T cell therapy.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2026Review
- Beyond CRISPR: next-gen precision engineering of CAR-NK cells for enhanced persistence, trafficking, and tumor eradication.Cancer cell international · 2026Review
- From Synthesis to Application: Functionalized Magnetic Nanoparticles as a Simple and Reliable Tool for Nucleic Acid Purification.ACS omega · 2026Article
- A quantitative study of cytotoxic compounds using graph based descriptors and machine learning.Scientific reports · 2026Article
- PANoptosis in Cytokine Release Syndrome: Bridging the Gap between Inflammation and Cell Death.Current pharmaceutical design · 2026Review
- Efficient blood cell classification from microscopic smear images using U-Net segmentation and a lightweight CNN.Scientific reports · 2025Article
- Low-cost video-assisted thoracic surgery lobectomy versus regular VATS lobectomy: a propensity-matched retrospective cohort study.Journal of cardiothoracic surgery · 2025Article
- Advances in machine learning-enhanced microfluidic cell sorting.Science advances · 2025Review
- Nanosecond Pulsed Electric Fields (nsPEFs) for Precision Intracellular Oncotherapy: Recent Advances and Emerging Directions.International journal of molecular sciences · 2025Review
- Ultrafast Dynamic Defect Inspection With Computational Neuromorphic Imaging.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- A novel deep neural architecture for efficient and scalable multidomain image classification.Scientific reports · 2025Article
- Raman flow cytometry based single-cell species classification, viable-cell counting and vitality test for probiotic products.iMetaOmics · 2025Article
- Enhancing cell characterization with microfluidics and AI: a comprehensive review of mechanical, electrical, and hybrid techniques.Biotechnology reports (Amsterdam, Netherlands) · 2025Review
- T-2 Toxin-Induced Hepatotoxicity in HepG2 Cells Involves the Inflammatory and Nrf2/HO-1 Pathways.Toxins · 2025Article
- Machine Learning-Powered Smart Healthcare Systems in the Era of Big Data: Applications, Diagnostic Insights, Challenges, and Ethical Implications.Diagnostics (Basel, Switzerland) · 2025Review
- Exploring the Role of Artificial Intelligence in Smart Healthcare: A Capability and Function-Oriented Review.Healthcare (Basel, Switzerland) · 2025Review
Corrections and comments
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Authors and funding
13 authors.
Funding
Abstract
Imaging flow cytometry allows image-activated cell sorting (IACS) with enhanced feature dimensions in cellular morphology, structure, and composition. However, existing IACS frameworks suffer from the challenges of 3D information loss and processing latency dilemma in real-time sorting operation. Herein, we establish a neuromorphic-enabled video-activated cell sorter (NEVACS) framework, designed to achieve high-dimensional spatiotemporal characterization content alongside high-throughput sorting of particles in wide field of view. NEVACS adopts event camera, CPU, spiking neural networks deployed on a neuromorphic chip, and achieves sorting throughput of 1000 cells/s with relatively economic hybrid hardware solution (~$10 K for control) and simple-to-make-and-use microfluidic infrastructures. Particularly, the application of NEVACS in classifying regular red blood cells and blood-disease-relevant spherocytes highlights the accuracy of using video over a single frame (i.e., average error of 0.99% vs 19.93%), indicating NEVACS' potential in cell morphology screening and disease diagnosis.
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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.