挑战和机遇:计算生物学和农业的未来
Joao Carlos Gomes-Neto1,2, Alexandra Crook3, Rachel Hestrin4
1Department of Animal Science, Ohio State University, Wooster, OH 44691, United States.
Bioinformatics advances
|February 20, 2026
概括
计算生物学对于推进数字和精准农业,解决粮食安全和可持续性至关重要. 这个领域为计算生物学家提供了有影响力的机会,以推动农业的创新.
科学领域:
- 计算生物学 计算生物学
- 数字农业 数字农业
- 精准农业 精准农业 精准农业
背景情况:
- 农业面临着由人工智能和粮食安全需求推动的快速变化.
- 环境和可持续性挑战是现代农业的关键问题.
- 第30届分子生物学智能系统会议 (ISMB) 强调了计算生物学的作用.
研究的目的:
- 总结农业计算生物学面临的挑战和机遇.
- 让计算生物学界参与有影响力的工作.
- 吸引人才参与可持续的粮食安全倡议.
主要方法:
- 专家介绍关于新型研究发现的专家演讲.
- 一场关于扩大数字农业规模的小组讨论.
- 审查包括基因组学,现象学,人工智能和数据标准在内的主题.
主要成果:
- 确定了关键领域:遗传学,表观遗传学,基因组学,病原体基因组学,现象学,人工智能/机器学习,图像分析,遥感.
- 讨论了教育创新,公私伙伴关系和FAIR数据标准.
- 探索了土壤微生物生态和生物地质化学.
结论:
- 计算生物学对于解决农业挑战至关重要.
- 在农业中,计算生物学家有很大的机会.
- 通过技术实现可持续的粮食安全,合作是关键.
相关概念视频
Plant Breeding and Biotechnology
17.2K
Crop cultivation has a long history in human civilization, with records showing the cultivation of cereal plants beginning at around 8000 BC. This early plant breeding was developed primarily to provide a steady supply of food.
17.2K
Synthetic Biology
4.4K
Synthetic biology is an interdisciplinary science that involves using principles from disciplines such as engineering, molecular biology, cell biology, and systems biology. It involves remodeling existing organisms from nature or constructing completely new synthetic organisms for applications such as protein or enzyme production, bioremediation, value-added macromolecule production, and the addition of desirable traits to crops, to name a few.
Golden rice
Golden rice is a genetically modified...
Golden rice
Golden rice is a genetically modified...
4.4K
Environmental Applications of Microorganisms
1.5K
Microorganisms play a pivotal role in maintaining ecosystem balance by recycling essential elements such as carbon, nitrogen, and phosphorus, as well as supporting processes like bioremediation, wastewater treatment, and biofuel production.Microbes in Elemental CyclesIn the carbon cycle, microorganisms decompose organic matter, releasing carbon dioxide via aerobic respiration. This carbon dioxide is subsequently used by photosynthetic organisms to synthesize organic compounds, closing the...
1.5K
Microorganisms in Agriculture and Food industry
2.0K
Microorganisms play a crucial role in agriculture and the food industry, contributing to soil fertility, crop protection, and food production. Their functions range from nitrogen fixation and biopesticide production to fermentation and food preservation, making them indispensable to sustainable farming and food safety.Role in AgricultureNitrogen-fixing bacteria, such as Rhizobium (symbiotic) and Azotobacter (free-living), convert atmospheric nitrogen into ammonia through biological nitrogen...
2.0K
Growth Models with Integration: Problem Solving
164
In population modeling, integration provides a systematic way to determine accumulated quantities from known rates of change. One such application arises in ecology, where the total weight of a fish population in a body of water is referred to as its biomass. When the rate of growth of this biomass is known as a function of time, calculus can be used to determine the total biomass at a future date.Growth Rate and Biomass FunctionLet the growth rate of the fish population be represented by a...
164
Production of Biopesticides
108
Biopesticides offer a sustainable alternative to chemical pesticides, utilizing microbial agents to control agricultural pests. Bacillus thuringiensis (Bt) is a widely employed bacterium known for its potent insecticidal activity. Bt biopesticides are favored for their specificity to insect pests, minimal environmental impact, and natural degradability.Mechanism of Bt Toxin Action Bt produces insecticidal crystal (Cry) proteins during its sporulation phase. These proteins form parasporal...
108


