Simultaneous Imaging of Multiple miRNAs in Mitochondria Controlled by Fluorescently Encoded Upconversion Optical Switches for Drug Resistance Studies.
Yun WenWen-Ye LiuJian-Hua WangYong-Liang YuShuai ChenPublished in: Analytical chemistry (2023)
Mitochondrial miRNAs (mitomiRs) are essential regulators of biological processes by influencing mitochondrial gene expression and function. To comprehensively understand related pathological processes and treatments, simultaneous imaging of multiple mitomiRs is crucial. In this study, we present a technique that enables simultaneous monitoring of multiple mitomiRs in living cells using a near-infrared (NIR) photoactivated controlled detection probe (PD-mFleU) with a fluorescence-encoded error correction module and a nonsupervised machine learning data-processing algorithm. This method allows controlled sensing imaging of mitomiRs with a DNA reporter probe that can be activated by NIR light after targeted mitochondrial localization. Multilayer upconversion nanoparticles (UCNPs) are used for encoding probes and error correction. Additionally, the density-based spatial clustering of applications with the noise (DBSCAN) algorithm is used to process and analyze the image. Using this technique, we achieved rapid in situ imaging of the abnormal expression of three mitomiRs (miR-149, miR-590, and miR-671) related to mt-ND1 in drug-resistant cells. Furthermore, upregulating the three mitomiRs simultaneously efficiently reverted drug-resistant cells to sensitive cells. Our study provides an analytical strategy for multiplex imaging of mitomiRs in living cells with potential clinical applications.
Keyphrases
- living cells
- drug resistant
- fluorescent probe
- high resolution
- machine learning
- induced apoptosis
- gene expression
- multidrug resistant
- cell proliferation
- single molecule
- photodynamic therapy
- long non coding rna
- oxidative stress
- fluorescence imaging
- cell cycle arrest
- acinetobacter baumannii
- deep learning
- cell death
- long noncoding rna
- small molecule
- dna methylation
- endoplasmic reticulum stress
- signaling pathway
- cystic fibrosis
- climate change
- poor prognosis
- pseudomonas aeruginosa
- electronic health record
- risk assessment
- air pollution
- high speed
- liquid chromatography
- reactive oxygen species
- endoplasmic reticulum