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1.
PLoS One ; 18(5): e0283469, 2023.
Article in English | MEDLINE | ID: mdl-37205683

ABSTRACT

COVID-19 pandemic has put the protocols and the capacity of our Hospitals to the test. The management of severe patients admitted to the Intensive Care Units has been a challenge for all health systems. To assist in this challenge, various models have been proposed to predict mortality and severity, however, there is no clear consensus for their use. In this work, we took advantage of data obtained from routine blood tests performed on all individuals on the first day of hospitalization. These data has been obtained by standardized cost-effective technique available in all the hospitals. We have analyzed the results of 1082 patients with COVID19 and using artificial intelligence we have generated a predictive model based on data from the first days of admission that predicts the risk of developing severe disease with an AUC = 0.78 and an F1-score = 0.69. Our results show the importance of immature granulocytes and their ratio with Lymphocytes in the disease and present an algorithm based on 5 parameters to identify a severe course. This work highlights the importance of studying routine analytical variables in the early stages of hospital admission and the benefits of applying AI to identify patients who may develop severe disease.


Subject(s)
COVID-19 , Humans , Artificial Intelligence , Pandemics , ROC Curve , Hospitalization , Retrospective Studies
2.
PLoS One ; 16(4): e0249494, 2021.
Article in English | MEDLINE | ID: mdl-33826662

ABSTRACT

ABO blood groups have recently been related to COVID19 infection. In the present work, we performed this analysis using data from 412 COVID19 patients and 17796 blood donors, all of them from Gipuzkoa, a region in Northern Spain. The results obtained confirmed this relation, in addition to showing a clear importance of group O as a protective factor in COVID19 disease, with an OR = 0.59 (CI95% 0.481-0.7177, p<0.0001) while A, B and AB are risk factors. ABO blood groups are slightly differently distributed in the populations and therefore these results should be replicated in the specific areas with a proper control population.


Subject(s)
ABO Blood-Group System , Blood Donors/classification , COVID-19/epidemiology , Aged , COVID-19/blood , COVID-19/prevention & control , Humans , Middle Aged , Protective Factors , Spain/ethnology
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