Literature DB >> 26676060

The Applications of Genetic Algorithms in Medicine.

Ali Ghaheri1, Saeed Shoar2, Mohammad Naderan3, Sayed Shahabuddin Hoseini4.   

Abstract

A great wealth of information is hidden amid medical research data that in some cases cannot be easily analyzed, if at all, using classical statistical methods. Inspired by nature, metaheuristic algorithms have been developed to offer optimal or near-optimal solutions to complex data analysis and decision-making tasks in a reasonable time. Due to their powerful features, metaheuristic algorithms have frequently been used in other fields of sciences. In medicine, however, the use of these algorithms are not known by physicians who may well benefit by applying them to solve complex medical problems. Therefore, in this paper, we introduce the genetic algorithm and its applications in medicine. The use of the genetic algorithm has promising implications in various medical specialties including radiology, radiotherapy, oncology, pediatrics, cardiology, endocrinology, surgery, obstetrics and gynecology, pulmonology, infectious diseases, orthopedics, rehabilitation medicine, neurology, pharmacotherapy, and health care management. This review introduces the applications of the genetic algorithm in disease screening, diagnosis, treatment planning, pharmacovigilance, prognosis, and health care management, and enables physicians to envision possible applications of this metaheuristic method in their medical career.].

Entities:  

Keywords:  Algorithms; Genetic Algorithm; Heuristic methods; Medicine; Optimization

Year:  2015        PMID: 26676060      PMCID: PMC4678452          DOI: 10.5001/omj.2015.82

Source DB:  PubMed          Journal:  Oman Med J        ISSN: 1999-768X


  58 in total

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7.  Classifying subtypes of acute lymphoblastic leukemia using silhouette statistics and genetic algorithms.

Authors:  Tsun-Chen Lin; Ru-Sheng Liu; Ya-Ting Chao; Shu-Yuan Chen
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8.  Comparison of a genetic algorithm neural network with logistic regression for predicting outcome after surgery for patients with nonsmall cell lung carcinoma.

Authors:  M F Jefferson; N Pendleton; S B Lucas; M A Horan
Journal:  Cancer       Date:  1997-04-01       Impact factor: 6.860

9.  Customized Prediction of Short Length of Stay Following Elective Cardiac Surgery in Elderly Patients Using a Genetic Algorithm.

Authors:  Joon Lee; Sapna Govindan; Leo A Celi; Kamal R Khabbaz; Balachundhar Subramaniam
Journal:  World J Cardiovasc Surg       Date:  2013-09

10.  Optimized intelligent control of a 2-degree of freedom robot for rehabilitation of lower limbs using neural network and genetic algorithm.

Authors:  Wahab Aminiazar; Farid Najafi; Mohammad Ali Nekoui
Journal:  J Neuroeng Rehabil       Date:  2013-08-14       Impact factor: 4.262

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4.  An Algorithm Framework for Drug-Induced Liver Injury Prediction Based on Genetic Algorithm and Ensemble Learning.

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Journal:  Molecules       Date:  2022-05-12       Impact factor: 4.927

5.  A review on genetic algorithm: past, present, and future.

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Journal:  Multimed Tools Appl       Date:  2020-10-31       Impact factor: 2.757

6.  Prediction of Effective Lens Position Using Multiobjective Evolutionary Algorithm.

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Journal:  Transl Vis Sci Technol       Date:  2019-06-28       Impact factor: 3.283

7.  Warfarin maintenance dose Prediction for Patients undergoing heart valve replacement- a hybrid model with genetic algorithm and Back-Propagation neural network.

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Journal:  Sci Rep       Date:  2018-06-26       Impact factor: 4.379

8.  Genetics without genes: application of genetic algorithms in medicine.

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9.  Cell-Level Spatio-Temporal Model for a Bacillus Calmette-Guérin-Based Immunotherapy Treatment Protocol of Superficial Bladder Cancer.

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  10 in total

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