AIMC Topic: Spectrum Analysis, Raman

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Cell Response to Nanoplastics and Their Carrier Effects Tracked Real-Timely with Machine Learning-Driven Smart Surface-Enhanced Raman Spectroscopy Slides.

Analytical chemistry Apr 4, 2025
Research on nanoplastic (NP) toxicity and their "carrier effects" on human health remains nascent, especially for real-time, in situ monitoring of metabolic reactions in live cells. Herein, we developed smart surface-enhanced Raman spectroscopy (SERS...
Microplastics Polystyrenes Cell Cycle Surface Properties Spectrum Analysis, Raman Cell Line Machine Learning Nanoparticles Humans
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Deep Learning-Powered Colloidal Digital SERS for Precise Monitoring of Cell Culture Media.

Nano letters Apr 3, 2025
Maintaining consistent quality in biomanufacturing is essential for producing high-quality complex biologics. Yet, current process analytical technologies (PAT) often fall short in achieving rapid and accurate monitoring of small-molecule critical pr...
Deep Learning Spectrum Analysis, Raman Culture Media Humans Colloids
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3D Hyperspectral Data Analysis with Spatially Aware Deep Learning for Diagnostic Applications.

Analytical chemistry Apr 3, 2025
Nowadays, with the rise of artificial intelligence (AI), deep learning algorithms play an increasingly important role in various traditional fields of research. Recently, these algorithms have already spread into data analysis for Raman spectroscopy....
Colorectal Neoplasms Deep Learning Imaging, Three-Dimensional Neural Networks, Computer Algorithms Spectrum Analysis, Raman Humans
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Deep Learning-driven Microfluidic-SERS to Characterize the Heterogeneity in Exosomes for Classifying Non-Small Cell Lung Cancer Subtypes.

ACS sensors Apr 1, 2025
Lung cancer exhibits strong heterogeneity, and its early diagnosis and precise subtyping are of great importance, as they can increase the ability to deliver personalized medicines by tailoring therapy regimens. Tissue biopsy, albeit the gold standar...
Lung Neoplasms Lab-On-A-Chip Devices Spectrum Analysis, Raman Microfluidic Analytical Techniques Gold Deep Learning Exosomes Cell Line, Tumor Carcinoma, Non-Small-Cell Lung Humans
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Rapid and accurate identification of foodborne bacteria: a combined approach using confocal Raman micro-spectroscopy and explainable machine learning.

Analytical and bioanalytical chemistry Mar 29, 2025
This study proposes a rapid identification method for foodborne pathogens by combining Raman spectroscopy with explainable machine learning. Spectral data of nine common foodborne pathogens are collected using a laser confocal Raman spectrometer, and...
Support Vector Machine Foodborne Diseases Bacteria Food Microbiology Machine Learning Spectrum Analysis, Raman Algorithms
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Cancer Cell Line Classification Using Raman Spectroscopy of Cancer-Derived Exosomes and Machine Learning.

Analytical chemistry Mar 27, 2025
Liquid biopsies are an emerging, noninvasive tool for cancer diagnostics, utilizing biological fluids for molecular profiling. Nevertheless, the current methods often lack the sensitivity and specificity necessary for early detection and real-time mo...
Spectrum Analysis, Raman Humans Lipids Machine Learning Principal Component Analysis Neoplasms Discriminant Analysis Cell Line, Tumor Exosomes
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Intelligent Bi-Dimensional Skin Biopsies of Rheumatoid Arthritis Based on Raman Spectral Imaging and Machine Learning.

Analytical chemistry Mar 27, 2025
Rheumatoid arthritis (RA) is one of the most common autoimmune diseases worldwide, characterized by its progressive and irreversible nature. Early diagnosis is crucial for delaying disease progression and optimizing treatment strategies. Existing dia...
Biopsy Skin Spectrum Analysis, Raman Support Vector Machine Humans Machine Learning Arthritis, Rheumatoid
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Human bone ultrastructure in 3D: Multimodal correlative study combining nanoscale X-ray computed tomography and quantitative polarized Raman spectroscopy.

Acta biomaterialia Mar 26, 2025
Unique mechanical properties of cortical bone are defined by the arrangement and ratio of its organic and inorganic constituents. This arrangement can be influenced by ageing and disease, urging the understanding of normal and deviant morphological p...
Humans Tomography, X-Ray Computed Female Middle Aged Spectrum Analysis, Raman Imaging, Three-Dimensional Femur Neck Bone and Bones
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Food Freshness Prediction Platform Utilizing Deep Learning-Based Multimodal Sensor Fusion of Volatile Organic Compounds and Moisture Distribution.

ACS sensors Mar 23, 2025
Various sensing methods have been developed for food spoilage research, but in practical applications, the accuracy of these methods is frequently constrained by the limitation of single-source data and challenges in cross-validating multimodal data....
Animals Deep Learning Cattle Spectrum Analysis, Raman Water Volatile Organic Compounds
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Deep Learning-Assisted SERS for Therapeutic Drug Monitoring of Clozapine in Serum on Plasmonic Metasurfaces.

Nano letters Mar 20, 2025
Clozapine is widely regarded as one of the most effective therapeutics for treatment-resistant schizophrenia. Despite its proven efficacy, the therapeutic use of clozapine is complicated by its narrow therapeutic index, which necessitates rapid and p...
Drug Monitoring Schizophrenia Antipsychotic Agents Clozapine Deep Learning Humans Neural Networks, Computer Spectrum Analysis, Raman
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