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Artificial Intelligence In The Management Of Leukemia, Stephanie Koo, Austin P. Runde, Melvin Speisman Sep 2025

Artificial Intelligence In The Management Of Leukemia, Stephanie Koo, Austin P. Runde, Melvin Speisman

School of Medicine

BACKGROUND: Recently, given the demonstrated ability of AI to accurately characterize complex pathologies, AI has been proposed to be of use in the diagnosis, treatment, and monitoring of leukemias given their genetic complexity and subtype heterogeneity, array of treatments, and need for relapse detection. AI has several potential applications in the management of leukemia. First, it can be used to detect leukemia; using AI to detect nuances in lab values can ensure these deadly cancers are never missed. Second, AI can be used to risk-stratify patients and personalize treatments; leukemias are among the most genetically complex cancers with well-characterized risk …


Surveying Management Strategies For Pediatric Autoimmune Hepatitis, Lillie Baca Jun 2025

Surveying Management Strategies For Pediatric Autoimmune Hepatitis, Lillie Baca

University Honors Theses

Pediatric autoimmune hepatitis (PAIH) is a long-term condition that requires ongoing treatment and regular monitoring. It is characterized by its elevation of liver enzymes, interface hepatitis, and the specific presence of circulating autoantibodies. There is a general lack of consensus on appropriate measures of diagnostic criteria, treatment medication, and beneficial practices for monitoring the disease. The existing literature contains several subtle discrepancies that challenge a practitioner's judgement for care management of children with autoimmune hepatitis. This study is a retrospective chart review aimed at understanding the current diagnostics, treatment, and long-term management strategies of PAIH at a single center. Also, …


Clinical Practice Guideline For The Management Of Depression In Primary Care, Estrella Catherine Villarreal Jan 2024

Clinical Practice Guideline For The Management Of Depression In Primary Care, Estrella Catherine Villarreal

Doctor of Nursing Practice (DNP) Scholarly Projects - Archive

Background: The prevalence of depression poses a significant challenge in primary care, emphasizing the urgent need to address this issue during patient visits. Primary care providers are at the forefront of managing depression, yet they encounter difficulties in screening, diagnosing, assessing, and treating this complex condition. Clinical guidelines serve as valuable tools for primary care providers and practices, offering support in identifying and addressing depression effectively. An evidence-based approach to treating depression in primary care, with a focus on collaborative interventions with behavioral health to enhance depression management for American Indian/Alaskan Native (AI/AN) communities.

Methods: The descriptive analysis was conducted …


Applications Of Causal Inference Methods For The Estimation Of Effects Of Bone Marrow Transplant And Prescription Drugs On Survival Of Aplastic Anemia Patients, Yesha M. Patel Dec 2023

Applications Of Causal Inference Methods For The Estimation Of Effects Of Bone Marrow Transplant And Prescription Drugs On Survival Of Aplastic Anemia Patients, Yesha M. Patel

Computational and Data Sciences (PhD) Dissertations

This dissertation provides an in-depth exploration into the treatment effectiveness for aplastic anemia using causal inference methods, structured around three pivotal research papers. Each paper contributes to a nuanced understanding of treatment impacts, specifically focusing on bone marrow transplantation (BMT) and prescription drugs, and the identification of optimal treatment strategies.

The first paper, "Causal Inference Analysis for Assessing the Effect of Bone Marrow Transplantation on the One-Year Survival of Adult and Pediatric Aplastic Anemia Patients," sets the foundation. It examines the short-term effectiveness of BMT in both adult and pediatric patients, providing crucial insights into how this treatment affects survival …


Meta-Narrative Review Of Possible Impacts Of Genetic Screening On Treatment Of Breast Cancer, Toqa Al Alawi, Sheza Khan, Ivey Knebel, Steven Luong, Vilma Sanchez, Kamilah Walker-Charles Apr 2023

Meta-Narrative Review Of Possible Impacts Of Genetic Screening On Treatment Of Breast Cancer, Toqa Al Alawi, Sheza Khan, Ivey Knebel, Steven Luong, Vilma Sanchez, Kamilah Walker-Charles

Research Methods Poster Session 2023

Objective: To examine the impacts of genetic screening on the treatment of breast cancer, in relation to differences, outcomes and decisions in treatment plans or surgery in patients that performed genetic screening versus those that did not.

Background: Genetic screening technology has become commercially available, yet standard preventative care for breast cancer has no genetic screening involved. Genetic screening in breast cancer treatment is performed, but its usage is not standardized.

Methods: Findings were synthesized using the meta-narrative review style to examine articles retrieved from searches of digital databases PubMed and the M.D. Anderson Scholarly Library.

Discussion: Articles were selected …


Unsupervised Machine Learning For Identifying Challenging Behavior Profiles To Explore Cluster-Based Treatment Efficacy In Children With Autism Spectrum Disorder: Retrospective Data Analysis Study, Julie Gardner-Hoag, Marlena N. Novack, Chelsea Parlett-Pelleriti, Elizabeth Stevens, Dennis Dixon, Erik Linstead Jun 2021

Unsupervised Machine Learning For Identifying Challenging Behavior Profiles To Explore Cluster-Based Treatment Efficacy In Children With Autism Spectrum Disorder: Retrospective Data Analysis Study, Julie Gardner-Hoag, Marlena N. Novack, Chelsea Parlett-Pelleriti, Elizabeth Stevens, Dennis Dixon, Erik Linstead

Engineering Faculty Articles and Research

Background: Challenging behaviors are prevalent among individuals with autism spectrum disorder; however, research exploring the impact of challenging behaviors on treatment response is lacking.

Objective: The purpose of this study was to identify types of autism spectrum disorder based on engagement in different challenging behaviors and evaluate differences in treatment response between groups.

Methods: Retrospective data on challenging behaviors and treatment progress for 854 children with autism spectrum disorder were analyzed. Participants were clustered based on 8 observed challenging behaviors using k means, and multiple linear regression was performed to test interactions between skill mastery and treatment …


Nanoparticle-Mediated Drug Delivery For The Treatment Of Cardiovascular Diseases, Rajasekharreddy Pala, Vt Anju, Madhu Dyavaiah, Siddhardha Busi, Surya M. Nauli May 2020

Nanoparticle-Mediated Drug Delivery For The Treatment Of Cardiovascular Diseases, Rajasekharreddy Pala, Vt Anju, Madhu Dyavaiah, Siddhardha Busi, Surya M. Nauli

Pharmacy Faculty Articles and Research

Cardiovascular diseases (CVDs) are one of the foremost causes of high morbidity and mortality globally. Preventive, diagnostic, and treatment measures available for CVDs are not very useful, which demands promising alternative methods. Nanoscience and nanotechnology open a new window in the area of CVDs with an opportunity to achieve effective treatment, better prognosis, and less adverse effects on non-target tissues. The application of nanoparticles and nanocarriers in the area of cardiology has gathered much attention due to the properties such as passive and active targeting to the cardiac tissues, improved target specificity, and sensitivity. It has reported that more than …


"What's App?" Utilizing Evidence Based Medicine Apps In The Clinical Setting, Kathryn C. O'Donovan May 2016

"What's App?" Utilizing Evidence Based Medicine Apps In The Clinical Setting, Kathryn C. O'Donovan

BU Well

The medical community has utilized evidence-based medicine, or EBM, in practice for decades, and healthcare personnel are used to the idea of utilizing research and statistics to determine the treatment of patients. However, as technology advances, the use of electronics and EBM apps has increased in the clinical setting. While there are advantages to clinicians having resources at their fingertips as they talk with patients, there are also hurdles that could harm or offend patients. So as healthcare inevitably becomes more and more electronic, can providers strike the balance needed to effectively use EBM apps in practice to provide optimum …