Medicine and Health Sciences Commons^™

Risk Factors Of Not Reaching Mcid After Elective Lumbar Spine Surgery: A Case Control Study, Travis Hamilton Md, Scott Lim Md, Edwin Telemi Md, Ho Jun Yun Mms, Mohamed Macki Md, Lonni Schultz Phd, Hsueh-Han Yeh Phd, Kylie Springer Ms, Kevin Taliafero Md, Miguelangelo Perez-Cruet Md, Ilyas Aleem Md, Paul Park Md, Richard Easton Md, David Nerenz Phd, Jason Schwalb Md, Muwaffak Abdulhak Md, Victor Chang Md

Medical Student Research Symposium

Background

The therapeutic effect of spine surgery has been traditionally evaluated by physical examination, radiographic findings, and general perception of patient’s health status. However, these assessments are often insufficient to represent surgical outcomes.Patient-reported outcomes (PROs) are tools developed to measures quality outcomes following spinal surgery. Examples include the Patient-Reported Outcomes Measurement Information System Function 4-item Short Form (PROMIS-PF), Visual Analogue Scale (VAS), ODI (Oswestry Disability Index), SF-36 (Short Form Health Survey), and EQ-5D (EuroQuol-5D). The minimum clinically important difference (MCID) is an assessment tool to note the smallest clinical difference in PROs and provides the threshold where patients experience clinical …

The Association Of Center Volume With Transplant Outcomes In Selected High-Risk Groups In Kidney Transplantation, Massini Merzkani, Su-Hsin Chang, Haris Murad, Krista L Lentine, Munis Mattu, Mei Wang, Vangie Hu, Bolin Wang, Yazen Al-Hosni, Obadah Alzahabi, Omar Alomar, Jason Wellen, Tarek Alhamad

2020-Current year OA Pubs

BACKGROUND: In context of increasing complexity and risk of deceased kidney donors and transplant recipients, the impact of center volume (CV) on the outcomes of high-risk kidney transplants(KT) has not been well determined.

METHODS: We examined the association of CV and outcomes among 285 U.S. transplant centers from 2000-2016. High-risk KT were defined as recipient age ≥ 70 years, body mass index (BMI) ≥ 35 kg/m

RESULTS: Two hundred fifty thousand five hundred seventy-four KT were analyzed. Compared to high CV, recipients with BMI ≥ 35 kg/m

CONCLUSIONS: Recipients of high-risk KT with BMI ≥ 35 kg/m

Molnupiravir And Risk Of Hospital Admission Or Death In Adults With Covid-19: Emulation Of A Randomized Target Trial Using Electronic Health Records, Yan Xie, Benjamin Bowe, Ziyad Al-Aly

2020-Current year OA Pubs

OBJECTIVE: To emulate a randomized target trial to estimate the association between the antiviral drug molnupiravir and hospital admission or death in adults with SARS-CoV-2 infection in the community during the omicron predominant era who were at high risk of progression to severe covid-19.

DESIGN: Emulation of a randomized target trial using electronic health records.

SETTING: US Department of Veterans Affairs.

PARTICIPANTS: 85 998 adults with SARS-CoV-2 infection between 5 January and 30 September 2022 and at least one risk factor for progression to severe covid-19: 7818 participants were eligible for and treated with molnupiravir and 78 180 received no …

Ideal Cardiovascular Health, Biomarkers, And Coronary Artery Disease In Persons With Hiv, Pamela S Douglas, Sara Mccallum, Michael T Lu, Triin Umbleja, Kathleen V Fitch, Borek Foldyna, Markella V Zanni, Evelynne S Fulda, Gerald S Bloomfield, Carl J Fichtenbaum, Edgar T Overton, Judith A Aberg, Carlos D Malvestutto, Tricia H Burdo, Roberto C Arduino, Ken S Ho, Michael T Yin, Heather J Ribaudo, Steven K Grinspoon

Journal Articles

OBJECTIVE: To investigate relationships between Life's Simple 7 (LS7), an assessment of cardiovascular health (CVH), and coronary plaque among people with HIV (PWH).

DESIGN: Cross-sectional.

METHODS: Coronary computed tomography angiography, immune/inflammatory biomarkers, and characterization of LS7 were collected among a subset of ART-treated PWH enrolled in REPRIEVE, a primary prevention trial. Analyses adjusted for cardiovascular disease risk (ASCVD score).

RESULTS: Median age of the 735 participants was 51(±6) years, 16% female, and median (Q1-Q3) CVD risk was 4.5% (2.6-6.9). Forty percent had poor (≤2 ideal components), 51% had intermediate (three or four ideal components), and only 9% had ideal CVH …

Mortality And Major Adverse Cardiovascular Events In Hospitalized Patients With Atrial Fibrillation With Covid-19, Lucas Wang, Lawrence Hoang, Kristopher Aten, Mujahed Abualfoul, Victor Canela, Sri Prathivada, Michael Vu, Yi Zhao, Manavjot Sidhu

Journal Articles

COVID-19 results in increased incidence of cardiac arrhythmias, including atrial fibrillation (AF). However, little is known about the combined effect of AF and COVID-19 on patient outcomes. This study aimed to determine if AF, specifically new-onset AF (NOAF), is associated with increased risk of mortality and major adverse cardiovascular events (MACEs) in hospitalized patients with COVID-19. This multicenter retrospective analysis identified 2,732 patients with COVID-19 admitted between March and December 2020. Data points were manually reviewed in the patients' electronic health records. Multivariate logistic regression was used to assess if AF was associated with death or MACE. Patients with AF …

Risk Factors For Ebola Virus Persistence In Semen Of Survivors In Liberia, Jonathan Dyal, Aaron Kofman, Jomah Z Kollie, John Fankhauser, Romeo Orone, Moses J Soka, Uriah Glaybo, Armah Kiawu, Edna Freeman, Giovanni Giah, Henry D Tony, Mylene Faikai, Mary Jawara, Kuku Kamara, Samuel Kamara, Benjamin Flowers, Mohammed L Kromah, Rodel Desamu-Thorpe, James Graziano, Shelley Brown, Maria E Morales-Betoulle, Deborah L Cannon, Kaihong Su, Susanne L Linderman, Mateusz Plucinski, Eric Rogier, Richard S Bradbury, W Evan Secor, Katherine E Bowden, Christi Phillips, Mary N Carrington, Yeon-Hwa Park, Maureen P Martin, Maria Del Pilar Aguinaga, Robert Mushi, Dana L Haberling, Elizabeth D Ervin, John D Klena, Moses Massaquoi, Tolbert Nyenswah, Stuart T Nichol, David E Chiriboga, Desmond E Williams, Steven H Hinrichs, Rafi Ahmed, Benjamin T Vonhm, Pierre E Rollin, Lawrence J Purpura, Mary J Choi

Journal Articles

BACKGROUND: Long-term persistence of Ebola virus (EBOV) in immunologically privileged sites has been implicated in recent outbreaks of Ebola virus disease (EVD) in Guinea and the Democratic Republic of Congo. This study was designed to understand how the acute course of EVD, convalescence, and host immune and genetic factors may play a role in prolonged viral persistence in semen.

METHODS: A cohort of 131 male EVD survivors in Liberia were enrolled in a case-case study. "Early clearers" were defined as those with 2 consecutive negative EBOV semen test results by real-time reverse-transcription polymerase chain reaction (rRT-PCR) ≥2 weeks apart within …

Body Mass Index And Molecular Subtypes Of Colorectal Cancer, Neil Murphy, Yin Cao, Et Al.

2020-Current year OA Pubs

BACKGROUND: Obesity is an established risk factor for colorectal cancer (CRC), but the evidence for the association is inconsistent across molecular subtypes of the disease.

METHODS: We pooled data on body mass index (BMI), tumor microsatellite instability status, CpG island methylator phenotype status, BRAF and KRAS mutations, and Jass classification types for 11 872 CRC cases and 11 013 controls from 11 observational studies. We used multinomial logistic regression to estimate odds ratios (OR) and 95% confidence intervals (CI) adjusted for covariables.

RESULTS: Higher BMI was associated with increased CRC risk (OR per 5 kg/m2 = 1.18, 95% CI = …

Cross-Sectional And Prospective Associations Of Rest-Activity Rhythms With Body Mass Index In Older Men: A Novel Analysis Using Harmonic Hidden Markov Models, Brian Heckler, Miryoung Lee, Katie Stone, Cici Bauer, Qian Xiao

Journal Articles

Growing evidence supports a role for rest-activity rhythms (RARs) in metabolic health. Epidemiological studies in adolescents and young adults showed that RAR characteristics consistent with weakened rhythmicity were associated with obesity. However, studies in older adults are lacking. The objective of this study was to examine the cross-sectional and prospective associations between RAR and obesity in older men using the Harmonic Hidden Markov Model (HHMM), a novel analytical approach with several advantages over conventional methods for characterizing RAR. The analysis included nearly 3,000 participants in the Osteoporotic Fractures in Men study with 5-day 24-h actigraphy data. The strength of RAR …

Genetic Effect On Body Mass Index And Cardiovascular Disease Across Generations, Chloé Sarnowski, Matthew P Conomos, Ramachandran S Vasan, James B Meigs, Josée Dupuis, Ching-Ti Liu, Aaron Leong

Journal Articles

BACKGROUND: Whether genetics contribute to the rising prevalence of obesity or its cardiovascular consequences in today's obesogenic environment remains unclear. We sought to determine whether the effects of a higher aggregate genetic burden of obesity risk on body mass index (BMI) or cardiovascular disease (CVD) differed by birth year.

METHODS: We split the FHS (Framingham Heart Study) into 4 equally sized birth cohorts (birth year before 1932, 1932 to 1946, 1947 to 1959, and after 1960). We modeled a genetic predisposition to obesity using an additive genetic risk score (GRS) of 941 BMI-associated variants and tested for GRS-birth year interaction …

Early Intervention And Intensive Management Of Patients With Diabetes, Cardiorenal, And Metabolic Diseases, Yehuda Handelsman, Samuel Klein, Et Al.

2020-Current year OA Pubs

Increasing rates of obesity and diabetes have driven corresponding increases in related cardiorenal and metabolic diseases. In many patients, these conditions occur together, further increasing morbidity and mortality risks to the individual. Yet all too often, the risk factors for these disorders are not addressed promptly in clinical practice, leading to irreversible pathologic progression. To address this gap, we convened a Task Force of experts in cardiology, nephrology, endocrinology, and primary care to develop recommendations for early identification and intervention in obesity, diabetes, and other cardiorenal and metabolic diseases. The recommendations include screening and diagnosis, early interventions with lifestyle, and …

Extending Outbreak Investigation With Machine Learning And Graph Theory: Benefits Of New Tools With Application To A Nosocomial Outbreak Of A Multidrug-Resistant Organism, Andrew Atkinson, Benjamin Ellenberger, Vanja Piezzi, Tanja Kaspar, Luisa Salazar-Vizcaya, Olga Endrich, Alexander B Leichtle, Jonas Marschall

2020-Current year OA Pubs

OBJECTIVE: From January 1, 2018, until July 31, 2020, our hospital network experienced an outbreak of vancomycin-resistant enterococci (VRE). The goal of our study was to improve existing processes by applying machine-learning and graph-theoretical methods to a nosocomial outbreak investigation.

METHODS: We assembled medical records generated during the first 2 years of the outbreak period (January 2018 through December 2019). We identified risk factors for VRE colonization using standard statistical methods, and we extended these with a decision-tree machine-learning approach. We then elicited possible transmission pathways by detecting commonalities between VRE cases using a graph theoretical network analysis approach.

RESULTS: …

Comparison Of State-Of-The-Art Neural Network Survival Models With The Pooled Cohort Equations For Cardiovascular Disease Risk Prediction, Yu Deng, Lei Liu, Et Al.

2020-Current year OA Pubs

BACKGROUND: The Pooled Cohort Equations (PCEs) are race- and sex-specific Cox proportional hazards (PH)-based models used for 10-year atherosclerotic cardiovascular disease (ASCVD) risk prediction with acceptable discrimination. In recent years, neural network models have gained increasing popularity with their success in image recognition and text classification. Various survival neural network models have been proposed by combining survival analysis and neural network architecture to take advantage of the strengths from both. However, the performance of these survival neural network models compared to each other and to PCEs in ASCVD prediction is unknown.

METHODS: In this study, we used 6 cohorts from …

Prevalence And Geographic Distribution Of Self-Reported Chronic Kidney Disease And Potential Risk Factors In Central America, Erika Figueroa-Solis, David Gimeno Ruiz De Porras, Marianela Rojas-Garbanzo, Lawrence Whitehead, Kai Zhang, George L Delclos

Journal Articles

BACKGROUND: Cases for chronic kidney disease of unknown etiology (CKDu) are increasing in specific disease hotspots located in rural agricultural communities over Central America. The goal of the study was to estimate the prevalence and geographic distribution of self-reported work-related CKD and associated risk factors for CKDu by industry sector in Central America.

METHODS: We calculated the prevalence and distribution of self-reported CKD, work-related CKD, and suspected CKDu risk factors among the 9032 workers in the Second Central American Survey of Working Conditions and Health (II ECCTS, 2018). We mapped the distribution of suspected CKDu risk factors to work-related CKDu …

Use Of Serial Smartphone-Based Assessments To Characterize Diverse Neuropsychiatric Symptom Trajectories In A Large Trauma Survivor Cohort, Francesca L Beaudoin, Xinming An, Archana Basu, Yinyao Ji, Mochuan Liu, Ronald C Kessler, Robert F Doughtery, Donglin Zeng, Kenneth A Bollen, Stacey L House, Jennifer S Stevens, Thomas C Neylan, Gari D Clifford, Tanja Jovanovic, Sarah D Linnstaedt, Laura T Germine, Scott L Rauch, John P Haran, Alan B Storrow, Christopher Lewandowski, Paul I Musey, Phyllis L Hendry, Sophia Sheikh, Christopher W Jones, Brittany E Punches, Michael C Kurz, Robert A Swor, Vishnu P Murty, Meghan E Mcgrath, Lauren A Hudak, Jose L Pascual, Elizabeth M Datner, Anna Marie Chang, Claire Pearson, David A Peak, Roland C Merchant, Robert M Domeier, Niels K Rathlev, Brian J O' Neil, Paulina Sergot, Leon D Sanchez, Steven E Bruce, Justin T Baker, Jutta Joormann, Mark W Miller, Robert H Pietrzak, Deanna M Barch, Diego A Pizzagalli, John F Sheridan, Jordan W Smoller, Steven E Harte, James M Elliott, Karestan C Koenen, Kerry J Ressler, Samuel A Mclean

Department of Emergency Medicine Faculty Papers

The authors sought to characterize adverse posttraumatic neuropsychiatric sequelae (APNS) symptom trajectories across ten symptom domains (pain, depression, sleep, nightmares, avoidance, re-experiencing, anxiety, hyperarousal, somatic, and mental/fatigue symptoms) in a large, diverse, understudied sample of motor vehicle collision (MVC) survivors. More than two thousand MVC survivors were enrolled in the emergency department (ED) and completed a rotating battery of brief smartphone-based surveys over a 2-month period. Measurement models developed from survey item responses were used in latent growth curve/mixture modeling to characterize homogeneous symptom trajectories. Associations between individual trajectories and pre-trauma and peritraumatic characteristics and traditional outcomes were compared, along …

Use Of Serial Smartphone-Based Assessments To Characterize Diverse Neuropsychiatric Symptom Trajectories In A Large Trauma Survivor Cohort, Francesca L Beaudoin, Stacey L House, Deanna M Barch, Et Al.

2020-Current year OA Pubs

The authors sought to characterize adverse posttraumatic neuropsychiatric sequelae (APNS) symptom trajectories across ten symptom domains (pain, depression, sleep, nightmares, avoidance, re-experiencing, anxiety, hyperarousal, somatic, and mental/fatigue symptoms) in a large, diverse, understudied sample of motor vehicle collision (MVC) survivors. More than two thousand MVC survivors were enrolled in the emergency department (ED) and completed a rotating battery of brief smartphone-based surveys over a 2-month period. Measurement models developed from survey item responses were used in latent growth curve/mixture modeling to characterize homogeneous symptom trajectories. Associations between individual trajectories and pre-trauma and peritraumatic characteristics and traditional outcomes were compared, along …

Prevalence And Concordance Of Oral And Genital Hpv By Sexual Orientation Among Us Men, Kalyani Sonawane, Shiang Shiuan Shyu, Haluk Damgacioglu, Ruosha Li, Alan G Nyitray, Ashish A Deshmukh

Journal Articles

The objective of our study was to describe oral and genital human papillomavirus (HPV) infection prevalence and concordance by sexual orientation among US men using a nationally representative sample. We conducted a retrospective cross-sectional analysis of the 2013-2016 National Health and Nutrition Examination Survey. The survey conducts a physical examination and collects oral rinse and genital swab specimens; demographic and health behaviors are self-reported. We used descriptive statistics and multivariate regression models to estimate HPV infection prevalence and the likelihood of HPV infection, respectively. All analyses were adjusted for National Health and Nutrition Examination Survey design and weights, and statistical …

Integrative Analysis Of Clinicopathological Features Defines Novel Prognostic Models For Mantle Cell Lymphoma In The Immunochemotherapy Era: A Report From The North American Mantle Cell Lymphoma Consortium, Julie M. Vose, Kai Fu, Lu Wang, Adnan Mansoor, Douglas Stewart, Hongxia Cheng, Lynette M. Smith, Ji Yuan, Hina Naushad Qureishi, Brian K. Link, Melissa H. Cessna, Paul M. Barr, Brad S. Kahl, Matthew S. Mckinney, Nadia Khan, Ranjana H. Advani, Peter Martin, Andre H. Goy, Tycel J. Phillips, Amitkumar Mehta, Manali Kamdar, Michael Crump, Barbara Pro, Christopher R. Flowers, Caron A. Jacobson, Sonali M. Smith, Deborah M. Stephens, Veronika Bachanova, Zhaohui Jin, Shishou Wu, Francisco Hernandez-Ilizaliturri, Pallawi Torka, Andrea Anampa-Guzmán, Farshid Kashef, Xing Li, Sunandini Sharma, Timothy Greiner, James O. Armitage, Matthew A. Lunning, Dennis D. Weisenburger, Gregory Bociek, Javeed Iqbal, Guohua Yu, Chengfeng Bi, North American Mantle Cell Lymphoma Consortium

Journal Articles: Oncology and Hematology

BACKGROUND: Patients with mantle cell lymphoma (MCL) exhibit a wide variation in clinical presentation and outcome. However, the commonly used prognostic models are outdated and inadequate to address the needs of the current multidisciplinary management of this disease. This study aims to investigate the clinical and pathological features of MCL in the immunochemotherapy era and improve the prognostic models for a more accurate prediction of patient outcomes.

METHODS: The North American Mantle Cell Lymphoma Project is a multi-institutional collaboration of 23 institutions across North America to evaluate and refine prognosticators for front-line therapy. A total of 586 MCL cases diagnosed …

Factors Associated With Prevalent Mycobacterium Tuberculosis Infection And Disease Among Adolescents And Adults Exposed To Rifampin-Resistant Tuberculosis In The Household, Soyeon Kim, Anneke C. Hesseling, Xingye Wu, Michael D. Hughes, N. Sarita Shah, Sanjay Gaikwad, Nishi Kumarasamy, Erika Mitchell, Mey Leon, Pedro Gonzales, Sharlaa Badal-Faesen, Madeleine Lourens, Sandy Nerette, Justin Shenje, Petra De Koker, Supalert Nedsuwan, Lerato Mohapi, Unoda A. Chakalisa, Rosie Mngqbisa, Rodrigo Otávio Da Silva Escada, Samuel Ouma, Barbara Heckman, Linda Naini, Amita Gupta, Susan Swindells, Gavin Churchyard, Actg A5300/Impaact 2003 Phoenix Feasibility Study Team

Journal Articles: Infectious Diseases

BACKGROUND: Understanding factors associated with prevalent Mycobacterium tuberculosis infection and prevalent TB disease in household contacts of patients with drug-resistant tuberculosis (TB) may be useful for TB program staff conducting contact investigations.

METHODS: Using data from a cross-sectional study that enrolled index participants with rifampin-resistant pulmonary TB and their household contacts (HHCs), we evaluated HHCs age ≥15 years for factors associated with two outcomes: Mycobacterium tuberculosis infection and TB disease. Among HHCs who were not already diagnosed with current active TB disease by the TB program, Mycobacterium tuberculosis infection was determined by interferon-gamma release assay (IGRA). TB disease was adjudicated …

Open Treatments For Thoracoabdominal Aortic Aneurysm Repair, Akiko Tanaka, Holly N Smith, Hazim J Safi, Anthony L Estrera

Journal Articles

Thoracoabdominal aortic aneurysms (TAAA) represent a unique pathology that is associated with considerable mortality if untreated. While the advent of endovascular technologies has introduced new modalities for consideration, the mainstay of TAAA treatment remains open surgical repair. However, the optimal conduct of open TAAA repair requires careful consideration of patient risk factors and a collaborative team effort to mitigate the risk of perioperative complications. In this chapter, we briefly outline the history of treating TAAA, preoperative preparation and postoperative care, and our operative techniques for treatment.

A Scoping Review Of Workplace Health Promotion Interventions For Chronic Diseases In Australia, Leonie Arnold, Katherine Harris, Victoria Weale

Journal Articles

OBJECTIVE: The aim of this study is to systematically chart and summarize the literature pertaining to workplace health promotion (WHP) interventions targeting the five main modifiable lifestyle risk factors for chronic disease, including smoking, nutrition, alcohol, physical activity, overweight/obesity (SNAPO) in Australian workers.

METHODS: A scoping review was performed using the framework of Arksey and O'Malley. MEDLINE, EMBASE, CINAHL, and SCOPUS were searched to identify peer-reviewed publications that evaluated primary or secondary WHP interventions which targeted one or more modifiable risk factor (SNAPO).

RESULTS: A total of fifty-six articles were included in the review. The findings revealed a heterogeneous nature …

Coronary Heart Disease And Ischemic Stroke Polygenic Risk Scores And Atherosclerotic Cardiovascular Disease In A Diverse, Population-Based Cohort Study, Allison Bebo, Jamie A Jarmul, Mark J Pletcher, Natalie R Hasbani, David Couper, Vijay Nambi, Christie M Ballantyne, Myriam Fornage, Alanna C Morrison, Christy L Avery, Paul S De Vries

Journal Articles

The predictive ability of coronary heart disease (CHD) and ischemic stroke (IS) polygenic risk scores (PRS) have been evaluated individually, but whether they predict the combined outcome of atherosclerotic cardiovascular disease (ASCVD) remains insufficiently researched. It is also unclear whether associations of the CHD and IS PRS with ASCVD are independent of subclinical atherosclerosis measures. 7,286 White and 2,016 Black participants from the population-based Atherosclerosis Risk in Communities study who were free of cardiovascular disease and type 2 diabetes at baseline were included. We computed previously validated CHD and IS PRS consisting of 1,745,179 and 3,225,583 genetic variants, respectively. Cox …

Incidence Of Lung Cancer Among Healthcare Workers In Hunan Province And Analysis Of Related Risk Factors., Jinzhang Xiao, Sishi Li, Shudong Zhu, Kamakshi Ranjan, Dianzheng Zhang

PCOM Scholarly Papers

BACKGROUND: The prevalence of lung cancer, a major type of malignant tumor, has been increasing over the years greatly impacting the health of Chinese residents. This study investigates the epidemiological characteristics of lung cancer among healthcare workers in the Hunan Province, as well as the occupational risk factors.

METHODS: The data analyzed in this study was collected from the largest tumor hospital in the province: the Hunan Provincial Tumor Hospital affiliated with Central South University, School of Medicine. The data collected encompasses input collected between the years of 2004 to 2013 of the population of healthcare workers who were hospitalized …

A Novel Biosignature Identifies Patients With Dcis With High Risk Of Local Recurrence After Breast Conserving Surgery And Radiation Therapy, Frank A Vicini, G Bruce Mann, Chirag Shah, Sheila Weinmann, Michael C Leo, Pat Whitworth, Rachel Rabinovitch, Mylin A Torres, Julie A Margenthaler, David Dabbs, Jess Savala, Steven C Shivers, Karuna Mittal, Fredrik Wärnberg, Troy Bremer

2020-Current year OA Pubs

PURPOSE: There is an unmet need to identify women diagnosed with ductal carcinoma in situ (DCIS) with a low risk of in-breast recurrence (IBR) after breast conserving surgery (BCS), which could omit radiation therapy (RT), and also to identify those with elevated IBR risk remaining after BCS plus RT. We evaluated a novel biosignature for a residual risk subtype (RRt) to help identify patients with elevated IBR risk after BCS plus RT.

METHODS AND MATERIALS: Women with DCIS treated with BCS with or without RT at centers in the US, Australia, and Sweden (n = 926) were evaluated. Patients were …

Predicting Incident Cardiovascular Disease Among African-American Adults: A Deep Learning Approach To Evaluate Social Determinants Of Health In The Jackson Heart Study, Matthew C. Morris, Hamidreza Moradi, Maryam Aslani, Mario Sims, David Schlundt, Chrystyna D. Kouros, Burel Goodin, Crystal Lim, Kerry Kinney

2020-Current year OA Pubs

The present study sought to leverage machine learning approaches to determine whether social determinants of health improve prediction of incident cardiovascular disease (CVD). Participants in the Jackson Heart study with no history of CVD at baseline were followed over a 10-year period to determine first CVD events (i.e., coronary heart disease, stroke, heart failure). Three modeling algorithms (i.e., Deep Neural Network, Random Survival Forest, Penalized Cox Proportional Hazards) were used to evaluate three feature sets (i.e., demographics and standard/biobehavioral CVD risk factors [FS1], FS1 combined with psychosocial and socioeconomic CVD risk factors [FS2], and FS2 combined with environmental features [FS3]) …

Sex-Related Differences In Premature Cardiovascular Disease In Familial Hypercholesterolemia, Anandita Agarwala, Elena Deych, Laney K Jones, Amy C Sturm, Karen Aspry, Zahid Ahmad, Christie M Ballantyne, Anne C Goldberg

2020-Current year OA Pubs

BACKGROUND: Familial hypercholesterolemia (FH) is associated with an increased prevalence of premature atherosclerotic cardiovascular disease (ASCVD), however, little is known about sex-specific differences in premature ASCVD and its risk factors.

OBJECTIVE: The present study seeks to assess the burden and risk factors for premature ASCVD among men and women with FH.

METHODS: In this study we retrospectively examined sex-specific differences in ASCVD prevalence, risk factor burdens, and lipid treatment outcomes in 782 individuals with clinically or genetically confirmed FH treated in 5 U.S. lipid and genetics clinics. A generalized linear model using Binomial distribution with random study site effect and …