Editors: Prasad Lokulwar, Basant Kumar Verma, Mitu Sehgal, Kailash Kumar, Mohan Kolhe

Precision Medicine: Improving Healthcare with Data Science and Machine Learning

eBook: US $79 Special Offer (PDF + Printed Copy): US $125
Printed Copy: US $85
Library License: US $316
ISBN: 979-8-89881-478-6 (Print)
ISBN: 979-8-89881-477-9 (Online)
Year of Publication: 2026
DOI: 10.2174/97988988147791260101

Introduction

Precision Medicine: Improving Healthcare with Data Science and Machine Learning explores the shift toward personalised healthcare, where treatments are tailored to individual patient characteristics. Driven by advances in data science and machine learning, precision medicine enables more accurate diagnoses, better predictions, and targeted therapies.

This book provides a comprehensive overview of how data-driven technologies are transforming modern healthcare. It covers key areas such as clinical decision support systems, predictive modelling, genomic analysis, and biomarker discovery. Through a combination of foundational concepts and real-world applications, the book highlights the growing role of big data and intelligent algorithms in improving patient outcomes and healthcare efficiency.

It also addresses important challenges, including data privacy, ethical considerations, and regulatory issues, while offering insights into the future of data-driven healthcare.


Key Features

  • - Integration of precision medicine with data science and machine learning.
  • - Case studies on genomic analysis, biomarker discovery, and personalised treatments.
  • - Coverage of clinical decision support and predictive modelling techniques.
  • - Discussion of ethical, privacy, and regulatory challenges.
  • - Practical insights for implementing machine learning in healthcare.
  • - Future perspectives on data-driven and personalised medicine.

Target Readership :

Researchers, professionals, and postgraduate students in healthcare informatics, computational biology, and medicine.

Foreword

- Pp. i
Shruti A. Thakur
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Preface

- Pp. ii-iii (2)
Prasad Lokulwar, Basant Kumar Verma, Mitu Sehgal, Kailash Kumar, Mohan Kolhe
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List of Contributors

- Pp. iv-v (2)

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Development and Performance Enhancement of Machine Learning Based Approaches for Detection of Skin Diseases

- Pp. 1-20 (20)
Krupali Dhawale*, A. R. Patil Bhagat*

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Foundation of Data Science and Machine Learning in Healthcare

- Pp. 21-50 (30)
Jagvijay Singh*, Anisha, Roshni Jha

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Genomics Data Analytics: An Innovative Approach to Precision Medicine

- Pp. 51-80 (30)
Sorabh Gupta*, Rashmi Makkar, Neha Bhatia

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Imaging Data Analysis in Precision Medicine

- Pp. 81-102 (22)
Sayali R. Tajane*, Shivraj Guduri

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Electronic Health Records (EHR) and Clinical Decision Support System

- Pp. 103-120 (18)
Shankar Gadve, Goldi Soni*

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Pharmacogenomics and Drug Development

- Pp. 121-142 (22)
Ragini Vishwakarma, Smriti Mall*

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Predictive Modeling and Patient Stratification

- Pp. 143-154 (12)
Krupali Dhawale*, Dhananjay Bhagat, Parul Dubey

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Ethical and Regulatory Considerations for Precision Medicine

- Pp. 155-171 (17)
Pranali Dhawas*, Mangala Madankar, Vaishali Shende, Shruti Thakur

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Implementing Challenges and Best Practices in Precision Medicine

- Pp. 172-188 (17)
Neha Bhatia*, Suman Kumari, Sandeep Kumar

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Precision Medicine: Improving Healthcare with Data Science and Machine Learning

- Pp. 189-219 (31)
Prashant Khobragade*, Ashwini Yerlekar, Abhijit Titarmare, Payal Ghutke, Neha Purohit, Anand Babu Kotta, Praveen Kumar Dhankar

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Deep Learning Models for DR Prediction: A Comparative Analysis of CNN, RNN, and Ensemble Methods

- Pp. 220-235 (16)
R. S. M. Lakshmi Patibandla*, B. Tarakeswara Rao, Ramakrishna Murthy Malla

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Global Perspective on Precision Medicine and Future Trends and Emerging Technologies

- Pp. 236-256 (21)
Shally*, Nisha Wadhawan, Ritika

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Subject Index

- Pp. 257-261 (5)
Prasad Lokulwar, Basant Kumar Verma, Mitu Sehgal, Kailash Kumar, Mohan Kolhe
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