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Developing a New Score: How Machine Learning Improves Risk Prediction
Composite risk scores have been used for decades to identify disease risk and health status in the general population. However, current approaches often fail to identify people who would benefit from intervention or recommend unnecessary intervention. Machine learning promises to improve accuracy, ensuring targeted treatment for patients that need it and reducing unnecessary intervention.
Framingham Risk Score, the gold standard for predicting the likelihood of heart disease, predicts hospitalizations with about 56% accuracy. It uses factors such as age, gender, smoking, cholesterol levels, and systolic blood pressure to...
Source: MDDI - November 17, 2017 Category: Medical Devices Authors: Heather R. Johnson Tags: R & D Source Type: news
Can Fish Oil Help Reading?
Discussion
Fats and fatty acids are essential for good human health.
Saturated fats have hydrogen pairs linked to each carbon on the carbon backbone. They are solid or semi-solid at room temperature. Common examples are butter, lard, or hardened vegetable shortening. They are linked to higher cholesterol and triglycerides and only a small amount of them are recommended to be consumed in the diet.
Unsaturated fats have one or more hydrogen atoms missing from the carbon backbone. They are liquid at room temperature.
Monounsaturated fatty acids have one hydrogen pair that is missing from the carbon backbone. They are liq...
Source: PediatricEducation.org - November 20, 2017 Category: Pediatrics Authors: pediatriceducationmin Tags: Uncategorized Source Type: news
Medical News Today: What is the difference between HDL and LDL cholesterol?
The body needs cholesterol, but too much bad cholesterol can be harmful and is a major risk factor for heart disease and stroke. In this article, learn about the difference between HDL and LDL — “good” and “bad” — cholesterol, as well as how they are measured. What steps can you take to lower LDL and increase HDL?
Source: Health News from Medical News Today - April 12, 2018 Category: Consumer Health News Tags: Cholesterol Source Type: news
Statins associated with improvement of rare lung disease
This study suggests that oral statin therapy may be a new approach for patients with autoimmune pulmonary alveolar proteinosis.AUTHORSThe study ’s co-senior authors are Dr. Elizabeth Tarling of UCLA and Dr. Bruce Trapnell of Children’s Hospital Medical Center of Cincinnati, Ohio. Other authors are listed in the journal article.JOURNALThe study was published in the journal Nature Communications. FUNDINGThe National Institutes of Health funded the research.Learn more about the cardiovascular research theme at UCLA.
Source: UCLA Newsroom: Health Sciences - August 17, 2018 Category: Universities & Medical Training Source Type: news
Should You Take Aspirin Every Day? Here ’s What the Science Says
Aspirin is best known as an over-the-counter painkiller. But acetylsalicylic acid, as it’s called chemically, has many other health benefits, as well as side effects, in the body that have only become clear in recent years.
Here’s what the latest science says about the health benefits and side effects of aspirin, as well as which conditions it may treat and those it doesn’t appear to improve. (If you are taking aspirin for any reason other than for periodic pain relief, it’s best to consult with your doctor to confirm whether the benefits outweigh the risks in your particular case.)
How aspirin affe...
Source: TIME: Health - November 8, 2018 Category: Consumer Health News Authors: Alice Park Tags: Uncategorized Drugs healthytime Source Type: news
Are Eggs Healthy? Here ’s What the Experts Say
Eggs dominate the menus of all sorts of breakfast spots, from fast-food chains to organic cafes. But the humble egg comes with a lot of questions: Will eggs raise your cholesterol? Should you order an egg-white omelet or embrace the yolks? And what about organic eggs — are they really more nutritious?
Whether you eat them every day or just occasionally, there’s plenty to learn about how to incorporate eggs into a healthy diet. Here, dietitians weigh in on what you need to know about nutrition in eggs.
Are eggs healthy?
Nutrition experts agree that the protein and vitamins in eggs make them a healthy option. &ld...
Source: TIME: Health - December 5, 2018 Category: Consumer Health News Authors: Cassie Shortsleeve Tags: Uncategorized Diet/Nutrition Source Type: news
Are Eggs Healthy? Here ’s What Experts Say
Eggs dominate the menus of all sorts of breakfast spots, from fast-food chains to organic cafes. But the humble egg comes with a lot of questions: Will eggs raise your cholesterol? Should you order an egg-white omelet or embrace the yolks? And what about organic eggs — are they really more nutritious?
Whether you eat them every day or just occasionally, there’s plenty to learn about how to incorporate eggs into a healthy diet. Here, dietitians weigh in on what you need to know about nutrition in eggs.
Are eggs healthy?
Nutrition experts agree that the protein and vitamins in eggs make them a healthy option. &ld...
Source: TIME: Health - December 5, 2018 Category: Consumer Health News Authors: Cassie Shortsleeve Tags: Uncategorized Diet/Nutrition Source Type: news
Relative Prognostic Importance and Optimal Levels of Risk Factors for Mortality and Cardiovascular Outcomes in Type 1 Diabetes.
CONCLUSIONS: Glycated hemoglobin, albuminuria, duration of diabetes, systolic blood pressure and low-density lipoprotein cholesterol appear the most important predictors for mortality and cardiovascular outcomes in patients with type 1 diabetes. Lower levels for glycated hemoglobin, systolic blood pressure and low-density lipoprotein cholesterol than contemporary guideline target levels appear to be associated with significantly lower risk for outcomes.
PMID: 30798638 [PubMed - as supplied by publisher]
Source: Circulation - February 25, 2019 Category: Cardiology Authors: Rawshani A, Rawshani A, Sattar N, Franzén S, McGuire DK, Eliasson B, Svensson AM, Zethelius B, Miftaraj M, Rosengren A, Gudbjörnsdottir S Tags: Circulation Source Type: research
Medical News Today: Everything you need to know about coming off statins
Statins are a type of medication that doctors prescribe to lower levels of 'bad' cholesterol and reduce the risks of heart attack and stroke. Learn how and why people stop taking statins here.
Source: Health News from Medical News Today - July 24, 2019 Category: Consumer Health News Tags: Statins Source Type: news
The Director of the NIH Lays Out His Vision of the Future of Medical Science
Our world has never witnessed a time of greater promise for improving human health. Many of today’s health advances have stemmed from a long arc of discovery that begins with strong, steady support for basic science. In large part because of fundamental research funded by the National Institutes of Health (NIH), which traces its roots to 1887, Americans are living longer, healthier lives. Life expectancy for a baby born in the U.S. has risen from 47 years in 1900 to more than 78 years today. Among the advances that have helped to make this possible are a 70% decline in the U.S. death rate from cardiovascular disease ...
Source: TIME: Science - October 24, 2019 Category: Science Authors: Dr. Francis S. Collins Tags: Uncategorized Healthcare medicine Source Type: news
Facebook Makes Its Healthcare Debut
Cristin Moran, CEO of Growth Science, said it best last week at MD&M Minneapolis when she said almost every industry is interested in healthcare. We've already seen Apple, Amazon, Microsoft, and Google make power moves in healthcare, so it should come as no surprise that Facebook has now made its healthcare debut.
The social media giant announced this week that it is developing products and partnerships aimed at connecting people with healthcare resources, starting with a new Preventive Health tool for U.S. consumers.
Facebook said it is working with U.S. health organizations to offer the new tool, which is...
Source: MDDI - October 30, 2019 Category: Medical Devices Authors: Amanda Pedersen Tags: Digital Health Source Type: news
Classification and prediction of diabetes disease using machine learning paradigm
ConclusionThe combination of LR and RF-based classifier performs better. This combination will be very helpful for predicting diabetic patients.
Source: Health Information Science and Systems - January 2, 2020 Category: Information Technology Source Type: research
Gospel Music: A Catalyst for Retention, Engagement, and Positive Health Outcomes for African Americans in a Cardiovascular Prevention and Treatment Program.
Conclusions: The addition of a gospel music program as a catalyst for increase engagement in a sustainable, healthy lifestyle program warrants further consideration and additional study in African American churches.
PMID: 32277749 [PubMed - as supplied by publisher]
Source: Advances in Mind Body Medicine - April 12, 2020 Category: Psychiatry Tags: Adv Mind Body Med Source Type: research
Janssen Announces U.S. FDA Approval of INVEGA HAFYERA ™(6-month paliperidone palmitate), First and Only Twice-Yearly Treatment for Adults with Schizophrenia
TITUSVILLE, N.J., Sept. 1, 2021 – The Janssen Pharmaceutical Companies of Johnson & Johnson today announced the U.S. Food and Drug Administration (FDA) has approved long-acting atypical antipsychotic INVEGA HAFYERA™ (6-month paliperidone palmitate), the first-and-only twice-yearly injectable for the treatment of schizophrenia in adults. Before transitioning to INVEGA HAFYERA™, patients must be adequately treated with INVEGA SUSTENNA® (1-month paliperidone palmitate) for at least four months, or INVEGA TRINZA® (3-month paliperidone palmitate) for at least one 3-month injection cycle.1 The FDA approval of INVEGA ...
Source: Johnson and Johnson - September 1, 2021 Category: Pharmaceuticals Tags: Innovation Source Type: news
Image-to-Images Translation for Multiple Virtual Histological Staining of Unlabeled Human Carotid Atherosclerotic Tissue
ConclusionsThe proposed approach allows for the virtual staining of unlabeled human carotid plaque tissue images with multiple types of stains. In addition, it identifies the histopathological features of atherosclerotic plaques in the same tissue sample, which could facilitate the development of personalized prevention and other interventional treatments for carotid atherosclerosis.
Source: Molecular Imaging and Biology - October 7, 2021 Category: Molecular Biology Source Type: research
