Artificial Intelligence in Managing Antimicrobial Resistance
暫譯: 人工智慧在抗微生物抗藥性管理中的應用
Pandey, Ramendra Pati, Chang, Chung-Ming, Raj, V. Samuel
相關主題
商品描述
This volume reviews the use of machine learning (ML) to predict antibiotic resistance in pathogens based on gene content and genome composition as data sets comprising hundreds or thousands of pathogen genomes become available. One of the main goals of this work is to promote the use of ML in front-line contexts while simultaneously emphasizing the additional improvements that are required to use these techniques in a secure and confident manner. Given the variety of quantitative and qualitative laboratory indicators of AMR, the issue of what to anticipate is not an easy one.
This book is intended for academia, students of medical science, microbiology, biology, and biotechnology, as well as experts and scientists working in the fields of infectious diseases, government health organizations, and medicine.
商品描述(中文翻譯)
本卷回顧了利用機器學習(ML)根據基因內容和基因組組成來預測病原體的抗生素抗藥性,因為包含數百或數千個病原體基因組的數據集變得可用。本工作的主要目標之一是促進在前線環境中使用機器學習,同時強調為安全和自信地使用這些技術所需的額外改進。考慮到抗微生物藥物抗藥性(AMR)的各種定量和定性實驗室指標,預期的問題並不容易解決。
本書旨在為學術界、醫學科學、微生物學、生物學和生物技術的學生,以及在傳染病、政府健康組織和醫學領域工作的專家和科學家提供參考。
作者簡介
Ramendra Pati Pandey is a professor in the department of Biotechnology and Microbiology at SRM University Delhi-NCR, Sonepat, Haryana, India. He has been appointed as an Ambassador of the Royal Society of Biology, London, UK (2023). He was awarded the NESA Scientist of the Year Award 2023 by the National Environmental Science Academy, India, and selected for the Shri Om Prakash Sharma Award from the Indian Academy of Biomedical Sciences 2023 for his outstanding contributions in biomedical sciences, especially in basic translational research, and the Polyfeenolix-IIS Best Mid-Career Immunology Teacher Award 2023 in the 50th IMMUNOCON in October 2023.
Chung-Ming Chang has a Ph.D. degree in Animal Genetics from Institute National Agronomique Paris-Grignon, France, and a Master's in Veterinary Medicine from National Taiwan University, Taiwan. He is also a Doctor of Veterinary Medicine, National License of Doctor Veterinary Medicine, Taiwan. He has expertise in virology and human molecular genetics; avian influenza; human endogenous retrovirus: copy number and insertional polymorphism study of human endogenous retrovirus HERV-K in rheumatoid arthritis patients. He has published several articles and review papers in international journals of high repute and also presented a dozen papers in national and international symposia/conferences.
V. Samuel Raj is a Professor of Microbiology and Biotechnology and Director of the Centre for Drug Design Discovery & Development (C4D) at SRM University Delhi-NCR, Sonepat, Haryana, India, since 2014. Prior to that he had 10 years of R&D experience with 2 major pharma companies and 15 years of research experience in Taiwan, Japan, and the USA. He has experience as Group Leader of Microbiology at Ranbaxy Research Laboratories and has led many drug discovery projects against infectious diseases. Before joining Ranbaxy, he was a visiting scientist (faculty) in the Department of Microbiology, School of Medicine, University of Pennsylvania, Philadelphia, USA.
作者簡介(中文翻譯)
Ramendra Pati Pandey 是印度哈里亞納邦索內帕特SRM大學生物技術與微生物學系的教授。他於2023年被任命為英國倫敦皇家生物學會的大使。他因在生物醫學科學方面的卓越貢獻,特別是在基礎轉譯研究方面,獲得了印度國家環境科學學院頒發的2023年NESA年度科學家獎,並被選為2023年印度生物醫學科學學院的Shri Om Prakash Sharma獎得主,以及在2023年10月的第50屆IMMUNOCON中獲得Polyfeenolix-IIS最佳中期職業免疫學教師獎。
Chung-Ming Chang 擁有法國國立農業學院巴黎-格里尼翁的動物遺傳學博士學位,以及台灣國立台灣大學的獸醫學碩士學位。他也是台灣的獸醫學博士,擁有國家獸醫醫師執照。他在病毒學和人類分子遺傳學方面具有專業知識;禽流感;人類內源性逆轉錄病毒:研究類風濕性關節炎患者中人類內源性逆轉錄病毒HERV-K的拷貝數和插入多態性。他在多個國際知名期刊上發表了數篇文章和綜述,並在國內外的研討會/會議上發表了十多篇論文。
V. Samuel Raj 自2014年以來擔任印度哈里亞納邦索內帕特SRM大學微生物學與生物技術教授及藥物設計發現與開發中心(C4D)主任。在此之前,他在兩家大型製藥公司擁有10年的研發經驗,以及在台灣、日本和美國的15年研究經驗。他曾擔任Ranbaxy研究實驗室的微生物學組長,並領導多個針對傳染病的藥物發現項目。在加入Ranbaxy之前,他是美國賓夕法尼亞大學醫學院微生物學系的訪問科學家(教職)。