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Introduction to machine learning and its application in chemistry

“…Introduction to Cheminformatics : data management, manipulation and properties,…”
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Databases, indices and structural-related queries

Table of Contents: “…Contents: Techniques to manage large structure and reaction collections -- Indices -- Structure keys and hashcodes -- Structure and reaction fingerprints -- Query rewriting -- Similarity measures -- Similarity indices.…”
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Canonization, Morgan algorithm, equivalence classes

“…Introduction to Cheminformatics : data management, manipulation and properties,…”
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Overview of descriptors

“…Introduction to Cheminformatics : data management, manipulation and properties,…”
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The Tao of pharmacophores

“…Introduction to Cheminformatics : data management, manipulation and properties,…”
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Common types of visualization of chemical structure

Table of Contents: “…Contents: Representing chemical compounds -- Typical 3D molecular visualizations -- Molecular Surfaces -- Van der Waals -- Solvent excluded -- Solvent accessible -- Mapping data onto molecular surfaces -- Construction of surfaces -- Isosurfaces -- Marching Cubes algorithm.…”
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Gastric cancer, gastritis and the role of H. pylori

“…Gastroenterology and hepatology : pathophysiology, presentation, diagnosis and management,…”
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Immune-mediated liver disease

Table of Contents: “…Contents: Criteria for diagnosis of AILD -- Autoimmune Hepatitis (AIH) -- Spectrum of AIH in 2008 -- Differential diagnosis of AIH -- Drugs inducing an AIH-like syndrome -- Diagnosis of Wilson disease Leipzig score -- Steps in management of AIH -- Simplified criteria for diagnosis of AIH -- When to question initiation of AIH treatment -- Screening before Immunosuppressive therapy (IST) for AIH -- Indication for AIH treatment -- Response to immunosuppressive therapy in AIH -- AIH: Treatment regiments for adults -- Standard therapy for AIH -- Preventative measures while on treatment for AIH -- Monitoring required during IST for AIH -- Remission following therapy in AIH -- Remission following IST withdrawal -- AIH: maintenance therapy with Azathioprine -- Treatment failure for AIH -- Primary & secondary sclerosing cholangitis -- Potential pathogenesis in sclerosing cholangitis -- PSC seen with Magnetic Resonance Cholangiography -- Role of ERCP in PSC -- Presenting Features of PSC -- Ulcerative colitis: link to PSC -- PSC with Inflammatory Bowel Disease (IBD) -- Survival IBD vs. …”
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The spectrum of gastrointestinal ischemia, 2010

Table of Contents: “…Contents: Ischemic disease of the gastrointestinal tract manifests a spectrum of injury that includes ischemic colitis, acute mesenteric ischemia, focal segmental ischemia and intestinal angina, each with its own presentations, management strategies, and outcomes -- This lecture will review fundamental s of each of the types of ischemic damage to the gastrointestinal tract.…”
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Diverticular disease

Table of Contents: “…Contents: Diverticular disease -- Increasing incidence of asymptomatic and complicated forms -- Aetiology of disease and complications: low fibre, aging and obesity (complications) -- Medical management limited, surgical management complex and hazardous -- Overall, high societal cost but little research investment.…”
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Portal hypertension

“…Gastroenterology and hepatology : pathophysiology, presentation, diagnosis and management,…”
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Disorders of gastric function gastroparesis and functional dyspepsia /

“…Gastroenterology and hepatology : pathophysiology, presentation, diagnosis and management,…”
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The enteric microbiota in health and disease

“…Gastroenterology and hepatology : pathophysiology, presentation, diagnosis and management,…”
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Hereditary hemochromatosis what have we learnt from population studies /

“…Gastroenterology and hepatology : pathophysiology, presentation, diagnosis and management,…”
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Oro-pharyngeal and oesophageal motility and dysmotility

“…Gastroenterology and hepatology : pathophysiology, presentation, diagnosis and management,…”
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Drug-induced liver disease an update for 2010 /

“…Gastroenterology and hepatology : pathophysiology, presentation, diagnosis and management,…”
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Constipation and defecation disorders

“…Gastroenterology and hepatology : pathophysiology, presentation, diagnosis and management,…”
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Chronic viral hepatitis B and C

“…Gastroenterology and hepatology : pathophysiology, presentation, diagnosis and management,…”
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Chronic pancreatitis

“…Gastroenterology and hepatology : pathophysiology, presentation, diagnosis and management,…”
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Irritable bowel syndrome (IBS)

Table of Contents: “…Contents: A common symptom-based disorder which affects 5-15% of the adult population world-wide -- For some, symptoms can be severe, frequent and significantly impact on quality of life -- Commonly regarded as reflecting a dysfunction of the gut-brain axis, low grade inflammation and dysbiosis of the microbiota have been implicated of late -- Management continues to be challenging with approaches which aim to alleviate individual symptoms (pain, constipation, diarrhoea) continuing to dominate in the absence of truly disease-modifying therapies.…”
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