In
epidemiology, a risk factor or determinant is a variable associated with an increased
risk
In simple terms, risk is the possibility of something bad happening. Risk involves uncertainty about the effects/implications of an activity with respect to something that humans value (such as health, well-being, wealth, property or the environme ...
of
disease
A disease is a particular abnormal condition that negatively affects the structure or function of all or part of an organism, and that is not immediately due to any external injury. Diseases are often known to be medical conditions that a ...
or
infection
An infection is the invasion of tissues by pathogens, their multiplication, and the reaction of host tissues to the infectious agent and the toxins they produce. An infectious disease, also known as a transmissible disease or communicable d ...
.
Due to a lack of harmonization across disciplines, determinant, in its more widely accepted
scientific meaning, is often used as a synonym. The main difference lies in the realm of practice: medicine (
clinical practice) versus
public health
Public health is "the science and art of preventing disease, prolonging life and promoting health through the organized efforts and informed choices of society, organizations, public and private, communities and individuals". Analyzing the det ...
. As an example from clinical practice, low ingestion of dietary sources of
vitamin C
Vitamin C (also known as ascorbic acid and ascorbate) is a water-soluble vitamin found in citrus and other fruits and vegetables, also sold as a dietary supplement and as a topical 'serum' ingredient to treat melasma (dark pigment spots) a ...
is a known risk factor for developing
scurvy. Specific to public
health policy, a determinant is a health risk that is general, abstract, related to inequalities, and difficult for an individual to control. For example, poverty is known to be a determinant of an individual's standard of
health
Health, according to the World Health Organization, is "a state of complete physical, mental and social well-being and not merely the absence of disease and infirmity".World Health Organization. (2006)''Constitution of the World Health Organiza ...
.
Correlation vs causation
Risk factors or determinants are
correlation
In statistics, correlation or dependence is any statistical relationship, whether causal or not, between two random variables or bivariate data. Although in the broadest sense, "correlation" may indicate any type of association, in statisti ...
al and not necessarily
causal, because
correlation does not prove causation. For example, being young cannot be said to cause
measles, but young people have a higher rate of measles because they are less likely to have developed
immunity during a previous epidemic.
Statistical methods are frequently used to assess the strength of an association and to provide causal evidence, for example in the
study of the link between smoking and
lung cancer
Lung cancer, also known as lung carcinoma (since about 98–99% of all lung cancers are carcinomas), is a malignant lung tumor characterized by uncontrolled cell growth in tissues of the lung. Lung carcinomas derive from transformed, malign ...
. Statistical analysis along with the biological sciences can establish that risk factors are causal. Some prefer the term risk factor to mean causal determinants of increased rates of disease, and for unproven links to be called possible risks, associations, etc.
When done thoughtfully and based on research, identification of risk factors can be a strategy for
medical screening
Screening, in medicine, is a strategy used to look for as-yet-unrecognised conditions or risk markers. This testing can be applied to individuals or to a whole population. The people tested may not exhibit any signs or symptoms of a disease, or ...
.
Terms of description
Mainly taken from
risk factors for breast cancer
Risk factors for breast cancer may be divided into preventable and non-preventable. Their study belongs in the field of epidemiology. Breast cancer, like other forms of cancer, can result from multiple environmental and hereditary risk factors. ...
, risk factors can be described in terms of, for example:
*
Relative risk, such as "A woman is more than 100 times more likely to develop breast cancer in her 60s than in her 20s."
* Fraction of
incidences occurring in the group having the property of or being exposed to the risk factor, such as "99% of breast cancer cases are diagnosed in women."
* Increase in incidence in the exposed group, such as "each daily alcoholic beverage increases the incidence of breast cancer by 11 cases per 1000 women."
*
Hazard ratio, such as "an increase in both total and invasive breast cancers in women randomized to receive estrogen and progestin for an average of 5 years, with a hazard ratio of 1.24 compared to controls."
Example
At a wedding, 74 people ate the chicken and 22 of them were ill, while of the 35 people who had the fish or vegetarian meal only 2 were ill. Did the chicken make the people ill?
:
So the
chicken
The chicken (''Gallus gallus domesticus'') is a domestication, domesticated junglefowl species, with attributes of wild species such as the grey junglefowl, grey and the Ceylon junglefowl that are originally from Southeastern Asia. Rooster ...
eaters' risk = 22/74 = 0.297
And non-chicken eaters' risk = 2/35 = 0.057.
Those who ate the chicken had a risk over five times as high as those who did not, that is, a relative risk of more than five. This suggests that eating chicken was the cause of the illness, but this is ''not'' proof.
This example of a risk factor is described in terms of the
relative risk it confers, which is evaluated by comparing the risk of those exposed to the potential risk factor to those not exposed.
General determinants
The probability of an outcome usually depends on an interplay between multiple associated variables. When performing
epidemiological studies to evaluate one or more determinants for a specific outcome, the other determinants may act as
confounding
In statistics, a confounder (also confounding variable, confounding factor, extraneous determinant or lurking variable) is a variable that influences both the dependent variable and independent variable, causing a spurious association. Con ...
factors, and need to be controlled for, e.g. by
stratification. The potentially confounding determinants varies with what outcome is studied, but the following general confounders are common to most epidemiological associations, and are the determinants most commonly controlled for in epidemiological studies:
* Age (0 to 1.5 years for infants, 1.5 to 6 years for young children, etc.)
* Sex or gender (Male or female)
* Ethnicity (Based on race)
Other less commonly adjusted for possible confounders include:
* Social status/income
* Geographic location
* Genetic predisposition
* Gender identity
* Occupation
*
Overwork
* Sexual orientation
* Level of
chronic stress
* Diet
* Level of
physical exercise
Exercise is a body activity that enhances or maintains physical fitness and overall health and wellness.
It is performed for various reasons, to aid growth and improve strength, develop muscles and the cardiovascular system, hone athletic ...
* Alcohol consumption and
tobacco smoking
Tobacco smoking is the practice of burning tobacco and ingesting the resulting smoke. The smoke may be inhaled, as is done with cigarettes, or simply released from the mouth, as is generally done with pipes and cigars. The practice is belie ...
* Other
social determinants of health
Risk marker
A ''risk marker'' is a variable that is quantitatively associated with a disease or other outcome, but direct alteration of the risk marker does not necessarily alter the risk of the outcome. For example, driving-while-intoxicated (DWI) history is a risk marker for pilots as epidemiologic studies indicate that pilots with a DWI history are significantly more likely than their counterparts without a DWI history to be involved in aviation crashes.
History
The term "risk factor" was coined by former
Framingham Heart Study Director, Dr.
William B. Kannel in a 1961 article in ''
Annals of Internal Medicine
''Annals of Internal Medicine'' is an academic medical journal published by the American College of Physicians (ACP). It is one of the most widely cited and influential specialty medical journals in the world. ''Annals'' publishes content relevan ...
''.
See also
*
Protective factor
*
High-risk people
*
Health risk assessment
References
Further reading
* Case, S.P. and Haines, K.R. (2009) Understanding Youth Offending: Risk Factor Research, Policy and Practice. Cullompton: Willan.
Willan Publishing - Understanding Youth Offending
{{DEFAULTSORT:Risk Factor
Medical statistics