相关实验视频

Updated: May 28, 2025

PTR-ToF-MS Coupled with an Automated Sampling System and Tailored Data Analysis for Food Studies: Bioprocess Monitoring, Screening and Nose-space Analysis

PTR-ToF-MS Coupled with an Automated Sampling System and Tailored Data Analysis for Food Studies: Bioprocess Monitoring, Screening and Nose-space Analysis

Published on: May 11, 2017

分析能力和化学测量在食品微生物调查的Omics的未来前景

Feifei Sun¹, Yu Zhang¹, Chin Ping Tan²

¹State Key Laboratory of Food Science and Resources, School of Food Science and Technology, Affiliated Women's Hospital of Jiangnan University, Jiangnan University, Wuxi, China.

Critical reviews in analytical chemistry

|February 13, 2025

概括

化学测量对于分析来自omics技术的复杂食品微生物组数据至关重要. 集成深度学习等先进的方法将改善食品安全和我们对食品微生物学的理解.

科学领域:

食品科学食品科学食品科学
微生物学微生物学
生物信息学是一种生物信息学.

背景情况:

微生物组极大地影响食品的味道,质量和人类健康.
奥米克技术产生复杂的数据集,需要复杂的分析.
化学测量为在食品环境中解释微生物组数据提供了强大的工具.

研究的目的:

在食品微生物组研究中审查omics技术.
概述化学计量原理和应用在奥米克数据分析中的应用.
讨论化学测量在食品微生物学中的挑战和未来前景.

主要方法:

关于OMIC技术和化学测量应用的文献综述.
分析当前在多领域数据融合方面的挑战.
关于整合人工智能和深度学习的讨论.

主要成果:

欧米克技术已经推进了对食品微生物群的理解.
化学测量对于揭示功能属性和机制至关重要.
需要数据融合和先进的算法来实现精度.

结论:

化学测量与深度学习和人工智能的整合对于增强分析能力至关重要.
本综述为食品微生物研究提供了多omics和化学测量整合的见解.
化学测量的未来应用将加深食品微生物学知识,并提高食品安全.

关键词:

数据处理数据处理.歧视性分析是一种分析.探索性分析是一种探索性分析.微生物组是一个微生物组.预测模型预测模型

更多相关视频

A Multi-Omics Extraction Method for the In-Depth Analysis of Synchronized Cultures of the Green Alga Chlamydomonas reinhardtii

A Multi-Omics Extraction Method for the In-Depth Analysis of Synchronized Cultures of the Green Alga Chlamydomonas reinhardtii

Published on: August 8, 2019

Detection of Regulated Ergot Alkaloids in Food Matrices by Liquid Chromatography-Trapped Ion Mobility Spectrometry-Time-of-Flight Mass Spectrometry

Detection of Regulated Ergot Alkaloids in Food Matrices by Liquid Chromatography-Trapped Ion Mobility Spectrometry-Time-of-Flight Mass Spectrometry

Published on: November 22, 2024

相关概念视频

MALDI-TOF Mass Spectrometry

MALDI-TOF Mass Spectrometry

Mass spectrometry is a powerful characterization technique that can identify and separate a wide variety of compounds ranging from chemical to biological entities, based on their mass-to-charge ratio (m/z). The instruments that allow this detection, known as mass spectrometers, have three components: an ion source, a mass analyzer, and a detector. These spectrometers differ based on the nature of their ion source and analyzers.
Matrix-assisted laser desorption ionization (MALDI) is a commonly...