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Wei S, Xiaqin W, Liwei L, Fasu Z, Ying P, Pingping T, Furong Y. Analysis of Risk Factors for Death in the Coronavirus Disease 2019 (COVID-19) Population: Data Analysis from a Large General Hospital in Anhui, China. Cureus 2024; 16:e60069. [PMID: 38741698 PMCID: PMC11089484 DOI: 10.7759/cureus.60069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/10/2024] [Indexed: 05/16/2024] Open
Abstract
During the coronavirus disease 2019 (COVID-19) pandemic, clinical prevention, early diagnosis, and hematological monitoring were challenging areas. This study aims to compare risk factors and hematological and biochemical data in non-survivor group patients with COVID-19 versus survivor group patients. A total of 204 patients with COVID-19 were selected as research subjects from December 2022 to January 2023. We analyzed the age, sex, time from onset to admission, and laboratory test indicators upon admission. The differences between surviving and deceased patients and mortality-related risk factors were examined. Among the 204 patients, 168 survived, whereas 36 died during hospitalization. Significant differences were observed between the two groups with COVID-19 across various factors, including age (p < 0.0001), WBC count (p < 0.0001), RBC count (p < 0.05), neutrophils (p < 0.0001), lymphocytes (p < 0.05), mean corpuscular hemoglobin concentration (MCHC) (p < 0.0001), RBC distribution width-standard deviation (RDW-SD) (p < 0.0001), RBC distribution width coefficient of variation (RDW-CV) (p < 0.0001), aspartate aminotransferase (AST) (p < 0.05), albumin (ALB) (p < 0.0001), creatinine (CR) (p < 0.0001), uric acid (UA) (p < 0.0001), blood urea nitrogen (BUN) (p < 0.0001), plasma thrombin time (TT) (p < 0.05), prothrombin time (PT) (p < 0.0001), and D-dimer (p < 0.0001). Multivariate logistic analysis revealed that older age, CR, UA, and ALB were independent factors associated with death (p < 0.05). Elderly patients with underlying diseases, abnormal routine blood test indices, and abnormal renal function and coagulation indices are at an increased worse prognosis and should be identified early. Age, UA, CR, and ALB can be used as predictors to assess the worse prognosis in the hospital.
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Affiliation(s)
- Shi Wei
- Medical Laboratory Science, Anhui Medical College, Hefei, CHN
| | - Wu Xiaqin
- Medical Laboratory, Anqing Center, Anhui Medical University, Anqing, CHN
| | - Liu Liwei
- Immunology, Anhui Medical College, Hefei, CHN
| | - Zhang Fasu
- Medical Laboratory Science, Anhui Medical College, Hefei, CHN
| | - Pan Ying
- Medical Laboratory Science, Anhui Medical College, Hefei, CHN
| | - Tian Pingping
- Medical Laboratory Science, Anhui Medical College, Hefei, CHN
| | - Yu Furong
- Medical Laboratory Science, Anhui Medical College, Hefei, CHN
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Xi D, Garg K, Lambert JS, Rajput-Ray M, Madigan A, Avramovic G, Gilbert L. Scrutinizing Clinical Biomarkers in a Large Cohort of Patients with Lyme Disease and Other Tick-Borne Infections. Microorganisms 2024; 12:380. [PMID: 38399784 PMCID: PMC10893018 DOI: 10.3390/microorganisms12020380] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Revised: 02/06/2024] [Accepted: 02/07/2024] [Indexed: 02/25/2024] Open
Abstract
Standard clinical markers can improve tick-borne infection (TBI) diagnoses. We investigated immune and other clinical biomarkers in 110 patients clinically diagnosed with TBIs before (T0) and after antibiotic treatment (T2). At T0, both the initial observation group and patients without seroconversion for tick-borne pathogens exhibited notably low percentages and counts of CD3 percentage (CD3%), CD3+ cells, CD8+ suppressors, CD4 percentage (CD4%), and CD4+ helper cells, with the latter group showing reductions in CD3%, CD3+, and CD8+ counts in approximately 15-22% of cases. Following treatment at the T2 follow-up, patients typically experienced enhancements in their previously low CD3%, CD3+ counts, CD4%, and CD4+ counts; however, there was no notable progress in their low CD8+ counts, and a higher number of patients presented with insufficient transferrin levels. Moreover, among those with negative serology for tick-borne infections, there was an improvement in low CD3% and CD3+ counts, which was more pronounced in patients with deficient transferrin amounts. Among those with CD57+ (n = 37) and CD19+ (n = 101) lymphocyte analysis, 59.46% of patients had a low CD57+ count, 14.85% had a low CD19 count, and 36.63% had a low CD19 percentage (CD19%). Similar findings were observed concerning low CD57+, CD19+, and CD19% markers for negative TBI serology patients. Overall, this study demonstrates that routine standard clinical markers could assist in a TBI diagnosis.
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Affiliation(s)
- David Xi
- School of Medicine, University College Dublin, D04 V1W8 Dublin, Ireland; (D.X.); (J.S.L.); (G.A.)
| | | | - John S. Lambert
- School of Medicine, University College Dublin, D04 V1W8 Dublin, Ireland; (D.X.); (J.S.L.); (G.A.)
- Infectious Diseases Department, Mater Misericordiae University Hospital, D07 R2WY Dublin, Ireland
- Infectious Diseases Department, The Rotunda Hospital, D01 P5W9 Dublin, Ireland
| | - Minha Rajput-Ray
- Curaidh Clinic: Innovative Solutions for Pain, Chronic Disease and Work Health, Perth PH2 8EH, UK;
| | - Anne Madigan
- School of Medicine, University College Dublin, D04 V1W8 Dublin, Ireland; (D.X.); (J.S.L.); (G.A.)
| | - Gordana Avramovic
- School of Medicine, University College Dublin, D04 V1W8 Dublin, Ireland; (D.X.); (J.S.L.); (G.A.)
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Mayneris-Perxachs J, Russo MF, Ramos R, de Hollanda A, Arxé AA, Rottoli M, Arnoriaga-Rodríguez M, Comas-Cufí M, Bartoletti M, Verrastro O, Gudiol C, Fages E, Giménez M, Gil ADG, Bernante P, Tinahones F, Carratalà J, Pagotto U, Hernández-Aguado I, Fernández-Aranda F, Meira F, Castro Guardiola A, Mingrone G, Fernández-Real JM. Blood Hemoglobin Substantially Modulates the Impact of Gender, Morbid Obesity, and Hyperglycemia on COVID-19 Death Risk: A Multicenter Study in Italy and Spain. Front Endocrinol (Lausanne) 2021; 12:741248. [PMID: 34795637 PMCID: PMC8593102 DOI: 10.3389/fendo.2021.741248] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Accepted: 10/04/2021] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND Hyperglycemia and obesity are associated with a worse prognosis in subjects with COVID-19 independently. Their interaction as well as the potential modulating effects of additional confounding factors is poorly known. Therefore, we aimed to identify and evaluate confounding factors affecting the prognostic value of obesity and hyperglycemia in relation to mortality and admission to the intensive care unit (ICU) due to COVID-19. METHODS Consecutive patients admitted in two Hospitals from Italy (Bologna and Rome) and three from Spain (Barcelona and Girona) as well as subjects from Primary Health Care centers. Mortality from COVID-19 and risk for ICU admission were evaluated using logistic regression analyses and machine learning (ML) algorithms. RESULTS As expected, among 3,065 consecutive patients, both obesity and hyperglycemia were independent predictors of ICU admission. A ML variable selection strategy confirmed these results and identified hyperglycemia, blood hemoglobin and serum bilirubin associated with increased mortality risk. In subjects with blood hemoglobin levels above the median, hyperglycemic and morbidly obese subjects had increased mortality risk than normoglycemic individuals or non-obese subjects. However, no differences were observed among individuals with hemoglobin levels below the median. This was particularly evident in men: those with severe hyperglycemia and hemoglobin concentrations above the median had 30 times increased mortality risk compared with men without hyperglycemia. Importantly, the protective effect of female sex was lost in subjects with increased hemoglobin levels. CONCLUSIONS Blood hemoglobin substantially modulates the influence of hyperglycemia on increased mortality risk in patients with COVID-19. Monitoring hemoglobin concentrations seem of utmost importance in the clinical settings to help clinicians in the identification of patients at increased death risk.
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Affiliation(s)
- Jordi Mayneris-Perxachs
- Department of Diabetes, Endocrinology and Nutrition, Dr. Josep Trueta University Hospital, Girona, Spain
- Nutrition, Eumetabolism and Health Group, Girona Biomedical Research Institute (IdibGi), Girona, Spain
- Department of Endocrinology and Nutrition, Centro de Investigación Biomédica en Red-Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Madrid, Spain
| | - Maria Francesca Russo
- Fondazione Policlinico Universitario A. Gemelli Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Università Cattolica del Sacro Cuore Rome, Rome, Italy
| | - Rafel Ramos
- Department of Medical Sciences, School of Medicine, University of Girona, Girona, Spain
- Vascular Health Research Group of Girona (ISV-Girona). Jordi Gol Institute for Primary Care Research (Institut Universitari per a la Recerca en AtencióPrimària Jordi Gol I Gurina -IDIAPJGol), Girona Biomedical Research Institute (IDIBGI), Dr. Josep Trueta University Hospital, Catalonia, Spain
- Girona Biomedical Research Institute (IDIBGI), Dr. Josep Trueta University Hospital, Catalonia, Spain
| | - Ana de Hollanda
- Department of Endocrinology & Nutrition, Hospital Clínic Barcelona, Diabetes Unit, Barcelona, Spain
- Department of Endocrinology and Nutrition, Institut d’investigacions biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Arola Armengou Arxé
- Department of Internal Medicine, Service of Internal Medicine Dr. Josep Trueta University Hospital, Catalonia, Spain
| | - Matteo Rottoli
- Department of Surgery, Diabetology and Otolaryngology, Surgery of the Alimentary Tract and Centre for the Study and Research of Treatment for Morbid Obesity, Bologna, Italy
- Infectious Diseases Unit, Department of Medical and Surgical Sciences, Alma Mater Studiorum University of Bologna, Sant’Orsola Policlinic, Bologna, Italy
| | - María Arnoriaga-Rodríguez
- Department of Diabetes, Endocrinology and Nutrition, Dr. Josep Trueta University Hospital, Girona, Spain
- Nutrition, Eumetabolism and Health Group, Girona Biomedical Research Institute (IdibGi), Girona, Spain
- Department of Endocrinology and Nutrition, Centro de Investigación Biomédica en Red-Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Madrid, Spain
- Department of Medical Sciences, School of Medicine, University of Girona, Girona, Spain
| | - Marc Comas-Cufí
- Vascular Health Research Group of Girona (ISV-Girona). Jordi Gol Institute for Primary Care Research (Institut Universitari per a la Recerca en AtencióPrimària Jordi Gol I Gurina -IDIAPJGol), Girona Biomedical Research Institute (IDIBGI), Dr. Josep Trueta University Hospital, Catalonia, Spain
| | - Michele Bartoletti
- Infectious Diseases Unit, Department of Medical and Surgical Sciences, Alma Mater Studiorum University of Bologna, Sant’Orsola Policlinic, Bologna, Italy
| | - Ornella Verrastro
- Fondazione Policlinico Universitario A. Gemelli Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Università Cattolica del Sacro Cuore Rome, Rome, Italy
| | - Carlota Gudiol
- Department of Infectious Diseases, Hospital Universitari de Bellvitge, Hospitalet de Llobregat, Barcelona, Spain
- Bellvitge Biomedical Research Institute (IDIBELL), Hospitalet de Llobregat, Barcelona, Spain
- Spanish Network for Research in Infectious Disease (REIPI), Instituto de Salud Carlos III, Madrid, Spain
- Department of Clinical Sciences, School of Medicine and Health Sciences, University of Barcelona, Barcelona, Spain
- Department of Oncology, Institut Català d’Oncologia (ICO) Hospitalet de Llobregat, Barcelona, Spain
| | - Ester Fages
- Vascular Health Research Group of Girona (ISV-Girona). Jordi Gol Institute for Primary Care Research (Institut Universitari per a la Recerca en AtencióPrimària Jordi Gol I Gurina -IDIAPJGol), Girona Biomedical Research Institute (IDIBGI), Dr. Josep Trueta University Hospital, Catalonia, Spain
- Girona Biomedical Research Institute (IDIBGI), Dr. Josep Trueta University Hospital, Catalonia, Spain
| | - Marga Giménez
- Department of Endocrinology & Nutrition, Hospital Clínic Barcelona, Diabetes Unit, Barcelona, Spain
- Department of Endocrinology and Nutrition, Institut d’investigacions biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
- Department of Endocrinology and Nutrition, Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Madrid, Spain
| | - Ariadna de Genover Gil
- Department of Internal Medicine, Service of Internal Medicine Dr. Josep Trueta University Hospital, Catalonia, Spain
| | - Paolo Bernante
- Department of Surgery, Diabetology and Otolaryngology, Surgery of the Alimentary Tract and Centre for the Study and Research of Treatment for Morbid Obesity, Bologna, Italy
- Infectious Diseases Unit, Department of Medical and Surgical Sciences, Alma Mater Studiorum University of Bologna, Sant’Orsola Policlinic, Bologna, Italy
| | - Francisco Tinahones
- Department of Endocrinology and Nutrition, Centro de Investigación Biomédica en Red-Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Madrid, Spain
- Department of Endocrinology and Nutrition, Hospital Clínico Universitario Virgen de Victoria de Malaga, Malaga, Spain
| | - Jordi Carratalà
- Department of Infectious Diseases, Hospital Universitari de Bellvitge, Hospitalet de Llobregat, Barcelona, Spain
- Bellvitge Biomedical Research Institute (IDIBELL), Hospitalet de Llobregat, Barcelona, Spain
- Spanish Network for Research in Infectious Disease (REIPI), Instituto de Salud Carlos III, Madrid, Spain
- Department of Clinical Sciences, School of Medicine and Health Sciences, University of Barcelona, Barcelona, Spain
| | - Uberto Pagotto
- Endocrinology and Prevention and Care of Diabetes Unit, Department of Medical and Surgical Sciences, Sant’ Orsola Policlinic, Alma Mater Studiorum University of Bologna, Bologna, Italy
| | - Ildefonso Hernández-Aguado
- Department of Public Health, Universidad Miguel Hernández de Elche, Alicante, Spain
- Department of Epidemiology, Centro de Investigación Biomédica en Red (CIBER) Epidemiology and Public Health (CIBERESP), Madrid, Spain
| | - Fernando Fernández-Aranda
- Department of Endocrinology and Nutrition, Centro de Investigación Biomédica en Red-Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Madrid, Spain
- Bellvitge Biomedical Research Institute (IDIBELL), Hospitalet de Llobregat, Barcelona, Spain
- Department of Clinical Sciences, School of Medicine and Health Sciences, University of Barcelona, Barcelona, Spain
- Department of Psychiatry, Hospital Universitari de Bellvitge, Hospitalet de Llobregat, Barcelona, Spain
| | - Fernanda Meira
- Department of Endocrinology and Nutrition, Institut d’investigacions biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
- Department of Endocrinology and Nutrition, Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Madrid, Spain
- Department of Infectious Diseases, Hospital Clínic Barcelona, Barcelona, Spain
| | - Antoni Castro Guardiola
- Department of Internal Medicine, Service of Internal Medicine Dr. Josep Trueta University Hospital, Catalonia, Spain
| | - Geltrude Mingrone
- Fondazione Policlinico Universitario A. Gemelli Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Università Cattolica del Sacro Cuore Rome, Rome, Italy
- Department of Internal Medicine, King’s College London, London, United Kingdom
| | - José Manuel Fernández-Real
- Department of Diabetes, Endocrinology and Nutrition, Dr. Josep Trueta University Hospital, Girona, Spain
- Nutrition, Eumetabolism and Health Group, Girona Biomedical Research Institute (IdibGi), Girona, Spain
- Department of Endocrinology and Nutrition, Centro de Investigación Biomédica en Red-Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Madrid, Spain
- Department of Medical Sciences, School of Medicine, University of Girona, Girona, Spain
- *Correspondence: José Manuel Fernández-Real,
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