Related Experiment Video
Updated: Dec 26, 2025

Using a Bacterial Pathogen to Probe for Cellular and Organismic-level Host Responses
Published on: February 22, 2019
Lymphocyte-To-Monocyte Ratio as the Best Simple Predictor of Bacterial Infection in Patients with Liver Cirrhosis
Damian Piotrowski1, Anna Sączewska-Piotrowska2, Jerzy Jaroszewicz1
1Department of Infectious Diseases and Hepatology, Medical University of Silesia, 40-055 Katowice, Poland.
Abstract:
Background and aim: The aim of this study was to assess the diagnostic performance of new morphology-related indices and Child-Turcotte-Pugh (CTP) and Model for End-Stage Liver Disease (MELD) scores during hospitalization in predicting the onset of bacterial infection in patients with liver cirrhosis. Material and methods: A total of 171 patients (56.9% males; median age 59 years; total number of hospitalizations 209) with liver cirrhosis were included in this observational study. The diagnosis of cirrhosis was made on the basis of clinical, biochemical, ultrasonic, histological, and endoscopic findings. The neutrophil-to-lymphocyte ratio (NLR), lymphocyte-to-monocyte ratio (LMR), modified aspartate aminotransferase-to-platelet ratio index (APRI), aspartate aminotransferase-to-alanine aminotransferase ratio (AAR), Fibrosis-4 index (FIB-4), platelet-to-lymphocyte ratio (PLR), neutrophil-to-monocyte ratio (NMR), and CTP and MELD scores were calculated for the cases of patients with cirrhosis. Results: Bacterial infection was diagnosed in 60 of the 209 (28.7%) hospitalizations of patients with cirrhosis. The most common infections were urinary tract infection (UTI), followed by pneumonia and sepsis. The more severe the liver failure, the greater the bacterial infection prevalence and mortality. Patients with decompensated liver cirrhosis were infected more often than subjects with compensated cirrhosis (50.0% vs. 12.9%, p = 0.003). The calculated MELD score, CTP, NLR, LMR, AAR, monocyte count, and C-reactive protein (CRP) concentration were also related to the bacterial infection prevalence, and mortality areas under the curve (AUC) were 0.629, 0.687, 0.606, 0.715, 0.610, 0.648, and 0.685, respectively. The combined model with two variables (LMR and CTP) had the best AUC of 0.757. The most common bacteria isolated from patients with UTI were Escherichia coli, Enterococcus faecalis, and Klebsiella pneumonia. Gram-negative bacteria were also responsible for spontaneous bacterial peritonitis (SBP), and together with gram-positive streptococci and staphylococci, these microorganisms were isolated from blood cultures of patients with sepsis. Significant differences were found between CTP classification, MELD score, NLR, LMR, AAR, CRP, and PLR in patients with cirrhosis with, or without, bacterial infection. Conclusions: Bacterial infection prevalence is relatively high in patients with liver cirrhosis. Although all analyzed scores, including the LMR, NLR, aspartate aminotransferase (AST)/alanine aminotransferase (ALT), CRP, CTP, and MELD, allowed the prediction of bacterial occurrence, the LMR had the highest clinical utility, according to the area under the curve (AUC) and odds ratio (OR).
Insights
Bacterial infections are common in liver cirrhosis patients. The lymphocyte-to-monocyte ratio (LMR) and Child-Turcotte-Pugh (CTP) score effectively predict infection risk during hospitalization.
Area of Science:
- Hepatology
- Infectious Diseases
- Medical Diagnostics
Background:
- Liver cirrhosis is associated with a high prevalence of bacterial infections.
- Predicting bacterial infections in hospitalized cirrhosis patients is crucial for timely intervention.
- Existing scoring systems may not fully capture infection risk in this population.
Purpose of the Study:
- To evaluate the diagnostic performance of novel morphology-related indices and established scores (CTP, MELD) in predicting bacterial infections in liver cirrhosis patients.
- To compare the predictive accuracy of various hematological indices and clinical scores for bacterial infection onset.
- To identify the most effective predictor for bacterial infection in hospitalized cirrhosis patients.
Main Methods:
- An observational study included 171 patients with liver cirrhosis (209 hospitalizations).
- Calculated indices included neutrophil-to-lymphocyte ratio (NLR), lymphocyte-to-monocyte ratio (LMR), APRI, AAR, FIB-4, PLR, and NMR.
- Child-Turcotte-Pugh (CTP) and Model for End-Stage Liver Disease (MELD) scores were also assessed.
Main Results:
- Bacterial infection occurred in 28.7% of hospitalizations, with UTI, pneumonia, and sepsis being most common.
- Higher infection prevalence and mortality correlated with more severe liver failure and decompensated cirrhosis.
- The lymphocyte-to-monocyte ratio (LMR) demonstrated the highest predictive utility (AUC 0.715), with a combined LMR and CTP model achieving an AUC of 0.757.
Conclusions:
- Bacterial infections pose a significant risk in liver cirrhosis patients.
- Several indices (LMR, NLR, AAR, CRP, CTP, MELD) predict bacterial infection, but LMR shows the highest clinical utility.
- The lymphocyte-to-monocyte ratio (LMR) is a valuable tool for predicting bacterial infection in hospitalized liver cirrhosis patients.
Related Concept Videos
Disorders of Leukocytes
Leukopenia may result from bone marrow disorders, autoimmune diseases, and infectious diseases. For example, conditions such as multiple myeloma and aplastic anemia can impair the bone marrow's ability to produce adequate leukocytes. Similarly, autoimmune diseases like lupus and viral infections such as HIV can prompt the immune...
Effect of Hepatic Disease on Pharmacokinetics: Pathophysiologic Assessment and Liver Function Test

