Searched for: school:SOM
Department/Unit:Population Health
Methods for scalar-on-function regression
Reiss, Philip T; Goldsmith, Jeff; Shang, Han Lin; Ogden, R Todd
Recent years have seen an explosion of activity in the field of functional data analysis (FDA), in which curves, spectra, images, etc. are considered as basic functional data units. A central problem in FDA is how to fit regression models with scalar responses and functional data points as predictors. We review some of the main approaches to this problem, categorizing the basic model types as linear, nonlinear and nonparametric. We discuss publicly available software packages, and illustrate some of the procedures by application to a functional magnetic resonance imaging dataset.
PMCID:5598560
PMID: 28919663
ISSN: 0306-7734
CID: 2708182
Parental Management of Discharge Instructions: A Systematic Review
Glick, Alexander F; Farkas, Jonathan S; Nicholson, Joseph; Dreyer, Benard P; Fears, Melissa; Bandera, Christopher; Stolper, Tanya; Gerber, Nicole; Yin, H Shonna
CONTEXT: Parents often manage complex instructions when their children are discharged from the inpatient setting or emergency department (ED); misunderstanding instructions can put children at risk for adverse outcomes. Parents' ability to manage discharge instructions has not been examined before in a systematic review. OBJECTIVE: To perform a systematic review of the literature related to parental management (knowledge and execution) of inpatient and ED discharge instructions. DATA SOURCES: We consulted PubMed/Medline, Embase, Cumulative Index to Nursing and Allied Health Literature, and Cochrane CENTRAL (from database inception to January 1, 2017). STUDY SELECTION: We selected experimental or observational studies in the inpatient or ED settings in which parental knowledge or execution of discharge instructions were evaluated. DATA EXTRACTION: Two authors independently screened potential studies for inclusion and extracted data from eligible articles by using a structured form. RESULTS: Sixty-four studies met inclusion criteria; most (n = 48) were ED studies. Medication dosing and adherence errors were common; knowledge of medication side effects was understudied (n = 1). Parents frequently missed follow-up appointments and misunderstood return precaution instructions. Few researchers conducted studies that assessed management of instructions related to diagnosis (n = 3), restrictions (n = 2), or equipment (n = 1). Complex discharge plans (eg, multiple medicines or appointments), limited English proficiency, and public or no insurance were associated with errors. Few researchers conducted studies that evaluated the role of parent health literacy (ED, n = 5; inpatient, n = 0). LIMITATIONS: The studies were primarily observational in nature. CONCLUSIONS: Parents frequently make errors related to knowledge and execution of inpatient and ED discharge instructions. Researchers in the future should assess parental management of instructions for domains that are less well studied and focus on the design of interventions to improve discharge plan management.
PMCID:5527669
PMID: 28739657
ISSN: 1098-4275
CID: 2654202
Race, Serum Potassium, and Associations With ESRD and Mortality
Chen, Yan; Sang, Yingying; Ballew, Shoshana H; Tin, Adrienne; Chang, Alex R; Matsushita, Kunihiro; Coresh, Josef; Kalantar-Zadeh, Kamyar; Molnar, Miklos Z; Grams, Morgan E
BACKGROUND:Recent studies suggest that potassium levels may differ by race. The basis for these differences and whether associations between potassium levels and adverse outcomes differ by race are unknown. STUDY DESIGN/METHODS:Observational study. SETTING & PARTICIPANTS/METHODS:Associations between race and potassium level and the interaction of race and potassium level with outcomes were investigated in the Racial and Cardiovascular Risk Anomalies in Chronic Kidney Disease (RCAV) Study, a cohort of US veterans (N=2,662,462). Associations between African ancestry and potassium level were investigated in African Americans in the Atherosclerosis Risk in Communities (ARIC) Study (N=3,450). PREDICTORS/METHODS:Race (African American vs non-African American and percent African ancestry) for cross-sectional analysis; serum potassium level for longitudinal analysis. OUTCOMES/RESULTS:Potassium level for cross-sectional analysis; mortality and end-stage renal disease for longitudinal analysis. RESULTS:The RCAV cohort was 18% African American (N=470,985). Potassium levels on average were 0.162mmol/L lower in African Americans compared with non-African Americans, with differences persisting after adjustment for demographics, comorbid conditions, and potassium-altering medication use. In the ARIC Study, higher African ancestry was related to lower potassium levels (-0.027mmol/L per each 10% African ancestry). In both race groups, higher and lower potassium levels were associated with mortality. Compared to potassium level of 4.2mmol/L, mortality risk associated with lower potassium levels was lower in African Americans versus non-African Americans, whereas mortality risk associated with higher levels was slightly greater. Risk relationships between potassium and end-stage renal disease were weaker, with no difference by race. LIMITATIONS/CONCLUSIONS:No data for potassium intake. CONCLUSIONS:African Americans had slightly lower serum potassium levels than non-African Americans. Consistent associations between potassium levels and percent African ancestry may suggest a genetic component to these differences. Higher and lower serum potassium levels were associated with mortality in both racial groups.
PMCID:5526716
PMID: 28363732
ISSN: 1523-6838
CID: 5100672
Addiction Research Training Programs: Four Case Studies and Recommendations for Evaluation
Campbell, Aimee N C; Back, Sudie E; Ostroff, Jamie S; Hien, Denise A; Gourevitch, Marc N; Sheffer, Christine E; Brady, Kathleen T; Hanley, Kathleen; Bereket, Sewit; Book, Sarah
: The presence of structured addiction research training programs helps to ensure that the scientific workforce includes well-trained, diverse scientists necessary to reduce the negative impact of alcohol, drug, and tobacco use disorders. Although the field has made significant progress in the development of standards for clinical training in addiction medicine, there remains significant room for improvement in the training of addiction researchers, and also opportunities to synergize across addiction research training programs. The purpose of this commentary is to describe 4 National Institutes of Health (NIH)-sponsored addiction research training programs, highlight critical components, and provide recommendations for more comprehensive and effective program evaluation. Moving forward, evaluation of addiction research training programs would be enhanced by the use of conceptual models to inform process and outcome evaluations, the application of innovative methods to ensure long-term data collection, the improvement of mentorship evaluation measures, and the integration of training methods from other fields of study. We encourage NIH and others in the field to be proactive in establishing core metrics for evaluation across programs. Furthermore, centralized tracking of NIH-funded addiction research trainees, analysis of aggregate data across programs, and innovative methods to effectively disseminate program materials and processes are recommended.
PMCID:5610081
PMID: 28590393
ISSN: 1935-3227
CID: 2718282
Social Support, Parenting, and Social Emotional Development in Young Mexican and Dominican American Children
Serrano-Villar, Maria; Huang, Keng-Yen; Calzada, Esther J
This study focused on social support and its association with child developmental outcomes, indirectly through parenting practices, in families of 4-5 year old Latino children. Data were collected from mothers and teachers of 610 Mexican American (MA) and Dominican American (DA) children. Mothers reported on perceived social support, parenting practices and children's problem and adaptive behavior functioning at home, and teachers reported on mothers' parent involvement and children's problem and adaptive behavior functioning in the classroom. Results showed that support received from family was higher than support received from school networks for both ethnic groups. Moreover, familial support was associated with child behavior, mediated by positive parenting practices, whereas support from school networks was not associated with child outcomes. During early childhood, social support from family members may be an important protective factor that can promote positive behavioral functioning among Latino children.
PMID: 27696243
ISSN: 1573-3327
CID: 2273932
Assessing the Individual, Neighborhood, and Policy Predictors of Disparities in Mental Health Care
Cook, Benjamin L; Zuvekas, Samuel H; Chen, Jie; Progovac, Ana; Lincoln, Alisa K
This study assesses individual- and area-level predictors of racial/ethnic disparities in mental health care episodes for adults with psychiatric illness. Multilevel regression models are estimated using data from the Medical Expenditure Panel Surveys linked to area-level data sets. Compared with Whites, Blacks and Latinos live in neighborhoods with higher minority density, lower average education, and greater specialist mental health provider density, all of which predict lesser mental health care initiation. Neighborhood-level variables do not have differential effects on mental health care by race/ethnicity. Racial/ethnic disparities arise because minorities are more likely to live in neighborhoods where treatment initiation is low, rather than because of a differential influence of neighborhood disadvantage on treatment initiation for minorities compared with Whites. Low rates of initiation in neighborhoods with a high density of specialists suggest that interventions to increase mental health care specialists, without a focus on treating racial/ethnic minorities, may not reduce access disparities.
PMCID:5865608
PMID: 27147641
ISSN: 1552-6801
CID: 5723852
Studies of Physician-Patient Communication with Older Patients: How Often is Hearing Loss Considered? A Systematic Literature Review
Cohen, Jamie M; Blustein, Jan; Weinstein, Barbara E; Dischinger, Hannah; Sherman, Scott; Grudzen, Corita; Chodosh, Joshua
Hearing loss is remarkably prevalent in the geriatric population: one-quarter of adults aged 60-69 and 80% of adults aged 80 years and older have bilateral disabling loss. Only about one in five adults with hearing loss wears a hearing aid, leaving many vulnerable to poor communication with healthcare providers. We quantified the extent to which hearing loss is mentioned in studies of physician-patient communication with older patients, and the degree to which hearing loss is incorporated into analyses and findings. We conducted a structured literature search within PubMed for original studies of physician-patient communication with older patients that were published since 2000, using the natural language phrase "older patient physician communication." We identified 409 papers in the initial search, and included 67 in this systematic review. Of the 67 papers, only 16 studies (23.9%) included any mention of hearing loss. In six of the 16 studies, hearing loss was mentioned only; in four studies, hearing loss was used as an exclusion criterion; and in two studies, the extent of hearing loss was measured and reported for the sample, with no further analysis. Three studies examined or reported on an association between hearing loss and the quality of physician-patient communication. One study included an intervention to temporarily mitigate hearing loss to improve communication. Less than one-quarter of studies of physician-elderly patient communication even mention that hearing loss may affect communication. Methodologically, this means that many studies may have omitted an important potential confounder. Perhaps more importantly, research in this field has largely overlooked a highly prevalent, important, and remediable influence on the quality of communication.
PMID: 28436026
ISSN: 1532-5415
CID: 2544002
Challenges in conducting clinical trials in nephrology: conclusions from a Kidney Disease-Improving Global Outcomes (KDIGO) Controversies Conference
Baigent, Colin; Herrington, William G; Coresh, Josef; Landray, Martin J; Levin, Adeera; Perkovic, Vlado; Pfeffer, Marc A; Rossing, Peter; Walsh, Michael; Wanner, Christoph; Wheeler, David C; Winkelmayer, Wolfgang C; McMurray, John J V; ,
Despite the high costs of treatment of people with kidney disease and associated comorbid conditions, the amount of reliable information available to guide the care of such patients is very limited. Some treatments have been assessed in randomized trials, but most such trials have been too small to detect treatment effects of a magnitude that would be realistic to achieve with a single intervention. Therefore, KDIGO convened an international, multidisciplinary controversies conference titled "Challenges in the Conduct of Clinical Trials in Nephrology" to identify the key barriers to conducting trials in patients with kidney disease. The conference began with plenary talks focusing on the key areas of discussion that included appropriate trial design (covering identification and evaluation of kidney and nonkidney disease outcomes) and sensible trial execution (with particular emphasis on streamlining both design and conduct). Break out group discussions followed in which the key areas of agreement and remaining controversy were identified. Here we summarize the main findings from the conference and set out a range of potential solutions. If followed, these solutions could ensure future trials among people with kidney disease are sufficiently robust to provide reliable answers and are not constrained by inappropriate complexities in design or conduct.
PMCID:6326036
PMID: 28709600
ISSN: 1523-1755
CID: 5584642
Cancer Care Coordination: a Systematic Review and Meta-Analysis of Over 30 Years of Empirical Studies
Gorin, Sherri Sheinfeld; Haggstrom, David; Han, Paul K J; Fairfield, Kathleen M; Krebs, Paul; Clauser, Steven B
BACKGROUND: According to a landmark study by the Institute of Medicine, patients with cancer often receive poorly coordinated care in multiple settings from many providers. Lack of coordination is associated with poor symptom control, medical errors, and higher costs. PURPOSE: The aims of this systematic review and meta-analysis were to (1) synthesize the findings of studies addressing cancer care coordination, (2) describe study outcomes across the cancer continuum, and (3) obtain a quantitative estimate of the effect of interventions in cancer care coordination on service system processes and patient health outcomes. METHODS: Of 1241 abstracts identified through MEDLINE, EMBASE, CINAHL, and the Cochrane Library, 52 studies met the inclusion criteria. Each study had US or Canadian participants, comparison or control groups, measures, times, samples, and/or interventions. Two researchers independently applied a standardized search strategy, coding scheme, and online coding program to each study. Eleven studies met the additional criteria for the meta-analysis; a random effects estimation model was used for data analysis. RESULTS: Cancer care coordination approaches led to improvements in 81 % of outcomes, including screening, measures of patient experience with care, and quality of end-of-life care. Across the continuum of cancer care, patient navigation was the most frequent care coordination intervention, followed by home telehealth; nurse case management was third in frequency. The meta-analysis of a subset of the reviewed studies showed that the odds of appropriate health care utilization in cancer care coordination interventions were almost twice (OR = 1.9, 95 % CI = 1.5-3.5) that of comparison interventions. CONCLUSIONS: This review offers promising findings on the impact of cancer care coordination on increasing value and reducing healthcare costs in the USA.
PMID: 28685390
ISSN: 1532-4796
CID: 2702552
Risk-stratified versus Non-Risk-stratified Diagnostic Testing for Management of Suspected Acute Biliary Obstruction: Comparative Effectiveness, Costs, and the Role of MR Cholangiopancreatography
Kang, Stella K; Hoffman, David; Ferket, Bart; Kim, Michelle I; Braithwaite, R Scott
Purpose To analyze the cost effectiveness of the American Society for Gastrointestinal Endoscopy (ASGE) risk stratification guidelines versus magnetic resonance (MR) cholangiopancreatography-based treatment of patients with possible choledocholithiasis. Materials and Methods A decision-analytic model was constructed to compare cost and effectiveness of three diagnostic strategies for gallstone disease with possible choledocholithiasis: noncontrast MR cholangiopancreatography, contrast material-enhanced MR imaging/MR cholangiopancreatography, and ASGE risk stratification guidelines for diagnostic evaluation recommending endoscopy (high risk), MR cholangiopancreatography (intermediate risk), or no test (low risk). Analysis was performed from a U.S. health system perspective over 1-year and lifetime horizons. The model accounted for benign and malignant causes of biliary obstruction and procedural complications. Cost information was based on Medicare reimbursements. Sensitivity analysis assessed the impact of parameter variability on model results. Results Noncontrast MR cholangiopancreatography was most cost-effective in 45-55-year-old patients (less than $100 000 per quality-adjusted life-year [QALY] gained), while contrast-enhanced MR imaging was favored in younger adults. Risk-stratified testing was less costly than MR cholangiopancreatography, with long-term savings of $1870 and $2068 versus noncontrast and contrast-enhanced MR cholangiopancreatography, respectively, but was also less effective (-0.1814, -0.1831 QALY, respectively). The lifetime incremental cost per QALY for noncontrast MR cholangiopancreatography was $10 311. Contrast-enhanced MR imaging was favored with pretest probabilities of biliary stricture or malignancy 0%-73% for patients aged 20-44 years. For patients older than 55 years, ASGE guidelines maximized QALYs at the lowest cost. Conclusion Although adults older than 55 years of age are optimally evaluated by using ASGE guidelines, younger patients suspected of having acute biliary obstruction likely benefit from MR cholangiopancreatography rather than risk-stratified diagnostic imaging because of improved detection of choledocholithiasis and alternative causes of biliary obstruction. (c) RSNA, 2017 Online supplemental material is available for this article.
PMID: 28301778
ISSN: 1527-1315
CID: 2490102