The clinical application of artificial intelligence in cancer precision treatment
Sichuan University · West China Second University Hospital of Sichuan University · +3 more institutions
Abstract
Artificial intelligence has made significant contributions to oncology through the availability of high-dimensional datasets and advances in computing and deep learning. Cancer precision medicine aims to optimize therapeutic outcomes and reduce side effects for individual cancer patients. However, a comprehensive review describing the impact of artificial intelligence on cancer precision medicine is lacking. OBSERVATIONS: By collecting and integrating large volumes of data and applying it to clinical tasks across various algorithms and models, artificial intelligence plays a significant role in cancer precision medicine. Here, we describe the general principles of artificial intelligence, including machine learning and deep learning. We further summarize the latest developments in artificial intelligence applications in cancer precision medicine. In tumor precision treatment, artificial intelligence plays a crucial role in individualizing both conventional and emerging therapies. In specific fields, including target prediction, targeted drug generation, immunotherapy response prediction, neoantigen prediction, and identification of long non-coding RNA, artificial intelligence offers promising perspectives. Finally, we outline the current challenges and ethical issues in the field.
Recent clinical studies demonstrate that artificial intelligence is involved in cancer precision medicine and has the potential to benefit cancer healthcare, particularly by optimizing conventional therapies, emerging targeted therapies, and individual immunotherapies. This review aims to provide valuable resources to clinicians and researchers and encourage further investigation in this field.
Citation impact
- FWCI
- 24.20
- Percentile
- 100%
- References
- 165
Authors
9- JWJinyu Wang
Sichuan University, West China Second University Hospital of Sichuan University
- ZZZiyi Zeng
Sichuan University, West China Second University Hospital of Sichuan University
- ZLZehua Li
Sichuan University, West China Hospital of Sichuan University
- GLGuangyue Liu
Sichuan University, West China Hospital of Sichuan University
- SZShunhong Zhang
Panzhihua Central Hospital
Topics & keywords
- Computer science
- Precision medicine
- Artificial intelligence
- Cancer
- Medicine
- Medical physics
- Pathology
- Internal medicine
- Good health and well-being