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With the rapid advancement of fluorescence microscopy, there is a growing interest in the multiplexed detection and identification of various bioanalytes (e.g., nucleic acids and proteins) for efficient sample processing and analysis. We introduce in this work a simple and robust method to provide combinations for micrometer-scale fluorescent DNA barcodes of hierarchically assembled DNA origami superstructures for multiplexed molecular probing. In addition to optically resolvable dots, we placed fluorescent loci on adjacent origami within the diffraction limit of each other, rendering them as unresolvable bars of measurable lengths. We created a basic set of barcodes and trained a machine learning algorithm to process and identify individual barcodes from raw images with high accuracy. Moreover, we demonstrated that the number of combinations can be increased exponentially by generating longer barcodes, by controlling the number of incorporated fluorophores to create multiple levels of fluorescence intensity, and by employing super-resolution imaging. To showcase the readiness of the barcodes for applications, we used our barcodes to capture and identify target nucleic acid sequences and for simultaneous multiplexed characterization of binding kinetics of several orthogonal complementary nucleic acids.
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http://dx.doi.org/10.1021/acsnano.1c03796 | DOI Listing |
Am J Epidemiol
September 2025
Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.
Tree-based scan statistics (TBSS) are data mining methods that screen thousands of hierarchically related health outcomes to detect unsuspected adverse drug effects. TBSS traditionally analyze claims data with outcomes defined via diagnosis codes. TBSS have not been previously applied to rich clinical information in Electronic Health Records (EHR).
View Article and Find Full Text PDFTalanta
August 2025
College of Mechanical Engineering, Zhejiang University of Technology, Hangzhou, China; Key Laboratory of Special Purpose Equipment and Advanced Processing Technology, Ministry of Education, Zhejiang University of Technology, Hangzhou, China; Zhejiang Key Laboratory of High-Precision and Efficiency H
Rapid and accurate quantification of mineral elements in plants facilitates the optimization of cultivation strategies and provides theoretical support for heavy metal pollution control. Compared to traditional chemical detection methods, laser-induced breakdown spectroscopy (LIBS) offers rapid, simultaneous multi-element analysis. However, the quantitative accuracy of LIBS is often hindered by challenges such as sample heterogeneity and the inherent matrix effects arising from the physical and chemical properties of samples.
View Article and Find Full Text PDFSensors (Basel)
August 2025
Dept. of Electronic and Mechanical Engineering, GyeongKuk National University, 1375 Gyeongdong-ro, Andong 36729, Gyeongsangbuk-do, Republic of Korea.
This paper introduces EmotionTFN (Emotion-Multi-Scale Temporal Fusion Network), a novel hierarchical temporal fusion architecture that addresses key challenges in IoT emotion recognition by processing diverse sensor data while maintaining accuracy across multiple temporal scales. The architecture integrates physiological signals (EEG, PPG, and GSR), visual, and audio data using hierarchical temporal attention across short-term (0.5-2 s), medium-term (2-10 s), and long-term (10-60 s) windows.
View Article and Find Full Text PDFGen Hosp Psychiatry
August 2025
San Francisco Veterans Affairs Health Care System, 4150 Clement St, San Francisco, CA 94121, USA; University of California San Francisco, School of Medicine, 675 18th St, San Francisco, CA 94107, USA; Center for Data to Discovery and Delivery Innovation (3DI), 4150 Clement St, San Francisco, CA 9412
Recommended evidence-based psychotherapies (EBPs) for posttraumatic stress disorder (PTSD), including Cognitive Processing Therapy (CPT) and Prolonged Exposure Therapy (PE) are being delivered by video telehealth at high rates. Although clinical trials suggest that the treatment dose of PTSD EBPs is similar between in-person and video telehealth modalities, large-scale studies have not investigated whether this remains consistent in routine clinical practice. To fill this gap, we identified a national sample of veterans who initiated PTSD EBP from 4/2022-4/2023 (n = 23,812) in the Veterans Health Administration (VHA).
View Article and Find Full Text PDFUltrasonics
August 2025
Department of Physics and Technology, UiT The Arctic University of Norway, 9037 Tromsø, Norway. Electronic address:
Structural Health Monitoring (SHM) systems typically employ piezoelectric sensors for the monitoring of variations in structural members. However, subsurface deterioration or damage within the sensors can impair the system's overall reliability and precision. This drawback can be addressed using a suggested reference-free detection method and subsurface defect localization for Lead zirconate titanate (PZT) sensor defects, combining signal processing and machine-learning-based feature extraction techniques.
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