Brian S. Hilbush

In Silico Dreams (eBook, PDF)

How Artificial Intelligence and Biotechnology Will Create the Medicines of the Future

• Format: PDF

Produktbeschreibung

Learn how AI and data science are upending the worlds of biology and medicine In Silico Dreams: How Artificial Intelligence and Biotechnology Will Create the Medicines of the Future delivers an illuminating and fresh perspective on the convergence of two powerful technologies: AI and biotech. Accomplished genomics expert, executive, and author Brian Hilbush offers readers a brilliant exploration of the most current work of pioneering tech giants and biotechnology startups who have already started disrupting healthcare. The book provides an in-depth understanding of the sources of innovation that are driving the shift in the pharmaceutical industry away from serendipitous therapeutic discovery and toward engineered medicines and curative therapies. In this fascinating book, you'll discover: * An overview of the rise of data science methods and the paradigm shift in biology that led to the in silico revolution * An outline of the fundamental breakthroughs in AI and deep learning and their applications across medicine * A compelling argument for the notion that AI and biotechnology tools will rapidly accelerate the development of therapeutics * A summary of innovative breakthroughs in biotechnology with a focus on gene editing and cell reprogramming technologies for therapeutic development * A guide to the startup landscape in AI in medicine, revealing where investments are poised to shape the innovation base for the pharmaceutical industry Perfect for anyone with an interest in scientific topics and technology, In Silico Dreams also belongs on the bookshelves of decision-makers in a wide range of industries, including healthcare, technology, venture capital, and government.

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Produktdetails

• Verlag: John Wiley & Sons
• Seitenzahl: 352
• Erscheinungstermin: 27. Juli 2021
• Englisch
• ISBN-13: 9781119745648
• Artikelnr.: 62347702

Autorenporträt

BRIAN HILBUSH, PhD, is Director, IT Advanced Analytics and Data Solutions at Veranome Biosystems. He received his doctorate in Neuroscience from Stony Brook University and has over three decades of experience in computational biology, genomics, drug discovery, data science, and artificial intelligence.

Inhaltsangabe

Introduction xvii

Chapter 1 The Information Revolution's Impact on Biology 1

A Biological Data Avalanche at Warp Speed 5

Tracking SARS-CoV-2 with Genomic Epidemiology 11

Biology's Paradigm Shift Enables In Silico Biology 17

Transitions and Computation in Cancer Research 18

Structural Biology and Genomics 24

Sequencing the Human Genome 27

Computational Biology in the Twenty-First Century 33

Applications of Human Genome Sequencing 35

Analyzing Human Genome Sequence Information 37

Omics Technologies and Systems Biology 40

Chapter 2 A New Era of Artificial Intelligence 53

AI Steps Out of the Bronx 55

From Neurons and Cats Brains to Neural Networks 58

Machine Learning and the Deep Learning Breakthrough 66

Deep Learning Arrives for AI 73

Deep Neural Network Architectures 75

Deep Learning's Beachhead on Medicine: Medical Imaging 78

Limitations on Artificial Intelligence 83

Chapter 3 The Long Road to New Medicines 91

Medicine's Origins: The Role of Opium Since the Stone Age 96

Industrial Manufacturing of Medicines 102

Paul Ehrlich and the Birth of Chemotherapeutic Drug Discovery 108

The Pharmaceutical Industry: Drugs and War--New Medicines in the Twentieth Century 112

From Synthetic Antibiotics to the Search for New Drugs from the Microbial World 116

Developing Therapeutics for Cancer 119

Antifolates and the Emergence of DNA Synthesis Inhibitors 120

Antibiotics as Cancer Chemotherapeutic Drugs 123

Immunotherapy 125

The Pharmaceutical Business Model in the Twenty-First Century 126

R&D Productivity Challenges Within the Pharmaceutical Industry 131

Sources of Pharmaceutical Innovation: Biotechnology and New Therapeutic Modalities 135

Chapter 4 Gene Editing and the New Tools of Biotechnology 145

Molecular Biology and Biological Information Flow 150

Manipulating Gene Information with Recombinant DNA Technology 154

Genetics, Gene Discovery, and Drugs for Rare Human Diseases 160

Second-Generation Biotechnology Tools: CRISPR- Cas9 and Genome Editing Technologies 167

Human Genome Editing and Clinical Trials 171

Biotechnology to the Rescue: Vaccine Development Platforms Based on Messenger RNA 179

Chapter 5 Healthcare and the Entrance of the Technology Titans 189

Digital Health and the New Healthcare Investment Arena 191

Assessing the Tech Titans as Disruptors in Healthcare 195

Alphabet: Extending Its Tentacles Into Healthcare with Google and Other Bets 196

Apple Inc: Consumer Technology Meets Healthcare 200

Amazon: Taking Logistics to the Next Level for Delivering Healthcare 204

Echoes of the Final Frontier 207

Chapter 6 AI-Based Algorithms in Biology and Medicine 211

Recognizing the Faces of Cancer 217

Tumor Classification Using Deep Learning with Genomic Features 222

AI for Diseases of the Nervous System: Seeing and Changing the Brain 229

Regulatory Approval and Clinical Implementation: Twin Challenges for AI-Based Algorithms in Medicine 234

Chapter 7 AI in Drug Discovery and Development 245

A Brief Survey of In Silico Methods in Drug Discovery 247

Virtual Screening with Cheminformatics and HTS Technologies 250

AI Brings a New Toolset for Computational Drug Design 252

AI-Based Virtual Screening Tools 257

Generative Models for De Novo Drug Design 257

A New Base of Innovation for the Pharmaceutical Indust