Nervous System Diseases Commons^™

A Machine Learning Approach To Diagnosis Of Parkinson’S Disease, Sumaiya F. Hashmi

CMC Senior Theses

I will investigate applications of machine learning algorithms to medical data, adaptations of differences in data collection, and the use of ensemble techniques.

Focusing on the binary classification problem of Parkinson’s Disease (PD) diagnosis, I will apply machine learning algorithms to a primary dataset consisting of voice recordings from healthy and PD subjects. Specifically, I will use Artificial Neural Networks, Support Vector Machines, and an Ensemble Learning algorithm to reproduce results from [MS12] and [GM09].

Next, I will adapt a secondary regression dataset of PD recordings and combine it with the primary binary classification dataset, testing various techniques to consolidate …

Is Modafinil (Provigil®) Effective In Improving Cognitive Function In Adults With Narcolepsy?, Stephanie V. Bui

PCOM Physician Assistant Studies Student Scholarship

OBJECTIVE: The objective of this selective EBM review is to determine whether or not modafinil (Provigil®) is effective in improving cognitive function in adults with narcolepsy.

STUDY DESIGN: Review of all English language primary randomized controlled trials from 1996 to 2010.

DATA SOURCES: Double-blind, randomized controlled trials that compared modafinil (Provigil®) to a visually matched placebo were found using OVID, MEDLINE, and Cochrane Databases.

OUTCOME(S) MEASURED: Each of the three trials assessed the effect of modafinil on cognitive and executive function by Low-Resolution Brain Electromagnetic Tomography (LORETA), and the following assessment tools: Epworth Sleepiness Scale (ESS), Multiple Sleep …

Is Local Infiltration Analgesia (Lia) A Safe And Effective Method For Post-Operative Pain Management After A Unilateral Total Knee Arthroplasty (Tka)?, Brooke A. Bonnette

PCOM Physician Assistant Studies Student Scholarship

OBJECTIVE: The objective of this systematic review is to determine whether or not local infiltration analgesia (LIA) is a safe and effective method for post-operative pain management after a unilateral total knee arthroplasty (TKA).
STUDY DESIGN: Review of three English language primary studies published in 2010 and 2011.

DATA SOURCES: Three randomized controlled trials comparing local infiltration analgesia to three separate controls: epidural analgesia, placebo infiltration and femoral nerve block found using PubMed.

OUTCOMES MEASURED: Clinical outcome was measured by total morphine use postoperatively and average knee pain intensity at rest and upon movement postoperatively. Total morphine use …

What Is The Effectiveness Of Onabotulinumtoxina (Botox®) In Reducing The Number Of Chronic Migraines (Cm) In Patients 18-65 Years Old?, Kristin A. Beddingfield

PCOM Physician Assistant Studies Student Scholarship

OBJECTIVE: The objective of this selective EBM review is to determine whether or not onabotulinumtoxinA (Botox®) is effective in reducing the number of chronic migraines (CM) in patients 18-65 years old? Study Design: Review of three published, double blind randomized controlled trials were used for this review, which were found on PubMed; were selected based on their relevance to the clinical question and if they included patient oriented outcomes.

OUTCOMES MEASURED: The outcomes measured were headache/migraine free days measured by >50% responder rate analysis, the Treatment Responder Rate based on Physician Global Assessment, and total adverse events reported by …

A Dna Computer For Glioblastoma Multiforme Diagnosis And Drug Delivery, Sumaiya F. Hashmi

CMC Senior Theses

Glioblastoma multiforme (GBM) is a debilitating malignant brain tumor with expected patient survival of less than a year and limited responsiveness to most treatments, often requiring biopsy for diagnosis and invasive surgery for treatment. We propose a DNA computer system, consisting of input, computation, and output components, for diagnosis and treatment. The input component will detect the presence of three GBM biomarkers: vascular endothelial growth factor (VEGF), caveolin-1α (CAV), and B2 receptors. The computation component will include indicator segments for each of these genes, and ensure that output is only released if all the biomarkers are present. The output component …

Oxysterols And Parkinson´S Disease. Evidence That Levels Of 24s-Hydroxycholesterol In Cerebrospinal Fluid Correlates With The Duration Of The Disease., Steve Meaney, Anita Lovgren-Sandblom, Lovisa Brodin, Lisette Salveson, Valerio Leoni, Kristian Winge, Sven Palhagen, Per Svenninson

Articles

Oxysterols are important for cholesterol homeostasis in the brain and may be affected in neurodegenerative diseases. The levels of the brain-derived oxysterol 24S-hydroxycholesterol (24S-OH) have been reported to be markedly reduced in the circulation of patients with Parkinson's disease (PD) (Lee et al., Antioxid. Redox Signal. 11 (2009) 407–420). The finding is surprising in view of the fact that other neurodegenerative diseases are associated with relatively modest effects on the circulating levels of 24S-OH. We determined the plasma and cerebrospinal fluid (CSF) levels of 24S-OH and 27-hydroxycholesterol (27-OH) in patients with PD with different disease duration using a highly accurate …