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. 2023 Apr 28:14:1143181.
doi: 10.3389/fimmu.2023.1143181. eCollection 2023.

A predictive model for identifying secondary underlying diseases of hemophagocytic lymphohistiocytosis

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A predictive model for identifying secondary underlying diseases of hemophagocytic lymphohistiocytosis

Wei-Bo Gao et al. Front Immunol. .

Abstract

Background: Secondary hemophagocytic lymphohistiocytosis (HLH) is a rare, life-threatening disease of immune hyperactivation that arises in the context of infectious, inflammatory, or neoplastic triggers. The aim of this study was to establish a predictive model for the timely differential diagnosis of the original disease resulting in HLH by validating clinical and laboratory findings to further improve the efficacy of therapeutics for HLH.

Methods: We retrospectively enrolled 175 secondary HLH patients in this study, including 92 patients with hematologic disease and 83 patients with rheumatic disease. The medical records of all identified patients were retrospectively reviewed and used to generate the predictive model. We also developed an early risk score using multivariate analysis weighted points proportional to the β regression coefficient values and calculated its sensitivity and specificity for the diagnosis of the original disease resulting in HLH.

Results: The multivariate logistic analysis revealed that lower levels of hemoglobin and platelets (PLT), lower levels of ferritin, splenomegaly and Epstein-Barr virus (EBV) positivity were associated with hematologic disease, but young age and female sex were associated with rheumatic disease. The risk factors for HLH secondary to rheumatic diseases were female sex [OR 4.434 (95% CI, 1.889-10.407), P =0.001], younger age [OR 6.773 (95% CI, 2.706-16.952), P<0.001], higher PLT level [OR 6.674 (95% CI, 2.838-15.694), P<0.001], higher ferritin level [OR 5.269 (95% CI, 1.995-13.920), P =0.001], and EBV negativity [OR 27.656 (95% CI, 4.499-169.996), P<0.001]. The risk score included assessments of female sex, age, PLT count, ferritin level and EBV negativity, which can be used to predict HLH secondary to rheumatic diseases with an AUC of 0.844 (95% CI, 0.836~0.932).

Conclusion: The established predictive model was designed to help clinicians diagnose the original disease resulting in secondary HLH during routine practice, which might be improve prognosis by enabling the timely treatment of the underlying disease.

Keywords: hematologic; hemophagocytic lymphohistiocytosis; predictive model; rheumatic diseases; secondary.

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Conflict of interest statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Figures

Figure 1
Figure 1
 A predictive model for identifying diseases resulting in secondary HLH. Risk factors were used to produce the receiver operating characteristic curves Model I =1.427×Female-0.048×Age-0.820×Splenomegaly+0.024×HBG+0.009×PLT+0.022×Ferritin +3.810×EBV negativity-4.464; Model II =1×Female+1×Age+1×PLT+1×Ferritin +2×EBV negativity. When Model II ≥ 4, the sensitivity of predicting HLH secondary to rheumatic disease was 85.5% and the specificity was 75.0%.

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References

    1. Griffin G, Shenoi S, Hughes GC. Hemophagocytic lymphohistiocytosis: an update on pathogenesis, diagnosis, and therapy. Best Pract Res Clin Rheumatol (2020) 34:101515. doi: 10.1016/j.berh.2020.101515 - DOI - PubMed
    1. Hayden A, Park S, Giustini D, Lee AY, Chen LY. Hemophagocytic syndromes (HPSs) including hemophagocytic lymphohistiocytosis (HLH) in adults: a systematic scoping review. Blood Rev (2016) 30:411–20. doi: 10.1016/j.blre.2016.05.001 - DOI - PubMed
    1. La Rosee P, Horne A, Hines M, von Bahr Greenwood T, Machowicz R, Berliner N, et al. . Recommendations for the management of hemophagocytic lymphohistiocytosis in adults. Blood (2019) 133:2465–77. doi: 10.1182/blood.2018894618 - DOI - PubMed
    1. Esteban YM, de Jong JLO, Tesher MS. An overview of hemophagocytic lymphohistiocytosis. Pediatr Ann (2017) 46:e309–13. doi: 10.3928/19382359-20170717-01 - DOI - PubMed
    1. Naymagon L. Can we truly diagnose adult secondary hemophagocytic lymphohistiocytosis (HLH)? a critical review of current paradigms. Pathol Res Pract (2021) 218:153321. doi: 10.1016/j.prp.2020.153321 - DOI - PubMed

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