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Genc S, Taghizadehghalehjoughi A, Naldan ME, Gülcü O, Caglayan C, Spanakis M, Nikolouzakis TK, Alegakis A, Docea AO, Drocas AI, Mitrut R, Hatzidaki E, Spandidos DA, Tsatsakis A. Evaluation of various blood biomarkers associated with the outcomes of patients with COVID‑19 treated in intensive care units. Exp Ther Med 2024; 27:82. [PMID: 38274343 PMCID: PMC10809360 DOI: 10.3892/etm.2024.12371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Accepted: 11/10/2023] [Indexed: 01/27/2024] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection and the resulting coronavirus disease 2019 (COVID-19) represented a global public health crisis and the most significant pandemic in modern times. Transmission characteristics, and the lack of effective antiviral treatment protocol and protective vaccines, pushed healthcare systems, particularly intensive care units (ICUs), to their limits and led to extreme quarantine measures to control the pandemic. It was evident from an early stage that patient stratification approaches needed to be developed to better predict disease progression. In the present study, the predictive value of clinical and blood biomarkers for the outcomes of patients with COVID-19 hospitalized in the ICU were investigated, taking age and sex into consideration. The present study analyzed blood samples from 3,050 patients with COVID-19 hospitalized in the ICU. The analysis revealed that the levels of procalcitonin, N-terminal pro-B-type natriuretic peptide, D-dimer, ferritin, liver enzymes, C-reactive protein and lactate dehydrogenase were increased and were associated with disease progression, resulting in a prolonged hospitalization period and severe COVID-19 related complications. Additionally, significant age and sex disparities among these biomarkers were documented and discussed in specific cases. On the whole, the results of the present study suggest a potential association of the demographic characteristics and blood biomarkers with prolonged hospitalization in the ICU and the mortality of patients with COVID-19.
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Affiliation(s)
- Sidika Genc
- Department of Medical Pharmacology, Faculty of Medicine, Bilecik Seyh Edebali University, Bilecik 11230, Turkey
| | - Ali Taghizadehghalehjoughi
- Department of Medical Pharmacology, Faculty of Medicine, Bilecik Seyh Edebali University, Bilecik 11230, Turkey
| | - Muhammet E. Naldan
- Department of Anesthesiology and Reanimation, Faculty of Medicine, Bilecik Seyh Edebali University, Bilecik 11230, Turkey
| | - Oktay Gülcü
- Department of Cardiology, Educational and Research Hospital, Faculty of Medicine, Health Science University, Erzurum 25240, Turkey
| | - Cüneyt Caglayan
- Department of Biochemistry, Faculty of Medicine, Bilecik Seyh Edebali University, Bilecik 11230, Turkey
| | - Marios Spanakis
- Department of Forensic Sciences and Toxicology, Faculty of Medicine, University of Crete, 71003 Heraklion, Greece
| | | | - Athanasios Alegakis
- Department of Forensic Sciences and Toxicology, Faculty of Medicine, University of Crete, 71003 Heraklion, Greece
| | - Anca Oana Docea
- Department of Toxicology, University of Medicine and Pharmacy of Craiova, Craiova 200349, Romania
| | - Andrei Ioan Drocas
- Department of Urology, University of Medicine and Pharmacy of Craiova, Craiova 200349, Romania
| | - Radu Mitrut
- Department of Cardiology, University and Emergency Hospital, Bucharest 050098, Romania
| | - Eleftheria Hatzidaki
- Department of Neonatology, University Hospital of Heraklion, Medical School, University of Crete, 71003 Heraklion, Greece
| | - Demetrios A. Spandidos
- Laboratory of Clinical Virology, Medical School, University of Crete, 71003 Heraklion, Greece
| | - Aristidis Tsatsakis
- Department of Forensic Sciences and Toxicology, Faculty of Medicine, University of Crete, 71003 Heraklion, Greece
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Melikechi N, Adler HG, Safi A, Landis JE, Pourkamali-Anaraki F, Eseller KE, Berlo K, Bonito D, Chiklis GR, Xia W. Blood metal analysis of plasmas from donors with and without SARS-CoV-2 using laser-induced breakdown spectroscopy and logistic regression. BIOMEDICAL OPTICS EXPRESS 2024; 15:446-459. [PMID: 38223176 PMCID: PMC10783903 DOI: 10.1364/boe.513558] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 12/12/2023] [Accepted: 12/13/2023] [Indexed: 01/16/2024]
Abstract
Research on the correlation between metal levels in blood and Covid-19 infection has been conducted primarily by assessing how each individual blood metal is linked to different aspects of the disease using samples from donors with various levels of severity to Covid-19 infection. Using logistics regression on LIBS spectra of plasma samples collected pre- and post- Covid-19 pandemic from donors known to have developed various levels of antibodies to the SARS-Cov-2 virus, we show that relying on the levels of Na, K, and Mg together is more efficient at differentiating the two types of plasma samples than any single blood alone.
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Affiliation(s)
- Noureddine Melikechi
- Kennedy College of Sciences, University of Massachusetts Lowell, Lowell, MA 01854, USA
| | - Helmar G. Adler
- Kennedy College of Sciences, University of Massachusetts Lowell, Lowell, MA 01854, USA
| | - Ali Safi
- Kennedy College of Sciences, University of Massachusetts Lowell, Lowell, MA 01854, USA
| | - Joshua E. Landis
- Kennedy College of Sciences, University of Massachusetts Lowell, Lowell, MA 01854, USA
| | - Farhad Pourkamali-Anaraki
- Kennedy College of Sciences, University of Massachusetts Lowell, Lowell, MA 01854, USA
- Present address: University of Colorado Denver, Denver, CO 80204, USA
| | - Kemal Efe Eseller
- Kennedy College of Sciences, University of Massachusetts Lowell, Lowell, MA 01854, USA
- Department of Electrical - Electronics Engineering, Atilim University, 06836, Ankara, Turkey
| | - Kim Berlo
- Department of Earth & Planetary Sciences, McGill University, Montreal H3A 0E, Canada
| | - Danielle Bonito
- MRN Diagnostics, 101 Constitution Blvd, Franklin, MA 02038, USA
| | | | - Weiming Xia
- Kennedy College of Sciences, University of Massachusetts Lowell, Lowell, MA 01854, USA
- Bedford VA Healthcare System, Bedford, MA 01730, USA
- Boston University Chobanian & Avedisian School of Medicine, Boston, MA 02118, USA
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Fan L, Cui Y, Liu Z, Guo J, Gong X, Zhang Y, Tang W, Zhao J, Xue Q. Zinc and selenium status in coronavirus disease 2019. Biometals 2023; 36:929-941. [PMID: 37079168 PMCID: PMC10116102 DOI: 10.1007/s10534-023-00501-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Accepted: 04/03/2023] [Indexed: 04/21/2023]
Abstract
We systematically analyzed and attempted to discuss the possibility that deficiencies of zinc or selenium were associated with the incidence and severity of COVID-19. We searched for published and unpublished articles in PubMed, Embase, Web of Science and Cochrane up to 9 February 2023. And we selected healthy individuals, mild/severe, and even deceased COVID-19 patients to analyze their serum data. Data related to 2319 patients from 20 studies were analyzed. In the mild/severe group, zinc deficiency was associated with the degree of severe disease (SMD = 0.50, 95% CI 0.32-0.68, I2 = 50.5%) and we got an Egger's test of p = 0.784; but selenium deficiency was not associated with the degree of severe disease (SMD = - 0.03, 95% CI - 0.98-0.93, I2 = 96.7%). In the surviving/death group, zinc deficiency was not associated with mortality of COVID-19 (SMD = 1.66, 95%CI - 1.42-4.47), nor was selenium (SMD = - 0.16, 95%CI - 1.33-1.01). In the risk group, zinc deficiency was positively associated with the prevalence of COVID-19 (SMD = 1.21, 95% CI 0.96-1.46, I2 = 54.3%) and selenium deficiency was also positively associated with the prevalence of it (SMD = 1.16, 95% CI 0.71-1.61, I2 = 58.3%). Currently, serum zinc and selenium deficiencies increase the incidence of COVID-19 and zinc deficiency exacerbates the disease; however, neither zinc nor selenium was associated with mortality in patients with COVID-19. Nevertheless, our conclusions may change when new clinical studies are published.
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Affiliation(s)
- Liding Fan
- Jining Medical University, No.16, Hehua Road, Jining, 272067, Shandong, China
| | - Yanshuo Cui
- Jining Medical University, No.16, Hehua Road, Jining, 272067, Shandong, China
| | - Zonghao Liu
- Shandong University, No.27, Shanda Nanshan Road, Jinan, 250100, Shandong, China
| | - Jiayue Guo
- Jining Medical University, No.16, Hehua Road, Jining, 272067, Shandong, China
| | - Xiaohui Gong
- Jining Medical University, No.16, Hehua Road, Jining, 272067, Shandong, China
| | - Yunfei Zhang
- Jining Medical University, No.16, Hehua Road, Jining, 272067, Shandong, China
| | - Weihao Tang
- Jining Medical University, No.16, Hehua Road, Jining, 272067, Shandong, China
| | - Jiahe Zhao
- Binzhou Medical University, No.346 Guanhai Road, Binzhou, 256699, Shandong, China
| | - Qingjie Xue
- Jining Medical University, No.16, Hehua Road, Jining, 272067, Shandong, China.
- Department of Pathogenic Biology, Jining Medical University, Jining, Shandong, China.
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Al-Fartusie FS, Kader SI, Mohammed SJ, Farhan MN, Mahmood FM, Algaber AA. A comparative study of serum Zn, Cu, Mg, Mn, Cr, and Fe levels and their association with the vulnerability of Iraqi COVID-19 patients. J Trace Elem Med Biol 2023; 79:127242. [PMID: 37321048 PMCID: PMC10258130 DOI: 10.1016/j.jtemb.2023.127242] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Revised: 05/27/2023] [Accepted: 06/09/2023] [Indexed: 06/17/2023]
Abstract
BACKGROUND For the immune system to protect the body from infectious diseases such as COVID-19, it needs the ideal amount of vital trace elements. Trace element levels, especially, zinc (Zn), copper (Cu), magnesium (Mg), manganese (Mn), chromium (Cr), and iron (Fe) levels, may affect how sensitive an individual is to COVID-19 and other viruses. The current study evaluated the level of those trace elements during stays in the isolation center and investigated their association with vulnerability to COVID-19. METHODS A total of 120 individuals, 49 males and 71 females aged between 20 and 60 years, were included in this study. Forty individuals infected with COVID-19, 40 individuals who had recovered from it, and 40 healthy individuals, were all evaluated and studied. By using a flame atomic absorption spectrophotometer, levels of Zn, Cu, and Mg were assessed for all samples, whereas levels of Mn, and Cr were determined by a flameless atomic absorption spectrophotometer. RESULTS The infected individuals had significantly lower levels of Zn, Mg, Mn, Cr, and Fe than recovered individuals and healthy control individuals (P < 0.0001). On the other hand, the total number of infected patients was found to have much higher levels of Cu than those in the recovered group and the control group. For the recovered and healthy control groups, no significant differences were observed in the levels of trace elements (P > 0.05), except for Zn (P < 0.01). Also, the findings indicated no association of trace elements with age and BMI (P > 0.05). CONCLUSION These results show that an imbalance in the levels of essential trace elements could be associated with increasing the risk of COVID-19 infection. However, additional thorough research of greater scope is required considering the severity of the infection.
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Affiliation(s)
- Falah S Al-Fartusie
- Department of Chemistry, College of Science, Mustansiriyah University, Baghdad, Iraq
| | - Safaa I Kader
- Department of Pathology and Forensic Medicine, College of Medicine, Al-Nahrain University, Baghdad, Iraq.
| | - Sara Jassim Mohammed
- Department of Chemistry, College of Science, Mustansiriyah University, Baghdad, Iraq
| | | | - Fahim Muhsin Mahmood
- Department of Pathology and Forensic Medicine, College of Medicine, Al-Nahrain University, Baghdad, Iraq
| | - Anwar A Algaber
- Department of Medical Labs, Mazaya University College, ThiQar, Iraq
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Rodelgo Jiménez L, Anchuelo AC, Soler PM, Muñoz RP, Ferrer MF, Fornie IS, Mosquera MG, González MMN. Zinc levels of patients with a moderate to severe COVID-19 infection at hospital admission and after 4th days of ward hospitalization and their clinical outcome. J Trace Elem Med Biol 2023; 79:127200. [PMID: 37229980 PMCID: PMC10181947 DOI: 10.1016/j.jtemb.2023.127200] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Revised: 04/08/2023] [Accepted: 05/12/2023] [Indexed: 05/27/2023]
Abstract
BACKGROUND Previous studies associate the disturbance of the Zinc (Zn) status with the severity of the disease and the inflammatory process in the critically ill patient. This decrease in Zn concentrations is an indicator of poor prognosis. Our aim was to evaluate Zn levels at admission and after four days, and to study if lower Zn levels at those days were related to a worse clinical outcome. MATERIAL AND METHODS Observational cohort study at a tertiary Hospital. Recruitment period: 09/04/2020-04/24/2021. Clinical information on hypertension, diabetes mellitus (DM), chronic obstructive pulmonary disease (COPD), or bronchial asthma was collected. Obesity was defined as BMI ≥ 30 Kg/m2. Blood extraction was performed at admission and after 4 days. Zn was measured by atomic absorption using a flame method. Worse clinical outcome was defined as death during admission, intensive critical care unit admission or receiving supplemental oxygen through noninvasive or invasive ventilator care. RESULTS 129 subjects were invited to participate but only 100 subjects completed the survey. According to ROC curve [AUC= 0.63 (95% CI 0.60-0.66)], Zn < 79 μg/dL showed the best performance to detect a worse outcome (Sn=0.85; Sp=0.36). Patients with Zn < 79 μg/dL were older (70 vs 61 y; p = 0.002) with no differences by sex. Most patients presented with fever, dysthermic symptoms and cough, without differences between groups. Pre-existing comorbid conditions did not differ significantly between groups. Less obese subjects were found in the Zn < 79 μg/dL group (21.4 vs 43.3%, p = 0.025). In the univariate analysis, Zn < 79 μg/dL at hospital admission was related to a worse outcome (p = 0.044), but after adjusting for age, C-reactive protein, and obesity there was no difference, but a tendency towards a worse prognosis [OR 2.20 (0.63-7.70), p = 0.215]. Zn levels increased in both groups after 4 days (66.6 vs 73.1 μg/dL at admission, and 72.2 vs 80.5 μg/dL at 4th day), with ns. difference (p = 0.214). CONCLUSION Zn < 79 μg/dL at admission for a moderate to severe COVID-19 infection could be related to a worse outcome, although after adjustment for age, C-reactive protein levels and obesity, this Zn level threshold did not show statistically significant difference in the composite end point, but a tendency towards a worse prognosis. In addition, patients with the best clinical evolution showed higher serum Zn levels at 4th day after hospital admission than the patients with a worse prognosis.
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Affiliation(s)
- Laura Rodelgo Jiménez
- Instituto de Medicina de Laboratorio (IML), Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Madrid, Spain
| | - Arturo Corbatón Anchuelo
- Grupo de Riesgo Vascular, Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Madrid, Spain; Spanish Biomedical Research Centre in Diabetes and Associated Metabolic Disorders (CIBERDEM), Madrid, Spain.
| | - Pablo Matías Soler
- Grupo de Patología de Urgencias y Emergencias, Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Madrid, Spain
| | - Raúl Perales Muñoz
- Grupo de Patología de Urgencias y Emergencias, Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Madrid, Spain
| | - Manuel Fuentes Ferrer
- Unidad de Investigación (UI) del Hospital Universitario Nuestra Señora de Candelaria (HUNSC-GAP), Santa Cruz de Tenerife, Spain
| | - Iñigo Sagastagoitia Fornie
- Grupo de Infecciosas/VIH, Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Madrid, Spain
| | - Marina Gil Mosquera
- Grupo de Patología de Urgencias y Emergencias, Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Madrid, Spain
| | - Mercedes Martínez-Novillo González
- Instituto de Medicina de Laboratorio (IML), Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Madrid, Spain
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Xie Y, Xu J, Zhou D, Guo M, Zhang M, Gao Y, Liu M, Shi J, Yang K, Zheng Q, Zhao L, Qin Y, Hu R, Wei J, Zhang J, Tian J. Micronutrient perspective on COVID-19: Umbrella review and reanalysis of meta-analyses. Crit Rev Food Sci Nutr 2023; 64:6783-6801. [PMID: 36794398 DOI: 10.1080/10408398.2023.2174948] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/17/2023]
Abstract
INTRODUCTION Micronutrients are clinically important in managing COVID-19, and numerous studies have been conducted, but inconsistent findings exist. OBJECTIVE To explore the association between micronutrients and COVID-19. METHODS PubMed, Web of Science, Embase, Cochrane Library and Scopus for study search on July 30, 2022 and October 15, 2022. Literature selection, data extraction and quality assessment were performed in a double-blinded, group discussion format. Meta-analysis with overlapping associations were reconsolidated using random effects models, and narrative evidence was performed in tabular presentations. RESULTS 57 reviews and 57 latest original studies were included. 21 reviews and 53 original studies were of moderate to high quality. Vitamin D, vitamin B, zinc, selenium, and ferritin levels differed between patients and healthy people. Vitamin D and zinc deficiencies increased COVID-19 infection by 0.97-fold/0.39-fold and 1.53-fold. Vitamin D deficiency increased severity 0.86-fold, while low vitamin B and selenium levels reduced severity. Vitamin D and calcium deficiencies increased ICU admission by 1.09 and 4.09-fold. Vitamin D deficiency increased mechanical ventilation by 0.4-fold. Vitamin D, zinc, and calcium deficiencies increased COVID-19 mortality by 0.53-fold, 0.46-fold, and 5.99-fold, respectively. CONCLUSION The associations between vitamin D, zinc, and calcium deficiencies and adverse evolution of COVID-19 were positive, while the association between vitamin C and COVID-19 was insignificant.REGISTRATION: PROSPERO CRD42022353953.
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Affiliation(s)
- Yafei Xie
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
- The First Clinical Medical College of Lanzhou University, Lanzhou, China
- Key Laboratory of Evidence Based Medicine and Knowledge Translation of Gansu Province, Lanzhou University, Lanzhou, China
| | - Jianguo Xu
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
| | - Dan Zhou
- The First Clinical Medical College of Lanzhou University, Lanzhou, China
| | - Mingyue Guo
- The First Clinical Medical College of Lanzhou University, Lanzhou, China
| | - Mengxiang Zhang
- The First Clinical Medical College of Lanzhou University, Lanzhou, China
| | - Ya Gao
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Canada
| | - Ming Liu
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Canada
| | - Jiyuan Shi
- School of Nursing, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Kelu Yang
- Department of Public Health and Primary Care, Academic Centre for Nursing and Midwifery, KU Leuven - University of Leuven, Leuven, Belgium
| | - Qingyong Zheng
- Evidence-Based Nursing Center, School of Nursing, Lanzhou University, Lanzhou, China
| | - Liang Zhao
- Evidence-Based Nursing Center, School of Nursing, Lanzhou University, Lanzhou, China
| | - Yu Qin
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
| | - Rui Hu
- First Operating Room, The Second Affiliated Hospital of Harbin Medical University, Harbin, China
| | - Jia Wei
- The Second Clinical Medical School of Nanchang University, Jiangxi, China
| | - Junhua Zhang
- Evidence-Based Medicine Center, Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Jinhui Tian
- Evidence-Based Medicine Center, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
- Key Laboratory of Evidence Based Medicine and Knowledge Translation of Gansu Province, Lanzhou University, Lanzhou, China
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Content of Essential Trace Elements in the Hair of Residents of the Caspian Region of the Republic of Kazakhstan Who Recovered from COVID-19. Diagnostics (Basel) 2022; 12:diagnostics12112734. [PMID: 36359577 PMCID: PMC9689738 DOI: 10.3390/diagnostics12112734] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Revised: 11/03/2022] [Accepted: 11/03/2022] [Indexed: 11/10/2022] Open
Abstract
This study aimed to investigate the content of essential elements in the hair of unvaccinated residents of the Caspian region who recovered from COVID-19. This cross-sectional study involved 260 unvaccinated permanent residents of Mangistau oblast aged 18−60. The diagnosis and severity of COVID-19 were based on clinical signs and symptoms, laboratory data, R-graph results, and oxygen saturation by the Clinical Protocol of the Ministry of Health of the Republic of Kazakhstan. Inductively coupled plasma mass spectrometry determined the content of trace elements cobalt (Co), chromium (Cr), copper (Cu), iron (Fe), iodine (I), manganese (Mn), selenium (Se), and zinc (Zn). The content of Cr (p < 0.05), Cu (p < 0.05), Fe (p < 0.001), I (p < 0.05), Mn (p < 0.001), and Zn (p < 0.05) in the hair of individuals who had a coronavirus infection was lower than those who did not have this infection. There were significantly higher levels of Cu (p < 0.05) in the hair of participants who had moderate or severe COVID-19 compared to those with mild forms. The results of multiple regression analysis showed that in the presence of a COVID-19 infection in a subject’s history, the content of Cr (0.871 (95% CI: 0.811; 0.936)), Cu (0.875 (95% CI: 0.803; 0.955)), Fe (0.745 (95% CI: 0.636; 0.873)), and Mn (0.642 (95%CI: 00.518; 0.795)) decreased in the hair. The data obtained indicate that past COVID-19 infections affect the trace element status of the inhabitants of the Caspian region of Kazakhstan.
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