| Description |
1 online resource (xix, 323 pages) : illustrations (chiefly color) |
| Series |
Studies in computational intelligence ; volume 1133 |
|
Studies in computational intelligence ; v. 1133.
|
| Contents |
Intro -- Preface -- Acknowledgments -- About This Book -- Contents -- Editors and Contributors -- Preliminaries -- Autoimmune Disorders: Types, Symptoms, and Risk Factors -- 1 Introduction -- 2 Classification of Autoimmune Disorder -- 2.1 Endocrine Autoimmune Disorders -- 2.2 Gastrointestinal Autoimmune Disorders -- 2.3 Genitourinary Autoimmune Disorders -- 2.4 Haematological Autoimmune Disorders -- 2.5 Musculoskeletal Autoimmune Disorders -- 2.6 Neurological Autoimmune Disorders -- 2.7 Ocular Autoimmune Diseases -- 2.8 Respiratory Autoimmune Disorders -- 2.9 Skin Autoimmune Disorders |
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2.10 Systemic Autoimmune Disorder -- 3 Discussion and Conclusion -- References -- Autoimmune Diseases: Recent Insights on Epidemiology, Pathogenesis, and Prevalence Rate -- 1 Introduction -- 1.1 Common Symptoms for Various Autoimmune Disorders -- 2 Epidemiology and Prevalence Rate -- 2.1 The Epidemiology of Autoimmunity -- 2.2 Prevalence Rate -- 3 Pathogenesis of Autoimmune Diseases -- 4 Target Organs Affected by Several Autoimmune Disorders -- 5 Prevalence of the Most Common Autoimmune Diseases -- 5.1 Rheumatoid Arthritis -- 5.2 Systemic Lupus Erythematosus (Lupus) |
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5.3 Inflammatory Bowel Disease -- 5.4 Multiple Sclerosis -- 5.5 Type 1 Diabetes Mellitus -- 5.6 Guillain-Barré Syndrome -- 5.7 Chronic Inflammatory Demyelinating Polyneuropathy -- 5.8 Psoriasis -- 5.9 Graves' Disease -- 5.10 Hashimoto's Thyroiditis -- 5.11 Myasthenia Gravis -- 5.12 Autoimmune Hepatitis -- 6 Diagnosis and Treatment of Various Autoimmune Disorders -- 6.1 Diagnostic Tests -- 6.2 Therapies -- 6.3 Recent Therapies -- 7 Discussion and Conclusion -- References -- AI in Diagnosis and Prognosis -- The Role of Artificial Intelligence and Machine Learning in Autoimmune Disorders |
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1 Introduction -- 2 Literature Review -- 2.1 AI Approaches for the Diagnosis and Prognosis -- 2.2 Image Analysis -- 2.3 Laboratory Data Interpretation -- 2.4 Clinical Decision Support Systems -- 2.5 Integration of Electronic Health Records, Wearable Technologies, and Patient-Generated Data -- 3 AI Approaches in Treatment and Drug Discovery -- 3.1 Predictive Analytics for Disease Progression and Treatment Response -- 3.2 Precision Medicine for Disease Progression and Treatment Response -- 3.3 Treatment Optimization for Autoimmune Diseases -- 3.4 AI Approaches for Target Identification |
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4 AI Approaches for Optimization of Drug Candidates and Repurposing Existing Drugs -- 5 Challenges and Future Directions -- 6 Conclusion -- References -- Autoimmune Autonomic Disorder: AI-Based Diagnosis and Prognosis -- 1 Introduction -- 1.1 Artificial Intelligence -- 1.2 AI Evolution -- 2 AI-Based Diagnosis of Different Autoimmune Diseases -- 2.1 Applications of AI in Autoimmune Disease Diagnosis -- 3 AI-Based Prognosis of Different Autoimmune Diseases -- 3.1 Applications of AI in Autoimmune Disease Prognosis -- 4 Challenges in AI-Based Diagnosis of Autoimmune Diseases |
| Summary |
The book provides an overview of various autoimmune disorders and how artificial intelligence (AI) and machine learning will be used for the diagnosis, prognosis, and treatment of these disorders. AI algorithms are used to create synthetic patient populations with the properties of actual patient cohorts, build personalized predictive models of drug combinations and unravel complex relationships between diet, microbiome, and genetic line-up to determine the comparative treatment response. The book highlights clinical applications and challenges of AI for the diagnosis and treatment/management of autoimmune disorders which includes Rheumatoid Arthritis (RA), Multiple Sclerosis (MS), Type I Diabetes, Psoriatic Arthritis (PsA), and other critical diseases |
| Notes |
Online resource; title from PDF title page (SpringerLink, viewed February 27, 2024) |
| Subject |
Artificial intelligence -- Medical applications.
|
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Autoimmune diseases -- Diagnosis
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Autoimmune diseases -- Treatment
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| Genre/Form |
Electronic books
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| Form |
Electronic book
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| Author |
Raza, Khalid, editor
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|
Singh, Surender, Dr., editor.
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| ISBN |
9789819990290 |
|
9819990297 |
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