Assessing Risk for Severe COVID-19 Treatment
New risk score helps identify patients needing advanced COVID-19 care.
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Table of Contents
The COVID-19 pandemic has had a significant impact globally, leading to millions of deaths. While many people experience mild symptoms, a notable number develop serious complications that require advanced medical care. One treatment that has been beneficial for those with severe COVID-19 is high-flow nasal cannula (HFNC). This device provides high levels of oxygen, helping alleviate symptoms of serious breathing complications.
In Japan, the pandemic stressed the healthcare system. This made it essential to identify which patients were at risk of developing severe COVID-19 and might need HFNC treatment. In this study, we looked at patients hospitalized for COVID-19 to find out what factors could indicate the need for HFNC.
Study Overview
Our study focused on adult patients diagnosed with COVID-19 who were treated at a specific medical center in Japan during the Alpha, Beta, and Delta surges of the virus. By reviewing medical records, we aimed to identify characteristics of patients at higher risk of needing HFNC.
Participants and Methods
We conducted a thorough review of patients aged 18 years and older who were admitted to the hospital with COVID-19. The study included patients from April 2020 to August 2021, which covered several waves of infections in Japan.
Primary Focus and Data Collection
Our main goal was to identify patients who experienced severe respiratory illness after being admitted. This included those who needed high levels of oxygen or mechanical ventilation. We confirmed COVID-19 diagnoses using tests from throat and nose swabs. Data was collected from hospital records over a specific period.
Sample Size
We calculated that we needed 44 patients to ensure our findings would be meaningful. In total, 152 patients were admitted during our study period, providing us with a robust sample size. After excluding some patients who already showed severe symptoms upon admission, we ended up with 148 individuals for analysis.
Patient Information
The patients in our study had a median age of 58.5 years, with a mix of genders. Many had at least one other health condition, such as diabetes or heart disease. Out of the 148 patients, some required high-flow oxygen and a few experienced severe complications, including death.
Predictive Factors
We looked at 19 different factors that might help predict who would need HFNC. These included patient characteristics, medical history, physical details, lab results, and treatments received before admission.
Important Findings
We found that two significant factors stood out: oxygen saturation levels (SpO2) and the level of a substance called interleukin-6 (IL-6). Lower oxygen levels and higher IL-6 were linked to a greater risk of severe illness.
Risk Score Development
Using our findings, we created a simple risk score called the IBC-S score. It uses the levels of IL-6 and oxygen saturation measured at the time of admission to help assess the risk of developing severe respiratory problems. The IBC-S score ranges from 0 to 3, with higher scores indicating a greater risk.
Performance of the Risk Score
The IBC-S score showed strong results in predicting which patients would need HFNC. For example, a score of less than 1 indicated a high chance of a patient recovering without severe complications, while a score above 3 suggested a high risk of critical illness.
Importance of Early Identification
Identifying patients who may need HFNC treatment early on is vital for effective resource allocation in hospitals. The IBC-S score, which is straightforward to use, can help healthcare providers make quick decisions about patient care.
Practical Use in Healthcare Settings
The IBC-S score is designed to be simple enough for use in primary care settings. It only requires a few basic assessments, making it accessible for healthcare workers without extensive resources. This simplicity is especially useful in situations where advanced testing or imaging might not be available.
Understanding the Factors
Oxygen levels and IL-6 levels are important indicators of COVID-19 severity. Low oxygen saturation can signal that a patient is struggling to breathe, while high IL-6 levels suggest a severe inflammatory response. These measures can help identify patients who need more immediate care or specialized treatment.
Limitations of the Study
While our findings are promising, there are limitations to consider. The IBC-S score has not yet been tested in other groups, so further research is needed to confirm its effectiveness. Additionally, this study did not include patients infected with the Omicron variant, which has different characteristics from earlier strains.
Conclusion
The IBC-S score provides a useful tool for healthcare providers in assessing the risk of critical respiratory illness in COVID-19 patients. By evaluating IL-6 and oxygen saturation levels, medical staff can more effectively identify individuals needing immediate care. As the pandemic continues, simplifying risk assessment methods will be essential for keeping patient care efficient and effective.
By focusing on these basic measures, we can ensure that hospitals are prepared to respond to patients with severe COVID-19, making the best use of available resources. Future studies should include diverse patient groups, including those with different variants and vaccination statuses, to gather more comprehensive data on COVID-19 treatment strategies.
Title: A risk stratification model for high-flow nasal cannula use in patients with coronavirus disease 2019 in Japan: a single-center retrospective observational cohort study
Abstract: BackgroundThe coronavirus disease 2019 (COVID-19) pandemic has put a strain on the healthcare system, and sudden changes in disease status during home treatment have become a serious issue. Therefore, prediction of disease severity and allocation of sufficient medical resources, including high-flow nasal cannula (HFNC), to patients in need are important. We aimed to determine risk factors for the need of HFNC use in COVID-19. MethodsThis was a single-center retrospective observational cohort study including all eligible hospitalized adult patients aged [≥]18 years diagnosed with COVID-19 between April 14, 2020 and August 5, 2021 who were treated in the study hospital. The primary outcome was critical respiratory illness meeting one of the following criteria: oxygenation flow rate [≥] 10 L/min, high-flow oxygenation, noninvasive ventilation, invasive ventilation, and death. Nineteen potential predictive variables, including patient characteristics at hospital admission, were screened using least absolute shrinkage and selection operator and logistic regression to construct a predictive risk score. Accuracy of the risk score was determined using area under the receiver operating characteristic curve. ResultsThe study cohort included 148 patients. The rate of critical respiratory illness was 22.9% (all patients needed high-flow device support). Among the 19 potential variables, percutaneous oxygen saturation (SpO2)
Authors: Ibuki Kurihara, H. Sugawara
Last Update: 2023-08-21 00:00:00
Language: English
Source URL: https://www.medrxiv.org/content/10.1101/2023.08.20.23294344
Source PDF: https://www.medrxiv.org/content/10.1101/2023.08.20.23294344.full.pdf
Licence: https://creativecommons.org/licenses/by/4.0/
Changes: This summary was created with assistance from AI and may have inaccuracies. For accurate information, please refer to the original source documents linked here.
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