Submitted:
02 February 2026
Posted:
03 February 2026
You are already at the latest version
Abstract

Keywords:
1. Introduction
2. Materials and Methods
Study Design
Study Population
Clinical Evaluation
Quantification of IL-6 and CRP
Probability of Death
Ethical Considerations
Statistical Analysis Data was stored and analyzed in Stata/IC 15.1 (College Station, TX, USA). Data normalization was performed using natural logarithm when necessary. Differences between dichotomous variables were analyzed using the chi-square test and Fisher’s exact test. Spearman's correlation analysis was used to detect the correlation between continuous variables with sparse data, and Pearson's correlation analysis was used for variables with normal distribution. Wilcoxon and Kruskal-Wallis tests compared variables without normal distribution. Multivariate logistic regression preceded the estimation of the areas under the curve.
3. Results
3.1. Study Population
3.2. CRP
3.3. IL-6
3.4. CRP Versus IL-6 and Hemorrhage Versus Mortality
3.5. CRP, IL-6, and Kala-Cal® as Biomarkers of VL Mortality

4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
References
- Pigott, D.M.; Bhatt, S.; Golding, N.; Duda, K.A.; Battle, K.E.; Brady, O.J.; Messina, J.P.; Balard, Y.; Bastien, P.; Pratlong, F.; et al. Global Distribution Maps of the Leishmaniases. Elife 2014, 3. [CrossRef]
- Conti, R.V.; Moura Lane, V.F.; Montebello, L.; Pinto Junior, V.L. Visceral Leishmaniasis Epidemiologic Evolution in Timeframes, Based on Demographic Changes and Scientific Achievements in Brazil. J. Vector Borne Dis. 2016, 53, 99–104.
- Akuffo, H.; Costa, C.; van Griensven, J.; Burza, S.; Moreno, J.; Herrero, M. New Insights into Leishmaniasis in the Immunosuppressed. PLoS Negl. Trop. Dis. 2018, 12, e0006375. [CrossRef]
- Costa, D.L.; Rocha, R.L.; Chaves, E. de B.F.; Batista, V.G. de V.; Costa, H.L.; Costa, C.H.N. Predicting Death from Kala-Azar: Construction, Development, and Validation of a Score Set and Accompanying Software. Rev. Soc. Bras. Med. Trop. 2016, 49, 728–740. [CrossRef]
- Alvar, J.; Vélez, I.D.; Bern, C.; Herrero, M.; Desjeux, P.; Cano, J.; Jannin, J.; Boer, M. den Leishmaniasis Worldwide and Global Estimates of Its Incidence. PLoS One 2012, 7, e35671. [CrossRef]
- Costa, C.H.N.; Werneck, G.L.; Costa, D.L.; Holanda, T.A.; Aguiar, G.B.; Carvalho, A.S.; Cavalcanti, J.C.; Santos, L.S. Is Severe Visceral Leishmaniasis a Systemic Inflammatory Response Syndrome? A Case Control Study. Rev. Soc. Bras. Med. Trop. 2010, 43, 386–392. [CrossRef]
- Costa, D.L.; Rocha, R.L.; Carvalho, R.M.A.; Lima-Neto, A.S.; Harhay, M.O.; Costa, C.H.N.; Barral-Neto, M.; Barral, A.P. Serum Cytokines Associated with Severity and Complications of Kala-Azar. Pathog. Glob. Health 2013, 107, 78–87. [CrossRef]
- dos Santos, P.L.; de Oliveira, F.A.; Santos, M.L.B.; Cunha, L.C.S.; Lino, M.T.B.; de Oliveira, M.F.S.; Bomfim, M.O.M.; Silva, A.M.; de Moura, T.R.; de Jesus, A.R.; et al. The Severity of Visceral Leishmaniasis Correlates with Elevated Levels of Serum IL-6, IL-27 and SCD14. PLoS Negl. Trop. Dis. 2016, 10, e0004375. [CrossRef]
- Tong-Minh, K.; Welten, I.; Endeman, H.; Hagenaars, T.; Ramakers, C.; Gommers, D.; van Gorp, E.; van der Does, Y. Predicting Mortality in Adult Patients with Sepsis in the Emergency Department by Using Combinations of Biomarkers and Clinical Scoring Systems: A Systematic Review. BMC Emerg. Med. 2021, 21, 70. [CrossRef]
- Tan, M.; Lu, Y.; Jiang, H.; Zhang, L. The Diagnostic Accuracy of Procalcitonin and C-reactive Protein for Sepsis: A Systematic Review and Meta-analysis. J. Cell. Biochem. 2019, 120, 5852–5859. [CrossRef]
- Ridker, P.M.; Morrow, D.A. C-Reactive Protein, Inflammation, and Coronary Risk. Cardiol. Clin. 2003, 21, 315–325. [CrossRef]
- Nehring, S.M.; Goyal, A.; Patel, B.C. C Reactive Protein; 2023;
- Hunter, C.A.; Jones, S.A. IL-6 as a Keystone Cytokine in Health and Disease. Nat. Immunol. 2015, 16, 448–457. [CrossRef]
- Cota, G.; Erber, A.C.; Schernhammer, E.; Simões, T.C. Inequalities of Visceral Leishmaniasis Case-Fatality in Brazil: A Multilevel Modeling Considering Space, Time, Individual and Contextual Factors. PLoS Negl. Trop. Dis. 2021, 15, e0009567. [CrossRef]
- Lindoso, J.A.; Cota, G.F.; da Cruz, A.M.; Goto, H.; Maia-Elkhoury, A.N.S.; Romero, G.A.S.; de Sousa-Gomes, M.L.; Santos-Oliveira, J.R.; Rabello, A. Visceral Leishmaniasis and HIV Coinfection in Latin America. PLoS Negl. Trop. Dis. 2014, 8, e3136. [CrossRef]
- Janciauskiene, S.; Welte, T.; Mahadev, R. Acute Phase Proteins: Structure and Function Relationship. In Acute Phase Proteins - Regulation and Functions of Acute Phase Proteins; Veas, F., Ed.; InTech, 2011; p. 368 ISBN ISBN 978-953-307-252-4.
- Pepys, M.B.; Hirschfield, G.M. C-Reactive Protein: A Critical Update. J. Clin. Invest. 2003, 111, 1805–1812. [CrossRef]
- Wilhelm, G.; Mertowska, P.; Mertowski, S.; Przysucha, A.; Strużyna, J.; Grywalska, E.; Torres, K. The Crossroads of the Coagulation System and the Immune System: Interactions and Connections. Int. J. Mol. Sci. 2023, 24, 12563. [CrossRef]
- Tanaka, T.; Narazaki, M.; Kishimoto, T. IL-6 in Inflammation, Immunity, and Disease. Cold Spring Harb. Perspect. Biol. 2014, 6, a016295–a016295. [CrossRef]
- Reinaldo, L.G.C.; Araújo Júnior, R.J.C.; Diniz, T.M.; Moura, R. de D.; Meneses Filho, A.J.; Furtado, C.V.V. de M.; dos Santos, W.L.C.; Costa, D.L.; Eulálio, K.D.; Ferreira, G.R.; et al. The Spleen Is the Graveyard of CD4+ Cells in Patients with Immunological Failure of Visceral Leishmaniasis and AIDS. Parasit. Vectors 2024, 17, 132. [CrossRef]
- De Cerqueira, M.A.F.; Pinheiro, A.M.R.; Costa, D.L.; Costa, C.H.N. Association between Clinical Outcomes, Peripheral Blood and Cytomorphologic Features of Bone Marrow in Visceral Leishmaniasis. Hematol. Transfus. Cell Ther. 2024. [CrossRef]
- Kager, P.A.; Rees, P.H. Haematological Investigations in Visceral Leishmaniasis. Trop. Geogr. Med. 1986, 38, 371–379.
- Freitas, A.F.D.A.; Neto, A.S.L.; de Moura, C.M.C.; Silva, G.D.; Silva, M. de S.A.B. e; Vilges, K.M. de A.; Ferreira, F.M.A. de M.; Costa, D.L.; Costa, C.H.N. Relationship Between Hepcidin, Iron Metabolism, Inflammation and Hypersplenism in Anaemia of Kala-Azar. Parasite Immunol. 2025, 47. [CrossRef]
- Mikkelsen, M.E.; Shah, C. V.; Meyer, N.J.; Gaieski, D.F.; Lyon, S.; Miltiades, A.N.; Goyal, M.; Fuchs, B.D.; Bellamy, S.L.; Christie, J.D. The Epidemiology of Acute Respiratory Distress Syndrome in Patients Presenting to the Emergency Department With Severe Sepsis. Shock 2013, 40, 375–381. [CrossRef]
- Schuetz, P.; Birkhahn, R.; Sherwin, R.; Jones, A.E.; Singer, A.; Kline, J.A.; Runyon, M.S.; Self, W.H.; Courtney, D.M.; Nowak, R.M.; et al. Serial Procalcitonin Predicts Mortality in Severe Sepsis Patients: Results From the Multicenter Procalcitonin MOnitoring SEpsis (MOSES) Study. Crit. Care Med. 2017, 45, 781–789. [CrossRef]
- Lima, S.S.; Braz, D.C.; Silva, V.C.; de Jesus Cardoso Farias Pereira, T.; da Costa Araújo Alves Carvalho, L.K.; Costa, D.L.; Costa, C.H.N. Interleukin-8 Predicts Fatal Kala-Azar: A Case–Control Study. Trop. Med. Infect. Dis. 2025, 10, 250. [CrossRef]
- da Silva, A.M.; Carvalho, K.S.S.; Januário, C.A.B.; Caldas, R.G. de S.C.; Paulino, B.L. da S.; Braz, D.C.; Costa, D.L.; Wallau, G. da L.; da Silva Junior, W.J.; Costa, C.H.N. Genome-Wide Association Study Analysis of Single Nucleotide Variants in L. Infantum Associated with IL-6 Inflammatory Response in Visceral Leishmaniasis. Parasitology 2025, 152, 798–806. [CrossRef]



| Variable | Number of patients | Percent |
| Age groups (years) | ||
| ≤ 1 | 13 | 12.8 |
| 2 – 18 | 23 | 22.7 |
| 19 – 39 | 35 | 34.6 |
| ≥ 40 | 30 | 29.7 |
| Sex | ||
| Males | 59 | 58.4 |
| Females | 42 | 41.5 |
| HIV-1 | 35 | 34.6 |
| Chance of death calculated with Kala-Cal® | ||
| < 20.0% | 83 | 82.1 |
| > 20.0% | 18 | 17.9 |
| In-hospital death | 8 | 7.9 |
|
Receiver operational characteristics |
Cut-offs | |||
| CRP* ≥ 150mg | CRP ≥ 100mg | IL-6 ≥ 90pg | IL6 ≥ 50pg | |
| Sensitivity |
0.71 (0.29; 0.96) |
0.86 (0.42; 1.00) |
0.86 (0.42; 1.00) |
0.88 0.47; 1.00) |
| Specificity |
0.88 (0.80; 0.94) |
0.78 (0.68; 0.86) |
0.78 (0.68; 0.86) |
0.70 (0.60; 0.80) |
| Post-test chance of death (%) | |||||||||
| Pre-test chance of death estimated by Kala-Cal (%) |
Number of patients | CRP* | IL-6 | ||||||
| cut-off 150mg/mL | cut-off 100mg/mL | cut-off 90pg/mL | cut-off 50np/mL | ||||||
| Positive test | Negative test | Positive test | Negative test | Positive test | Negative test | Positive test | Negative test | ||
| 0,1 | 3 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 0,7 | 11 | 4 | 0 | 3 | 0 | 3 | 0 | 2 | 0 |
| 1,1 | 4 | 6 | 0 | 4 | 0 | 5 | 0 | 3 | 0 |
| 1,6 | 7 | 9 | 1 | 6 | 0 | 7 | 0 | 5 | 0 |
| 3,0 | 4 | 16 | 1 | 11 | 1 | 13 | 1 | 8 | 1 |
| 3,6 | 6 | 18 | 1 | 13 | 1 | 15 | 1 | 10 | 1 |
| 7,6 | 19 | 33 | 3 | 24 | 2 | 28 | 1 | 19 | 1 |
| 12.7 | 1 | 43 | 5 | 36 | 3 | 40 | 2 | 30 | 2 |
| 15,4 | 28 | 52 | 6 | 42 | 3 | 46 | 3 | 35 | 3 |
| 28,8 | 10 | 71 | 12 | 61 | 7 | 65 | 6 | 57 | 4 |
| 47,4 | 5 | 85 | 23 | 78 | 14 | 81 | 12 | 73 | 13 |
| 66,7 | 2 | 92 | 40 | 89 | 26 | 90 | 23 | 85 | 26 |
| 81,6 | 1 | 96 | 59 | 95 | 44 | 95 | 40 | 93 | 43 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).