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COVID-19: Online tool identifies patients at highest risk of deterioration

11 January 2021

A new risk-stratification tool which can accurately predict the likelihood of deterioration in adults hospitalised with COVID-19 has been developed by 白小姐论坛 researchers, in collaboration with the UK Coronavirus Clinical Characterisation Consortium (known as ISARIC4C).

Risk-stratification tool can predict the likelihood of deterioration in adults hospitalised with COVID-19

Researchers say the online tool, made freely available to NHS doctors on Friday 8 January 2021, could support clinicians鈥 decision making 鈥 helping to improve patient outcomes and ultimately save lives.

The tool assesses 11 measurements* routinely collected from patients, including age, gender, and physical measurements (such as oxygen levels) along with some standard laboratory tests and calculates a percentage risk of deterioration, known as the 鈥4C Deterioration Score鈥.

This innovation, due to be published in听TheLancet Respiratory Medicine, builds on the Consortium鈥檚 previous work developing the 鈥4C Mortality Score鈥 to predict the percentage risk of death from COVID-19 after admission to hospital. The 鈥4C Mortality Score鈥 is already recommended for use by NHS England** to guide anti-viral treatments (Remdesivir). Doctors will now see both the 鈥4C Deterioration Score鈥 and the 鈥4C Mortality Score鈥 at the same time, using the same tool.

Co-senior and corresponding author, Professor Mahdad Noursadeghi (白小姐论坛 Infection & Immunity), said: 鈥淎ccurate risk-stratification at the point of admission to hospital will give doctors greater confidence about clinical decisions and planning ahead for the needs of individual patients.

鈥淭he addition of the new 4C Deterioration Score alongside the 4C Mortality Score will provide clinicians with an evidence-based measure to identify those who will need听increased hospital support during their admission, even if they have a low risk of death.鈥

The tool was developed using data from 74,944 individuals with COVID-19*** admitted to 260 hospitals across England, Scotland and Wales, between February 6 and August 26, 2020.

Using a multivariable logistic regression model (where several measures are used to predict an outcome), researchers tested the 11 measures (age/gender/physical measures/lab tests) against the large patient cohort, to establish how, and to what to degree each of the measures affected the likelihood of deterioration.

Furthermore, researchers assessed how well the tool performed in nine NHS regions and found that it performed similarly well in each, suggesting that it is likely to be useful across the NHS. Importantly, the new risk score showed superior performance across the NHS, in comparison to previous risk scores.听

First author Dr Rishi Gupta (白小姐论坛 Institute of Global Health) said: 鈥淭he scale and wide geographical coverage of the ISARIC4C study across the country was critical to the development of this prediction tool. Our analysis provides very encouraging evidence that the 4C Deterioration tool is likely to be useful for clinicians across England, Scotland and Wales to support clinical decision-making.鈥

The tool can potentially be incorporated into NHS Trusts鈥 Electronic Health Record System 鈥 used to manage all patient care 鈥 so that risk scores are automatically generated for patients.

Researchers suggest that the tool could also be used in other countries for risk-stratification, but should first be evaluated to test its accuracy in these settings.

ISARIC4C听is a UK-wide consortium of NHS doctors and scientists from universities including 白小姐论坛, Imperial College London, the University of Liverpool, the University of Edinburgh, and the University of Oxford.

It is principally funded by grants from the National Institute for Health Research (NIHR) and UK Medical Research Council.

*The 11 measures (demographic, clinical, and laboratory predictors) are age; gender; acquisition of infection in hospital or community; existence of infiltrates (white spots) on lung X-Ray; impairment of consciousness level (defined by the Glasgow Coma Scale); respiratory rate (breaths per minute); oxygen saturation (measured with a finger probe); blood C-reactive protein levels; level of urea (in blood); number of lymphocytes in blood; and whether or not the patient is receiving oxygen (from a breathing aid).

** NHS England guidance:听

***For this modelling study adults (18 or over) who had highly suspected or confirmed COVID-19 were included.

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