Pandemic Severity Assessment Framework
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The Pandemic Severity Assessment Framework (PSAF) is an evaluation framework which uses quadrants to evaluate both the transmissibility and clinical severity of a
pandemic A pandemic () is an epidemic of an infectious disease that has spread across a large region, for instance multiple continents or worldwide, affecting a substantial number of individuals. A widespread endemic (epidemiology), endemic disease wi ...
and to combine these into an overall impact estimate. Clinical severity is calculated via multiple measures including
case fatality rate In epidemiology, case fatality rate (CFR) – or sometimes more accurately case-fatality risk – is the proportion of people diagnosed with a certain disease, who end up dying of it. Unlike a disease's mortality rate, the CFR does not take int ...
, case-
hospitalization A hospital is a health care institution providing patient treatment with specialized Medical Science, health science and auxiliary healthcare staff and medical equipment. The best-known type of hospital is the general hospital, which typically ...
ratios, and deaths-hospitalizations ratios, while viral transmissibility is measured via available data among secondary household attack rates, school attack rates, workplace attack rates, community attack rates, rates of emergency department and outpatient visits for
influenza-like illness Influenza-like illness (ILI), also known as flu-like syndrome or flu-like symptoms, is a medical diagnosis of possible influenza or other illness causing a set of common symptoms. These include fever, shivering, chills, malaise, dry cough, lo ...
. The PSAF superseded the 2007 linear Pandemic Severity Index (PSI), which assumed 30% spread and measured
case fatality rate In epidemiology, case fatality rate (CFR) – or sometimes more accurately case-fatality risk – is the proportion of people diagnosed with a certain disease, who end up dying of it. Unlike a disease's mortality rate, the CFR does not take int ...
(CFR) to assess the severity and evolution of the pandemic. The United States
Centers for Disease Control and Prevention The Centers for Disease Control and Prevention (CDC) is the national public health agency of the United States. It is a United States federal agency, under the Department of Health and Human Services, and is headquartered in Atlanta, Georgi ...
(CDC) adopted the PSAF as its official pandemic severity assessment tool in 2014, and it was the official pandemic severity assessment tool listed in the CDC's National Pandemic Strategy at the time of the COVID-19 pandemic.


Measures used in the framework

Historically, measures of pandemic severity were based on the case fatality rate. However, the case fatality rate might not be an adequate measure of pandemic severity during a pandemic response because: * Deaths may lag several weeks behind cases, making the case fatality rate an underestimate * The total number of cases may not be known, making the case fatality rate an overestimate * A single case fatality rate for the entire population may obscure the effect on vulnerable sub-populations, such as children, the elderly, those with chronic conditions, and members of certain racial and ethnic minorities * Fatalities alone may not account for the full effects of the pandemic, such as absenteeism or demand on healthcare services To account for the limitations of measuring the case fatality rate alone, the PSAF rates severity of a disease outbreak on two dimensions: clinical severity of illness in infected persons; and the transmissibility of the infection in the population. Each dimension can be measured using more than one measure, which are scaled to facilitate comparison. Having multiple measures for each dimension offers flexibility to choose a measure that is readily available, accurate, and representative of the impact of the pandemic. It also allows comparison across measures for a more complete understanding of the severity. The framework gives commentary on the strengths and limitations of various measures of clinical severity and transmissibility as well as guidelines for scaling them. It also provides examples of assessing past pandemics using the framework.


Measures of transmissibility

The original documentation for the PSAF includes the following as potential measures of transmissibility: *
Basic reproduction number In epidemiology, the basic reproduction number, or basic reproductive number (sometimes called basic reproduction ratio or basic reproductive rate), denoted R_0 (pronounced ''R nought'' or ''R zero''), of an infection is the expected number of ...
''R''0 and serial interval * Estimated
attack rate In epidemiology, the attack rate is the proportion of an at-risk population that contracts the disease during a specified time interval. It is used in hypothetical predictions and during actual outbreaks of disease. An at-risk population is defined ...
(community, household, school, workplace) * Medically-attended outpatient
influenza-like illness Influenza-like illness (ILI), also known as flu-like syndrome or flu-like symptoms, is a medical diagnosis of possible influenza or other illness causing a set of common symptoms. These include fever, shivering, chills, malaise, dry cough, lo ...
visits * Underlying
population immunity Herd immunity (also called herd effect, community immunity, population immunity, or mass immunity) is a form of indirect protection that applies only to contagious diseases. It occurs when a sufficient percentage of a population has become imm ...
*
Genetic marker A genetic marker is a gene or DNA sequence with a known location on a chromosome that can be used to identify individuals or species. It can be described as a variation (which may arise due to mutation or alteration in the genomic loci) that can be ...
s of transmissibility * Animal transmission experiments * School/workplace
absenteeism Absenteeism is a habitual pattern of absence from a duty or obligation without good reason. Generally, absenteeism is unplanned absences. Absenteeism has been viewed as an indicator of poor individual performance, as well as a breach of an implici ...
, including healthcare workers


Measures of clinical severity

The original documentation for the PSAF includes the following as potential measures of clinical severity: *
Case fatality rate In epidemiology, case fatality rate (CFR) – or sometimes more accurately case-fatality risk – is the proportion of people diagnosed with a certain disease, who end up dying of it. Unlike a disease's mortality rate, the CFR does not take int ...
and case
hospitalization A hospital is a health care institution providing patient treatment with specialized Medical Science, health science and auxiliary healthcare staff and medical equipment. The best-known type of hospital is the general hospital, which typically ...
rate * Ratio of deaths to hospitalizations * Genetic markers of
virulence Virulence is a pathogen's or microorganism's ability to cause damage to a host. In most, especially in animal systems, virulence refers to the degree of damage caused by a microbe to its host. The pathogenicity of an organism—its ability to ca ...
* Animal immunopathologic experiments * Percent of
emergency department An emergency department (ED), also known as an accident and emergency department (A&E), emergency room (ER), emergency ward (EW) or casualty department, is a medical treatment facility specializing in emergency medicine, the acute care of pati ...
visits that resulted in hospitalization * Percent of hospitalizations admitted to
intensive care unit 220px, Intensive care unit An intensive care unit (ICU), also known as an intensive therapy unit or intensive treatment unit (ITU) or critical care unit (CCU), is a special department of a hospital or health care facility that provides intensiv ...
* Rate of hospitalization *
Excess deaths In epidemiology, mortality displacement is the occurrence of deaths at an earlier time than they would have otherwise occurred, meaning the deaths are ''displaced'' from the future into the present. The displacement may be described as the resul ...


Severity of past pandemics using the Pandemic Severity Assessment Framework

The original developers of the PSAF provided a model for the number of hypothetical deaths in the United States 2010 population of an influenza pandemic using the PSAF. While the axes of the PSAF are scaled measures of transmissibility and clinical severity, this model uses the case-fatality ratio instead of the scaled measure of clinical severity and the cumulative incidence of infection instead of the scaled measure of transmissibility.


Influenza severity

During its development, the PSAF was applied to past influenza pandemics and epidemics, resulting in the following assessments:


COVID-19 pandemic severity

A team of Brazilian researchers preliminarily assessed the severity of the
COVID-19 pandemic The COVID-19 pandemic, also known as the coronavirus pandemic, is an ongoing global pandemic of coronavirus disease 2019 (COVID-19) caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). The novel virus was first identif ...
using the PSAF in April 2020 based on Chinese data through 11 February 2020. In their preliminary assessment, they rate COVID-19's scaled transmissibility at 5 and its scaled clinical severity at 4 to 7, placing the COVID-19 pandemic in the "very high severity" quadrant. This preliminary assessment ranks the COVID-19 pandemic as the most severe pandemic since the 1918 influenza pandemic. While the CDC has not published a PSAF rating for the COVID-19 pandemic, they maintain best estimates of some of the relevant transmissibility and clinical severity measures for scenario planning.


SARS-CoV-2 variants

Different
variants of SARS-CoV-2 There are many variants of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the virus that causes coronavirus disease 2019 (COVID-19). Some are believed, or have been stated, to be of particular importance due to their potential ...
can have unique transmissibility and clinical severity. Multiple variants have been determined to have higher transmissibility and severity than the original strain.


See also

*
COVID-19 pandemic in the United States The COVID-19 pandemic in the United States is a part of the COVID-19 pandemic, worldwide pandemic of COVID-19, coronavirus disease 2019 (COVID-19) caused by SARS-CoV-2, severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). In the Uni ...
*
Early Warning and Response System The Early Warning and Response System (EWRS) for communicable diseases in the European Union was created by the European Commission to "ensure a rapid and effective response by the EU to events (including emergencies) related to communicable dis ...
*
Influenza pandemic An influenza pandemic is an epidemic of an influenza virus that spreads across a large region (either multiple continents or worldwide) and infects a large proportion of the population. There have been six major influenza epidemics in the last ...
* Pandemic Severity Index *
WHO pandemic phases An influenza pandemic is an epidemic of an influenza virus that spreads across a large region (either multiple continents or worldwide) and infects a large proportion of the population. There have been Influenza pandemic#Influenza pandemics, si ...


References

{{COVID-19 pandemic Medical assessment and evaluation instruments Centers for Disease Control and Prevention Epidemics International medical and health organizations Influenza pandemics Public health