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相关概念视频

Preclinical Development: Overview01:28

Preclinical Development: Overview

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Preclinical development consists of a series of tests that ensure the safety and efficacy of a new therapeutic compound before it is tested in humans. There are four main phases to this process. First, safety pharmacology tests are conducted to ensure the drug does not produce any acutely harmful effects. These tests examine parameters such as bronchoconstriction, cardiac dysrhythmias, blood pressure changes, and ataxia. Next, preliminary toxicological testing is performed to determine the...
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Vaccinations01:51

Vaccinations

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Overview
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Hybridoma Technology01:31

Hybridoma Technology

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Hybridoma technology is used for the large-scale production of monoclonal antibodies. Monoclonal antibodies bind to only a single antigenic determinant or epitope. Such antibodies are used in research, diagnostics, and disease therapy. The hybridoma technology established in 1975 by Georges Köhler and Cesar Milstein was awarded the Nobel Prize in Medicine in 1984 for revolutionizing research and therapy.
Hybridoma Selection
Commonly used fusion techniques — electroporation,...
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Cancer Vaccines01:30

Cancer Vaccines

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Cancer treatment vaccines are a rapidly evolving field that offers a promising approach to immunotherapy. Unlike traditional vaccines that prevent diseases, cancer treatment vaccines are designed to treat existing cancers by stimulating the immune system to recognize and attack cancer cells.
Cancer vaccines come in two categories: preventive (prophylactic) and treatment (active). Preventive vaccines, such as the Human Papillomavirus (HPV) vaccine, protect against viruses that cause certain...
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Drug Discovery: Overview01:26

Drug Discovery: Overview

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Drug discovery is a multifaceted process involving extensive screening, testing, and optimization of lead compounds to identify potential new drugs for therapeutic use. It combines several approaches, including screening large numbers of natural products, chemical modification of known active molecules, identification of new drug targets, and rational design based on biological mechanisms and drug-receptor structure. These approaches are carried out in both academic research laboratories and...
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Microorganisms in Medicine and Therapeutics01:29

Microorganisms in Medicine and Therapeutics

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Microorganisms play a fundamental role in vaccine development, gene therapy, and therapeutic production. Their biological properties are harnessed to advance medicine and public health. Beyond immunization, microorganisms contribute to gut health, antibiotic synthesis, and genetic disease treatment.Live Attenuated and Inactivated VaccinesLive attenuated vaccines, such as the measles, mumps, and rubella (MMR) vaccine, utilize weakened forms of pathogens to closely resemble natural infections.
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相关实验视频

Updated: Jul 28, 2025

Author Spotlight: Advancing Biotherapeutic Mass Calculation by Introducing mAbScale, a Python-Based Desktop Application
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Author Spotlight: Advancing Biotherapeutic Mass Calculation by Introducing mAbScale, a Python-Based Desktop Application

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瓦克西-DL:一个人工智能为疫苗开发提供支持的平台.

P Preeti1, Swarsat Kaushik Nath1, Nevidita Arambam1

  • 1Centre for Computational Biology and Bioinformatics, AIB, Amity University, Noida, Uttar Pradesh, India.

Methods in molecular biology (Clifton, N.J.)
|May 31, 2023
PubMed
概括

本研究介绍了Vaxi-DL,这是一种深度学习工具,通过选蛋白质特性来加速疫苗开发,以识别各种病原体的潜在疫苗候选者.

关键词:
抗原预测的预测人工智能的人工智能是人工智能.在 COVID-19 疫情中,深度学习是一种深度学习.深度学习病原体模型在 silico 疫苗开发中.机器学习是机器学习.疫苗 疫苗 疫苗 疫苗疫苗的设计是如何设计的在Vaxi-DL中使用.在mRNA疫苗的使用中.

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科学领域:

  • 计算生物学是一种计算生物学.
  • 生物信息学是一种生物信息学.
  • 疫苗学 疫苗学 疫苗学

背景情况:

  • 疫苗开发是一个漫长而复杂的过程.
  • 传统方法需要广泛的实验验证.
  • 在基抗原查提供了一个有前途的方法来加快候选者识别.

研究的目的:

  • 提出一种基于深度学习的方法来识别潜在的疫苗候选人.
  • 推出Vaxi-DL,这是一个基于网络的系统,用于加速疫苗发现.
  • 为了利用广泛的蛋白质性质数据来加强疫苗候选人的查.

主要方法:

  • 采用深度学习模型,结合了18种生物和9154种物理化学蛋白质特性.
  • 为实际应用开发了基于Web的Vaxi-DL系统.
  • 应用该技术在各种微生物中选疫苗候选物.

主要成果:

  • 通过使用深度学习方法成功识别了潜在的疫苗候选人.
  • 瓦克西-DL系统在发现来自细菌,原生动物,病毒和真菌的候选物中表现出有效性.
  • 开发的方法显著加速了疫苗开发的初始阶段.

结论:

  • 基于深度学习的in silico查是快速识别候选疫苗的有效策略.
  • Vaxi-DL为旨在加速疫苗开发的研究人员提供了宝贵的资源.
  • 综合全面的蛋白质特性提高了计算疫苗发现的准确性.