Racial biases in medical decision-making tools
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Race adjustment, also known as race-correction, is the calculating of a result which takes into account race. It is commonly used in medical algorithms in several specialties, including
cardiology Cardiology () is a branch of medicine that deals with disorders of the heart and the cardiovascular system. The field includes medical diagnosis and treatment of congenital heart defects, coronary artery disease, heart failure, valvular h ...
, nephrology,
urology Urology (from Greek οὖρον ''ouron'' "urine" and '' -logia'' "study of"), also known as genitourinary surgery, is the branch of medicine that focuses on surgical and medical diseases of the urinary-tract system and the reproductive org ...
, obstetrics,
endocrinology Endocrinology (from '' endocrine'' + '' -ology'') is a branch of biology and medicine dealing with the endocrine system, its diseases, and its specific secretions known as hormones. It is also concerned with the integration of developmental event ...
,
oncology Oncology is a branch of medicine that deals with the study, treatment, diagnosis and prevention of cancer. A medical professional who practices oncology is an ''oncologist''. The name's etymological origin is the Greek word ὄγκος ('' ...
and
respiratory medicine Pulmonology (, , from Latin ''pulmō, -ōnis'' "lung" and the Greek suffix "study of"), pneumology (, built on Greek πνεύμων "lung") or pneumonology () is a medical specialty that deals with diseases involving the respiratory tract. ...
. Examples include the eGFR to assess
kidney function Assessment of kidney function occurs in different ways, using the presence of symptoms and signs, as well as measurements using urine tests, blood tests, and medical imaging. Functions of a healthy kidney include maintaining a person's fluid ...
, the STONE score for the prediction of
kidney stones Kidney stone disease, also known as nephrolithiasis or urolithiasis, is a crystallopathy where a calculus (medicine), solid piece of material (kidney stone) develops in the urinary tract. Kidney stones typically form in the kidney and leave the ...
, the FRAX tool, to evaluate the 10-year probability of bone fracture risk, and
lung function tests Pulmonary function testing (PFT) is a complete evaluation of the respiratory system including patient history, physical examinations, and tests of pulmonary function. The primary purpose of pulmonary function testing is to identify the severity ...
, to identify the severity of
lung disease The lungs are the primary organs of the respiratory system in humans and most other animals, including some snails and a small number of fish. In mammals and most other vertebrates, two lungs are located near the backbone on either side ...
.


Types and medical uses

Adjustments for race are commonly used in several medical specialties, including
cardiology Cardiology () is a branch of medicine that deals with disorders of the heart and the cardiovascular system. The field includes medical diagnosis and treatment of congenital heart defects, coronary artery disease, heart failure, valvular h ...
, nephrology,
urology Urology (from Greek οὖρον ''ouron'' "urine" and '' -logia'' "study of"), also known as genitourinary surgery, is the branch of medicine that focuses on surgical and medical diseases of the urinary-tract system and the reproductive org ...
, obstetrics,
endocrinology Endocrinology (from '' endocrine'' + '' -ology'') is a branch of biology and medicine dealing with the endocrine system, its diseases, and its specific secretions known as hormones. It is also concerned with the integration of developmental event ...
,
oncology Oncology is a branch of medicine that deals with the study, treatment, diagnosis and prevention of cancer. A medical professional who practices oncology is an ''oncologist''. The name's etymological origin is the Greek word ὄγκος ('' ...
and
respiratory medicine Pulmonology (, , from Latin ''pulmō, -ōnis'' "lung" and the Greek suffix "study of"), pneumology (, built on Greek πνεύμων "lung") or pneumonology () is a medical specialty that deals with diseases involving the respiratory tract. ...
. Examples include the eGFR to assess kidney function, the STONE score for the prediction of
kidney stones Kidney stone disease, also known as nephrolithiasis or urolithiasis, is a crystallopathy where a calculus (medicine), solid piece of material (kidney stone) develops in the urinary tract. Kidney stones typically form in the kidney and leave the ...
, the FRAX tool, to evaluate the 10-year probability of bone fracture risk, and
lung function tests Pulmonary function testing (PFT) is a complete evaluation of the respiratory system including patient history, physical examinations, and tests of pulmonary function. The primary purpose of pulmonary function testing is to identify the severity ...
, to identify the severity of lung disease.


Nephrology

The
estimated glomerular filtration rate Renal functions include maintaining an acid–base balance; regulating fluid balance; regulating sodium, potassium, and other electrolytes; clearance (medicine), clearing toxins; absorption of glucose, amino acids, and other small molecules; reg ...
(eGFR) is a measure of kidney function. Adding a race adjustment to kidney algorithms results in higher eGFR values in people identified as black. Reasons for this vary, but it is thought to partially stem from the notion that Black persons are more muscular. This idea has come under greater scrutiny, with certain institutions choosing to deviate from the race-adjusted model as a result. Kidney transplants also have racial implications, both direct and indirect. The Kidney Donor Risk Index (KDRI), the United States' official kidney allocation index, was developed in 2014. Race is among the factors used to predict the success of a kidney graft, with Black donors' kidneys often thought to perform worse than kidneys from other donors. Being Black results in a demarcation as a less preferable donor by the KDRI. This creates a snowball effect, with less kidneys from Black donors in the system. In turn, Black people in need of kidney donations are affected. Black people already face longer wait times than people of other races in need of kidney transplants. Black people are more likely to receive a kidney transplant from a Black donor, according to recent studies. This lack of resources can exacerbate the already lengthy wait times. In recent years, some professionals have called attention to these disparities, advocating to replace "the vagaries associated with inclusion of a variable termed 'race'."


Obstetrics

In the United States, African American and Hispanic women continue to have higher rates of
cesarean section Caesarean section, also known as C-section or caesarean delivery, is the surgical procedure by which one or more babies are delivered through an incision in the mother's abdomen, often performed because vaginal delivery would put the baby or ...
than do white women in the US. Medical decision making formulas such as the Vaginal Birth after Cesarean (VBAC) algorithm have been found to contribute to such disparities for women of color. The VBAC is used to estimate success rates for vaginal birth among expectant mothers with histories of previous cesarean delivery and is used by clinicians to counsel whether to offer trials of labor or repeat cesarean section. There are two race-based correction factors incorporated in the formula, one for African American women and one for Hispanic women. These factors are subtracted from the likelihood of having a successful vaginal birth after Cesarean and thus inherently predict a lower risk of vaginal birth success for African American and Hispanic individuals. These lower estimates may discourage health providers from offering trials of vaginal labor to expectant women of color, although the health benefits of vaginal birth (lower rates of surgical complication, faster recovery, fewer complication in later pregnancies) have been well documented. These race/ethnicity associations have been challenged by health providers since they have not been thoroughly supported by biology and are concerning as black women have higher rates of maternal mortality.


Pulmonology

Spirometers are devices that measure lung volume and airflow. They are used for the diagnosis and monitoring of several respiratory diseases such as asthma and chronic obstructive pulmonary disease (COPD). In the United States, spirometers use "correction factors" for individuals labelled as Black (10-15%) or Asian (4-6%). There have been several concerns about equity in these lung function formulas including the misdiagnosis of disease severity in asthma and COPD. Recent interest in investigating the basis for why these correction factors came to be spawned a systematic review of 226 articles published between 1922 and 2008 that found that less than one in five studies defined race and that researchers frequently assumed inherent or genetic differences. Supporters of using race adjustment in lung function argue that despite its imperfections, correcting for race results in a more precise calculation of lung function and that not including the adjustment may result in misdiagnosis.


History

Racially-biased discourse was pervasive in the development of Western medical thought.
Carl Linnaeus Carl Linnaeus (; 23 May 1707 – 10 January 1778), also known after his Nobility#Ennoblement, ennoblement in 1761 as Carl von Linné#Blunt, Blunt (2004), p. 171. (), was a Swedish botanist, zoologist, taxonomist, and physician who formalise ...
, a Swedish physician, labeled five varieties of the human species by their physiognomic characteristics. He included characteristics such as hair type and skin thickness, but also relative characteristics relating to greed, honor, and laziness. Charles White. an English physician and surgeon, further believed that different races were aligned on a "
Great Chain of Being The great chain of being is a hierarchical structure of all matter and life, thought by medieval Christianity to have been decreed by God. The chain begins with God and descends through angels, humans, animals and plants to minerals. The great ...
". His beliefs espoused different origins for different races, claiming that white and black people were different species entirely. While others, such as French naturalist Georges-Louis Leclerc and German anatomist
Johann Blumenbach Johann Friedrich Blumenbach (11 May 1752 – 22 January 1840) was a German physician, naturalist, physiologist, and anthropologist. He is considered to be a main founder of zoology and anthropology as comparative, scientific disciplines. He wa ...
believed all races came from a single origin point, but that the races degenerated over time to form distinct differences based on environmental factors. Others like Thomas Jefferson believed that there was obvious racial inferiority between white and Black persons, calling on science to explore it further. While
Charles Darwin Charles Robert Darwin ( ; 12 February 1809 – 19 April 1882) was an English naturalist, geologist, and biologist, widely known for his contributions to evolutionary biology. His proposition that all species of life have descended ...
believed in the basic equality of the human species, his ideas were adapted by social theorists like Francis Galton who coined the term eugenics in his book '' Inquiries into Human Faculty and Its Development'' published in 1883.


Influence of slavery and eugenics on medical practices

Perceived differences in race were used to justify slavery in the United States and these beliefs impacted medical treatment and experimentation on Black persons in the United States. Medical treatment of Black persons in the United States came into specific focus after 1808, after a federal ban on slave imports was implemented. Physicians such as J Marion Sims started to focus on the existing Black population, attempting to observe and use Black slaves for medical reasons. Some of these treatments and experiments were for the broader medical community, others were to increase birth rates and therefore domestic slave populations. Sims, for instance, the father of modern gynecology, performed surgery on twelve women in the 1840s from his backyard in Montgomery, Alabama.Kapsalis, Terri (2002). "Mastering the Female Pelvis: Race and the Tools of Reproduction". In Wallace-Sanders, Kimberly (ed.).
Skin Deep, Spirit Strong: The Black Female Body in American Culture
' (PDF). Ann Arbor, MI: University of Michigan Press. pp. 263–300. .
All of the women were enslaved. As modern medical science grew, it developed in conjunction with notions of racism, derived from both experiments and societal sentiments. These factors embedded a sense of racial difference and inequity that persists today. In the modern United States, for instance, Black women are sometimes three to four times more likely to die from issues during pregnancy compared to white women. Experimentation was widespread among medical students and professionals alike. In the 19th century, many American medical schools used Black bodies stolen through grave robbing for dissection and medical experimentation. This thought process of viewing Black bodies and persons, alive or dead, as an "other", ripe for experimentation, persisted well into the Jim Crow era. For instance, the Tuskegee Experiment, initiated in 1932 and ending in 1972, infected Black men with syphilis against their knowledge, leading to over 100 deaths. This experimentation went hand in hand with a legacy of colonialism. Colonies served as ample testing grounds for medical advancements by European and North American medical professionals. Honor Smith, a British physician at Oxford University, was jovial about the opportunity to test on colonial populations; in 1955, he stated, " is the almost unlimited field that Africa offers for clinical research that I find so enthralling…problems of the first interest abound, ndclinical material is unlimited." These experiments coincided with developments in anthropology and theory around race, with many prevalent thinkers of the time believing there to be distinct differences, even distinct origins between different races. After World War II, scientific racism and eugenics began to be dismissed at large by the scientific community. While certain experiments and explicitly eugenicist thought continued, many of the theories surrounding racial difference and eugenic superiority were discredited and pushed out of the mainstream. Certain medical practices such as equations and decision-making tools continued with these biases in mind. As the internet developed, diagnostic tools were often based on decision-making tools embedded with a perceived racial difference. In the 21st century, these tools and methods have come under more scrutiny.


Society, culture and research

As understanding of race and ethnicity has evolved, advocates for change, such as Lundy Braun, have questioned the assumptions that some medical decision-making tools and formulas are based upon. These formulas have been documented to result in the denial of certain resources and treatment options to people identified as black. However, Neil R. Powe, professor of medicine and researcher in
health disparities Health equity arises from access to the social determinants of health, specifically from wealth, power and prestige. Individuals who have consistently been deprived of these three determinants are significantly disadvantaged from health inequiti ...
and co-author on a study of the implications of omitting the race adjustment in eGFR calculations, highlights the risks in leaving it out. In recent years, students, petitions and social media campaigns have recently been at the forefront for driving medical institutions to change the way they utilize certain clinical decision-making tools such as eGFR calculations. In 2017, Beth Israel Medical Centre eliminated the race factor in calculating kidney function. In May 2020, through medical student advocacy to their administration, the University of Washington transitioned to a new eGFR calculation that excludes race as a variable.


See also

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Race and health Race and health refers to how being identified with a specific race influences health. Race is a complex concept that has changed across chronological eras and depends on both self-identification and social recognition. In the study of race and ...
*
Race and health in the United States Research shows many health disparities among different racial and ethnic groups in the United States. Different outcomes in mental and physical health exist between all census-recognized racial groups, but these differences stem from different h ...


References

{{reflist Health care quality History of medicine Social problems in medicine