A Bayesian Adjustment for Covariate Misclassification with Correlated Binary Outcome Data

Estimated associations between an outcome variable and misclassified covariates tend to be biased when the methods of estimation that ignore the classification error are applied. Available methods to account for misclassification often require the use of a validation sample (i.e, a gold standard). But in practice, such gold standard may be unavailable or impractical. We propose a Bayesian approach to adjust for misclassification in a binary covariate in fixed and random effect logistic models when a gold standard is not available. This Markov Chain Monte Carto (MCMC) approach uses two imperfect measures of a dichotomous exposure under the assumption of conditional independence and non-differential misclassification. This approach is validated with several simulation studies. We illustrate the proposed approach to adjust for misclassification with respect to oxygenation status in a multi-center trial of patients with pneumonia, where 16 per cent of patients are classified discordantly by two assessments. The estimated log odds of inpatient care and the corresponding standard deviation are much larger in our proposed method compared to the models ignoring misclassification. We also applied the proposed Bayesian method to the EDCAP trial to assess the intervention effect allowing for misclassification with respect to risk status. Ignoring misclassification produces downwardly biased estimates and underestimates uncertainty. The public health significance of this study is that the proposed approach can correct for the bias of an estimated association when a covariate is misclassified and no gold standard is available, which is common problem in epidemiology studies

Racial differences in diabetes-related psychosocial factors and glycemic control in patients with type 2 diabetes

BACKGROUND: We examined whether diabetes-related psychosocial factors differ between African American and white patients with type 2 diabetes. We also tested whether racial differences in glycemic control are independent of such factors. METHODS: Baseline glycosylated hemoglobin (HbA(1c)) and survey measures from 79 African American and 203 white adult participants in a diabetes self-management clinical trial were analyzed. RESULTS: Several psychosocial characteristics varied by race. Perceived interference of diabetes with daily life, perceived diabetes severity, and diabetes-related emotional distress were higher for African Americans than for whites, as were access to illness-management resources and social support. Mean HbA(1c) levels were higher among African Americans than whites (8.14 vs 7.40, beta = 0.17). This difference persisted after adjusting for demographic, clinical, and diabetes-related psychosocial characteristics that differed by race (beta = 0.18). Less access to illness-management resources (beta = -0.25) and greater perceived severity of diabetes (beta = 0.21) also predicted higher HbA(1c). DISCUSSION: Although racial differences in diabetes-related psychosocial factors were observed, African Americans continued to have poorer glycemic control than whites even after such differences were taken into account. Interventions that target psychosocial factors related to diabetes management, particularly illness-management resources, may be a promising way to improve glycemic control for all patients

Association of Life's Simple 7 with mild cognitive impairment in community-dwelling older adults in China: a cross-sectional study

BackgroundLife's Simple 7 (LS7), a metric composed of seven intervenable cardiovascular risk factors, is initiated by the American Heart Association to improve cardiovascular health. The components of LS7 have been reported as risk factors for dementia. However, few studies investigated the association between LS7 metric and mild cognitive impairment (MCI).MethodsThe study was carried out in a primary care facility between 8 June and 10 July 2022. A total of 297 community-dwelling residents aged 65 years or older were recruited. Sociodemographic, comorbidity, and lifestyle characteristics were collected through the questionnaires, and biological parameters were obtained from blood sample examinations. Logistic regression was used to analyze the association between LS7 scores (overall, behavioral, and biological) and individual components with MCI, adjusting sex, age, education, and cardiovascular disease (CVD).ResultsIn comparison with the cognitively intact group (n = 195), the MCI group (n = 102) had a lower education level and a higher proportion of hypertension. Multivariate logistic regression analysis, adjusting sex, age, education, and CVD demonstrated a significant association between MCI and overall LS7 score [odd ratio = 0.805, 95% confidence interval (0.690, 0.939)] and biological score [odd ratio = 0.762, 95% confidence interval (0.602, 0.965)].ConclusionLife's Simple 7 was associated with MCI in community-dwelling older adults, indicating that LS7 could be used as guidance in the prevention of dementia in the community

Effect of antenatal milk expression education on lactation outcomes in birthing people with pre-pregnancy body mass index ≥ 25: Protocol for a randomized, controlled trial

Background: Birthing people with pre-pregnancy body mass indices (BMIs) ≥ 25 kg/m2, particularly those without prior breastfeeding experience, are at increased risk for suboptimal lactation outcomes. Antenatal milk expression (AME) may be one way to counteract the negative effects of early infant formula supplementation common in this population. Methods: This ongoing, randomized controlled trial in the United States evaluates the efficacy of a telelactation-delivered AME education intervention versus an attention control condition on lactation outcomes to 1 year postpartum among 280 nulliparous-to-primiparous, non-diabetic birthing people with pre-pregnancy BMI ≥ 25 kg/m2. The assigned study treatment is delivered via four weekly online video consultations between gestational weeks 37-40. Participants assigned to AME meet with study personnel and a lactation consultant to learn and practice AME. Instructions are provided for home practice of AME between study visits. Control group participants view videos on infant care/development at study visits. Participants complete emailed surveys at enrollment (340/7-366/7 gestational weeks) and 2 weeks, 6 weeks, 12 weeks, 6 months, and 12 months postpartum. Surveys assess lactation and infant feeding practices; breastfeeding self-efficacy, attitudes, and satisfaction; perception of insufficient milk; onset of lactogenesis-II; lactation support and problems; and reasons for breastfeeding cessation. Surveys also assess factors associated with lactation outcomes, including demographic characteristics, health problems, birth trauma, racial discrimination, and weight stigma. Health information and infant feeding data are abstracted from the pregnancy and birth center electronic health record. Milk samples are collected from the intervention group at each study visit and from both groups at each postpartum follow-up for future analyses. Qualitative interviews are conducted at 6 weeks postpartum to understand AME experiences. Primary outcomes of interest are breastfeeding exclusivity and breastfeeding self-efficacy scores at 2 weeks postpartum. Outcomes will be examined longitudinally with generalized linear mixed-effects modeling. Discussion: This is the first adequately powered trial evaluating the effectiveness of AME among U.S. birthing people and within a non-diabetic population with pre-pregnancy BMI ≥ 25 kg/m2. This study will also provide the first evidence of acceptability and effectiveness of telelactation-delivered AME. Trial registration: ClinicalTrials.gov: NCT04258709

A randomized clinical trial of auricular point acupressure for chronic low back pain: a feasibility study

Objectives. This prospective, randomized clinical trial (RCT) was designed to investigate the feasibility and effects of a 4-week auricular point acupressure (APA) for chronic low back pain (CLBP). Methods. Participants were randomized to either true APA (true acupoints with taped seeds on the designated ear points for CLBP) or sham APA (sham acupoints with taped seeds but on different locations than those designated for CLBP). The duration of treatment was four weeks. Participants were assessed before treatment, weekly during treatment, and 1 month following treatment. Results. Participants in the true APA group who completed the 4-week APA treatment had a 70% reduction in worst pain intensity, a 75% reduction in overall pain intensity, and a 42% improvement in disability due to back pain from baseline assessment. The reductions of worst pain and overall pain intensity in the true APA group were statistically greater than participants in the sham group (P<0.01) at the completion of a 4-week APA and 1 month followup. Discussion. The preliminary findings of this feasibility study showed a reduction in pain intensity and improvement in physical function suggesting that APA may be a promising treatment for patients with CLBP

Development of a Home Health-Based Palliative Care Program for Patients With Heart Failure.

Heart failure is a significant burden to the healthcare system. Approximately 5.7 million adults in the United States were diagnosed with heart failure between 2009 and 2012 (). The American Heart Association projects that direct costs for heart failure may be as high as $77.7 billion by 2030 (). Technological and pharmaceutical advancements have delayed the progression of the disease; however, it is predicted that close to half of individuals with heart failure will die within 5 years of the initial diagnosis (; ). Current research suggests that the utilization of palliative care and an interdisciplinary team approach to the care of patients with heart failure improves the quality of life and decreases utilization of healthcare resources at the end of life (). This performance improvement project examined the knowledge of a home healthcare interdisciplinary team\u27s knowledge about palliative care in patients with heart failure, the 30-day readmission rate for patients enrolled in a home-based palliative care program, and documentation of advanced directives in a home healthcare organization

The Role of the Nurse Practitioner and Asymptomatic Urinary Treatments

Asymptomatic urinary tract infections (aUTIs) are common among older adults in long-term care facilities (LTCFs) and studies have shown that they are inappropriately treated with antibiotics. We retrospectively characterized treatment strategies among 89 cases of aUTIs before and after a long-term facility hired a full-time nurse practitioner (NP). We found that residents with aUTIs were prescribed significantly more supportive treatment strategies after hiring an NP. However, there was no significant drop in the rate of inappropriate antibiotic treatments for aUTIs after hiring an NP