A Predictive Score Based on Cytokines, CD4/CD8 Ratio and Age Predicts Hematological Neoplasm-Associated Hemophagocytic Lymphohistiocytosis (H-HLH)
Authors: Bloch Coralie , Sritharan Nanthara , Jais Jean-Philippe , Gil Marine , de Saint-Basile Genevieve , Hermine Olivier 
Published: December 2023

Introduction
Early diagnostic of Hematological neoplasm (H)-associated hemophagocytic lymphohistiocytosis (H-HLH) is a major goal in the management of adult (sporadic) HLH (HLHa) to allow appropriate and early intervention and reduce the risk of fatal outcome. At diagnosis, it is often difficult to distinguish H-HLH from other associated diseases autoimmune/inflammatory (MAS/AID), infectious like leishmaniosis or idiopathic forms. Here we have developed a predictive score for H-HLH that is based on clinical parameters and cytokines levels.
Methods
Serum levels of thirty cytokines were analysed by Elisa or by Luminex Technology, in 112 patients (age≥18 years old and “HScore”≥169) of the French HLH cohort data base (clinicaltrials.gov number NCT02113917). Multiple imputation chain equation was performed to account for the missingness in covariates. All following analyses were carried out based on the imputed datasets by combining estimates from each completed dataset using Rubin's rules. A logistic regression was used to develop and validate the risk score predicting H-HLH. Model calibration and discrimination were assessed using the Hosmer-Lemeshow and receiver operating characteristic (ROC) curves, respectively. A 10-fold cross-validation was carried out to consider overfitting bias. Risk scores were derived using the model parameters and individual covariates values. A threshold on the risk score was determined to maximize the Youden index (sensitivity+specificity-1). H-HLH high-risk and low-risk patients were then delineated according to this score threshold, respectively, defining an high and low risk H-HLH group (score ≥ or &lt; threshold).
Results
The cohort (112 patients) included 45 H-HLH and 67 AID or idiopathic HLHa. Malignancies were distributed as Hodgkin Lymphoma (HL) (n=3), B cell-Non Hodgkin Lymphoma (NHL) (n=22, (EBV+, n=9)), and T cell-NHL (n=13 (EBV+, n=7)). The median [IQR] age of patients in the cohort was 48 years [36-61] old and 64 (57%) were men. From twenty-one potential predictors (including 9 HLH-related cytokines), eight were associated with H-HLH in univariate logistic regression: age &gt; 48y (p&lt;0.004), hemoglobin &gt; 9g/l (p=0.03), platelets &gt; 82G/l (p=0.03), Il-10 &gt; 42 pg/mL (p=0.0003), TNF-α&gt;43 pg/mL (p=0.0006), IL-18&gt;574 pg/mL (p=0.0002), lymphocytes CD4/CD8 &gt;1 (p=0.03), and five, independent in a multivariate analysis, were included in the risk score : age &gt; 48y (OR [95%CI]: 3.0 [1.1 - 8.3], p=0.03), Il-10 &gt; 42 pg/mL (OR [95%CI]: 4.5 [1.4-14.6], p=0.01), TNF-α&gt;43 pg/mL (OR [95%CI]: 0.2 [0.07-0.57] ,p=0.003), IL-18&gt;574 pg/mL (OR [95%CI]: 3.1[1.0-9.5], p=0.04) and lymphocytes CD4/CD8 &gt;1 (OR [95%CI]: 0.3 [0.1-1.0], p=0.04). The score ranged from -28 and 37 with an attribution of points of 11 for age&gt;48, 15 for Il-10 &gt; 42, -16 for TNF-α &gt; 43, 11 for Il-18 &gt; 574 and -12 for CD4/CD8 &gt; 1. The mean AUC in the cohort was 0.87 (95%CI, 0.79-0.92) and the AUC in the internal validation was 0.82 (95%CI, 0.61-1.00). The goodness-of-fit test showed a p-value of 0.30. The logistic model demonstrated that patients with a score ≥ 6 (sensitivity [95%CI]: 0.80 [0.65-0.90] and specificity [95%CI]: 0.75 [0.63-0.85] at the threshold of 6), the risk of having H-HLH increases by a factor of 12 compared to patients with a score &lt; 6. (OR [95% CI] = 12 [4.7-29.7], p &lt; 0.0001).
Conclusion
In this cohort, a risk score based on five parameters (age, IL10, TNF-a, IL-18, lymphocytes CD4/CD8) was developed that may help predict a patient's risk to have H-HLH.