Modern differential diagnosis of various types of anemia in patients with HIV-associated disease
- Authors: Sakhin V.T.1, Kryukov E.V.2, Kazakov S.P.3,4, Sotnikov A.V.2, Gordienko A.V.2, Gulyaev N.I.1,5,6, Rukavitsyn O.A.3
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Affiliations:
- National Medical Research Center for High Medical Technologies — Central Military Clinical Hospital named after A.A. Vishnevsky
- Kirov Military Medical Academy
- Main Military Clinical Hospital named after Academician N.N. Burdenko
- Federal Research and Clinical Center of Specialized Medical Care and Medical Technologies FMBA of Russia
- Branch of the Military Medical Academy named after S.M. Kirov
- Peoples' Friendship University of Russia
- Issue: Vol 26, No 4 (2024)
- Pages: 513-522
- Section: Original Study Article
- URL: https://journals.rcsi.science/1682-7392/article/view/285199
- DOI: https://doi.org/10.17816/brmma633445
- ID: 285199
Cite item
Abstract
This article substantiates the development of a diagnostic algorithm to differentiate between anemia of chronic disease (ACD) and iron deficiency anemia (IDA) in patients with HIV-associated disease. A cross-sectional descriptive study included 125 patients with HIV-associated disease, 101 of whom had anemia syndrome and 24 were without it (control group). Patients with anemia were divided into three groups: Group 1 with ACD only, Group 2 with ACD and IDA, and Group 3 with IDA only. Upon admission, all patients underwent assessments for red blood cell count, hemoglobin, IL-6, IL-10, and IL-1β, IFN-γ, TNF-α, ferritin, C-reactive protein, transferrin, hepcidin, and soluble transferrin receptor levels. Discriminant analysis followed by obtaining a canonical linear discriminant function was used to calculate a mathematical model for the differential diagnosis of ACD and IDA. Canonical analysis was also used to obtain centroids for ACD (2.86 arbitrary units) and IDA (2.54 arbitrary units). A patient with a calculated canonical linear discriminant function was to be assigned to the group of ACD or IDA based on the minimal distance to the corresponding centroid. The resulting mathematical model has 88.8% sensitivity and 100% specificity. The use of IL-6 and ferritin concentrations is also proposed as independent laboratory markers for the differential diagnosis of ACD and IDA. The canonical linear discriminant function obtained from the calculations, along with the levels of IL-6 and ferritin in the blood, have high diagnostic value for verifying ACD and IDA in patients with HIV-related disease. Their use enables the determination of the type of anemia during the initial contact between the physician and the patient.
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##article.viewOnOriginalSite##About the authors
Valery T. Sakhin
National Medical Research Center for High Medical Technologies — Central Military Clinical Hospital named after A.A. Vishnevsky
Author for correspondence.
Email: vmeda-nio@mil.ru
ORCID iD: 0000-0001-5445-6028
SPIN-code: 4895-5411
MD, Cand. Sci. (Medicine)
Russian Federation, KrasnogorskEvgeniy V. Kryukov
Kirov Military Medical Academy
Email: vmeda-nio@mil.ru
ORCID iD: 0000-0002-8396-1936
SPIN-code: 3900-3441
MD, Dr. Sci. (Medicine), professor
Russian Federation, Saint PetersburgSergey P. Kazakov
Main Military Clinical Hospital named after Academician N.N. Burdenko; Federal Research and Clinical Center of Specialized Medical Care and Medical Technologies FMBA of Russia
Email: vmeda-nio@mil.ru
ORCID iD: 0000-0001-6528-1059
SPIN-code: 5560-3931
MD, Dr. Sci. (Medicine), professor
Russian Federation, Moscow; MoscowAlexey V. Sotnikov
Kirov Military Medical Academy
Email: vmeda-nio@mil.ru
ORCID iD: 0000-0002-5913-9088
SPIN-code: 3295-8212
MD, Dr. Sci. (Medicine)
Russian Federation, Saint PetersburgAleksandr V. Gordienko
Kirov Military Medical Academy
Email: vmeda-nio@mil.ru
ORCID iD: 0000-0002-6901-6436
SPIN-code: 5049-3501
MD, Dr. Sci. (Medicine), professor
Russian Federation, Saint PetersburgNikolay I. Gulyaev
National Medical Research Center for High Medical Technologies — Central Military Clinical Hospital named after A.A. Vishnevsky; Branch of the Military Medical Academy named after S.M. Kirov; Peoples' Friendship University of Russia
Email: vmeda-nio@mil.ru
ORCID iD: 0000-0002-7578-8715
SPIN-code: 2507-5073
MD, Dr. Sci. (Medicine), associate professor
Russian Federation, Krasnogorsk; Moscow; MoscowOleg A. Rukavitsyn
Main Military Clinical Hospital named after Academician N.N. Burdenko
Email: vmeda-nio@mil.ru
ORCID iD: 0000-0002-1309-7265
MD, Dr. Sci. (Medicine), professor
Russian Federation, MoscowReferences
- Moskalev AV, Gumilevskiy BYu, Apchel VYa, Tsygan VN. A new look at the immunopathogenesis of infection caused by the human immunodeficiency virus. Bulletin of the Russian Military Medical Academy. 2023;25(4):665–680. EDN: RJUIDK doi: 10.17816/brmma567931
- Schalkwyk C, Mahy M, Johnson LF, Imai-Eaton JW. Updated data and methods for the 2023 UNAIDS HIV estimates. J Acquir Immune Defic Syndr. 2024;95(1S):1–4. doi: 10.1097/QAI.0000000000003344
- Araujo-Pereira M, Schutz C, Barreto-Duarte B, et al. Interplay between systemic inflammation, anemia, and mycobacterial dissemination and its im-pact on mortality in TB-associated HIV: a prospective cohort study. Front Immunol. 2023;14:1177432. doi: 10.3389/fimmu.2023.1177432
- Abioye AI, Andersen CT, Sudfeld CR, Fawzi WW. Anemia, iron status, and HIV: a systematic review of the evidence. Adv Nutr. 2020;11(5):1334–1363. doi: 10.1093/advances/nmaa037
- Huibers MHW, Bates I, McKew S, et al. Severe anaemia complicating HIV in Malawi: multiple co-existing aetiologies are associated with high mortality. PLoS One. 2020;15(2):0218695. doi: 10.1371/journal.pone.0218695
- Sakhin VT, Kryukov EV, Kazakov SP, et al. Comparative analysis of the secretion of interleukin-6, interleukin-1beta, interleukin-10, tumor necrosis factor-alpha, interferon-gamma in various types of anemia in patients with HIV infection. Medical & pharmaceutical journal «Pulse». 2023;25(2):112–123. EDN: QJIVGW doi: 10.26787/nydha-2686-6838-2023-25-2-112-123
- Abioye AI, Sudfeld CR, Hughes MD, et al. Iron status among HIV-infected adults during the first year of antiretroviral therapy in Tanzania. HIV Med. 2023;24(4):398–410. doi: 10.1111/hiv.13396
- Lanser L, Fuchs D, Kurz K, Weiss G. Physiology and inflammation driven pathophysiology of iron homeostasis–mechanistic insights into anemia of inflammation and its treatment. Nutrients. 2021;13(11):3732. doi: 10.3390/nu13113732
- Bessmeltsev SS, Romanenko NA. Anemia in neoplastic diseases of the blood system: a guide for doctors. Moscow: SIMK; 2017. 228 р. (In Russ.) EDN: YMUIDH
- Stuklov NI, Kozinets GI, Tyurina NG. Hematology Tutorial. Moscow: Practical medicine; 2018. 336 р. (In Russ.)
- Sakhin VТ, Kryukov EV, Rukavitsyn OA. Anemia of сhronic diseases. Kryukov EV, editor. Moscow: GEOTAR-Media; 2020. 160 р. (In Russ.) doi: 10.33029/9704-5923-2-SKR-2020-1-160
- Huibers MH, Calis JC, Allain TJ, et al. A possible role for hepcidin in the detection of iron deficiency in severely anaemic HIV-infected patients in Malawi. PLoS ONE. 2020;15(2):e0218694. doi: 10.1371/journal.pone.0218694
- Wang CY, Xu Y, Traeger L, et al. Erythroferrone lowers hepcidin by sequestering BMP2/6 heterodimer from binding to the BMP type I receptor ALK3. Blood. 2020;135(6):453–456. doi: 10.1182/blood.2019002620
- Han J, Wang K. Clinical significance of serum hepcidin in the diagnosis and treatment of patients with anemia of chronic disease: a meta-analysis. Biomarkers. 2021;26(4):296–301. doi: 0.1080/1354750X.2021.1893812
- Van Santen S, Van Dongen-Lases EC, de Vegt F. Hepcidin and hemoglobin content parameters in the diagnosis of iron deficiency in rheumatoid arthritis patients with anemia. Arthritis Rheum. 2011;63(12):3672–3680. doi: 10.1002/art.30623
- Worwood M. Iron deficiency anemia and iron overload. In: Bain BJ, Lewis SM, Bates I, Laffan MA, eds. Dacie and lewis practical haematology. 11th ed. Philadelphia: Churchill Livingstone; 2011. P. 175–200. doi: 10.1016/B978-0-7020-6696-2.00009-6.
- Trukhacheva NV. Mathematical statistics in biomedical research using the Statistica package. Moscow: GEOTAR-Media; 2013. 384 p. (In Russ.) EDN: THVXOF
- Richard C, Verdier F. Transferrin receptors in erythropoiesis. Int J Mol Sci. 2020;21(24):9713. doi: 10.3390/ijms21249713
- Kaudha R, Amanya R, Kakuru D, et al. Anemia in HIV patients attending highly active antiretroviral therapy clinic at Hoima regional referral hospital: prevalence, morphological classification, and associated factors. HIV AIDS (Auckl). 2023;15:621–632. doi: 10.2147/HIV.S425807
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