- Research article
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Emergency Department and Inpatient Healthcare utilization due to Hypertension
BMC Health Services Research volume 16, Article number: 303 (2016)
Abstract
Background
Hypertension is one of the commonest chronic diseases, yet limited data are available for related health care utilization. Our study objective was to describe the emergency department (ED) and subsequent hospitalization related health care utilization and charges due to hypertension in the U.S.
Methods
We used the National ED sample (NEDS) to study hypertension-related utilization and charges. Multivariable-adjusted linear or logistic regression was used to assess hypertension-associated ED and hospitalization outcomes (disposition, length of stay, charges), adjusted for patient demographic, comorbidity and hospital characteristics.
Results
There were 0.92, 0.97 and 1.04 million ED visits (0.71–0.77 % of all ED visits) with hypertension as the primary diagnosis in 2009, 2010 and 2012, respectively; 23 % resulted in hospitalization. ED charges were $2.00, $2.27 and $2.86 billion, and for those hospitalized, total charges (ED plus inpatient) were $6.62, $7.09 and $7.94 billion, in 2009, 2010 and 2012, respectively. Older age (50 to 65 years), female sex, metropolitan area residence, South or West U.S. hospital location, private insurance and the presence of congestive heart failure were each associated with higher charges for an ED visit with hypertension as the primary diagnosis. Younger age, metropolitan residence, Medicaid insurance, hospital location in the Northeast and co-existing diabetes, gout, coronary heart disease, chronic obstructive pulmonary disease, hyperlipidemia and osteoarthritis were associated with higher risk, whereas male sex was associated with lower risk of hospitalization after ED visit for hypertension. In 2012, 71.6 % of all patients hospitalized with hypertension as the primary diagnosis were discharged home. Older age, metropolitan residence and most comorbidities were associated with lower odds, whereas male sex, payer other than Medicare, South or West U.S. hospital location were associated with higher odds of discharge to home.
Conclusions
Hypertension is associated with significant healthcare burden in the U.S. Future studies should assess strategies to reduce hypertension-associated cost and health care burden.
Background
Hypertension is one of the commonest chronic diseases. It affects 32.5 % of U.S. adults [1]. Hypertension is the primary diagnosis for 38.9 million physician office visits annually in the U.S. [1]. Hypertension and related renal disease are responsible for 27,853 deaths annually [1]. Hypertension cost the U.S. approximately $49.9 billion in 2010, $29.5 billion in direct health care expenditures and $20.4 billion in indirect costs [1, 2]. Thus, as a chronic condition, hypertension is associated with high public health and cost burden.
Hypertension is usually accompanied by other diseases such as heart disease, renal failure, stroke and vascular disease [3], conditions that have significant associated morbidity and mortality [4]. Suboptimal treatment of hypertension may not only increase the risk of accompanying diseases, but also lead to higher health resource utilization. With an increasing focus and attention on improving the health of populations and reducing unnecessary health care utilization, current knowledge of resource utilization associated with hypertension is needed.
To our knowledge, little is known about ED and inpatient utilization related to hypertension in the U.S. A recent study drew attention to time-trends in ED visits with hypertension as the primary diagnosis, and found a 4 % increase per year from 2006 to 2012 [5]. This study focused on ED visits by age and co-existing comorbidities and examining all hypertension-related visits, with or without hypertension as the primary diagnosis. No analyses were performed assessing charges or the predictors of ED or inpatient resource utilization after ED visits with hypertension as the primary diagnosis [5]. Thus, knowledge gaps exist in this area, that need to be addressed. We recently performed analyses for utilization related to COPD and gout-related ED visits in the U.S. and important predictors, including ED disposition, ED and total hospital charges and predictors of ED disposition and hospitalization outcomes [6, 7]. Using the same approach, we investigated healthcare utilization, charges and outcomes in ED visits due to hypertension. In this study, our aims were to: (1) describe the hypertension-related ED and inpatient utilization and related charges in the U.S.; and (2) assess whether patient, comorbidity or hospital characteristics were predictors of ED- and inpatient resource utilization due to hypertension.
Methods
Data source and study population
This study was performed using the discharge data from the Nationwide Emergency Department Sample (NEDS) [8, 9]. NEDS is the largest, publically available, all-payer U.S. ED database that contains a 20-percent stratified sample of ED visits from across the U.S. The data are provided by the Agency for Healthcare Research and Quality’s Healthcare Cost and Utilization Project (HCUP) State Emergency Department Databases (SEDD) and the State Inpatient Databases (SID) [8, 9] that capture discharge information on ED visits that do not result vs. that result in hospitalization, respectively. Thirty states, including 950 U.S. hospitals, contributed data regarding 31 million ED visits in 2012, which were weighted to calculate the national estimates related to 134 million ED visits in the U.S. [9].
We identified hypertension related visits in people aged 18 and over using the International Classification of Diseases, Common Modification (ICD-9-CM) code of 401.xx, 402.xx, 403.xx, 404.xx, and 405.xx. This approach has been shown to be valid with a positive predictive value >95 % [10, 11]. Visits are categorized as those with 1) hypertension as the primary diagnosis (where hypertension was listed as the first/primary diagnosis), and (2) hypertension as primary or secondary diagnosis. We used the data from 2009, 2010 and 2012, since 2011 data were not available for analyses, due to data duplication issues.
Outcomes of interest and covariates
In this study, we examined several outcomes of interest. These included outcomes related to ED discharge disposition (hospitalization, discharge to home etc.) and ED charges. We also assessed outcomes in patients hospitalized with hypertension as the primary diagnosis, including the factors associated with discharge after hospital admission (to home vs. other; to nursing home/skilled nursing facility vs. other), hospital stay (total duration; hospital stay >2 days vs. ≤ 2 days) and total charges (inpatient + ED).
NEDS includes reasons for ED visit (diagnoses and procedures); up to 15 ICD-9-CM codes are listed in primary (first) or secondary positions (2–15). We specified several common comorbidities in secondary position as covariates of interest, including hyperlipidemia, coronary heart disease (CHD), renal failure, heart failure (HF), chronic obstructive pulmonary disease (COPD), diabetes, gout and osteoarthritis. Patient characteristics including age, sex, insurance status, residence [urban vs. rural], annual median household income estimated using residential zip code were assessed. We also examined hospital characteristics including geographical region, location in metropolitan vs. non-metropolitan area, and teaching vs. non-teaching status, as covariates.
Statistical analysis
With the exception of descriptive analyses (overall charges, number of ED visits, hospital stay), which we calculated for ED visits due to hypertension (hypertension as the primary diagnosis) as well as for hypertension-related ED visits (hypertension as the primary or secondary diagnosis), all other analyses were limited to visits with hypertension as the primary diagnosis. Appropriate weights provided by NEDS were used to obtain weighted national estimates for 2009, 2010 and 2012.
We used the 2012 NEDS data to analyze whether pre-specified patient and hospital factors were associated with outcomes of interest in patients with hypertension as the primary diagnosis for ED visits and in patients with inpatient admission with hypertension as the primary diagnosis. We performed multivariable-adjusted logistic regression (discharge disposition from ED and from the hospital) or linear regression (ED charges, length of hospital stay, total charges [inpatient + ED]) using SAS version 9.3 (SAS corporation, Cary, NC, USA). Analyses were adjusted for important confounders and covariates including patient characteristics, comorbidities and hospital characteristics, as listed in the section above. These analyses used the actual NEDS sample, without extrapolation to national estimates.
Sensitivity analyses were performed with log of hospital duration of stay and total charges (ED plus inpatient), since log variables were more normally distributed than the original variables. We also examined factors associated with short vs. longer hospital (≥2 days) to better understand inpatient utilization due to hypertension.
Results
Clinical and demographic characteristics
Hypertension was associated with high health care utilization in the ED in the U.S., which also seemed to have increased over the study period. The number of ED visits for hypertension as the primary diagnosis were 0.92 million in 2009, 0.97 in 2010 and 1.04 million in 2012 (Table 1), a 13 % increase in 4 years. The mean age for patients with ED visit with hypertension in 2012 was 59 years, 57 % were female and 15 % were in the highest income quartile (≥$63,000) (Table 1). In 2012, Medicare was the primary payer for 43 %, and almost half of all ED visits for hypertension occurred in hospitals located in the Southern U.S, with only 16 % each in Northeastern and Western U.S and 20 % in the Midwest. Patient characteristics were similar across study years including sex, residence, the primary payer, hospital region and teaching status etc. (Table 1).
ED and inpatient charges for Hypertension-visits (primary) and hypertension-related (primary or secondary) visits
ED visits with hypertension as the primary diagnosis constituted 0.71–0.77 % of all ED visits. The proportions of all ED visits that were due to hypertension as the primary diagnosis were stable across the study years of 2009, 2010 and 2012 at 0.71, 0.75 and 0.77 %; however, the respective ED charges increased and were $2.00, $2.27 and $2.86 billion, respectively (Table 2). We also noted a similar increase in the total charges for ED and inpatient services in patients who were hospitalized with hypertension as their primary diagnosis at $6.62, $7.09 and $7.94 billion, respectively (Table 2).
For the three study years, 2009, 2010 and 2012, of the ED-visits for hypertension as the primary diagnosis, 26, 25 and 23 % were hospitalized, respectively (Additional file 1). Respective mean ED charges for visits with hypertension as the primary diagnosis were $2,169, $2,334 and $2,747 per ED visit. Respective mean total charges (ED plus inpatient) in those hospitalized with hypertension as the primary diagnosis were $27,619, $29,177 and $32,761. The mean length of hospital stay was 4.1, 4.0 and 4.0 days, respectively (Additional file 1).
Total ED and inpatient charges with hypertension diagnosis in any position (primary or secondary), i.e. hypertension-related visits, were $406 billion in 2012, higher than the $341 billion in 2009 (Table 2).
ED charges and discharge disposition for visits due to hypertension as the primary diagnosis
We used multivariable-adjusted linear regression adjusting for patient demographic, comorbidities and hospital characteristics to assess factors associated with higher charges for an ED visit with hypertension as the primary diagnosis. We found that age <50 years, female sex, residence in metropolitan area, private insurance, presence of HF and hospital location in South or West U.S. location were each associated with higher charges for an ED visit with hypertension as the primary diagnosis (Additional file 2).
Multivariable-adjusted logistic regression showed that younger age, metropolitan residence, Medicaid insurance and hospital location in the Northeast were associated with higher risk of hospitalization after ED visit for hypertension as the primary diagnosis (Table 3); male sex was associated with lower risk of hospitalization for hypertension. Patients with co-existing diabetes, gout, CHD, COPD, hyperlipidemia, renal failure, HF and osteoarthritis had a significantly higher adjusted odds of being admitted compared to patients without each of these conditions (Table 3). Unadjusted estimates for patients with ED-visit with hypertension as the primary diagnosis who were and were not subsequently admitted to the hospital are shown in Additional file 3.
Hospitalization disposition and predictors for Hypertension-visits (primary)
In 2009, 2010 and 2012, 73.6 %, 73.1 % and 71.6 % of all patients hospitalized with hypertension as the primary diagnosis were discharged home (Additional file 4), respectively. Discharge disposition to other settings after hospitalization for hypertension did not vary by the study year.
Multivariable-adjusted analyses showed that older age, metropolitan residence, CHD, renal failure, HF, diabetes, COPD and osteoarthritis were associated with lower odds, whereas male sex, payer other than Medicare, South or West U.S. hospital location, hyperlipidemia and gout were associated with higher odds of discharge to home (Table 4).
Length of Hospital Stay and total charges for Hypertension-visits (primary)
Multivariable-adjusted linear regression showed that older age categories (50- <65, 65- <80 and ≥80, compared to age <50 years), metropolitan patient residence, metropolitan teaching hospital, Medicaid as primary payer and several comorbidities including renal failure, HF, diabetes, and COPD were associated with longer hospital stay for hypertension (Table 5). On the other hand, hyperlipidemia, osteoarthritis, private insurance and hospital location other than Northeast were associated with shorter hospital stay for patients admitted to the hospital with hypertension as the primary diagnosis (Table 5).
In multivariable-adjusted analyses, older age, median household income in the highest quartile, metropolitan location and most comorbidities including CHD, renal failure, gout, HF, and COPD were associated higher total (ED + inpatient) hospital charges for hypertension hospitalizations (Table 6). Uninsured primary payer, Midwest U.S. hospital location, hyperlipidemia and osteoarthritis were associated with lower hospital charges for hypertension hospitalizations (Table 6).
We performed several sensitivity analyses to examine whether our findings were robust or not. Sensitivity analyses examining the log of hospital stay (Additional file 5), hospital stay dichotomized at 2 days (Additional file 6), or the log of total hospital charges (Additional file 7) showed similar results as the analyses above, and supported the robustness of our findings.
Discussion
Our study provided contemporary national estimates of ED and inpatient utilization and charges for patients with hypertension as the primary diagnosis. We found that hypertension was the primary diagnosis (i.e., main reason) for over 1 million ED visits in 2012, which were roughly 0.7–0.8 % of all ED visits. Of these ED visits in 2012, 23 % resulted in hospitalization. We also examined the factors associated with health resource utilization and charges for ED and inpatient visits due to hypertension, i.e. with hypertension as the primary diagnosis.
We noted a 13 % increase in ED utilization due to hypertension in 4-years in contrast to decreasing utilization for hypertension reported recently in a Canadian study [12]. Differences in study findings may be due to differences in health care systems (multiple insurer system vs. single-payer Government system), country setting (U.S. vs. Canada) and the study time period (2009-2012 vs. 1997-2004). It is reassuring that our estimates of 13 % increase over 4 years (i.e. 3–4 % per year) and the overall number of ED visits almost replicate the 4 % annual increase reported in the previous 6-year NEDS study of ED visits with a primary diagnosis of hypertension, with slight difference due to inclusion of an additional code 437.2 in the earlier study [5].
Our study defines the public health burden and health care burden of hypertension in the emergency departments and hospitals in the U.S. To our knowledge, there is a lack of nationally representative studies assessing the burden of hypertension in the U.S., except a recent descriptive study [5]. These were ED visits with a primary diagnosis of hypertension and/or uncontrolled or untreated hypertension with other non-specific associated symptoms such as headache, dizziness, pedal edema, worsening of heart failure etc. These visits are unlikely to be due to stroke, myocardial infarction (MI) in the setting of hypertension urgencies or emergencies [13], since visits with these acute conditions would likely have stroke or MI as the primary diagnoses, not hypertension.
We found that of the ED-visits with hypertension as the primary diagnosis, 23 % resulted in hospitalizations. This admission rate was higher than that for gout-related ED visits at 7.7 % [7] and lower than the 49 % for COPD-related ED visits in the U.S. [6], analyzed for the same years using similar methodology and analyses, as this study. We planned these analyses a priori to be similar to our previous analyses of patients with COPD or gout to allow across-disease comparability of estimates and predictors of national U.S. healthcare utilization data. Of those hospitalized, 71.6 % were discharged home. The mean 2012 ED and inpatient charges were $2,747 and $32,761 per visit respectively and the mean length of hospital stay was 4.0 days. Total 2012 charges for ED and inpatient visits with hypertension as the primary diagnosis were $2.86 billion and $7.94 billion, respectively. These charges are comparable to total charges nationally for diabetic foot at $8.78 billion in 2010 [14], higher than changes for constipation at $1.62 billion [15], but lower than those for COPD at $14.2 billion in 2012 [6]. The mean ED visit charges of $2,747 for hypertension is slightly higher than that ED visits for diabetic foot at $2,324 [14] and for constipation at $2,306 [15], and similar to those for COPD [6].
Total ED and inpatient charges with hypertension diagnosis in any position (primary or secondary) were $406 billion in 2012. Concomitant hypertension in patients with diabetes is associated with higher healthcare utilization [16, 17]. Thus, the cost and morbidity burden of hypertension in the U.S. is quite significant. As a disease for which multiple treatment options are available, at least significant proportion of charges and burden may be preventable, by increasing patient awareness and knowledge, optimal medication adherence and access to outpatient clinics. These interventions may also further reduce the risk of associated complications, such as myocardial infarction, stroke etc. [3, 18].
We noted regional differences in health care utilization for hypertension regarding the risk of hospitalization, length of hospital stay, proportion discharged to home etc. Regional differences can be due to multiple reasons including due to regional differences in income, payment by insurers due to adjustment for cost-of-living and differences in health status [19]; health care intensity varies by region in the U.S. [20].
Our study identified several risk factors for higher ED charges with hypertension as the primary diagnosis. This fills a knowledge gap. Younger age, female sex, residence in metropolitan area, hospital location in South or West U.S. location, private insurance and the presence of HF were each associated with higher charges for an ED visit. Similarly, younger age, female sex, metropolitan residence, Medicaid insurance and hospital location in the Northeast, and co-existing diabetes, gout, CHD, COPD, hyperlipidemia and osteoarthritis were associated with a higher risk of hospitalization with hypertension as the primary diagnosis. Most comorbidities were associated with 1.5–3.3 fold higher risk of inpatient admission with hypertension as the primary diagnosis except renal failure and HF, which were associated with much higher odds of 7.5 and 8.6, respectively. Thus, we identified risk factors associated with higher rates of hospitalization (significantly more expensive than an ED visit alone) and higher charges. This paves the way for future studies that should examine whether optimization of associated comorbidities and/or recognition of high-risk patients with hypertension (based on socio-demographic characteristics) for frequent outpatient follow-up and implementation of special programs to improve access to outpatient health care teams can help reduce burden and costs associated with hypertension-associated ED and inpatient use. Our study further extends the recent finding that patients with hypertension with concomitant comorbidities are more likely to hospitalized compared to patients without comorbidities [12].
Another important observation from our study was that 11 % patients with inpatient utilization due to hypertension were discharged to skilled nursing/intermediate facilities and 13 % to home health care while 73 % were discharged to home. Older age, metropolitan residence and most comorbidities (except hyperlipidemia and gout) were associated with lower odds, whereas male sex, payer other than Medicare and South or West U.S. hospital location were associated with higher odds of discharge to home. The next step in this research should be to identify potential targets for intervention studies with an aim to reduce health care utilization and costs due to hypertension. It also remains to be seen whether optimization of key comorbidities we identified as risk factors can reduce morbidity and associated charges/costs.
We found that older age, metropolitan patient residence, metropolitan teaching hospital and Medicaid as primary payer and most comorbidities except hyperlipidemia and osteoarthritis were associated with longer stay whereas private insurance, hospital location other than Northeast were associated with shorter hospital stay. Similarly, older age, median household income in the highest quartile, metropolitan location and most comorbidities except hyperlipidemia and osteoarthritis were associated higher inpatient hospital charges. Uninsured primary payer and Midwest U.S. hospital location were associated with lower hospital charges.
Our findings must be interpreted considering study limitations. NEDS contains event-level data but not unique identifiers so that individuals may be represented by multiple visits in any given year. We were not able to examine readmission rates due to the lack of this information in NEDS. Study findings are likely not generalizable to other countries due to differences in health care settings. We suspect residual confounding due to the lack of availability of details regarding optimal vs. suboptimal control of hypertension [21] and the rate of adherence with anti-hypertensive medication [22], both of which are important factors for healthcare utilization. It is far more likely that these factors are causes/mediators of increased ED and inpatient utilization, rather than confounders. In addition, we are unaware of any data indicating that associations we noted are mediated through these factors. Therefore, even though the estimates may be possibly over- or under-estimates, the confounding bias is unclear/unknown. Outpatient utilization data were not available, and a study of hypertension associated complications such as stroke, myocardial infarction, renal failure etc. were beyond the scope of this study. Availability of only three years of data for our analyses did not allow us to have a very comprehensive look at time-trends; data from more years would have made this analysis more informative. However, some trends in cost very evident in this short time-period, as reported. Several regional differences were noted in various outcomes, but detailed analyses by region were outside the scope of this paper, and limited resources prevented us from doing these analyses.
Study strengths include the use of the largest ED and hospitalization data in the U.S. that is representative and generalizable to the U.S. population, inclusion of several important outcomes, and important covariates as potential predictors, and examination of data across several years.
Conclusions
In summary, this contemporary study using national U.S. data provides a comprehensive assessment of ED and inpatient health care burden and charges due to hypertension in the U.S. The burden of hypertension is substantial and slowly increasing. We identified several important factors associated both with ED and inpatient charges for hypertension as well as disposition from ED and inpatient settings. Several of these factors may be modifiable and present potential targets for future interventions to reduce health care utilization and cost due to hypertension.
Abbreviations
CHD, coronary heart disease; COPD, chronic obstructive pulmonary disease; ED, Emergency department; HF, heart failure; NEDS, National ED sample
References
Hypertension. http://www.cdc.gov/nchs/fastats/hypertension.htm. Accessed 1 July 2016.
Morbidity and mortality: 2012 Chartbook on Cardiovascular, Lung and Blood Diseases. https://www.nhlbi.nih.gov/files/docs/research/2012_ChartBook_508.pdf. Accessed 1 July 2016.
Turner BJ, Hollenbeak CS, Weiner M, Ten Have T, Tang SS. Effect of unrelated comorbid conditions on hypertension management. Ann Intern Med. 2008;148(8):578–86.
Cordero A, Bertomeu-Gonzalez V, Moreno-Arribas J, Agudo P, Lopez-Palop R, Masia MD, Miralles B, Mateo I, Quiles J, Bertomeu-Martinez V. Burden of systemic hypertension in patients admitted to cardiology hospitalization units. Am J Cardiol. 2011;108(11):1570–5.
McNaughton CD, Self WH, Zhu Y, Janke AT, Storrow AB, Levy P. Incidence of Hypertension-Related Emergency Department Visits in the United States, 2006 to 2012. Am J Cardiol. 2015;116(11):1717–23.
Singh JA, Yu S. Utilization due to chronic obstructive pulmonary disease and its predictors: a study using the U.S. National Emergency Department Sample (NEDS). Respir Res. 2016;17:1.
Singh JA, Yu S. Gout-related inpatient utilization: a study of predictors of outcomes and time trends. Arthritis Res Ther. 2015;18(1):57.
HCUP Nationwide Emergency Department Sample (NEDS). Healthcare Cost and Utilization Project (HCUP). In: Agency for Healthcare Research and Quality, Rockville, MD. 2007, 2008, 2009. http://www.hcup-us.ahrq.gov/nedsoverview.jsp.
Introduction to the HCUP Nationawide Emergency Department Sample (NEDS) 2012. http://www.hcup-us.ahrq.gov/db/nation/neds/NEDS_Introduction_2012.jsp. In.: Agency for Healthcare Research and Quality, Rockville, MD.
Birman-Deych E, Waterman AD, Yan Y, Nilasena DS, Radford MJ, Gage BF. Accuracy of ICD-9-CM codes for identifying cardiovascular and stroke risk factors. Med Care. 2005;43(5):480–5.
Quam L, Ellis LB, Venus P, Clouse J, Taylor CG, Leatherman S. Using claims data for epidemiologic research. The concordance of claims-based criteria with the medical record and patient survey for identifying a hypertensive population. Med Care. 1993;31(6):498–507.
Walker RL, Chen G, McAlister FA, Campbell NR, Hemmelgarn BR, Dixon E, Ghali W, Rabi D, Tu K, Jette N, et al. Hospitalization for uncomplicated hypertension: an ambulatory care sensitive condition. Can J Cardiol. 2013;29(11):1462–9.
Zampaglione B, Pascale C, Marchisio M, Cavallo-Perin P. Hypertensive urgencies and emergencies. Prevalence and clinical presentation. Hypertension. 1996;27(1):144–7.
Skrepnek GH, Mills Sr JL, Armstrong DG. A Diabetic Emergency One Million Feet Long: Disparities and Burdens of Illness among Diabetic Foot Ulcer Cases within Emergency Departments in the United States, 2006-2010. PLoS One. 2015;10(8):e0134914.
Sommers T, Corban C, Sengupta N, Jones M, Cheng V, Bollom A, Nurko S, Kelley J, Lembo A. Emergency department burden of constipation in the United States from 2006 to 2011. Am J Gastroenterol. 2015;110(4):572–9.
Green AJ, Bazata DD, Fox KM, Grandy S. Quality of Life, Depression, and Healthcare Resource Utilization among Adults with Type 2 Diabetes Mellitus and Concomitant Hypertension and Obesity: A Prospective Survey. Cardiol Res Pract. 2012;2012:404107.
Francis BH, Song X, Andrews LM, Purkayastha D, Princic N, Sedgley R, Rudolph AE. Progression to type 2 diabetes, healthcare utilization, and cost among pre-diabetic patients with or without comorbid hypertension. Curr Med Res Opin. 2011;27(4):809–19.
Filippatos GS, Adamopoulos C, Sui X, Love TE, Pullicino PM, Lubsen J, Bakris G, Anker SD, Howard G, Kremastinos DT, et al. A propensity-matched study of hypertension and increased stroke-related hospitalization in chronic heart failure. Am J Cardiol. 2008;101(12):1772–6.
Chapter 2. Causes and Consequences of Regional Variations in Health Care. https://www.dartmouth.edu/~jskinner/documents/Skinner_CausesandConsequences.pdf. Accessed 1 July 2016.
Sirovich BE, Gottlieb DJ, Welch HG, Fisher ES. Regional variations in health care intensity and physician perceptions of quality of care. Ann Intern Med. 2006;144(9):641–9.
Paramore LC, Halpern MT, Lapuerta P, Hurley JS, Frost FJ, Fairchild DG, Bates D. Impact of poorly controlled hypertension on healthcare resource utilization and cost. Am J Manag Care. 2001;7(4):389–98.
Wu PH, Yang CY, Yao ZL, Lin WZ, Wu LW, Chang CC. Relationship of blood pressure control and hospitalization risk to medication adherence among patients with hypertension in Taiwan. Am J Hypertens. 2010;23(2):155–60.
Acknowledgements
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Funding
This material is the result of work supported by research funds from the Division of Rheumatology at the University of Alabama at Birmingham and the resources and use of facilities at the Birmingham VA Medical Center, Birmingham, Alabama, USA. The funding body did not play any role in design, in the collection, analysis, and interpretation of data; in the writing of the manuscript; and in the decision to submit the manuscript for publication.
Availability of Data and material
These data are in the public domain for anyone to use and analyze and are available from the AHRQ.
Authors’ contributions
JAS designed the study, developed study protocol, reviewed analyses and wrote the first draft of the paper. SY performed the data abstraction and data analyses. All authors made revisions to the manuscript and read and approved the final manuscript.
Competing Interests
There are no financial conflicts related directly to this study. JAS has received research grants from Takeda and Savient and consultant fees from Savient, Takeda, Regeneron, Iroko, Merz, Bioiberica, Crealta and Allergan pharmaceuticals, WebMD, UBM LLC and the American College of Rheumatology. JAS serves as the principal investigator for an investigator-initiated study funded by Horizon pharmaceuticals through a grant to DINORA, Inc., a 501c3 entity. JAS is a member of the executive of OMERACT, an organization that develops outcome measures in rheumatology and receives arms-length funding from 36 companies; a member of the American College of Rheumatology’s Annual Meeting Planning Committee (AMPC); Chair of the ACR Meet-the-Professor, Workshop and Study Group Subcommittee; and a member of the Veterans Affairs Rheumatology Field Advisory Committee. S.Y. has no conflicts to declare. There are no non-financial competing interests for any of the authors.
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No individual person’s data were presented in any form in this study and therefore no consent to publish is required.
Ethics approval and consent to participate
The University of Alabama at Birmingham’s Institutional Review Board approved this study and all investigations were conducted in conformity with ethical principles of research. The IRB waived the need for informed consent for this analysis of publically available data.
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Additional files
Additional file 1:
Patient Outcomes for ED visits with hypertension as the primary diagnosis. (DOC 37 kb)
Additional file 2:
Predictors of ED charges among patients presenting to ED with hypertension using linear regression. (DOC 59 kb)
Additional file 3:
Characteristics of patients with Hypertension ED visits with and without hospitalization. (DOC 56 kb)
Additional file 4:
Predictors of Log of duration of hospital stay* among patients with hypertension who were admitted to the hospital after presenting to ED with hypertension as the primary diagnosis using linear regression. (DOC 38 kb)
Additional file 5:
Predictors of log of duration of hospital stay among patients with hypertension who were admitted to the hospital after presenting to ED with hypertension as the primary diagnosis using linear regression. (DOC 59 kb)
Additional file 6:
Predictors of duration of hospital stay (>2 vs. ≤2 days) among patients with hypertension who were admitted to the hospital after presenting to ED with hypertension as the primary diagnosis using logistic regression. (DOC 62 kb)
Additional file 7:
Predictors of log of total hospital charges among patients who were admitted to the hospital after an ED visit with hypertension as the primary diagnosis using linear regression. (DOC 60 kb)
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Singh, J.A., Yu, S. Emergency Department and Inpatient Healthcare utilization due to Hypertension. BMC Health Serv Res 16, 303 (2016). https://doi.org/10.1186/s12913-016-1563-7
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DOI: https://doi.org/10.1186/s12913-016-1563-7