An Electronic Health Record Model for Predicting Risk of Hepatic Fibrosis in Primary Care Patients.

BACKGROUND: One challenge for primary care providers caring for patients with nonalcoholic fatty liver disease is to identify those at the highest risk for clinically significant liver disease. AIM: To derive a risk stratification tool using variables from structured electronic health record (EHR) data for use in populations which are disproportionately affected with obesity and diabetes. METHODS: We used data from 344 participants who underwent Fibroscan examination to measure liver fat and liver stiffness measurement [LSM]. Using two approaches, multivariable logistic regression and random forest classification, we assessed risk factors for any hepatic fibrosis (LSM > 7 kPa) and significant hepatic fibrosis (> 8 kPa). Possible predictors included data from the EHR for age, gender, diabetes, hypertension, FIB-4, body mass index (BMI), LDL, HDL, and triglycerides. RESULTS: Of 344 patients (56.4% women), 34 had any hepatic fibrosis, and 15 significant hepatic fibrosis. Three variables (BMI, FIB-4, diabetes) were identified from both approaches. When we used variable cut-offs defined by Youden's index, the final model predicting any hepatic fibrosis had an AUC of 0.75 (95% CI 0.67-0.84), NPV of 91.5% and PPV of 40.0%. The final model with variable categories based on standard clinical thresholds (i.e., BMI ≥ 30 kg/m2; FIB-4 ≥ 1.45) had lower discriminatory ability (AUC 0.65), but higher PPV (50.0%) and similar NPV (91.3%). We observed similar findings for predicting significant hepatic fibrosis. CONCLUSIONS: Our results demonstrate that standard thresholds for clinical risk factors/biomarkers may need to be modified for greater discriminatory ability among populations with high prevalence of obesity and diabetes.

Understanding Primary Care Physician Perspectives on the Diagnosis and Management of Non-Alcoholic Fatty Liver Disease: A Qualitative Study.

Primary care physicians (PCPs) are well suited to manage patients with non-alcoholic fatty liver disease (NAFLD), but the limited, existing research suggests inadequate knowledge about the natural history, diagnostic methods, and management of NAFLD. The purpose of this qualitative study is to further understand the knowledge and practices for the diagnosis and management of NAFLD among PCPs. We conducted in-depth interviews with PCPs in the Greater Houston area, addressing current clinical practices used for diagnosing and managing NAFLD, as well as the perceptions of the PCPs regarding the burden of NAFLD on patients. We recorded interviews, transcribed them, coded transcripts, and identified patterns and themes. The interviewed PCPs (n = 16) were from internal or family medicine, with a range of experience (1.5-30 years). We found variations in NAFLD diagnosis and management across practices and by insurance status. Patients with abnormal liver imaging who had insurance or were within a safety-net healthcare system were referred by PCPs to specialists. Uninsured patients with persistently elevated liver enzymes received lifestyle recommendations from PCPs without confirmatory imaging or specialist referral. The role of PCPs in NAFLD management varied, with some helping patients set dietary and physical activity goals while others provided only general recommendations and/or referred patients to a dietitian. The diagnosis and management of NAFLD vary widely among PCPs and may be impacted by patients' insurance status and clinic-specific practices. The increasing burden of NAFLD in the U.S. medical system highlights the need for more PCPs involvement in managing NAFLD.

A public health perspective on mitigating the global burden of chronic liver disease.

Chronic liver disease is a significant global health problem. Epidemiological trends do not show improvement in chronic liver disease incidence but rather a shift in etiologies, with steatotic liver disease (SLD) from metabolic dysfunction and alcohol becoming increasingly important causes. Consequently, there is a pressing need to develop a comprehensive public health approach for SLD. To that end, we propose a public health framework for preventing and controlling SLD. The framework is anchored on evidence linking physical inactivity, unhealthy dietary patterns, alcohol use, and obesity with both incidence and progression of SLD. Guided by the framework, we review examples of federal/state-level, community-level, and individual-level interventions with the potential to address these determinants of SLD. Ultimately, mitigating SLD's burden requires primary risk factor reduction at multiple socioecological levels, by scaling up the World Health Organization's "best buys," in addition to developing and implementing SLD-specific control interventions.

A Study of Dietary Patterns Derived by Cluster Analysis and Their Association With Metabolic Dysfunction-Associated Steatotic Liver Disease Severity Among Hispanic Patients.

INTRODUCTION: Diet is a modifiable metabolic dysfunction-associated steatotic liver disease (MASLD) risk factor, but few studies have been conducted among Hispanic patients, despite the fact that MASLD prevalence and severity are highest among this ethnic subgroup. We aimed to identify prevalent dietary patterns among Hispanic patients using cluster analysis and to investigate associations with MASLD severity. METHODS: This cross-sectional analysis included 421 Harris County MASLD Cohort participants who self-reported Hispanic ethnicity and completed baseline food frequency questionnaires. All included patients had MASLD, diagnosed per standard clinical criteria. K-means analysis was used to identify clusters of patients sharing similar dietary habits. Multivariable adjusted logistic regression was used to estimate associations of dietary clusters with aminotransferases among the overall sample and with histologic steatosis, metabolic dysfunction-associated steatohepatitis, and fibrosis among a subsample of patients who underwent liver biopsy within 6 months of their baseline food frequency questionnaire (n = 186). RESULTS: We identified 2 clusters: a plant-food/prudent and a fast-food/meat pattern. The fast-food/meat pattern was associated with 2.47-fold increased odds (95% confidence interval 1.31-4.65) of more severe steatosis than the plant-food/prudent pattern after adjusting for demographics, metabolic score, physical activity, and alcohol ( q = 0.0159). No significant association was observed between diet and aminotransferases, metabolic dysfunction-associated steatohepatitis, or fibrosis. DISCUSSION: Given the importance of sociocultural influences on diet, it is important to understand dietary patterns prevalent among Hispanic patients with MASLD. Using cluster analysis, we identified 1 plant-based pattern vs 1 distinct fast-food/meat-based pattern associated with detrimental effects among our population. This information is an important starting point for tailoring dietary interventions for Hispanic patients with MASLD.

Behavioral weight-loss interventions for patients with NAFLD: A systematic scoping review.

BACKGROUND: Clinically significant weight loss-which requires sustained dietary and physical activity changes-is central to treating NAFLD. Although behavioral interventions have demonstrated effectiveness in promoting weight loss among primary prevention populations, the data are limited among patients with NAFLD who need weight loss for treatment. We undertook this scoping review to map the existing data on the characteristics, weight-loss outcomes, and determinants of success of interventions evaluated among patients with NAFLD. METHODS: We searched Medline, EMBASE, Cochrane, PsycINFO, and Web of Science from inception to January 1, 2023 to identify publications reporting weight loss among adults with NAFLD in behavioral weight-loss interventions. We summarized interventions and classified them as successful if there was an average weight loss of ≥ 5% from baseline across enrolled participants or achieved by ≥ 50% of enrolled participants. RESULTS: We included 28 studies: 10 randomized control trials, ten quasi-experimental, and 8 observational studies. Intervention delivery, duration, and counseling frequency varied; 12 were successful. Retention was highest among telephone interventions and lowest among "real-world" face-to-face interventions. Patients who were women, younger, and/or had multiple metabolic conditions were most likely to dropout. Successful interventions had biweekly counseling, specific physical activity, and calorie targets, behavioral theory grounding, and promoted goal-setting, self-monitoring, and problem-solving. CONCLUSION: There are limited data on behavioral weight-loss interventions in NAFLD. Research is needed to develop effective interventions generalizable to diverse patient populations and that maximize adherence, particularly among patients who are diabetic, women, and younger.

The Prevalence and Determinants of NAFLD and MAFLD and Their Severity in the VA Primary Care Setting.

BACKGROUND & AIMS: A recent panel of international experts proposed the disease acronym metabolic (dysfunction)-associated fatty liver disease (MAFLD) in lieu of nonalcoholic fatty liver disease (NAFLD). We aimed to estimate the burden of and risk factors for NAFLD and MAFLD, and to examine the concordance between definitions in a Veterans population. METHODS: We conducted a cross-sectional study among randomly selected patients within primary care at the Houston Veterans Affairs (VA) facility. Participants completed a survey, provided blood, and underwent Fibroscan. In the absence of heavy alcohol, hepatitis C virus and hepatitis B virus, a controlled attenuation parameter median ≥290 dB/m was used to define NAFLD, whereas MAFLD was defined as controlled attenuation parameter median ≥290 dB/m and either body mass index ≥25 kg/m2 or diabetes, or 2 or more of the following: hypertension, high triglycerides, low high-density lipoprotein cholesterol, and high low-density lipoprotein cholesterol. RESULTS: The mean age of participants was 50.9 years, 55.4% were women, 42.8% were white, and 43.8% were Black. The prevalence of NAFLD was 40.6% (82/202). All 82 patients with NAFLD had a body mass index ≥25 kg/m2, and therefore met our criteria for MAFLD (ie, 100% concordance). Compared with patients with no metabolic trait, patients with ≥3 traits had a 48-fold (adjusted odds ratio, 47.6; 95% confidence interval, 11.3-200) higher risk of NAFLD/MAFLD. Overall, 19 participants (9.4% of the total, 15.9% of those with NAFLD) had at least moderate fibrosis. CONCLUSIONS: NAFLD was present in 40% of Veterans registered in primary care; 9.4% of veterans had at least moderate hepatic fibrosis, with most having concurrent NAFLD. There was perfect concordance between NAFLD and the alternative MAFLD definition.

Association of lifestyle behaviors with non-alcoholic fatty liver disease and advanced fibrosis detected by transient elastography among Hispanic/Latinos adults in the U.S.

OBJECTIVES: Non-alcoholic fatty liver disease (NAFLD) is a highly prevalent liver disease, with the highest prevalence observed in the U.S. among Hispanic/Latino adults. While physical activity and dietary behaviors have established protective associations with NAFLD and its severity, these associations have not been well-characterized in Hispanic/Latino adults. The purpose of this study was to assess the association of lifestyle behaviors with NAFLD and advanced fibrosis in US Hispanic/Latino adults. DESIGN: We selected all Hispanic/Latino adults from the 2017-2018 National Health and Nutrition Examination Survey (NHANES). NAFLD was defined as CAP ≥285 dB/m, and advanced fibrosis as liver stiffness measurements ≥8.6 kPa. Multivariate-adjusted logistic regression models assessed associations of physical activity and sedentary behavior (Global Physical Activity Questionnaire), as well as diet quality (Healthy Eating Index [HEI]-2015) and total energy intake (24-hour recall) with NAFLD and advanced fibrosis. RESULTS: In Hispanic/Latino adults, the overall prevalence of NAFLD was 41.5%, while the prevalence of advanced fibrosis among those with NAFLD was 17.2%. We found that higher levels of physical activity and high diet quality were associated with lower risk of NAFLD. Compared to those reporting on average 0 metabolic equivalent (MET) hours/week of physical activity, participants reporting high levels of physical activity (≥32 MET hours/week) had 40% lower risk of NAFLD (Adjusted OR = 0.60, 95%CI 0.38, 0.93). High diet quality (HEI-2015) was associated with a 30% lower risk of NAFLD (Adjusted OR = 0.70, 95% CI 0.51, 0.97) and 72% lower risk of advanced fibrosis (Adjusted OR = 0.28, 95% CI 0.12, 0.66), as compared to those with low diet quality. CONCLUSIONS: In this population-based study, high levels of physical activity and diet quality were associated with lower risk of NAFLD in Hispanic/Latino adults. Public health and medical professionals need to concentrate efforts on lifestyle behavior change in Hispanic/Latino adults who are at high risk for serious liver disease.

Longitudinal changes in fibrosis markers are associated with risk of cirrhosis and hepatocellular carcinoma in non-alcoholic fatty liver disease.

BACKGROUND & AIMS: Currently, there is no consistent information on the course of fibrosis-4 (FIB-4) score changes in non-alcoholic fatty liver disease (NAFLD) or their association with subsequent risk of cirrhosis and/or hepatocellular carcinoma (HCC). Thus, we aimed to evaluate the association between longitudinal changes in FIB-4 and subsequent risk of HCC and a composite endpoint of cirrhosis and HCC in patients with NAFLD. METHODS: We conducted a retrospective cohort study of patients with NAFLD seen in 130 Veterans Administration hospitals between 1/1/2004-12/31/2008, with follow-up through to 12/31/2018. We calculated FIB-4 longitudinally and categorized patients based on risk of advanced fibrosis (low-risk FIB-4 <1.45, indeterminate-risk FIB-4 1.45-2.67, and high-risk FIB-4 >2.67). We used landmark Fine-Gray competing risks models to determine the effects of change in FIB-4 between NAFLD diagnosis date and 3-year landmark time on the subsequent risk of HCC and a composite endpoint. RESULTS: Among the 202,319 patients with NAFLD in the 3-year landmark analysis, 473 progressed to HCC at an incidence rate of 0.28 per 1,000 person years (PY) (95% CI 0.26-0.30). The incidence rate of the composite endpoint was 1.31 per 1,000 PY (95% CI 1.25-1.37). At baseline, 74.7%, 21.4%, and 3.8% of patients had a low, indeterminate, and high FIB-4, respectively. Compared to patients who were at stable low FIB-4 at both time points, the risk of HCC and that of the composite endpoint was higher for all other subgroups with the highest risk in patients with persistently high FIB-4 (HCC adjusted sub-distribution hazard ratio 57.7, 95% CI 40.5-82.2 and composite endpoint hazard ratio 28.6, 95% CI 24.6-33.2). CONCLUSION: Longitudinal changes in FIB-4 were strongly associated with progression to cirrhosis and HCC. IMPACT AND IMPLICATIONS: Tools to stratify the risk of HCC development in patients with NAFLD are currently lacking. The fibrosis-4 (FIB-4) score is a widely available non-invasive test for liver fibrosis, a primary determinant of the development of cirrhosis and HCC. In a large retrospective cohort of patients with NAFLD, we found that serial changes in FIB-4 over time were strongly associated with progression to cirrhosis and HCC. Integrating serial measurements of non-invasive tests for fibrosis into the care pathway for patients with NAFLD could help tailor HCC risk prevention.

Perceptions of weight status and energy balance behaviors among patients with non-alcoholic fatty liver disease.

Weight loss through behavioral modification is central to treating non-alcoholic fatty liver disease (NAFLD). To achieve this, patients need to accurately self-perceive their health behaviors. We aimed to identify predictors of concordance between self-perception and objective measures of body weight, physical activity (PA) and dietary behaviors. We used data from the Harris County NAFLD Cohort, an ongoing prospective study in a regional safety-net healthcare system. Patients completed self-administered baseline questionnaires on demographics, diet, PA, and self-perceptions. We assessed concordance between actual and self-perceived body weight and energy-balance behaviors. Multivariable logistic regression identified predictors of concordance. Patients (n = 458; average age 46.5 years) were 90% Hispanic and 76% female. PA and fruit/vegetable intake guidelines were met among 37% and 9%, respectively. Most (89%) overweight/obese patients accurately perceived themselves as such. However, 41% of insufficiently-active and 34% of patients not meeting fruit/vegetable intake guidelines inaccurately self-perceived their behaviors as "just right". Women were 3 times more likely to accurately self-perceive weight status (adjusted odds ratio [AOR] 3.24; 95% CI 1.68-6.25) but 51% less likely to accurately self-perceive PA levels than men (AOR 0.49; 95% CI 0.29-0.81). Lower acculturation was associated with higher odds of accurate PA self-perception. Patients with prediabetes or diabetes vs normoglycemia were more likely to accurately self-perceive their fruit/vegetable intake. Most NAFLD patients accurately self-perceived their body weight. A third or more of those not meeting fruit/vegetable intake or PA guidelines had inaccurate perceptions about their behaviors. Our findings highlight key areas to target in NAFLD-specific behavioral modification programs.

Physical activity and diet quality in relation to non-alcoholic fatty liver disease: A cross-sectional study in a representative sample of U.S. adults using NHANES 2017-2018.

The association of physical activity (PA) and diet quality with non-alcoholic fatty liver disease (NAFLD) and NAFLD-related fibrosis have never been examined in a representative sample of U.S. adults using a more precise form of measuring NAFLD. The purpose of this study was to assess the associations of PA and diet quality (Healthy Eating Index [HEI]-2015) with NAFLD and a subset with advanced fibrosis (F3-4) as assessed by vibration-controlled transient elastography with controlled attenuation parameter in a representative sample of U.S. adults. This cross-sectional analysis uses data from 2017-2018 National Health and Nutrition Examination Survey. NAFLD was defined as controlled attenuation parameter ≥285 dB/m, and high likelihood of advanced fibrosis as liver stiffness measurements ≥8.6 kPa. Associations of HEI-2015 from 24-h dietary recalls and self-reported PA and sedentary behavior were estimated in multivariable-adjusted logistic regression models of NAFLD and advanced fibrosis. In 2892 adults, the prevalence of NAFLD and advanced fibrosis was 35.6% and 5.6%, respectively. We found that high adherence to U.S. dietary recommendations (highest vs. lowest HEI-2015 tertile) and more PA (middle tertile vs. lowest) were associated with reduced odds of NAFLD (Adjusted OR and 95% CI; 0.60 (0.44, 0.84) and 0.65 (0.42, 0.99), respectively). More PA was inversely associated with advanced fibrosis (Adjusted OR = 0.35, 95%CI 0.16, 0.75). Diet quality and PA are associated with reduced odds of NAFLD, and PA may be critical even for those with advanced liver disease. These behaviors should be the focus of targeted public health interventions.

Perceived Barriers to Weight Loss among Hispanic Patients with Non-alcoholic Fatty Liver Disease.

INTRODUCTION: Non-alcoholic fatty liver disease (NAFLD) is a growing problem in the United States and Hispanics experience the highest burden of this disease. Weight loss, physical activity (PA) and a healthy diet are the mainstay for NAFLD treatment, but patients experience barriers to behavior change. The purpose of this study was to identify barriers hindering Hispanic patients with NAFLD from making changes to PA and dietary habits. METHODS: Participants referred to a multidisciplinary clinic completed self-administered questionnaires that measured barriers to greater PA engagement and eating healthier, with both close-ended and open-ended responses. One bilingual coder reviewed and categorized all open-ended responses. RESULTS: The study population included 414 patients. The top five barriers for eating healthier were cost, perceptions that healthier food does not taste good, lack of time to cook, difficulty of cooking, and difficulty in going to the grocery store. Lack of time, feeling lazy, pain, a lack of place to exercise, and the perception that exercise is difficult were the top five barriers to PA engagement. CONCLUSIONS: Since Hispanic adults with NAFLD experience similar barriers to Hispanic adults more generally, existing behavioral lifestyle interventions may work well in this clinical population with some adaption for NAFLD-specific education.

Post-operative Ayurvedic management of non-healing idiopathic granulomatous mastitis - A case report.

Idiopathic granulomatous mastitis (IGM) is a chronic inflammatory disease of the breast which may present as painful, unilateral, discrete, breast masses with a tendency to recur. The pathogenesis is still unclear. In Ayurvedic literature, clinical features similar to IGM is seen in Stanavidradhi (breast abscess). We present the case of a 25-year old uniparous woman who had previously undergone excision biopsy for a breast lump and was diagnosed with IGM by histopathology examination. After one month, she developed pain, redness, and swelling at the operated site. She was treated for two months with corticosteroids and antibiotics, but the symptoms did not subside. After Ayurvedic treatment, the condition started to respond in a week and was completely resolved within three months. She was followed-up with medicines for three months and without medicines for another six months during which period, no recurrence was seen. The non-healing nature and high rate of recurrence of IGM necessitates prolonged treatment with steroids and antibiotics that have long-lasting adverse effects. In this context, Ayurveda may be able to offer an effective option with significantly fewer adverse effects, not only in the management of abscess and sinus, but also in prevention of recurrence.

Prevalence and factors associated with NAFLD detected by vibration controlled transient elastography among US adults: Results from NHANES 2017-2018.

BACKGROUND: Non-alcoholic fatty liver disease (NAFLD) is increasingly common in the adult population. In the United States, the overall burden of NAFLD is unknown due to challenges with population-level NAFLD detection. The purpose of this study was to estimate prevalence of NAFLD and significant NAFLD fibrosis and identify factors associated with them in the U.S. METHODS: Data came from the 2017-2018 cycle of National Health and Nutrition Examination Survey. We defined NAFLD by controlled attenuation parameter (CAP) scores of ≥248 dB/m in absence of excessive alcohol use and viral hepatitis. We defined significant fibrosis as Vibration controlled transient elastography (VCTE) liver stiffness measurements (LSM) value ≥7.9 kPa. We calculated the adjusted odds ratio (OR) and 95% confidential intervals (CI) for associations with NAFLD and significant NAFLD fibrosis using multivariable logistic regression. RESULTS: Overall, among 4,024 individuals aged ≥20 years included in the analysis, 56.7% had NAFLD by CAP. In comparison, when defined by elevated liver enzymes, NAFLD prevalence was 12.4%. The prevalence of significant NAFLD fibrosis by VCTE LSM was 14.5%. NAFLD prevalence increased with age, was higher among men than women and among Hispanics compared with non-Hispanic whites. Individuals who were obese, had metabolic syndrome (MetS) and type 2 diabetes were more likely to have NAFLD compared to those that who were not obese or without MetS/diabetes. Inadequate physical activity (OR = 1.57, 95% CI: 1.18-2.08) was also a factor associated with NAFLD. MetS, high waist circumstance, diabetes and hypertension were independently associated with significant NAFLD fibrosis. CONCLUSIONS: NAFLD and significant NAFLD fibrosis are highly prevalent in U.S. general population.

Managing cardiometabolic risk factors across a woman's lifespan: A lipidologist's perspective.

A recent rise in atherosclerotic cardiovascular disease (ASCVD) mortality in women warrants a heightened focus on the cardiometabolic risk factors that are closely tied to increasing trends in obesity and suboptimal lifestyle. Polycystic ovarian syndrome (PCOS), adverse pregnancy outcomes (APOs) and nonalcoholic fatty liver disease (NAFLD) are often manifestations of cardiometabolic disease that convey cardiovascular risk requiring recognition foremost, as well as a targeted approach to treatment. Similarly, menopause is a time to reflect on a woman's cardiovascular risk as multiple cardiometabolic changes occur during this time. Contraceptives and menopausal replacement therapy (MRT) should be considered along with a woman's individual thrombotic and cardiovascular risk. Clinicians should be attuned to cardiometabolic risk factors throughout a woman's lifespan and familiar with strategies to reduce cardiovascular risk.

Sleep Disturbance Is Associated With the Presence of Portosystemic Collaterals in Patients With Compensated Cirrhosis.

Disturbed sleep is common among patients with cirrhosis. The extent to which this is associated with the different stages of compensated cirrhosis is unknown. This study examines whether the presence of portosystemic collaterals, an indicator of clinically significant portal hypertension, is associated with sleep disturbance in compensated cirrhosis. We conducted a cross-sectional study among patients with compensated cirrhosis, comparing sleep characteristics, sleep quality, and excessive daytime sleepiness between 21 patients without and 21 patients with portosystemic collaterals. Patients were assessed with wrist actigraphy, Pittsburgh Sleep Quality Index, and the Epworth Sleepiness Scale. Collateral presence was determined by imaging and esophagogastroduodenoscopy. Differences in sleep characteristics were analyzed using t tests and computed effect sizes. Multivariable linear regression analysis was used to evaluate the association between collaterals and sleep disturbance while controlling for possible confounders. The group of patients with collaterals had greater beta-blocker and tobacco use, lower albumin, and higher international normalized ratio compared to the group without collaterals. Patients with collaterals had more sleep fragmentation (Cohen's d = -0.86), lower sleep efficiency (Cohen's d = 0.59), and lower total sleep time (Cohen's d = 0.75) than patients without collaterals. The presence of collaterals was independently associated with greater sleep fragmentation (P = 0.046) and greater daytime sleepiness (P = 0.030). Conclusion: Patients with compensated cirrhosis complicated by portosystemic collaterals experienced more sleep disturbance than those without collaterals.

Multilevel factors associated with length of stay for neonatal abstinence syndrome in Florida's NICUs: 2010-2015.

OBJECTIVE: To investigate potential factors influencing initial length of hospital stay (LOS) for infants with neonatal abstinence syndrome (NAS) in Florida. METHODS: The study population included 2984 term, singleton live births in 33 Florida hospitals. We used hierarchical linear modeling to evaluate the association of community, hospital, and individual factors with LOS. RESULTS: The average LOS of infants diagnosed with NAS varied significantly across hospitals. Individual-level factors associated with increased LOS for NAS included event year (P < 0.001), gestational age at birth (P < 0.001), maternal age (P = 0.002), maternal race and ethnicity (P < 0.001), maternal education (P = 0.032), and prenatal care adequacy (P < 0.001). Average annual hospital NAS volume (P = 0.022) was a significant hospital factor. CONCLUSION: NAS varies widely across hospitals in Florida. In addition to focusing on treatment regimens, to reduce LOS, public health and quality improvement initiatives should identify and adopt strategies that can minimize the prevalence and impact of these contributing factors.