Analytical, Diagnostic and Therapeutic Techniques and Equipment Commons^™

Identifying Depression In The National Health And Nutrition Examination Survey Data Using A Deep Learning Algorithm, Jihoon Oh, Kyongsik Yun, Uri Maoz, Tae-Suk Kim, Jeong-Ho Chae

Psychology Faculty Articles and Research

Background

As depression is the leading cause of disability worldwide, large-scale surveys have been conducted to establish the occurrence and risk factors of depression. However, accurately estimating epidemiological factors leading up to depression has remained challenging. Deep-learning algorithms can be applied to assess the factors leading up to prevalence and clinical manifestations of depression.

Methods

Customized deep-neural-network and machine-learning classifiers were assessed using survey data from 19,725 participants from the NHANES database (from 1999 through 2014) and 4949 from the South Korea NHANES (K-NHANES) database in 2014.

Results

A deep-learning algorithm showed area under the receiver operating characteristic curve (AUCs) …

Omt For The Treatment Of Depression And Anxiety, Zachary Winchell

Rowan-Virtua Research Day

Osteopathic manipulative therapy (OMT) fundamentally aims to remedy somatic dysfunction through the manipulation of the patient. In this regard, OMT is a particularly viable non-pharmacological adjunct for patients with depressive and generalized anxiety disorder (GAD).

In both of these disorders, the hypothalamic-pituitary-adrenal axis has an interdependent relationship with physiological stress that feed one another to both increase symptomology and leave patients vulnerable to negative life events. Additionally, pro-inflammatory cytokines acting on the brain over long periods of time can lead to exacerbation of disease and the development of depression in susceptible individuals. Altered cytokine balance has also been found in …

Pharmacologic Profiling Of Novel Compounds Via Fluorometric Analyses Of Monoamine Transporter Responses, Ashkhan Hojati

Theses and Dissertations

In humans and other organisms, monoaminergic systems are crucial in neuronal function and behavior. The monoamine transporters (MATs), which can be found on the presynaptic plasma membrane of neurons in the central nervous system (CNS), are crucial in the regulation of neurotransmitter concentration in the synaptic cleft. As the duration and concentration of neurotransmitters in the cleft affect further downstream signaling responses, these proteins are important targets for both understanding neuronal physiology and compounds of interest. Multiple theories exist proponing the contribution of MATs to a variety of mental and neurological disorders, including depression. This theory establishes that depression is …

Cancer Survivorship: Promoting A Lifetime Of Health, Janelle Coleman-Smith

Master's Projects and Capstones

Abstract

Introduction Cancer survivors can face post-cancer treatment effects that need addressing throughout their care trajectory. Education provided to stakeholders and patients will be beneficial in preventing fragmented care, increasing patient satisfaction, and expanding ongoing supportive clinical survivorship care. Methods An adapted Dr. Joanne Lester survivorship needs survey was given to n=7 post-cancer treatment patients within a northern California cancer patient advisory committee. The survey results were analyzed to identify common underserved chronic long-term survivorship needs. Based on the data, an evidence-based educational component was included within a booklet to enhance future survivorship care. Additional surveys were sent to stakeholders …

Healing Touch: Enhancing Quality Of Life, Julia Mccann-Khludenev

Evidence-Based Practice Project Reports

Healing touch (HT) is a non-invasive energy therapy used in the management of symptoms of various health conditions. HT utilization has demonstrated enhanced comfort and relief of symptoms such as chronic pain, post-traumatic-stress, depression, and anxiety. The purpose of this evidence-based practice (EBP) project was to promote awareness and appointment compliance rate of HT amongst veterans, and also to determine effectiveness of HT intervention on symptom relief and well-being. The PICO question was: “For Veterans, what is the effect of HT education material and mail notification on appointment compliance rate, and HT delivery on symptom relief and well-being as compared …

1st Place Research Paper: The Effectiveness Of Yoga Therapy On An Adult, Post-Stroke Population: A Systematic Review, Baylor E. Hogan

Kevin and Tam Ross Undergraduate Research Prize

Objectives: The objectives of this paper are to (1) give a brief overview of stroke pathophysiology (2) outline yoga as a therapeutic strategy (3) present the current research on yoga rehabilitation for stroke (4) discuss the efficacy of yoga for chronic stroke.

Methods: Relevant terms were searched in PubMed, Web of Science, Academic OneFile, ScienceDirect, and Google Scholar electronic databases. Studies were excluded if they contained pediatric stroke, non-stroke neurological diseases, or subjects with comorbidities. Statistically significant data was extracted for the primary measures of nine trials.

Results: Four studies measured statistically significant outcomes (p<0.05). These included improvements in balance, independence, endurance, trait anxiety, fear of falling, self-efficacy, pain, strength, range of motion (ROM), activity, participation, and quality of life (QoL). Discussion: Lack of statistical significance in post-stroke depression (PSD) measures may be due to inadequate intervention length or a psychosocial cause of depression. Improvements in balance, flexibility, and strength from yoga participation permitted progress in disability and functionality. Finally, overall health-related quality of life (HRQL) is affected by the severity of mental disorders and physical disability. Yoga can have a positive effect in both domains and therefore, may improve HRQL.

Conclusion: …

Does Exogenous Melatonin Improve Quality Of Sleep In Patients Experiencing Sleep Disturbances Secondary To Chronic Diseases?, Blessen B. Thomas

PCOM Physician Assistant Studies Student Scholarship

Objective: The objective of this selective EBM review is to determine whether or not “Does exogenous melatonin improve quality of sleep in patients experiencing sleep disturbances secondary to chronic diseases?”

Study Design: Three Randomized, placebo-controlled studies (RCT) published in 2010, 2013 and 2008. Data Sources: All RCTs searched and located using PubMed database.

Outcomes Measured: Clinical outcome for all three articles using quality of sleep or quality of life questionnaires such as the Leeds Sleep Evaluation. All of which evaluated POEMs, and were self reported by participants.

Results: In a randomized control study (RCT) by Serfaty et al, sleep quality …

The Effects Of Testosterone Supplementation On Cognitive Functioning In Older Men, Eka Wahjoepramono, Prita Asih, Vilia Aniwiyanti, Kevin Taddei, Satvinder Dhaliwal, Stephanie Fuller, Jonathan Foster, Malcolm Carruthers, Giuseppe Verdile, Hamid R. Sohrabi, Ralph Martins

Research outputs 2014 to 2021

Reduction in testosterone levels in men during aging is associated with cognitive decline and risk of dementia. Animal studies have shown benefits for testosterone supplementation in improving cognition and reducing Alzheimer’s disease pathology. In a randomized, placebo-controlled, crossover study of men with subjective memory complaint and low testosterone levels, we investigated whether testosterone treatment significantly improved performance on various measures of cognitive functioning. Forty-four men were administered a battery of neuropsychological tests to establish the baseline prior to being randomly divided into two groups. The first group (Group A) received 24 weeks of testosterone treatment (T treatment) followed by 4 …

Off-Label Use Of Transmucosal Ketamine As A Rapidacting Antidepressant: A Retrospective Chart Review, Linda Nguyen, Patrick J. Marshalek, Cory B. Weaver, Kathy J. Cramer, Scott E. Pollard, Rae Reiko Matsumoto

Faculty Publications & Research of the TUC College of Pharmacy

Objective: This study evaluated the effectiveness and safety of subanesthetic doses of ketamine using an off-label, transmucosal administration route in patients with treatment-resistant depression.

Methods: A retrospective chart review was conducted to identify patients who met the inclusion criteria for treatment-resistant major depressive disorder. Seventeen such patients who received subanesthetic doses of ketamine were included. Patient demographics, efficacy (drug refill, clinician notes), side effects, and concurrent medications were assessed.

Results: Benefit from low-dose transmucosal ketamine was noted in 76% of subjects (average age 48 years, 88% female), with a dose duration lasting 7–14 days. No notable side …

Insomnia And Exacerbation Of Anxiety Associated With High-Epa Fish Oil Supplements After Successful Treatment Of Depression, Lauren B. Blanchard, Gordon C. Mccarter

Faculty Publications & Research of the TUC College of Pharmacy

A 54-year-old male consulted his general practitioner for increasing general anxiety and mild panic attacks despite effective treatment for recurrent major depressive disorder, which included a fish oil supplement enriched in eicosapentaenoic acid (EPA). The patient would awaken suddenly at night with shortness of breath and overwhelming worry. During the daytime, he felt a general, nonspecific anxiety and frequently experienced sympathetic activation upon confronting routine challenges. He also experienced dyspnea-induced feelings of panic. He reported that he stopped taking the fish oil supplements after several more months of symptoms, and his anxiety and insomnia then largely disappeared. Several weeks later, …

Program Active Ii: Design And Methods For A Multi-Center Community-Based Depression Treatment For Rural And Urban Adults With Type 2 Diabetes, Mary De Groot, Jay H. Shubrook, Frank Schwartz, W. Guyton Hornsby Jr., Yegan Pillay, Chandan Saha

Faculty Publications & Research of the TUC College of Osteopathic Medicine

Objective: Depression affects one in four adults with type 2 diabetes (T2DM) and is associated with worsened diabetes complications, increased health care costs and early mortality. Rural and low-income urban areas, including the Appalachian region, represent an epicenter of the T2DM epidemic. Program ACTIVE II is a comparative effectiveness treatment trial designed to test whether a combination of cognitive behavioral therapy (CBT) and community-based exercise (EXER) will offer greater improvements in diabetes and depression outcomes compared to individual treatment approaches and usual care (UC). The secondary aims are to assess changes in cardiovascular risk factors across groups and to …