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Updated: May 28, 2025

Identification of Rare Bacterial Pathogens by 16S rRNA Gene Sequencing and MALDI-TOF MS
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Identification of Rare Bacterial Pathogens by 16S rRNA Gene Sequencing and MALDI-TOF MS

Published on: July 11, 2016

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将机器学习与MALDI-TOF质谱学集成,以快速准确地检测临床病原体中的抗菌素耐药性

Xaviera A López-Cortés1,2, José M Manríquez-Troncoso1, Alejandra Yáñez Sepúlveda1

  • 1Departamento de Computación e Industrias, Facultad de Ciencias de la Ingeniería, Universidad Católica del Maule, Talca 3460000, Chile.

International journal of molecular sciences
|February 13, 2025
PubMed
概括

机器学习有效地使用VITEK® MS质谱数据预测抗菌素耐药性 (AMR). 像CatBoost这样的梯度增强模型对早期AMR诊断和临床应用具有前景.

关键词:
埃舍里希亚大肠杆菌 (Escherichia coli) 是一个大肠杆菌.克莱布西拉肺炎是一种肺炎.黄金葡萄球菌黄金葡萄球菌抗生素耐药性 抗生素耐药性机器学习是机器学习.转移学习转移学习

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Matrix-assisted laser desorption ionization (MALDI) is a powerful analytical technique used in mass spectrometry. It enables the identification and characterization of various biomolecules, including proteins, peptides, nucleic acids, and carbohydrates. MALDI spectrometry is widely employed in biological and medical research, as well as in fields like pharmacology and biochemistry.
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Mass Spectrometry: Complex Analysis

Mass spectrometry is an important technique for the identification of pure compounds. However, it has some limitations for the analysis of complex mixtures, often due to excessive fragmentation making the spectrum too complicated to decipher. Mass spectrometry can be combined with suitable separation methods in sequence, forming hyphenated methods, which are useful in the analysis of complex mixtures.
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