Privacy-enhancing technologies for genomic data sharing in research – Complete Phd and Masters Thesis

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Introduction

With the advancement of technology, genomic data has become increasingly valuable in research for understanding diseases, developing personalized medicine, and improving healthcare outcomes. However, the sharing of genomic data brings about significant privacy concerns as it contains sensitive and personally identifiable information. Privacy-enhancing technologies (PETs) have emerged as a solution to facilitate secure and privacy-preserving data sharing while allowing researchers to collaborate effectively. This thesis explores the use of PETs to enhance genomic data sharing in research, addressing the challenges and opportunities in this field.

Chapter 1: Introduction
1.1 Introduction
1.2 Background of study
1.3 Problem Statement
1.4 Objective of study
1.5 Limitation of study
1.6 Scope of study
1.7 Significance of study
1.8 Structure of the Thesis
1.9 Definition of terms

Chapter 2: Literature Review
2.1 Overview of genomic data sharing in research
2.2 Privacy concerns in genomic data sharing
2.3 Existing PETs for genomic data sharing
2.4 Data encryption techniques
2.5 Data anonymization methods
2.6 Differential privacy
2.7 Secure multiparty computation
2.8 Homomorphic encryption
2.9 Blockchain technology
2.10 Challenges and opportunities in PETs for genomic data sharing

Chapter 3: System Design and Methodology
3.1 Research methodology
3.2 Data collection and analysis
3.3 System requirements
3.4 Design of privacy-enhancing technologies
3.5 Implementation of PETs in genomic data sharing
3.6 Evaluation metrics
3.7 Performance evaluation
3.8 Security analysis

Chapter 4: System Implementation
4.1 Selection of PETs
4.2 Integration of PETs in genomic data sharing platform
4.3 Testing and validation
4.4 Optimization of PETs
4.5 User interface design
4.6 Deployment and maintenance
4.7 Privacy policy enforcement
4.8 Ethical considerations

Chapter 5: Conclusion and Summary
5.1 Summary of findings
5.2 Contributions of the study
5.3 Implications for research and practice
5.4 Future research directions
5.5 Conclusion

Thesis Overview on Privacy-enhancing technologies for genomic data sharing in research

The thesis on Privacy-enhancing technologies for genomic data sharing in research aims to address the growing need for secure and privacy-preserving mechanisms in the sharing of sensitive genomic information. The introduction provides an overview of the research topic, highlighting the significance of PETs in enhancing genomic data sharing while preserving individual privacy. The literature review delves into the existing PETs for genomic data sharing, discussing encryption techniques, anonymization methods, differential privacy, secure multiparty computation, homomorphic encryption, and blockchain technology.

The system design and methodology chapter outline the research methodology, data collection, and analysis process, as well as the design and implementation of PETs in genomic data sharing. The system implementation chapter focuses on the selection, integration, and testing of PETs, with an emphasis on privacy policy enforcement and ethical considerations. The conclusion and summary chapter summarizes the findings, contributions, and implications of the study, suggesting future research directions in the field.

Overall, this thesis seeks to contribute to the advancement of privacy-enhancing technologies for genomic data sharing in research, offering insights into the challenges and opportunities in this rapidly evolving field.

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