Viruses | Free Full-Text | Prognostic Value of D-dimer to Lymphocyte Ratio (DLR) in Hospitalized Coronavirus Disease 2019 (COVID-19) Patients: A Validation Study in a National Cohort

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1. Introduction

Infection by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) causes the coronavirus disease 2019 (COVID-19), which has become the worst pandemic worldwide in the last few decades, with officially reported deaths exceeding 6.8 million, which are likely underestimated [1,2,3,4,5]. Although the SARS-CoV-2 virus presents a substantial pulmonary burden producing hypoxemic respiratory failure and acute respiratory distress syndrome (ARDS), extrapulmonary complications have also been reported [6]. Pathophysiology seems to be complex; however, some clues have been elucidated. This virus appears to enter the epithelial cells of the respiratory tract by binding to the angiotensin-converting enzyme 2 (ACE2) receptor, which is widespread in various organs including the respiratory system. Thus, the virus and the down-regulation of ACE2 leads to direct cytotoxic damage and a pro-inflammatory state, commonly misnamed as a “cytokine storm” [4,7]. Broadly, 14–20% of patients required admission to the intensive care unit (ICU), with an overall mortality of around 2%. In addition, among those admitted to an ICU, the mortality dramatically increases up to nearly 50% [1,2,3,8]. In this setting, it has been described that the presence of previous comorbidities and laboratory biomarkers, such as low lymphocyte count, high levels of D-dimer, C-reactive protein (CRP), and other inflammatory biomarkers, alongside some laboratory indices (or ratios), is associated with poor prognosis in SARS-CoV-2 infection [1,4,9,10,11,12]. Previous works have proposed that combining two different biomarkers in ratios might improve their prognostic capacity when compared to the biomarkers themselves. Previously, we hypothesized that SARS-CoV-2 might induce endothelial damage (vascular dysfunction) and activate the immune system, and those factors provoked a disbalance, provoking a pro-inflammatory (low lymphocyte count) and pro-coagulant state (elevation of D-dimer serum levels) [8,11,12,13,14,15,16]; taking into account the same theoretical basis, our working group evaluated, in a single-center cohort of 1113 hospitalized COVID-19 patients, the role of 10 laboratory indices as prognostic biomarkers, including both well-known ratios described previously in the literature (neutrophil to lymphocyte ratio (NLR), derived neutrophil to white blood cells minus neutrophile ratio (d-NLR), platelet to lymphocyte ratio (PLR), CRP to lymphocyte ratio, and CRP to albumin ratio) and proposed new laboratory indices. After multivariate regression logistic analysis, only the new proposed ratio, the D-dimer to lymphocyte ratio (DLR), showed an independent association in terms of mortality (adjusted OR 2.33; p 12].

This study aims to validate the usefulness of the novel D-dimer to lymphocyte ratio for in-hospital mortality prediction in a large national cohort of hospitalized COVID-19 patients.

3. Results

A total of 10,575 COVID-19 patients were included in this study. The mean age of participants was 66.9 (±16) years, and 58.6% (6202 patients) of them were male. Among the comorbidities observed, arterial hypertension was the most common, affecting 51.8% of the patients (n = 5474), followed by dyslipidemia in 40.3% (n = 4259 patients), diabetes in 22.9% (n = 1098 patients), atrial fibrillation in 10.3% (n = 1089 patients), and dementia in 7.8% (n = 815 patients). The overall mortality rate was 16.3% (n = 1654 patients). In addition, ICU admission was needed in 10.5% (n = 1106 patients), non-invasive mechanical ventilation was required in 8.8% (n = 923 patients), and orotracheal intubation was required in 7.5% (789 patients). The median length of hospitalization was 9 days (6–15). Table 1 describes and summarizes the baseline characteristics of the total sample, while a comparison of distribution frequency between survivors and non-survivors is shown.
The predictive capacity of the D-dimer to lymphocyte ratio demonstrated an AUC of 0.69 (95% CI, 0.68–0.71) for in-hospital mortality (Figure 2, panel A). DLR > 1 was identified as the optimal cut-off point for mortality, with a negative predictive value (NPV) of 90%. NLR exhibited an AUC of 0.67 (95% CI, 0.65–0.68) for in-hospital mortality, with an optimal cut-off above 6.5 for predicting mortality (NPV 88%). The predictive capacity of d-NLR revealed an AUC of 0.66 (95% CI, 0.65–0.68) for in-hospital mortality. d-NLR > 4 was the optimal cut-off for mortality (NPV 89%). PLR showed an AUC of 0.58 (95% CI, 0.57–0.6) for in-hospital mortality, with an optimal cut-off above 290. The predictive capacity of the CPR to lymphocyte ratio showed an AUC of 0.67 (95% CI, 0.66–0.69) for in-hospital mortality, with an optimal cut-off above 0.1 for mortality (NPV 89%). The CPR to serum albumin ratio showed an AUC of 0.67 (95% CI, 0.65–0.68) for in-hospital mortality (Figure 2a), with an optimal cut-off above 25 for mortality (NPV 90%).
Univariate logistic regression analysis for in-hospital mortality showed the following: DLR > 1 (crude OR 3.54; 95% CI 2.34–5.47), NLR > 6.5 (crude OR 3.58; 95% CI 2.39–5.44), d-NLR > 4 (crude OR 3.58, 2.40–5.39), CRP to lymphocyte ratio > 0.1 (crude OR 3.41, 95% CI 2.26–5.25), and CRP to serum albumin ratio > 25 (crude OR 2.93; 95% CI 1.96–4.43). On the other hand, the multivariate analysis presented an independent association with in-hospital mortality for DLR > 1 (adjusted OR 2.12, 95% CI 1.119–4.08; p = 0.02), age over 70 (adjusted OR 2.63; 95% CI 1.60–4.41; p =p Table 2 summarizes the association for univariate and multivariate analysis related to mortality.
Survival analysis for in-hospital mortality showed DLR > 1 (HR 2.24; 95% CI 2.03–2.47; p 6.5 (HR 1.92; 95% CI 1.74–2.11; p 4 (HR 1.98; 95% CI 1.80–2.18; p 0.1 (HR 1.97; 95% CI 1.78–2.17; p 25 (HR 1.89; 95% CI 1.71–2.09; p Figure 2b.

4. Discussion

Since the presence of a low lymphocyte count and elevated D-dimer levels seems to be associated with poor prognosis in SARS-CoV-2 infection, searching for laboratory biomarkers presents a great clinical interest [15,16,17]. In this setting, Zhang H et al. [18] conducted a meta-analysis with 3337 patients and found that patients with severe COVID-19 had lower levels of lymphocytes, with a weight mean difference (WMD) of −0.468 (×109/L) (95% CI; −0.543 to −0.394), but higher levels of NLR, with a WMD of 6.939 (95% CI 4.581–9.297) and D-dimer levels with a WMD of 1.217 mg/L (95% CI 0.788–1.646), when compared with non-severe COVID-19. Another meta-analysis on 61 studies (15,522 patients) found that higher levels of NLR were associated with all-cause mortality in hospitalized COVID-19 patients in the univariate analysis but not in the multivariate analysis (crude OR 12.6; 95% CI 6.88–23.06), showing a high degree of heterogeneity (I2 = 98%) [19]. Contrarily, our working group found no association between NLR and 30-day mortality (crude OR 1.03; 95% CI 0.99–1.05) in a prospective cohort of 95 critically ill patients admitted to the ICU [17]. Further, some other laboratory indices were also evaluated. Sarkar et al. [20] evaluated the role of PLR in COVID-19 patients upon admission (14 studies; 2768 patients) for mortality, showing a WMD of 66.10 (95% CI: 47.75–84.44) with high heterogeneity (I2 = 89%) and low-quality evidence; a meta-analysis of 71 studies found no association for PLR with a poor prognosis in terms of mortality [21]. Moreover, a retrospective study evaluated the role of the CRP to serum albumin ratio in 272 COVID-19 patients in terms of mortality, finding an optimal cut-off above 21.5 (c-statistic of 0.72; 95% CI 0.66–0.77) [22], whereas another study that involved 3471 patients showed an optimal cut-off above 25 to be associated with mortality (OR, 1.47; 95% CI 1.19–1.82) [23]. A meta-analysis conducted by Zavalaga-Zegarra et al. [24] evaluated the potential association of the CPR to albumin ratio in terms of mortality in 17 studies (7164 COVID-19 patients), finding higher values in non-survivors (MD: 2.59; 95% CI: 1.95–3.23) with severe heterogeneity (I2 = 92%). A sensitivity analysis that included studies with a low risk of bias (5 studies) showed a significant association (MD: 2.99; 95% CI: 2.47–3.51; I2 = 0%), where cut-off values were only stated in two studies without specifying units of measure.
Formerly, our working group evaluated different laboratory indices published in the literature and a new index called the D-dimer to lymphocyte ratio as a potential prognostic biomarker in a single-center cohort of 1113 hospitalized COVID-19 patients. DLR > 0.6 showed an independent association for 30-day mortality (adjusted OR 2.33; 95% CI 1.01–5.38), but no other laboratory indices showed any association in multivariate analysis, including NLR, d-NLR, PLR, CRP to lymphocyte ratio, and CRP to albumin ratio [12]. The present study involved a large national multicenter cohort of 10,575 hospitalized COVID-19 patients, aiming to validate the potential association between DLR and short-term mortality. In this national cohort, 10.5% of patients were admitted to the ICU, while in other series, this may reach up to 5–17%. In addition, in this study, ICU mortality was 24.7% compared to up to 40–50% previously published in the literature. Thus, new biomarkers such as DLR might be helpful for a better prognosis prediction [2,3,4,9]. Among all laboratory biomarkers evaluated in this retrospective national cohort that involved 10,575 COVID-19 patients, we found that DLR showed an independent association for in-hospital mortality, proving its potential usefulness as a biomarker of poor prognosis with an optimal cut-off above 1 (adjusted OR 2.12, 95% CI 1.119–4.08) regarding age, ARDS, lymphopenia −1, D-dimer > 1000 ng/mL, among others (Table 2), with the worst survival rate for DLR > 1 (HR 2.24; 95% CI 2.03–2.47). In this large multicenter cohort, no other laboratory indices showed an independent association in multivariate analysis.

Hence, in this large national cohort study, we successfully achieved the outcome and validated the usefulness of the novel laboratory index known as DLR for predicting mortality. DLR appears to be a useful prognostic biomarker in the assessment of mortality in hospitalized COVID-19 patients; further, we hypothesize that DLR might be a useful biomarker for other infectious or inflammatory diseases. However, additional prospective studies will be necessary to incorporate it into daily clinical practice.

Our study has some limitations. Firstly, it is a retrospective observational study based on a national dataset. Secondly, all laboratory biomarkers were measured only once at admission; the dynamic changes in the biomarkers were not assessed, and virus load or virus variant was not assessed. Thirdly, our study included patients from March 2020 to March 2022, without differentiation between COVID-19 pandemic waves. Fourthly, patients with pre-existing hematological disorders were excluded, so the results might not apply to this population. Despite these limitations, our study has several strengths: It was a large multicenter study that included all consecutive patients, minimizing selection biases. The role of ratios has been analyzed in the context of real clinical practice, and efforts have been made to minimize information biases when establishing the definitions of the concepts in the methods.

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