向后基因组瘤学:通过人工智能,多目标疗法,药物重定位和创新研究设计来接受癌症的复杂性
Annabella Di Mauro1, Massimiliano Berretta2, Mariachiara Santorsola1
1Istituto Nazionale Tumori di Napoli, IRCCS "G. Pascale", Via M. Semmola, 80131 Naples, Italy.
International journal of molecular sciences
|August 28, 2025
概括
由于癌症,精准瘤学面临单一向治疗的挑战
科学领域:
- 癌症学
- 基因组学
- 计算生物学
背景情况:
- 精确瘤学通过针对特定的致癌驱动因素, 提高了癌症治疗的水平.
- 然而,单一向治疗的有效性受癌症的复杂性和适应性所限制.
- 固体瘤通常由于多因素的起源而对单一疗法产生耐药性.
研究的目的:
- 倡导通过人工智能 (AI) 增强的多目标疗法.
- 突出AI在分析高吞吐量多组数据的潜力,以合理设计组合疗法.
主要方法:
- 对精确瘤学当前局限性的审查.
- 在药物发现,再利用和临床试验优化中探索人工智能应用.
- 整合多种癌症数据以全面了解癌症.
主要成果:
- 人工智能可以通过实现复杂的组合策略来克服单一目标疗法的局限性.
- 人工智能为复杂的致癌途径提供了合理的药物设计和重新利用.
- 人工智能可以提高治疗反应的预测,并优化临床试验设计.
结论:
- 对于持久的癌症治疗, 需要转向人工智能增强的多目标疗法.
- 利用人工智能和多原子数据将使瘤学更有效地解决癌症的生物复杂性.
- 这种方法有望超越简约主义的策略,
更多相关视频
08:46Implementation of In Vitro Drug Resistance Assays: Maximizing the Potential for Uncovering Clinically Relevant Resistance Mechanisms
Published on: December 9, 2015
10.7K
13:24Integration of Wet and Dry Bench Processes Optimizes Targeted Next-generation Sequencing of Low-quality and Low-quantity Tumor Biopsies
Published on: April 11, 2016
11.9K
相关概念视频
Combination Therapies and Personalized Medicine
5.1K
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...
5.1K
Genomics
37.4K
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...
37.4K
Cancer Survival Analysis
448
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...
448
Adaptive Mechanisms in Cancer Cells
5.9K
Cancer cells accumulate genetic changes at an abnormally rapid rate due to the defects in the DNA repair mechanisms. From an evolutionary perspective, such genetic instability is advantageous for cancer development. Mutant cell lines accumulate a series of beneficial mutations that contribute to their progression into cancer.
Some of the advantages that cancer cells have on normal cells include - enhanced ability to divide without terminally differentiating, induce new blood vessel formation,...
Some of the advantages that cancer cells have on normal cells include - enhanced ability to divide without terminally differentiating, induce new blood vessel formation,...
5.9K
Treatment Resistant Cancers
3.4K
Cancer is the second leading cause of death in the United States. A cancer cell is genetically unstable and hence can mutate faster. They can also modify their microenvironment and escape immune surveillance. The difficulties in treating cancer are further compounded by the emergence of rapid resistance to anticancer drugs. The most common ways to attain resistance in cancer cells include alteration in drug transport and metabolism, modification of drug target, elevated DNA damage response, or...
3.4K
Cancer
49.5K
Cancers arise due to mutations in genes involved in the regulation of cell division, which leads to unrestricted cell proliferation. Modern science and medicine have made great strides in the understanding and treatment of cancer, including eradicating cancer in some patients. However, there is still no cure for cancer. This is largely due to the fact that cancer is a large group of many diseases.
49.5K
