Artificial intelligence;
Machine learning;
Cancer;
Oncology;
Deep learning;
DIGITAL BREAST TOMOSYNTHESIS;
COMPUTER-AIDED DETECTION;
SKIN-CANCER;
CLUSTERED MICROCALCIFICATIONS;
IMAGE CLASSIFICATION;
AUTOMATED DETECTION;
RADIATION-THERAPY;
PREDICT SURVIVAL;
NEURAL-NETWORK;
HEALTH-CARE;
D O I:
10.1016/j.compbiomed.2023.107356
中图分类号:
Q [生物科学];
学科分类号:
07 ;
0710 ;
09 ;
摘要:
Artificial intelligence (AI) in healthcare plays a pivotal role in combating many fatal diseases, such as skin, breast, and lung cancer. AI is an advanced form of technology that uses mathematical-based algorithmic principles similar to those of the human mind for cognizing complex challenges of the healthcare unit. Cancer is a lethal disease with many etiologies, including numerous genetic and epigenetic mutations. Cancer being a multifactorial disease is difficult to be diagnosed at an early stage. Therefore, genetic variations and other leading factors could be identified in due time through AI and machine learning (ML). AI is the synergetic approach for mining the drug targets, their mechanism of action, and drug-organism interaction from massive raw data. This synergetic approach is also facing several challenges in data mining but computational algorithms from different scientific communities for multi-target drug discovery are highly helpful to overcome the bottlenecks in AI for drug-target discovery. AI and ML could be the epicenter in the medical world for the diagnosis, treatment, and evaluation of almost any disease in the near future. In this comprehensive review, we explore the immense potential of AI and ML when integrated with the biological sciences, specifically in the context of cancer research. Our goal is to illuminate the many ways in which AI and ML are being applied to the study of cancer, from diagnosis to individualized treatment. We highlight the prospective role of AI in supporting oncologists and other medical professionals in making informed decisions and improving patient outcomes by examining the intersection of AI and cancer control. Although AI-based medical therapies show great potential, many challenges must be overcome before they can be implemented in clinical practice. We critically assess the current hurdles and provide insights into the future directions of AI-driven approaches, aiming to pave the way for enhanced cancer interventions and improved patient care.
机构:
Mahasarakham Univ, Fac Med, Hlth Sci Program, Maha Sarakham, Thailand
Mahasarakham Univ, Fac Med, Trop Hlth Innovat Res Unit, Maha Sarakham, Thailand
Fang Hosp, Dent Dept, Chiangmai, ThailandMahasarakham Univ, Fac Med, Hlth Sci Program, Maha Sarakham, Thailand
Jundaeng, Jarupat
Chamchong, Rapeeporn
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机构:
Mahasarakham Univ, Fac Informat, Dept Comp Sci, Maha Sarakham, ThailandMahasarakham Univ, Fac Med, Hlth Sci Program, Maha Sarakham, Thailand
Chamchong, Rapeeporn
Nithikathkul, Choosak
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机构:
Mahasarakham Univ, Fac Med, Hlth Sci Program, Maha Sarakham, Thailand
Mahasarakham Univ, Fac Med, Trop Hlth Innovat Res Unit, Maha Sarakham, ThailandMahasarakham Univ, Fac Med, Hlth Sci Program, Maha Sarakham, Thailand
机构:
Univ Vaasa, Sch Technol & Innovat, Dept Ind Digitalizat, Vaasa, FinlandUniv Helsinki, Fac Med, Res Program Syst Oncol, Helsinki, Finland
Elmusrati, Mohammed
Leivo, Ilmo
论文数: 0引用数: 0
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机构:
Univ Turku, Inst Biomed, Pathol, Turku, FinlandUniv Helsinki, Fac Med, Res Program Syst Oncol, Helsinki, Finland
Leivo, Ilmo
Almangush, Alhadi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Helsinki, Fac Med, Res Program Syst Oncol, Helsinki, Finland
Univ Turku, Inst Biomed, Pathol, Turku, Finland
Univ Helsinki, Dept Pathol, Helsinki, Finland
Misurata Univ, Fac Dent, Misurata, LibyaUniv Helsinki, Fac Med, Res Program Syst Oncol, Helsinki, Finland
Almangush, Alhadi
Makitie, Antti A.
论文数: 0引用数: 0
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机构:
Univ Helsinki, Dept Otorhinolaryngol Head & Neck Surg, Helsinki, Finland
Helsinki Univ Hosp, Helsinki, Finland
Karolinska Inst, Dept Clin Sci Intervent & Technol, Div Ear Nose & Throat Dis, Stockholm, Sweden
Karolinska Univ Hosp, Stockholm, SwedenUniv Helsinki, Fac Med, Res Program Syst Oncol, Helsinki, Finland
机构:
E China Normal Univ, Sch Life Sci, Shanghai 200062, Peoples R ChinaE China Normal Univ, Sch Life Sci, Shanghai 200062, Peoples R China
Cheng, Yiyun
Zhao, Libo
论文数: 0引用数: 0
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机构:
Univ Sci & Technol China, Sch Chem & Mat Sci, CAS Key Lab Soft Matter Chem, Hefei 230026, Anhui, Peoples R ChinaE China Normal Univ, Sch Life Sci, Shanghai 200062, Peoples R China
Zhao, Libo
Li, Yiwen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Akron, Dept Polymer Sci, Akron, OH 44325 USAE China Normal Univ, Sch Life Sci, Shanghai 200062, Peoples R China
Li, Yiwen
Xu, Tongwen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci & Technol China, Sch Chem & Mat Sci, CAS Key Lab Soft Matter Chem, Hefei 230026, Anhui, Peoples R ChinaE China Normal Univ, Sch Life Sci, Shanghai 200062, Peoples R China
机构:
Ohio State Univ, Wexner Med Ctr, Columbus, OH 43210 USA
Ohio State Univ, Wexner Med Ctr, Dept Pathol, E418B Doan Hall,410 West 10th Ave, Columbus, OH 43210 USAOhio State Univ, Wexner Med Ctr, Columbus, OH 43210 USA
Satturwar, Swati
Parwani, Anil V.
论文数: 0引用数: 0
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机构:
Ohio State Univ, Wexner Med Ctr, Columbus, OH 43210 USAOhio State Univ, Wexner Med Ctr, Columbus, OH 43210 USA
机构:
Guangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R China
Kailin, Jiang
Xiaotao, Jiang
论文数: 0引用数: 0
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机构:
Guangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R China
Xiaotao, Jiang
Jinglin, Pan
论文数: 0引用数: 0
h-index: 0
机构:
Guangzhou Univ Chinese Med, Tradit Chinese Med Hosp Hainan Prov, Dept Spleen Stomach & Liver Dis, Haikou, Hainan, Peoples R ChinaGuangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R China
Jinglin, Pan
Yi, Wen
论文数: 0引用数: 0
h-index: 0
机构:
Guangzhou Univ Chinese Med, Affiliat Hosp 1, Dept Gastroenterol, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R China
Yi, Wen
Yuanchen, Huang
论文数: 0引用数: 0
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机构:
Guangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R China
Yuanchen, Huang
Senhui, Weng
论文数: 0引用数: 0
h-index: 0
机构:
Guangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R China
Senhui, Weng
Shaoyang, Lan
论文数: 0引用数: 0
h-index: 0
机构:
Guangzhou Univ Chinese Med, Affiliat Hosp 1, Dept Gastroenterol, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R China
Shaoyang, Lan
Kechao, Nie
论文数: 0引用数: 0
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机构:
Guangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R China
Kechao, Nie
Zhihua, Zheng
论文数: 0引用数: 0
h-index: 0
机构:
Guangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R China
Zhihua, Zheng
Shuling, Ji
论文数: 0引用数: 0
h-index: 0
机构:
Guangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R China
Shuling, Ji
Peng, Liu
论文数: 0引用数: 0
h-index: 0
机构:
Guangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R China
Peng, Liu
Peiwu, Li
论文数: 0引用数: 0
h-index: 0
机构:
Guangzhou Univ Chinese Med, Affiliat Hosp 1, Dept Gastroenterol, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R China
Peiwu, Li
Fengbin, Liu
论文数: 0引用数: 0
h-index: 0
机构:
Guangzhou Univ Chinese Med, Affiliat Hosp 1, Dept Gastroenterol, Guangzhou, Peoples R ChinaGuangzhou Univ Chinese Med, Coll Clin Med 1, Guangzhou, Peoples R China