Description
Artificial Intelligence in Gastrointestinal Cancers examines the transformative impact of AI technologies on diagnosing and treating gastrointestinal malignancies. This book explores how advanced algorithms, particularly deep learning models, enhance the analysis of medical imaging, including endoscopic, MRI, and CT scans, facilitating earlier and more accurate identification of cancers such as esophageal, stomach, colorectal, and pancreatic cancers. The content covers AI's multifaceted applications, from improving diagnostic accuracy to personalizing treatment strategies based on genomic and clinical data. It discusses how machine learning predicts patient outcomes and optimizes treatment plans while also addressing AI's role in accelerating drug discovery and clinical trials. For an academic audience, this book provides crucial insights into AI's current and future applications in GI oncology. Readers gain a comprehensive understanding of AI diagnostic tools and personalized treatment strategies, equipping researchers and clinicians with the knowledge to leverage these advancements for improved patient care and outcomes in gastrointestinal cancers.- Provides a comprehensive overview of how AI algorithms are applied in the early detection and diagnosis of gastrointestinal cancers- Highlights the role of machine learning in analyzing large datasets to predict treatment responses and patient outcomes- Outlines how AI accelerates the process of drug discovery and optimizes clinical trial design
Table of Contents
1. General Introduction of GI Malignancies, Current Treatments and Failures2. Introduction to AI Applications in GI Cancers3. AI Classifications and Their Applications4. Machine Learning and Deep Learning Algorithms and Their Applications in GI Cancers5. AI-Powered Diagnosis for Gastrointestinal Cancers6. Advanced Applications of Artificial Intelligence and Biosensors in the Diagnosis and Treatment of Gastrointestinal Cancers7. Biomarker Discovery in Gastrointestinal Malignancies8. Exploring New Horizons in the Discovery of Biomarkers for Gastrointestinal Cancers Through Deep Learning9. AI Detected Targets in GI Cancers10. AI in Precision Medicine for GI Cancers11. AI for Immunotherapeutic Strategies for GI Cancers12. Exploring AI-Enabled Drug Discovery and Repurposing Approaches for Gastrointestinal Tract Cancer13. From Structure to Therapy: Exploring PRAS40 and AI Approaches in GI Cancers Therapy14. Transforming Gastrointestinal Cancers Care with Applications and Advancements of Artificial Intelligence and Machine Learning: A Next-Generation Patient Care15. Future Directions for AI in GI Cancers
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