Mehr lesen
PRIVACY PRESERVATION of GENOMIC and MEDICAL DATA
Discusses topics concerning the privacy preservation of genomic data in the digital era, including data security, data standards, and privacy laws so that researchers in biomedical informatics, computer privacy and ELSI can assess the latest advances in privacy-preserving techniques for the protection of human genomic data.
Privacy Preservation of Genomic and Medical Data focuses on genomic data sources, analytical tools, and the importance of privacy preservation. Topics discussed include tensor flow and Bio-Weka, privacy laws, HIPAA, and other emerging technologies like Internet of Things, IoT-based cloud environments, cloud computing, edge computing, and blockchain technology for smart applications. The book starts with an introduction to genomes, genomics, genetics, transcriptomes, proteomes, and other basic concepts of modern molecular biology. DNA sequencing methodology, DNA-binding proteins, and other related terms concerning genomes and genetics, and the privacy issues are discussed in detail. The book also focuses on genomic data sources, analyzing tools, and the importance of privacy preservation. It concludes with future predictions for genomic and genomic privacy, emerging technologies, and applications.
Audience
Researchers in information technology, data mining, health informatics and health technologies, clinical informatics, bioinformatics, security and privacy in healthcare, as well as health policy developers in public and private health departments and public health.
Inhaltsverzeichnis
Preface xix
Acknowledgements xxi
Part 1: Fundamentals 1
1 Introduction to Genomics and Genetics 3
Mahreen Fatima, Sana Zia, Maheen Murtaza, Asyia Shafique, Afshan Muneer, Junaid Sattar, Muhammad Ashir Nabeel and Amjad Islam Aqib
1.1 Introduction 4
1.2 Hub of Genomics 4
1.3 Genome Sequencing Methods 7
1.4 Variation of Genome Sequencing 9
1.5 Diseases and Disorders 10
1.6 Future Prospects 13
1.7 Conclusion 14
2 An Overview of Genomics and Frontiers in Genetics for Smart Era 19
Saagar Bafna, Akash Shedage, Amber Agarwal, Somya Rakesh Goyal and Istiaque Ahmed
2.1 Introduction 19
2.2 Application of Genomes--The Frontiers in Genetics 21
2.3 Genomics in Military 27
2.4 Genomics in Medicine 29
2.5 International Projects 33
2.6 Case Study 37
2.7 Conclusion 41
3 Technical Trends in Public Healthcare and Medical Engineering 45
Asha Rani Mishra, Amrita Rai, Mohd Dayem Ansari and Ritesh Pratap Singh
3.1 Introduction 46
3.2 Background Work 47
3.3 Current Scenario of Public Healthcare System and Medical Engineering 56
3.4 Role of AI in Healthcare 58
3.5 Technological Analysis for Healthcare System and Medical Engineering 60
3.6 Future Aspects of AI in Healthcare and Medical Engineering 65
3.7 Conclusion 68
3.8 Future Aspect 69
4 Role of Genomics in Smart Era and Its Application in COVID-19 73
Sunil Kumar and Biswajit R. Bhowmik
4.1 Introduction 74
4.2 Basics of Genomics 76
4.3 Evolution of Genomics 80
4.4 Characteristics of Genomics and DNA Computing 83
4.5 Types of Genomics 84
4.6 Application Area of Genomics 88
4.7 Application of DNA Computing 92
4.8 Genomics and DNA Computing in COVID-19 Epidemic 93
4.9 Issues in Genomics and DNA Computing 96
4.10 Tools and Technology Used in Genomics Systems 97
4.11 Role of AI Technology Used in Genomics Systems 98
4.12 Related Works and Challenges 99
4.13 Future Research Dimension 108
4.14 Conclusion 108
Part 2: Methods and Applications 113
5 Novel Cutting-Edge Security Tools for Medical and Genomic Data With Privacy Preservation Techniques 115
A. Rehash Rushmi Pavitra, I. Daniel Lawrence, J. Sarojini Premalatha, P. Kalaiselvi, D. Jena Catherine Bel, C. Esther, G.B. Zionna Sen and G. Gomathy
5.1 Introduction 116
5.2 Background of Genomic 117
5.3 Literature Review 120
5.4 Highlights of the Proposed Methodologies 122
5.5 Results and Discussion 126
5.6 Conclusion 127
6 Genomic Data Analysis With Optimized Convolutional Neural Network (CNN) for Edge Applications 131
Sneha Venkateshalu, Santosh Deshpande and Bharathi Pannyagol
6.1 Introduction 132
6.2 Related Work 135
6.3 Proposed Methodology 140
6.4 Conclusion 147
7 Real-World Estimation of Malaria Prevalence From Genome of Vectors and Climate Analysis 151
Ashvath Narayanan C., Pavitra Vasudevan, Maheswari R., Parvathi R. and Pattabiraman V.
7.1 Introduction 152
7.2 Significance of Estimation of Malaria Prevalence From Genome of Vectors and Climate Analysis 154
7.3 Proposed Methodology 159
7.4 Conclusion 167
8 Revolutionalizing Internet of Medical Things for Blockchain-Based 5G Healthcare Security and Privacy for Genomic Data 171
Shyam Mohan J. S., Guddeti Theekshana and Guddeti Likhit Kumar Reddy
8.1 Introduction 172
8.2 Internet
