ArticleNano letters2023
Combining Acoustic Bioprinting with AI-Assisted Raman Spectroscopy for High-Throughput Identification of Bacteria in Blood.
Article in Nano letters, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 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
28 citing papers in PubMed, 69 citations in OpenAlex.
- Plasmonic Enhancement of Fluorescence and Protein Dynamics in Living Mammalian Cells.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Integrated SERS and Machine Learning Workflow for Nanoplastic Detection on a Plasmonic Membrane.Analytical chemistry · 2026Article
- Next-Generation SERS Probes: Engineering Hotspots, Intelligent Molecular Targeting, and AI-Driven Spectral Analysis for Emerging Applications.Nanomaterials (Basel, Switzerland) · 2026Review
- Predicting targeted- and immunotherapeutic response outcomes in melanoma with single-cell Raman spectroscopy and AI.bioRxiv : the preprint server for biology · 2026Article
- Unconventional bioprinting modalities for advanced tissue biofabrication.Biomaterials · 2026Review
- Laboratory strategies for the identification of Burkholderia species: From classical phenotyping to advanced genomic and proteomic approaches.Antonie van Leeuwenhoek · 2026Review
- Dynamic, single-cell monitoring of CAR T cell identity and activation with Raman spectroscopy.bioRxiv : the preprint server for biology · 2026Article
- Acoustic Bioprinting: A Glimpse Into an Emerging Field.Small methods · 2026Review
- Recent Advancements in the SERS-Based Detection ofSensors (Basel, Switzerland) · 2026Review
- Application of surface-enhanced Raman scattering combined with artificial intelligence for multiplex detection of chemotherapeutic agents used in solid tumors.Analytical and bioanalytical chemistry · 2025Article
- Frontier Technologies in Single-Cell Analysis: Synergistic Fusion of Droplet Printing and High-Performance Detection System.Analytical science advances · 2025Review
- The Synergy of Artificial Intelligence and 3D Bioprinting: Unlocking New Frontiers in Precision and Tissue Fabrication.Advanced functional materials · 2025Article
- Unveiling the Future of Infective Endocarditis Diagnosis: The Transformative Role of Metagenomic Next-Generation Sequencing in Culture-Negative Cases.Journal of epidemiology and global health · 2025Review
- How can surface-enhanced Raman spectroscopy improve diagnostics for bacterial infections?Nanomedicine (London, England) · 2025Article
- Nanoplasmonic SERS on fidget spinner for digital bacterial identification.Microsystems & nanoengineering · 2025Article
- AI-driven 3D bioprinting for regenerative medicine: From bench to bedside.Bioactive materials · 2025Review
- Trends and Advances in Wearable Plasmonic Sensors Utilizing Surface-Enhanced Raman Spectroscopy (SERS): A Comprehensive Review.Sensors (Basel, Switzerland) · 2025Review
- In vivo surface-enhanced Raman scattering techniques: nanoprobes, instrumentation, and applications.Light, science & applications · 2025Review
- Designing nanotheranostics with machine learning.Nature nanotechnology · 2024Review
- High-throughput antibody screening with high-quality factor nanophotonics and bioprinting.ArXiv · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors at 3 institutions in 2 countries.
Funding
Abstract
Identifying pathogens in complex samples such as blood, urine, and wastewater is critical to detect infection and inform optimal treatment. Surface-enhanced Raman spectroscopy (SERS) and machine learning (ML) can distinguish among multiple pathogen species, but processing complex fluid samples to sensitively and specifically detect pathogens remains an outstanding challenge. Here, we develop an acoustic bioprinter to digitize samples into millions of droplets, each containing just a few cells, which are identified with SERS and ML. We demonstrate rapid printing of 2 pL droplets from solutions containing
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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.