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Article

Admission Hydration Status and Ischemic Stroke Outcome—Experience from a National Registry of Hospitalized Stroke Patients

1
Department of Endocrinology, Clalit Health Services, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv-Yaffo District, Tel Aviv 6997801, Israel
2
Internal Medicine Wing, The Chaim Sheba Medical Center, Sackler Faculty of Medicine, Tel Aviv University, Tel Hashomer, Tel Aviv 6997801, Israel
3
Rambam Health Care Campus, Stroke and Cognition Institute, Haifa 3109601, Israel
4
Stanley Steyer School of Health Professions, Sackler Faculty of Medicine, Tel-Aviv University, Tel Aviv 6997801, Israel
*
Author to whom correspondence should be addressed.
J. Clin. Med. 2021, 10(15), 3292; https://doi.org/10.3390/jcm10153292
Submission received: 18 April 2021 / Revised: 4 July 2021 / Accepted: 22 July 2021 / Published: 26 July 2021
(This article belongs to the Special Issue Stroke Management - Diagnostic and Therapy)

Abstract

:
Reduced intravascular volume upon ischemic stroke (IS) admission has been associated with in-hospital complications, disability, and reduced survival. We aimed to evaluate the association of the urea-to-creatinine ratio (UCR) with disability or death at discharge, length of stay, in-hospital complications, and mortality during the first year. Using a national registry, we identified hospitalized IS patients without renal failure. Disability or death at discharge, length of stay, in-hospital complications, and mortality during the first year were studied by UCR, and associations between UCR levels and each outcome were assessed adjusting for age, sex, stroke severity, comorbidities, use of statins, and use of diuretics. In total, 2212 patients were included. Levels (median (25–75%)) for the main study variables were: urea 5.16 (3.66–6.83) mmol/L; creatinine 80 (64–92) µmol/L; and UCR 65 (58–74). Levels of UCR were significantly higher in patients with disability or death at discharge (p < 0.0001), those with complications during hospitalization (p = 0.03), those with infection during hospitalization (p = 0.0003), and those dead at 1 year (p < 0.0001). Analysis by UCR quartile showed that rates of disability or death at discharge, infections, complications overall, and death at 1 year in patients with UCR in the 4th quartile were significantly higher than in others. Risk-factor-adjusted analysis by UCR quartiles demonstrated an inconsistent independent association between UCR and disability or death after ischemic stroke. A high 1-year mortality rate was observed in IS patients with elevated UCR, yet this finding was not statistically significant after controlling for risk factors. Our study shows inconsistent associations between hydration status and poor functional status at discharge, and no association with length of stay, in-hospital complications (infectious and overall), and 1-year mortality.

1. Introduction

Reduced intravascular volume, commonly referred to as dehydration, is a common finding upon admission of patients with ischemic stroke (IS), reported in 29–70% of patients [1]. It has been associated with in-hospital complications [2,3,4,5,6,7,8,9], poor functional outcome at discharge [4,10,11], poor functional outcome at 30 days [12], and reduced survival at 90 days [13,14]. Current guidelines for treatment of IS recommend maintaining euvolemia [15], but accurately determining the intravascular status in IS patients remains a difficult task. Several methods to assess intravascular volume have been suggested; however, the blood urea nitrogen (BUN)/creatinine ratio and the urea/creatinine ratio (UCR) continue to be the most commonly used and widely accepted [1].
Using data from the National Acute Stroke Israeli Survey (NASIS) registry of hospitalized stroke patients, we aimed to evaluate the association of hydration status in IS, as measured by UCR, with stroke severity on admission, in-hospital complications, and mortality during the first year after ischemic stroke.

2. Materials and Methods

2.1. Study Design and Setting

The NASIS prospective hospital-based national registry was prospectively performed during 2-month periods triennially [16,17] (February–March 2004, March–April 2007, April–May 2010, April–May 2013, and April–May 2016). All consecutive patients hospitalized due to acute stroke or transient ischemic attack age 18 and over nationwide were included. The NASIS registry was approved by the ethical committees of the participating medical centers.
Data on creatinine and urea levels were collected in NASIS 2013 and 2016. In total, 4617 patients were included in these two periods, among them 3171 patients with ischemic stroke. Complete data on creatinine and urea levels were available for 2767/3171 (87.3%). No significant differences between patients with and without data on urea and creatinine levels were observed in the distribution of demographics (age (p = 0.52), sex (p = 0.73)), or in risk factors and clinical characteristics including hypertension (p = 0.99), diabetes (p = 0.77), current smoking (p = 0.89), prior stroke (p = 0.40), prior heart disease (p = 0.62), use of statins (p = 0.29), and use of diuretics (p = 0.19). We excluded 555 participants with renal failure (by history or with creatinine >1.5 mg/dL). Therefore, the final sample for the present analysis included 2212 ischemic stroke patients.

2.2. Data Collection

Coordinating physicians prospectively collected data from all the departments of the participating medical centers. A structured data form including demographics, risk factors and co-morbidities, stroke characteristics, in-hospital management, and outcome was used for collecting the information. Urea and creatinine levels were measured at local labs of all medical centers on admission. Mortality was prospectively assessed at 1 year after stroke by means of matching patients’ files with national mortality data.

2.3. Definition of Main Variables

Urea/creatinine ratio (UCR) was used to evaluate level of hydration on admission. Severity of stroke on admission was categorized into five NIH Stroke Scale (NIHSS) [18] levels, as defined by the NASIS protocol. Severe stroke was defined as NIHSS ≥ 16. Functional outcome was evaluated at discharge according to the modified Rankin Scale (mRS) [19] and categorized as mRS 0–1; 2–3; 4–5; and 6 (death). Based on the mRS category, we defined disability at discharge or death as mRS ≥ 2 [20]. Complications during hospitalization were defined as neurological, cardiac, infectious, or bleeding during hospitalization. Infection included pneumonia, urinary tract infection, sepsis, fever, and other infection during hospitalization. Complications during hospitalization were reported at discharge and were analyzed overall and by studying infections as a separate outcome. We also assessed length of stay as a continuous variable and defined prolonged hospitalization as ≥7 days.

2.4. Statistical Analysis

Baseline characteristics, stroke severity on admission, and complications during hospitalization were studied by UCR quartiles, as well as by looking at UCR level as a continuous variable. UCR shows a distribution skewed to the right with a mean of 38.6 and a median of 36.7. Therefore, associations between UCR level and all complications and infections during hospitalization were studied with the Wilcoxon test, while the Spearman correlation test was used to assess association between UCR level and length of stay.
In the multivariate analysis, logistic regression models were used to study associations between UCR levels as a continuous variable as well as UCR quartiles and each of the outcome variables, controlling for potential confounders. Odds ratio (OR) and 95% confidence interval (95% CI) associated with 1-SD UCR for each outcome were presented, adjusted for age and sex (Model 1) and further accounting for the following risk factors, selected a priori, based on clinical discretion and recently published evidence [21]: stroke severity, hypertension, diabetes mellitus, smoking, history of atrial fibrillation, prior stroke, prior heart disease, peripheral artery disease, disability before the stroke (mRS ≥ 2 before the stroke), use of statins, and use of diuretics for 1 week or more before symptoms onset, in addition to age and sex (Model 2). Risk estimates by UCR quartiles using the lowest UCR quartile as reference group were computed with logistic regression models adjusting for risk factors as described (Model 1 and Model 2).
In a sensitivity analysis, potential associations between UCR and the outcome variables were evaluated in 236/2212 (10.7%) patients undergoing reperfusion therapy (either intravenous thrombolysis or mechanical thrombectomy).
Analyses were performed with SAS 9.4 (SAS, SAS Institute, Cary, NC, USA).

3. Results

3.1. Participants’ Characteristics

In total, 2212 ischemic stroke patients were included, with 47.6% being women. Mean (SD) age was 70.3 (13.2) years. Median levels (25–75%) for the main study variables were as follows: urea 5.16 (3.66–6.83) mmol/L (31 (22–41) mg/dL); creatinine 80 (64–92) µmol/L (0.90 (0.72–1.04) mg/dL); UCR 65 (57–74) (36.69 (25.00–47.77)); and length of stay 5 (3–9) days. Severe stroke was reported for 8.4% of patients, while 65.6% were diagnosed with minor stroke (NIHSS ≤ 5). Complications during hospitalization were observed in 403 (18.2%) participants, while 242 (11.0%) participants were diagnosed with infections and 260 (11.8%) died during the first year after IS.
Characteristics of patients by UCR quartile are shown in Table 1. In general, rates of cardiovascular risk factors, except for smoking at time of stroke, were higher in participants in the highest UCR quartile compared with lower quartiles. Statistically significant differences in baseline characteristics by UCR quartiles were observed for demographics and most clinical factors, as shown in Table 1.

3.2. Associations Between UCR and Poor Outcome after Stroke

Levels of UCR were significantly higher in patients with complications during hospitalization (p = 0.03), those with infection during hospitalization (p = 0.0003), those with disability or death at discharge (p < 0.0001), and those dead at 1 year (p < 0.0001). No correlation was observed between UCR and length of stay (r = 0.01, p = 0.56) or prolonged hospitalization (≥7 days, p = 0.46).
Analysis by UCR quartile showed that the rate of death at 1 year in patients with UCR in the 4th quartile was higher than in others (Table 2). Statistically significant differences in rates of outcome variables by UCR quartiles were observed for disability, infection during hospitalization, and 1-year mortality (Table 2).
Our findings suggest non-linear associations between UCR levels and length of stay and complications during hospitalization (Table 2).
Results of the multivariate analysis of associations between level of UCR and the studied outcomes show that following adjustment for age, sex, stroke severity, and cardiovascular risk factors (Model 2), no significant associations were observed between UCR as a continuous variable and stroke outcome (Table 3).
In the analysis by UCR quartiles, age- and sex-adjusted estimates (ORs, 95% CIs) for disability or death at discharge were increased for patients with UCR in the 2nd, 3rd, and 4th quartiles, compared with those in the first quartile. These findings were consistent after controlling for risk factors (Model 2) for patients in the 2nd quartile of UCR (Table 4). Unadjusted estimates (ORs, 95% CIs) for in-hospital complications, infections, and 1-year mortality were increased for patients in the 4th compared with the 1st UCR quartile (Table 4). However, these findings were not consistent following adjustment (Table 4, Model 2). Interestingly, a negative association between complications and UCR was observed for patients in the 3rd quartile compared with the 1st quartile (adjusted OR 0.66, 95% CI 0.45–0.97) (Table 4).
In the sensitivity analysis of data on patients undergoing reperfusion therapy during hospitalization, no significant associations were observed between UCR level and the study outcomes in the unadjusted models or in models adjusted for age and sex (Model 1). We present the results of this analysis in Table 5. Due to the small number of patients with reperfusion therapy, further adjustment was not conducted in the regression models.

4. Discussion

Dehydration is common in IS patients and has been associated with several unfavorable outcomes. Yet, our study shows inconsistent association between hydration status and poor functional status at discharge and no association with length of stay, in-hospital complications (infectious and overall), and 1-year mortality.
Dehydration, characterized by an elevated UCR, has been linked to disability or death at discharge in several studies to this point. Compatible with our study, Rowat et al. showed that a UCR >80 (UCR > 45) was associated with dependency or death at hospital discharge [10]. However, in our study, the risk for a poor functional outcome was significant at a lower UCR, with loss of significance in higher UCR quartiles. In another study, IS patients with a BUN/creatinine ratio >26 (BUN/Creatinine ratio > 15) (equivalent to a UCR > 56 (UCR ≥ 32)) had lower mRS scores even after controlling for age, sex, hypertension, diabetes, admission NIHSS score, and infection, but no other UCR cutoffs were explored [4]. It is noteworthy that the sensitivity analysis including only patients with reperfusion therapy did not show associations between UCR and any of the study outcomes, as was also demonstrated by Wu et al. with a larger sample [11].
Our results do not support the association of UCR with length of stay. Smithard et al. investigated the relationship of dysphagia, a common pathophysiological cause of dehydration in IS, with length of stay and also did not found an association [22]. A more recent interventional study showed a shorter length of stay in IS patients given intravenous saline based on a BUN/creatinine ratio > 26 (BUN/creatinine ratio > 15) (equivalent to a UCR > 56 (UCR ≥ 32)) as a marker of dehydration [23]. This study also reported a reduced infection rate in patients receiving intravenous saline based on the same BUN/creatinine ratio cutoff. Moreover, in a large cohort study by Liu et al., a higher in-hospital infection rate was observed in IS patients with an elevated BUN/creatinine ratio [4]. However, our data reflect a stable infection rate over a wide range of UCRs. This may be due to differences in studies’ populations or in local acute care procedures. Our data also show that overall in-hospital complications are not associated with hydration status.
After adjusting for several potential confounders, we found that dehydration was not associated with increased mortality in the first year after the stroke admission. On the contrary, Bhalla et al. found that increased plasma osmolality is significantly associated with mortality at 90 days, although with borderline significance [13], possibly attributed to a small number of patients. Moreover, data adapted from a large prospective trial showed that mortality at 90 days was associated with an elevated urea level but not with an elevated UCR [14], perhaps due to concomitant underlying renal dysfunction [24]. To the best of our knowledge, previous studies have not recorded mortality data for longer periods.
Our study has several strengths. First, it uses a national registry of considerable size including all hospitalized stroke patients in the relevant time periods. Second, hospitalization data were collected by well-trained experienced teams, minimizing data mishandling. Third, stroke severity on admission and functional status were assessed using validated quantitative measures (NIHSS and mRS, respectively). However, the present study has some limitations. NASIS is a hospital-based registry; therefore, it is possible that minor ischemic strokes not referred to the hospital were not recorded, although hospitalization of all stroke cases is the current policy in Israel. Hydration status was pragmatically defined by UCR, not by more reliable measures such as plasma osmolarity. In addition, data on pre-admission factors (e.g., time to admission) and post-admission factors (e.g., varying hydration protocols among participating hospitals) that may affect hydration status were only partially available in NASIS. Although NASIS includes broad patient-level information, data on NIHSS score as a continuous variable as well as severity or duration of baseline medical conditions were not available. Lastly, residual confounding is a possibility as in any observational study.

5. Conclusions

Our study shows inconsistent associations between hydration status and poor functional status at discharge and no association with length of stay, in-hospital complications (infectious and overall), and 1-year mortality. As current literature continues to be inconclusive on this matter, large prospective studies are needed to reach more firm conclusions.

Author Contributions

Formal analysis, S.K.; writing—original draft preparation, Y.E., S.K.; writing—review and editing, E.G., D.T. All authors have read and agreed to the published version of the manuscript.

Funding

This research received no external funding.

Institutional Review Board Statement

The study was conducted according to the guidelines of the Declaration of Helsinki, and approved by the Institutional Review Board (or Ethics Committee) of all participating hospitals.

Informed Consent Statement

Patient consent was waived by the relevant Institutional Review Boards due to the NASIS anonymous and retrospective properties.

Data Availability Statement

The data presented in this study are available on request from the corresponding author. The data are not publicly available due to privacy restrictions.

Conflicts of Interest

The authors declare no conflict of interest.

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Table 1. Baseline characteristics of ischemic stroke patients by urea/creatinine ratio (UCR) quartiles.
Table 1. Baseline characteristics of ischemic stroke patients by urea/creatinine ratio (UCR) quartiles.
UCR Quartilesp for Trend
<57
n = 559
57–65
n = 547
65–74
n = 553
>74
n = 553
Age (SD), years68.10 (13.15)67.43 (13.23)71.14 (12.79)74.33 (12.48)<0.0001
Women229 (41.0)213 (38.9)245 (44.3)366 (66.2)<0.0001
Stroke severity by NIHSS <0.0001
≤5399 (71.4)373 (68.2)363 (65.6)315 (57.0)
6–10100 (17.9)98 (17.9)116 (21.0)120 (21.7)
11–1525 (4.5)37 (6.8)39 (7.1)41 (7.4)
16–2022 (3.9)24 (4.4)20 (3.6)55 (10.0)
>2013 (2.3)15 (2.7)15 (2.7)22 (4.0)
Severe stroke (NIHSS ≥ 16)35 (6.3)39 (7.1)35 (6.3)77 (13.9)<0.0001
Hypertension414 (74.3)401 (73.7)439 (79.8)450 (81.8)0.0003
Diabetes244 (43.7)218 (39.9)231 (41.9)245 (44.5)0.66
Current smoking144 (26.1)144 (26.8)128 (23.6)95 (17.4)0.0003
Prior stroke114 (20.6)150 (27.6)155 (28.2)153 (28.5)0.0034
Atrial fibrillation67 (12.1)98 (18.0)112 (20.5)155 (28.1)<0.0001
Prior heart disease136 (24.3)132 (24.1)146 (26.4)145 (26.2)0.34
Peripheral arterial disease20 (3.6)23 (4.2)24 (4.4)39 (7.1)0.009
Disability before the stroke116 (21.3)129 (24.4)165 (30.7)220 (41.6)<0.0001
Statin medication use274 (50.9)261 (50.3)261 (50.4)272 (51.6)0.83
Diuretics use97 (17.93)111 (22.75)96 (19.43)144 (28.29)0.0006
Figures represent number and percentage if not otherwise specified. Prior heart disease was defined as chronic heart failure, prior myocardial infarction, atrial fibrillation, or valve disease. Disability before the stroke was defined as mRS ≥ 2 before stroke. Use of statin medication and diuretics was defined as treatment for at least 7 days before onset of stroke symptoms.
Table 2. Functional status, length of stay, complications during hospitalization, and 1-year mortality in ischemic stroke patients by urea/creatinine ratio (UCR) level.
Table 2. Functional status, length of stay, complications during hospitalization, and 1-year mortality in ischemic stroke patients by urea/creatinine ratio (UCR) level.
UCR QUARTILESp for Trend
<57
n = 559
57–65
n = 547
65–74
n = 553
>74
n = 553
Modified Rankin Scale (mRS) <0.0001
0–1285 (51.08)241 (44.14)222 (40.14)182 (32.91)
2–3168 (30.11)191 (34.98)201 (36.35)163 (29.48)
4–585 (15.23)95 (17.40)115 (20.80)176 (31.83)
620 (3.58)19 (3.48)15 (2.71)32 (5.79)
Disability or death (discharge mRS ≥ 2)273 (48.92)305 (55.86)331 (59.86)371 (67.90)<0.0001
Length of stay, mean (SD), days8.42 (18.74)7.80 (8.51)7.47 (9.10)9.24 (18.52)0.19
Complications during hospitalization99 (17.74)92 (16.85)86 (15.55)126 (22.83)0.06
Infection during hospitalization53 (9.50)48 (8.79)55 (9.95)86 (15.61)0.0011
1-year mortality61 (12.45)50 (10.99)58 (13.52)91 (20.97)0.0002
Figures represent number and percentage if not otherwise specified.
Table 3. Stroke outcome estimates (ORs (95% Cis)) associated with level of urea/creatinine ratio (UCR).
Table 3. Stroke outcome estimates (ORs (95% Cis)) associated with level of urea/creatinine ratio (UCR).
OR (95% CI) for 1-SD in UCR
UnadjustedModel 1Model 2
Disability or death (discharge mRS ≥ 2)1.38 (1.23–1.55)1.18 (1.06–1.31)1.07 (0.97–1.19)
Length of stay ≥7 days1.01 (0.93–1.10)0.98 (0.90–1.07)0.95 (0.85–1.05)
Complications during hospitalization1.07 (0.97–1.18)0.99 (0.88–1.11)0.85 (0.72–1.01)
Infection during hospitalization1.14 (1.03–1.27)1.07 (0.95–1.21)0.95 (0.78–1.17)
1-year mortality1.19 (1.06–1.34)1.11 (0.97–1.27)0.99 (0.81–1.21)
Model 1 adjusted for age and sex. Model 2 adjusted for age, sex, stroke severity, hypertension, diabetes, current smoking, atrial fibrillation, prior stroke, prior heart disease, peripheral artery disease, disability before the stroke, use of statins, and use of diuretics for1 week or more before symptoms onset. Statistically significant estimates are shown in bold.
Table 4. Stroke outcome estimates (ORs (95% Cis)), by quartiles of urea/creatinine ratio (UCR).
Table 4. Stroke outcome estimates (ORs (95% Cis)), by quartiles of urea/creatinine ratio (UCR).
OR (95% CI)
UCRUnadjustedModel 1Model 2
Disability or death (discharge mRS ≥ 2)1st quartile1 (Reference)1 (Reference)1 (Reference)
2nd quartile1.32 (1.04–1.67)1.44 (1.12–1.85)1.38 (1.01–1.91)
3rd quartile1.56 (1.23–1.97)1.38 (1.07–1.77)1.21 (0.87–1.67)
4th quartile2.13 (1.67–2.71)1.59 (1.22–2.06)1.14 (0.80–1.63)
Length of stay ≥ 7 days1st quartile1 (Reference)1 (Reference)1 (Reference)
2nd quartile0.94 (0.69–1.28)0.99 (0.78–1.26)0.92 (0.70–1.20)
3rd quartile0.85 (0.62–1.17)0.83 (0.65–1.06)0.62 (0.58–1.02)
4th quartile1.37 (1.02–1.84)0.94 (0.74–1.21)0.77 (0.58–1.02)
Complications during hospitalization1st quartile1 (Reference)1 (Reference)1 (Reference)
2nd quartile0.94 (0.69–1.28)0.97 (0.70–1.33)0.82 (0.56–1.19)
3rd quartile0.84 (0.61–1.15)0.75 (0.54–1.03)0.66 (0.45–0.97)
4th quartile1.37 (1.02–1.84)1.04 (0.76–1.41)0.76 (0.53–1.11)
Infection during hospitalization1st quartile1 (Reference)1 (Reference)1 (Reference)
2nd quartile0.92 (0.61–1.38)0.95 (0.62–1.44)0.74 (0.44–1.23)
3rd quartile1.05 (0.71–1.57)0.91 (0.60–1.39)0.78 (0.47–1.28
4th quartile1.76 (1.22–2.54)1.26 (0.86–1.85)0.91 (0.57–1.45)
1-year mortality1st quartile1 (Reference)1 (Reference)1 (Reference)
2nd quartile0.87 (0.58–1.29)0.89 (0.59–1.35)0.72 (0.43–1.21)
3rd quartile1.10 (0.75–1.62)0.88 (0.59–1.32)0.83 (0.51–1.35)
4th quartile1.87 (1.31–2.66)1.29 (0.88–1.88)0.97 (0.61–1.55)
Model 1 adjusted for age and sex. Model 2 adjusted for age, sex, stroke severity, hypertension, diabetes, current smoking, atrial fibrillation, prior stroke, prior heart disease, peripheral artery disease, disability before the stroke, use of statins, and use of diuretics for1 week or more before symptoms onset. Statistically significant estimates are shown in bold.
Table 5. Stroke outcome estimates (ORs (95% Cis)) associated with level of urea/creatinine ratio (UCR) in patients treated with reperfusion therapy, n = 236.
Table 5. Stroke outcome estimates (ORs (95% Cis)) associated with level of urea/creatinine ratio (UCR) in patients treated with reperfusion therapy, n = 236.
OR (95% CI) for 1-SD in UCR
UnadjustedModel 1
Disability or death (discharge mRS ≥ 2)0.85 (0.59–1.23)0.74 (0.50–1.11)
Length of stay ≥ 7 days0.99 (0.69–1.42)0.90 (0.62–1.32)
Complications during hospitalization1.24 (0.85–1.82)1.14 (0.76–1.71)
Infection during hospitalization1.39 (0.91–2.14)1.34 (0.85–2.09)
1-year mortality0.97 (0.56–1.71)0.84 (0.45–1.54)
Model 1 adjusted for age and sex.
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Eizenberg, Y.; Grossman, E.; Tanne, D.; Koton, S. Admission Hydration Status and Ischemic Stroke Outcome—Experience from a National Registry of Hospitalized Stroke Patients. J. Clin. Med. 2021, 10, 3292. https://doi.org/10.3390/jcm10153292

AMA Style

Eizenberg Y, Grossman E, Tanne D, Koton S. Admission Hydration Status and Ischemic Stroke Outcome—Experience from a National Registry of Hospitalized Stroke Patients. Journal of Clinical Medicine. 2021; 10(15):3292. https://doi.org/10.3390/jcm10153292

Chicago/Turabian Style

Eizenberg, Yoav, Ehud Grossman, David Tanne, and Silvia Koton. 2021. "Admission Hydration Status and Ischemic Stroke Outcome—Experience from a National Registry of Hospitalized Stroke Patients" Journal of Clinical Medicine 10, no. 15: 3292. https://doi.org/10.3390/jcm10153292

APA Style

Eizenberg, Y., Grossman, E., Tanne, D., & Koton, S. (2021). Admission Hydration Status and Ischemic Stroke Outcome—Experience from a National Registry of Hospitalized Stroke Patients. Journal of Clinical Medicine, 10(15), 3292. https://doi.org/10.3390/jcm10153292

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