致病基因组学用于准确的诊断,治疗,瘤学的预后:一个尖端的概述
Xiaobing Feng1,2, Wen Shu1,2, Mingya Li1,2
1College of Electrical and Information Engineering, Hunan University, Changsha, China.
Journal of translational medicine
|February 3, 2024
概括
病理基因组学整合了基因组,成像和临床数据,用于发现癌症生物标志物. 这种使用多模式人工智能的方法有望通过分析各种数据类型来推进精密瘤学.
科学领域:
- 生命科学 生命科学
- 计算病理学计算病理学
- 精确瘤学是一门精确的专业.
背景情况:
- 生命科学正在利用异质数据和人工智能 (AI).
- 当前的计算病理学通常依赖于单模数据,限制了综合分析.
- 病理基因组学提供了一种新的方法来整合各种数据类型.
研究的目的:
- 在病原体学中使用多式人工智能合成互补数据模式的观点.
- 突出结合病理学,基因组学和临床数据的潜力,以发现癌症生物标志物.
- 通过多式联运数据集成,讨论精密瘤学的未来.
主要方法:
- 整合基因组数据 (分子诊断).
- 从基因病理成像分析形态信息.
- 包含编码的临床数据.
- 利用新兴的多式联运人工智能方法.
主要成果:
- 发现新的多式模式癌症生物标志物的潜力.
- 允许癌症的病理和基因组资料之间更深的相关性.
- 促进组织学和基因组学数据的融合.
结论:
- 在病理基因组学中的多模式数据集成对于推进精确瘤学的发展至关重要.
- 多式人工智能为癌症研究和生物标志物开发提供了重大机会.
- 应对挑战和探索未来的途径将推动该领域的创新.
相关概念视频
Combination Therapies and Personalized Medicine
4.9K
Combining two or more treatment methods increases the life span of cancer patients while reducing damage to vital organs or tissue from the overuse of a single treatment. Combination therapy also targets different cancer-inducing pathways, thus reducing the chances of developing resistance to treatment.
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
4.9K
Genomics
36.3K
Genomics is the science of genomes: it is the study of all the genetic material of an organism. In humans, the genome consists of information carried in 23 pairs of chromosomes in the nucleus, as well as mitochondrial DNA. In genomics, both coding and non-coding DNA is sequenced and analyzed. Genomics allows a better understanding of all living things, their evolution, and their diversity. It has a myriad of uses: for example, to build phylogenetic trees, to improve productivity and...
36.3K
Cancer Survival Analysis
348
Cancer survival analysis focuses on quantifying and interpreting the time from a key starting point, such as diagnosis or the initiation of treatment, to a specific endpoint, such as remission or death. This analysis provides critical insights into treatment effectiveness and factors that influence patient outcomes, helping to shape clinical decisions and guide prognostic evaluations. A cornerstone of oncology research, survival analysis tackles the challenges of skewed, non-normally...
348
Cancer Therapies
7.7K
Cancer therapies are various modes of treatment, such as surgery, radiation therapy, and chemotherapy that are administered to cancer patients.
However, cancer treatments can pose several challenges, as therapies used to kill cancer cells are generally also toxic to normal cells. Moreover, cancer cells mutate rapidly and can develop resistance to chemical agents or radiation therapy. Besides, all types of cancer cells may not respond to the same therapy. Some cancer cells respond to one...
However, cancer treatments can pose several challenges, as therapies used to kill cancer cells are generally also toxic to normal cells. Moreover, cancer cells mutate rapidly and can develop resistance to chemical agents or radiation therapy. Besides, all types of cancer cells may not respond to the same therapy. Some cancer cells respond to one...
7.7K
Tumor Progression
6.3K
Tumor progression is a phenomenon where the pre-formed tumor acquires successive mutations to become clinically more aggressive and malignant. In the 1950s, Foulds first described the stepwise progression of cancer cells through successive stages.
Colon cancer is one of the best-documented examples of tumor progression. Early mutation in the APC gene in colon cells causes a small growth on the colon wall called a polyp. With time, this polyp grows into a benign, pre-cancerous tumor. Further...
Colon cancer is one of the best-documented examples of tumor progression. Early mutation in the APC gene in colon cells causes a small growth on the colon wall called a polyp. With time, this polyp grows into a benign, pre-cancerous tumor. Further...
6.3K
Tumor Immunotherapy
526
Immunotherapy is a treatment that boosts or manipulates the immune system to fight diseases, including cancer. For instance, by stimulating an immune response through vaccinations against viruses that cause cancers, like hepatitis B virus and human papillomavirus, these diseases can be prevented. Nonetheless, some cancer cells can avoid the immune system due to their rapid mutation and division. The immune response to many cancers involves three phases: elimination, equilibrium, and escape.
526


