Madhavan et al | Nurexus | Journal of MedVerse Research and Practice | Volume 1 | Issue – 1 | June 2023
Page 13
Journal of MedVerse Research & Practice
nurexus.com
Association Between Model Scores for End-Stage Liver Disease and
Rates of Complications in Patients with Ischemic Stroke
Dr. Madhavan
1
, Dr. Perumal
2
Postgraduate, Professor and Chief Physician,
Department of General Medicine
Muthukumaran Medical College Hospital and Research Institute.
Email ID: madhavandr@gmail.com
Submission Date: 22.05.2023
Accepted Date: 18.06.2023
Published Date: 30.06.2023
Copyright © 2023. The author(s). Published by Journal of MedVerse Research and Practice. This is an open-access
article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author(s) and source are credited.
Abstract
Background: The Model for End-Stage Liver Disease (MELD) score serves as a widely adopted prognostic
instrument for assessing liver disease severity. This objective measure of hepatic function combines serum
bilirubin, serum creatinine, and the international normalized ratio (INR). In recent times, its utility has broadened
to include outcome prediction in conditions unrelated to liver disease, such as ischemic stroke.
Objective: To investigate the association between MELD scores and complication rates in patients with ischemic
stroke, focusing on hospital stay duration and clinical outcomes.
Methods: This observational, cross-sectional study analysed data from 100 ischemic stroke patients over a year.
Data collection included MELD scores, the National Institute of Health Stroke Scale (NIHSS), demographic
information, and comorbidities. Results were analysed using statistical software, emphasizing the relationship
between MELD scores and morbidity.
Results: The study revealed that patients with higher MELD scores (≥40) experienced longer hospital stays and
higher NIHSS scores. Statistical significance was observed in the correlation between MELD scores and hospital
stay duration (p < 0.001). Comorbidities such as diabetes and hypertension were prevalent in this population.
Conclusion: MELD scores are a reliable indicator of complications in ischemic stroke patients, highlighting the
importance of multidisciplinary care approaches. Incorporating MELD into risk stratification models may
improve patient outcomes.
Keywords: MELD scores, End-Stage Liver Disease, Ischemic Stroke, Complications
Introduction
The Model for End-Stage Liver Disease (MELD) score has emerged as a crucial tool for assessing the
severity of liver disease [1]. While initially created to forecast survival rates in patients undergoing
Trans jugular Intrahepatic Portosystemic Shunts (TIPS), its application has since expanded. The MELD
score is now utilized to determine the priority of liver transplant candidates and evaluate risks associated
with various liver-related conditions. [2,3].
Patients with liver dysfunction frequently exhibit altered coagulation profiles, predisposing them to
ischemic and hemorrhagic strokes [6]. Elevated levels of serum bilirubin and creatinine, commonly
observed in ischemic stroke patients, are indicative of systemic stress and impaired organ function [7].
These parameters, integral to the MELD score, provide an objective measure of disease severity and
Madhavan et al | Nurexus | Journal of MedVerse Research and Practice | Volume 1 | Issue – 1 | June 2023
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complement traditional clinical tools like the NIHSS.
The NIHSS, though effective in assessing stroke severity, can be subjective and prone to inter-clinician
variability [8]. In contrast, MELD scores offer standardized, reproducible metrics based on laboratory
values. This study aims to explore the relationship between MELD scores and complications in ischemic
stroke patients, focusing on hospital stay durations and overall morbidity.
Materials and Methods
Study Design
A cross-sectional observational study was conducted at the Department of General Medicine,
Muthukumaran Medical College, over a one-year period. Ethical approval was obtained, and informed
consent was collected from all participants.
Participant Selection
Inclusion Criteria:
• Adults (≥18 years) diagnosed with ischemic stroke.
• Patients not undergoing hemodialysis.
• Non-alcoholic participants.
• Individuals providing informed consent.
Exclusion Criteria:
• Patients on hemodialysis.
• Individuals under 18 years.
• Those declining consent.
Data Collection: Using standardized laboratory techniques, measurements were taken for serum
bilirubin, creatinine, and INR levels. The MELD score calculation utilized the following equation:
MELD = 3.78 × ln (serum bilirubin) + 11.2 × ln (INR) + 9.57 × ln(serum creatinine) + 6.43.
NIHSS scores and patient demographics were documented. Statistical analysis was conducted using
SPSS Version 27.
Statistical Analysis: Descriptive statistics summarized demographic and clinical data. Chi-square tests
assessed associations between categorical variables, with p-values <0.05 considered significant.
Results
The study population comprised 100 patients. The majority were over 71 years old (39%). Hypertension
and diabetes were the most common comorbidities.
Table 1: Age Distribution
Age Group
Frequency (n)
Percentage (%)
41-50
18
18%
51-60
20
20%
61-70
26
26%
>71
40
40%
The age distribution indicates that the majority of participants were over 71 years old (40%), followed
by those aged 61-70 years (26%) and 51-60 years (20%). The smallest group included individuals aged
41-50 years, accounting for 18% of the total population.
Madhavan et al | Nurexus | Journal of MedVerse Research and Practice | Volume 1 | Issue – 1 | June 2023
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Table 2: Comorbidities
Comorbidities
Frequency (n)
Percentage (%)
Hypertension
33
33%
Diabetes Mellitus
19
19%
Both Hypertension & DM
35
35%
No Comorbidities
15
15%
The comorbidity distribution shows that 35% of participants had both hypertension and diabetes
mellitus, while 33% had only hypertension. Diabetes mellitus alone was present in 19% of cases, and
15% of participants had no comorbidities.
MELD Scores and Hospital Stay
A significant correlation was observed between higher MELD scores and prolonged hospital stays (p <
0.001).
Table 3: MELD Scores and Hospital Stay
MELD Score Range
<5 Days (n)
>5 Days (n)
Total
P-value
>40
13
21
34
0.000*
30-39
10
17
27
20-29
7
14
21
10-19
9
9
18
The relationship between MELD scores and hospital stay shows that patients with higher MELD scores
(>40) had the longest hospital stays, with 21 staying more than 5 days and 13 staying less than 5 days.
Similarly, MELD scores of 30-39 had 17 patients staying over 5 days. Lower MELD scores (10-19)
showed an equal distribution of hospital stays (<5 and >5 days). The significant p-value (0.000*)
indicates a strong correlation between higher MELD scores and prolonged hospital stays.
NIHSS Scores and Severity
Patients with severe NIHSS scores had longer hospital stays, demonstrating the impact of stroke severity
on morbidity.
Table 4: NIHSS Scores and Hospital Stay
NIHSS Score Range
<5 Days (n)
>5 Days (n)
Total
P-value
Very Severe (>25)
15
21
36
0.001*
Severe (15-24)
9
15
24
Moderate (5-14)
8
12
20
Mild (1-5)
9
11
20
The table presents the distribution of NIHSS (National Institutes of Health Stroke Scale) scores for
patients hospitalized for <5 days and >5 days, along with the total number of cases in each category.
The p-value of 0.001* indicates a statistically significant association between the NIHSS score range
and the length of hospital stay.
• Very Severe (>25): Most patients (36) stayed longer than 5 days.
• Severe (15-24): More patients (15) stayed >5 days than <5 days (9).
• Moderate (5-14): A similar pattern, with more patients (12) staying >5 days.
• Mild (1-5): Comparable distribution between <5 days (9) and >5 days (11).
The data suggests that patients with higher NIHSS scores (greater severity of stroke) are more likely to
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have extended hospital stays (>5 days).
Discussion
Interpretation of Results
This study establishes a significant correlation between MELD scores and ischemic stroke
complications. Patients with higher MELD scores experienced prolonged hospital stays and higher
NIHSS scores, reflecting greater disease severity and poorer recovery outcomes.
Comparison with Previous Studies
The present findings are consistent with the observations of Stewart et al. [3], who highlighted the
systemic effects of liver dysfunction on non-hepatic conditions, including ischemic stroke. Similarly,
Thielmann et al. [4] demonstrated the predictive value of MELD scores for postoperative complications,
supporting the role of hepatic dysfunction in influencing clinical outcomes beyond liver-specific
diseases.
A study by Suman et al. [5] emphasized the utility of MELD scores in predicting surgical outcomes in
patients with cirrhosis, corroborating the observed association between higher MELD scores and
increased morbidity in the current study. Additionally, Hsieh et al. [6] reported that liver dysfunction
significantly increases the risk of systemic complications, which aligns with the prolonged hospital stays
observed among patients with elevated MELD scores in this cohort.
The relationship between liver dysfunction and neurological outcomes has been further explored by
Garcia-Martinez et al. [7], who demonstrated that hepatic impairment exacerbates neurovascular
dysfunction through liver–brain interactions. These findings provide a plausible biological explanation
for the worse stroke outcomes observed in patients with higher MELD scores. Similarly, Liu et al. [10]
identified MELD scores as strong predictors of systemic complications in critically ill patients,
reinforcing the prognostic relevance of MELD in acute clinical settings.
Furthermore, Berzigotti et al. [11] showed that elevated MELD scores are associated with heightened
systemic inflammation, which may contribute to poorer ischemic outcomes. Evidence from Cholongitas
et al. [12] also supports the use of MELD scores in guiding clinical decision-making in patients with
non-cirrhotic liver disease experiencing systemic complications. In addition, Northup et al. [13]
highlighted coagulation abnormalities associated with liver dysfunction and underscored the role of
MELD scores in predicting thromboembolic events, which are particularly relevant in ischemic stroke
pathology.Collectively, these studies substantiate the observed association between higher MELD scores
and increased ischemic stroke morbidity, emphasizing the clinical value of MELD as a prognostic tool
beyond liver-related outcomes.
Clinical Implications
This study underscores the importance of incorporating MELD scores into the comprehensive
management of patients with ischemic stroke. Individuals with elevated MELD scores may benefit from
early multidisciplinary interventions targeting both hepatic dysfunction and neurological recovery. Such
an integrated approach may help reduce complications, shorten hospital stays, and improve overall
patient outcomes.
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Limitations
Despite its clinical relevance, this study is limited by its single-center design and relatively small sample
size, which may affect generalizability. Future multicenter studies with larger cohorts are required to
validate these findings and to further elucidate the mechanisms linking liver dysfunction to ischemic
stroke outcomes.
Conclusion
The findings of this study highlight the strong association between MELD scores and complication rates
in ischemic stroke patients. Higher MELD scores correlate with prolonged hospital stays and greater
stroke severity, emphasizing the systemic impact of liver dysfunction on neurovascular outcomes.
Incorporating MELD scores into clinical practice offers a standardized approach to risk stratification,
enabling personalized care and potentially improving recovery trajectories. Further research is warranted
to expand on these findings and optimize patient management strategies.
Conflict of Interest: NIL
References
1. Kamath P, Wiesner RH, Malinchoc M, et al. A model to predict survival in patients with end-stage liver
disease. Hepatology. 2001;33(2):464–470.
2. Wiesner RH, Edwards EB, Freeman RB, et al. MELD and allocation of donor livers. Gastroenterology.
2003;124(1):91–96.
3. Stewart CA, Malinchoc M, Kim WR, et al. Hepatic encephalopathy as a predictor of survival. Liver
Transpl. 2007;13(10):1366–1371.
4. Thielmann M, Mechmet A, Neuhäuser M, et al. Risk prediction and outcomes in liver cirrhosis patients.
Eur J Cardiothorac Surg. 2010;38(5):592–599.
5. Suman A, Barnes DS, Zein NN, et al. Predicting outcome after cardiac surgery in patients with cirrhosis.
Clin Gastroenterol Hepatol. 2004;2(8):719–723.
6. Hsieh WC, Chen PC, Corciova FC, et al. Liver dysfunction as an important predicting risk factor in
patients undergoing cardiac surgery: a systematic review and meta-analysis. Int J Clin Exp Med.
2015;8(11):20712–721.
7. Garcia-Martinez JJ, Bendjelid K. Artificial liver support systems: what is new over the last decade? Ann
Intensive Care. 2018;8:109.
8. Salis S, Mazzanti VV, Merli G, et al. Cardiopulmonary bypass duration is an independent predictor of
morbidity and mortality after cardiac surgery. J Cardiothorac Vasc Anesth. 2008;22(6):814–822.
9. Michalopoulos A, Alivizatos P, Geroulanos S. Hepatic dysfunction following cardiac surgery:
determinants and consequences. Hepatogastroenterology. 1997;44(15):779–783.
10. Liu J, Wang Y, Zhang Z. Predictive value of MELD scores in critically ill patients. Int J Liver Res.
2019;4(2):34–41.
11. Berzigotti A, Reig M, Abraldes JG, et al. Systemic inflammation and MELD scores in ischemic
conditions. Liver Int. 2013;33(1):60–68.
12. Cholongitas E, Marelli L, Shusang V, et al. MELD score in guiding clinical decisions for non-cirrhotic
conditions. Eur J Gastroenterol Hepatol. 2005;17(5):383–388.
13. Northup PG, Caldwell SH, Coagulation abnormalities and MELD in thrombotic ischemia prediction.
Hepatology. 2014;59(3):1553–1559.