Using AI to Better Diagnose Disorders And Target Drug Treatment

uk canada goose Experts welcome the canada goose jacket outlet uk new finding canada goose outlet vip as mood disorders like major depressive disorder (MDD) and bipolar disorder are often complex and hard to diagnose. Moreover, this diagnostic challenge is often greatest among youth when the illness is just developing. Uncertainly over the diagnosis can make decisions about medication difficult. uk canada goose

buy canada goose jacket In a collaborative study by Canada Lawson Health Research Institute, The Mind Research Network in New Mexico and the Brainnetome Center of the Chinese Academy of Sciences, researchers canada goose outlet reviews developed an artificial intelligence (AI) algorithm that analyzes brain scans to better classify illness in patients with a complex mood disorder and help predict their response to medication. buy canada goose jacket

Canada Goose Jackets The study included 78 emerging adult patients from mental health programs at London Health Sciences Centre (LHSC), primarily from the First Episode Mood and Anxiety Program (FEMAP). Canada Goose Jackets

Canada Goose online The first part of the study involved 66 patients who had already completed treatment for a clear diagnosis of either MDD or bipolar canada goose outlet houston type I (bipolar I). Bipolar I is a form of bipolar disorder that features full manic episodes. Canada Goose online

canada goose Researchers also followed an additional 33 research participants with no history of mental illness. Each individual participated in scanning to examine different brain networks using Lawson functional magnetic resonance imaging (fMRI) capabilities at St. Joseph Health Care canada goose outlet toronto address London. canada goose

cheap canada goose uk The research team analyzed and compared the scans of those with MDD, bipolar I and no history of mental illness, and found the three groups differed in particular brain networks. cheap canada goose uk

Canada Goose Online Differences were canada goose outlet legit noted in brain area called the default mode network a set of regions thought to be important for self reflection as well as in the thalamus, a that connects multiple cortical regions and helps control canada goose victoria parka outlet arousal and alertness. Canada Goose Online

canada goose uk shop The data was used by researchers canada goose outlet store new york to develop an AI algorithm that uses machine learning to examine fMRI scans to classify whether a patient has MDD or bipolar I. When tested against the research participants with a known diagnosis, the algorithm correctly classified their illness with 92.4 per cent accuracy. canada goose uk shop

canada goose factory sale The research team then performed canada goose outlet michigan imaging with 12 additional participants with complex mood disorders for whom a diagnosis was not clear. They used the algorithm to study a participant brain function to predict his or her diagnosis and, more importantly, canada goose outlet in usa examined the participant response to medication. canada goose factory sale

uk canada goose outlet are the gold standard pharmaceutical therapy for MDD while mood stabilizers are the gold standard for bipolar I, said Dr. Elizabeth Osuch, a clinician canada goose outlet ottawa scientist at Lawson, canada goose outlet 80 off medical director at FEMAP and co lead investigator on the study. uk canada goose outlet

canada goose clearance it becomes difficult to predict which medication will work in patients with complex mood disorders when a diagnosis is not clear. Will they respond better to an antidepressant or to a mood stabilizer? research team hypothesized that participants classified by the algorithm as having MDD would respond to antidepressants while those classified as having bipolar I would respond to mood stabilizers. When tested with the complex patients, 11 out of 12 responded canada goose outlet to the medication predicted by the algorithm. canada goose clearance

Canada Goose sale study takes a canada goose outlet washington dc major canada goose parka uk step towards finding a biomarker of medication response in emerging adults with complex mood disorders, Osuch said. also suggests that we may one day have an objective measure of psychiatric illness through brain imaging that would make diagnosis faster, more effective and more consistent across health care providers. currently make a diagnosis based on the history and behavior of a patient. Medication decisions are based on that diagnosis. can be difficult with complex mood disorders and in the early course of an illness when symptoms may be less well defined, said Osuch. Canada Goose sale

canada goose coats may also have more than one diagnosis, such as a combination of a canada goose outlet price mood disorder and a substance abuse disorder, further complicating diagnosis. Having a biological test or procedure to identify what class of medication a patient will respond to would significantly advance the field of canada goose premium outlet psychiatry. Lawson Health Research Institute canada goose coats

canada goose uk outlet Rick Nauert PhDDr. Rick Nauert has over 25 years experience in clinical, administrative and academic healthcare. He is currently an associate professor for Rocky Mountain University of Health Professionals doctoral program in health promotion and wellness. Dr. Nauert began his career as a clinical physical therapist and served as a regional manager for a publicly traded multidisciplinary rehabilitation agency for 12 years. He has masters degrees in health fitness management and healthcare administration and canada goose outlet location a doctoral degree from The University of Texas at Austin focused on health care informatics, health administration, health education and health policy. (2018). canada goose factory outlet vancouver canada goose uk outlet.

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