1
|
Leniz J, Hernández-Jaña S, Soto M, Arenas E, Margozzini P, Suarez F, Capurro D, Rojas MP, Bambs C. Association between demographic, clinical characteristics and severe complications by SARS-CoV-2 infection in a community-based healthcare network in Chile. PLoS One 2024; 19:e0314376. [PMID: 39775294 PMCID: PMC11684639 DOI: 10.1371/journal.pone.0314376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2024] [Accepted: 11/08/2024] [Indexed: 01/11/2025] Open
Abstract
BACKGROUND Most of the evidence on risk factors for COVID-19 complications comes from North America or Europe with very little research from Latin-America. We aimed to evaluate the association between sociodemographic, clinical factors and the risk of COVID-19 complications among adults in Chile, the fifth Latin-American country with more COVID-19 reported cases since de beginning of the Pandemic. METHODS A retrospective population-based cohort study using data from electronic health records from a large Primary Care Network, linked to national hospital, immunization, Covid-19 PCR surveillance, mortality and birth records. We included people 18+ years old enrolled in the Primary Care Network between 1st January 2020 and 31st December 2021. Using Multivariate Cox proportional hazard models, we evaluate the association between sociodemographic, clinical characteristics with three COVID-19 complications: (1) a hospital admission, (2) an ICU admission, and (3) death due to a COVID-19 infection that occurred between the 1st January 2020 and the 31st December 2021. RESULTS 44,674 people were included. The mean age was 44.30 (sd 17.31), 55.6% were female, 15.9% had a type of healthcare insurance for people from the lowest category of income, 11.6% and 9.4% had a record of hypertension or diabetes mellitus diagnosis. Among the 44,674 people, 455 (1.02%) had a hospital admission due to a COVID-19 infection and 216(0.48%) of them also had an ICU admission. Among the 44,674 people,148(0.33%) died due to COVID-19 infection. Older age and male sex were consistently associated with a higher risk of the three COVID-19 complications. Hypertension and diabetes were associated with a higher risk of a hospital admission and death, but not with an ICU admissions due to COVID-19 infection. Having two or more COVID-19 vaccine doses compared with no doses was associated with a lower risk of any hospital admission (HR 0.81; 95% CI 0.77-0.84), an ICU admission (HR 0.60; 95% CI 0.57-0.63) and death (HR 0.50; 95% CI 0.46-0.54). Pregnant or puerperal women were more likely to be admitted to hospital (HR 2.89; 95% CI 1.41-5.89) or ICU (HR 3.04; 95% CI 1.01-9.14). CONCLUSIONS Sociodemographic and clinical factors associated with COVID-19 complications such as age, sex and pre-existing conditions were comparable to those reported in similar studies from higher-income countries, and can be used to predict severity in COVID-19 patients.
Collapse
Affiliation(s)
- Javiera Leniz
- Escuela de Salud Pública, Facultad de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Sam Hernández-Jaña
- IRyS Group, Physical Education School, Pontificia Universidad Católica de Valparaíso, Valparaíso, Chile
| | - Mauricio Soto
- Departamento de Medicina Familiar, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Eduardo Arenas
- Unidad de Gestión de Informática, Ancora UC, Santiago, Chile
| | - Paula Margozzini
- Escuela de Salud Pública, Facultad de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
- Center for Cancer Prevention and Control, Fondap 152220002, Faculty of Medicine, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Francisco Suarez
- Departamento de Estadística, Análisis y Gestión de la Información en Salud, Servicio de Salud Metropolitano Sur-Oriente, Santiago, Chile
| | - Daniel Capurro
- School of Computing and Information Systems, University of Melbourne, Melbourne, Australia
| | - María Paulina Rojas
- Departamento de Medicina Familiar, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Claudia Bambs
- Escuela de Salud Pública, Facultad de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
- Center for Cancer Prevention and Control, Fondap 152220002, Faculty of Medicine, Pontificia Universidad Católica de Chile, Santiago, Chile
- Advanced Center for Chronic Diseases, Fondap 151300, Faculty of Medicine, Pontificia Universidad Católica de Chile, Santiago, Chile
| |
Collapse
|
2
|
Olivares-Caro L, Nova-Baza D, Sanhueza F, Contreras H, Alarcón B, Alarcon-Zapata P, Mennickent D, Duran D, Bustamante L, Perez AJ, Enos D, Vergara C, Mardones C. Targeted and untargeted cross-sectional study for sex-specific identification of plasma biomarkers of COVID-19 severity. Anal Bioanal Chem 2024:10.1007/s00216-024-05706-x. [PMID: 39714519 DOI: 10.1007/s00216-024-05706-x] [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: 10/25/2024] [Revised: 11/21/2024] [Accepted: 12/05/2024] [Indexed: 12/24/2024]
Abstract
Coronavirus disease 2019 is a highly contagious respiratory illness caused by the coronavirus SARS-CoV-2. Symptoms can range from mild to severe and typically appear 2-14 days after virus exposure. While vaccination has significantly reduced the incidence of severe complications, strategies for the identification of new biomarkers to assess disease severity remains a critical area of research. Severity biomarkers are essential for personalizing treatment strategies and improving patient outcomes. This study aimed to identify sex-specific biomarkers for COVID-19 severity in a Chilean population (n = 123 female, n = 115 male), categorized as control, mild, moderate, or severe. Data were collected using clinical biochemistry parameters and mass spectrometry-based metabolomics and lipidomics to detect alterations in plasma cytokines, metabolites, and lipid profiles related to disease severity. Principal component analysis (PCA) and orthogonal partial least squares discriminant analysis (OPLS-DA) were performed to select significant characteristic features for each group. The results revealed distinct biomarkers for males and females. In males, COVID-19 severity of was associated with inflammation parameters, triglycerides content, and phospholipids profiles. For females, liver damage parameters, triglycerides content, cholesterol derivatives, and phosphatidylcholine were identified as severity biomarkers. For both sexes, most of the biomarker combinations evaluated got areas under the ROC curve greater than 0.8 and low prediction errors. These findings suggest that sex-specific biomarkers can help differentiate the levels of COVID-19 severity, potentially aiding in the development of tailored treatment approaches.
Collapse
Affiliation(s)
- Lia Olivares-Caro
- Departamento de Bioquímica Clínica e Inmunología, Facultad de Farmacia, Universidad de Concepción, Concepción, Chile
| | - Daniela Nova-Baza
- Departamento de Análisis Instrumental, Facultad de Farmacia, Universidad de Concepción, Concepción, Chile
| | - Felipe Sanhueza
- Complejo Asistencial Víctor Ríos Ruiz, Los Ángeles, Bío-Bío, Chile
| | - Hector Contreras
- Departamento de Bioquímica Clínica e Inmunología, Facultad de Farmacia, Universidad de Concepción, Concepción, Chile
| | - Barbara Alarcón
- Departamento de Bioquímica Clínica e Inmunología, Facultad de Farmacia, Universidad de Concepción, Concepción, Chile
- Departamento de Análisis Instrumental, Facultad de Farmacia, Universidad de Concepción, Concepción, Chile
| | - Pedro Alarcon-Zapata
- Departamento de Bioquímica Clínica e Inmunología, Facultad de Farmacia, Universidad de Concepción, Concepción, Chile
| | - Daniela Mennickent
- Departamento de Análisis Instrumental, Facultad de Farmacia, Universidad de Concepción, Concepción, Chile
| | - Daniel Duran
- Departamento de Bioquímica Clínica e Inmunología, Facultad de Farmacia, Universidad de Concepción, Concepción, Chile
| | - Luis Bustamante
- Departamento de Análisis Instrumental, Facultad de Farmacia, Universidad de Concepción, Concepción, Chile
| | - Andy J Perez
- Departamento de Análisis Instrumental, Facultad de Farmacia, Universidad de Concepción, Concepción, Chile
| | - Daniel Enos
- Complejo Asistencial Víctor Ríos Ruiz, Los Ángeles, Bío-Bío, Chile
- Departamento Medicina Interna, Facultad de Medicina, Universidad de Concepción, Concepción, Chile
| | - Carola Vergara
- Departamento de Análisis Instrumental, Facultad de Farmacia, Universidad de Concepción, Concepción, Chile
| | - Claudia Mardones
- Departamento de Análisis Instrumental, Facultad de Farmacia, Universidad de Concepción, Concepción, Chile.
| |
Collapse
|
3
|
Sonaglioni A, Lombardo M, Albini A, Noonan DM, Re M, Cassandro R, Elia D, Caminati A, Nicolosi GL, Harari S. Charlson comorbidity index, neutrophil-to-lymphocyte ratio and undertreatment with renin-angiotensin-aldosterone system inhibitors predict in-hospital mortality of hospitalized COVID-19 patients during the omicron dominant period. Front Immunol 2022; 13:958418. [PMID: 36090992 PMCID: PMC9453812 DOI: 10.3389/fimmu.2022.958418] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 08/04/2022] [Indexed: 11/24/2022] Open
Abstract
Purpose To investigate the clinical predictors of in-hospital mortality in hospitalized patients with Coronavirus disease 2019 (COVID-19) infection during the Omicron period. Methods All consecutive hospitalized laboratory‐confirmed COVID-19 patients between January and May 2022 were retrospectively analyzed. All patients underwent accurate physical, laboratory, radiographic and echocardiographic examination. Primary endpoint was in-hospital mortality. Results 74 consecutive COVID-19 patients (80.0 ± 12.6 yrs, 45.9% males) were included. Patients who died during hospitalization (27%) and those who were discharged alive (73%) were separately analyzed. Compared to patients discharged alive, those who died were significantly older, with higher comorbidity burden and greater prevalence of laboratory, radiographic and echographic signs of pulmonary and systemic congestion. Charlson comorbidity index (CCI) (OR 1.76, 95%CI 1.07-2.92), neutrophil-to-lymphocyte ratio (NLR) (OR 1.24, 95%CI 1.10-1.39) and absence of angiotensin-converting enzyme inhibitors (ACEI)/angiotensin II receptor blockers (ARBs) therapy (OR 0.01, 95%CI 0.00-0.22) independently predicted the primary endpoint. CCI ≥7 and NLR ≥9 were the best cut-off values for predicting mortality. The mortality risk for patients with CCI ≥7, NLR ≥9 and not in ACEI/ARBs therapy was high (86%); for patients with CCI <7, NLR ≥9, with (16.6%) or without (25%) ACEI/ARBs therapy was intermediate; for patients with CCI <7, NLR <9 and in ACEI/ARBs therapy was of 0%. Conclusions High comorbidity burden, high levels of NLR and the undertreatment with ACEI/ARBs were the main prognostic indicators of in-hospital mortality. The risk stratification of COVID-19 patients at hospital admission would help the clinicians to take care of the high-risk patients and reduce the mortality.
Collapse
Affiliation(s)
- Andrea Sonaglioni
- Division of Cardiology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) MultiMedica, Milan, Italy
| | - Michele Lombardo
- Division of Cardiology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) MultiMedica, Milan, Italy
| | - Adriana Albini
- European Institute of Oncology (IEO) Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy
- *Correspondence: Adriana Albini,
| | - Douglas M. Noonan
- Immunology and General Pathology Laboratory, Department of Biotechnology and Life Sciences, University of Insubria, Varese, Italy
- Unit of Molecular Pathology, Immunology and Biochemistry, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) MultiMedica, Milan, Italy
| | - Margherita Re
- Division of Internal Medicine, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) MultiMedica, Milan, Italy
| | - Roberto Cassandro
- Division of Pneumology, Semi Intensive Care Unit, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) MultiMedica, Milan, Italy
| | - Davide Elia
- Division of Pneumology, Semi Intensive Care Unit, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) MultiMedica, Milan, Italy
| | - Antonella Caminati
- Division of Pneumology, Semi Intensive Care Unit, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) MultiMedica, Milan, Italy
| | | | - Sergio Harari
- Division of Pneumology, Semi Intensive Care Unit, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) MultiMedica, Milan, Italy
- Department of Clinical Sciences and Community Health, Università Di Milano, Milan, Italy
| |
Collapse
|
4
|
Spatial Variability of COVID-19 Hospitalization in the Silesian Region, Poland. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19159007. [PMID: 35897378 PMCID: PMC9331287 DOI: 10.3390/ijerph19159007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 07/19/2022] [Accepted: 07/20/2022] [Indexed: 01/27/2023]
Abstract
Assessment of regional variation in the COVID-19 epidemic is an important task for the implementation of effective action in public health, especially in densely populated regions. In this descriptive study, the temporal and spatial variability of morbidity and in-hospital mortality of COVID-19 in the Silesian Voivodship (Poland) was analyzed. Secondary epidemiological data of hospitalized patients due to COVID-19 from 1 March to 31 December 2020 and from 1 January to 31 December 2021 were obtained from the regional registry of the Silesian Voivodship Office in Katowice. A year by year (2020 versus 2021) comparative analysis showed a similar course pattern of the COVID-19 pandemic in the Silesian Voivodeship; with the worst situation occurring in the colder months of the year. The percentage of in-hospital mortality remained at a high level, close to 20% during the second year of observation. The risk of death in patients hospitalized due to COVID-19 increased with the number of comorbidities. The highest number of patients was documented in densely inhabited regions with intensive population movement (Częstochowa and border counties). The epidemiological ‘map’ facilitates the generation of hypotheses needed for the explanation of the observed epidemic hazard in one of the most populated regions of Poland.
Collapse
|
5
|
González FJ, Miranda FA, Chávez SM, Gajardo AI, Hernández AR, Guiñez DV, Díaz GA, Sarmiento NV, Ihl FE, Cerda MA, Valencia CS, Cornejo RA. Clinical characteristics and in-hospital mortality of patients with COVID-19 in Chile: A prospective cohort study. Int J Clin Pract 2021; 75:e14919. [PMID: 34564929 PMCID: PMC8646285 DOI: 10.1111/ijcp.14919] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Revised: 09/08/2021] [Accepted: 09/23/2021] [Indexed: 01/08/2023] Open
Abstract
AIMS OF THIS STUDY To describe the Latin American population affected by COVID-19, and to determine relevant risk factors for in-hospital mortality. METHODS We prospectively registered relevant clinical, laboratory, and radiological data of adult patients with COVID-19, admitted within the first 100 days of the pandemic from a single teaching hospital in Santiago, Chile. The primary outcome was in-hospital mortality. Secondary outcomes included the need for respiratory support and pharmacological treatment, among others. We combined the chronic disease burden and the severity of illness at admission with predefined clinically relevant risk factors. Cox regression models were used to identify risk factors for in-hospital mortality. RESULTS We enrolled 395 adult patients, their median age was 61 years; 62.8% of patients were male and 40.1% had a Modified Charlson Comorbidity Index (MCCI) ≥5. Their median Sequential Organ Failure Assessment (SOFA) score was 3; 34.9% used a high-flow nasal cannula and 17.5% required invasive mechanical ventilation. The in-hospital mortality rate was 14.7%. In the multivariate analysis, were significant risk factors for in-hospital mortality: MCCI ≥5 (HR 4.39, P < .001), PaO2 /FiO2 ratio ≤200 (HR 1.92, P = .037), and advanced chronic respiratory disease (HR 3.24, P = .001); pre-specified combinations of these risk factors in four categories was associated with the outcome in a graded manner. CONCLUSIONS AND CLINICAL IMPLICATIONS The relationship between multiple prognostic factors has been scarcely reported in Latin American patients with COVID-19. By combining different clinically relevant risk factors, we can identify COVID-19 patients with high-, medium- and low-risk of in-hospital mortality.
Collapse
Affiliation(s)
- Francisco J. González
- Department of Internal MedicineUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Internal Medicine SectionUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
| | - Fabián A. Miranda
- Department of Internal MedicineUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Internal Medicine SectionUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Critical Care UnitUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
| | - Sebastián M. Chávez
- Department of Internal MedicineUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Internal Medicine SectionUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Critical Care UnitUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
| | - Abraham I. Gajardo
- Department of Internal MedicineUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Critical Care UnitUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
| | - Ariane R. Hernández
- Department of Internal MedicineUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Internal Medicine SectionUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Critical Care UnitUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
| | - Dannette V. Guiñez
- Department of Internal MedicineUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Internal Medicine SectionUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Critical Care UnitUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
| | - Gonzalo A. Díaz
- Department of Internal MedicineUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Internal Medicine SectionUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Critical Care UnitUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
| | - Natalia V. Sarmiento
- Department of Internal MedicineUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Internal Medicine SectionUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
| | - Fernando E. Ihl
- Department of Internal MedicineUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Internal Medicine SectionUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
| | - María A. Cerda
- Department of Internal MedicineUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Internal Medicine SectionUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Critical Care UnitUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
| | - Camila S. Valencia
- Department of Internal MedicineUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Internal Medicine SectionUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
| | - Rodrigo A. Cornejo
- Department of Internal MedicineUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
- Critical Care UnitUniversity of Chile Clinical HospitalUniversity of ChileSantiagoChile
| |
Collapse
|