Biased tech could determine who gets life saving therapy

Research uncovers racial bias in oxygen readings during the pandemic, even amongst patients needing ECMO.

9:31 AM

Author | Kelly Malcom

hand and fingers with pulse device oxygen on it
Getty Images

Until her clinical rotation in the earliest months of the COVID-19 pandemic, Valeria Valbuena, M.D., then a surgical resident at University of Michigan Health, had never seen so many patients who looked like her on the intensive care unit.

"Seeing the unit filled with Hispanic and Black people from all across Michigan was an out of body experience," she said, one that further fueled her interest in researching health disparities.

In late 2020, research led by her U-M colleague Michael Sjoding, M.D., assistant professor of Internal Medicine in the Division of Pulmonary and Critical Care Medicine, revealed a persistent discrepancy between tests commonly used to determine how much oxygen a person is getting, namely, the pulse oximeter reading and the arterial blood gas test, in Black patients.

That paper, published in the New England Journal of Medicine, sparked intense scrutiny of device-makers by policymakers, including members of Congress and the Food and Drug Administration. The study received a fair number of criticisms, as well.

Some noted the relatively small number of patients in the study, or the lack of a certain type of statistical analysis, while others pointed to the fact that blood oxygen levels in hospitalized patients can fluctuate widely in a relatively short period of time, explains Valbuena.

SEE ALSO: Racially Biased Oxygen Readings Could Be Putting Patients at Risk

Looking to see if that study's findings were really true among the sickest patients, Valbuena, along with Theodore J. Iwashyna, M.D., Ph.D., Sjoding and other U-M colleagues turned to the Extracorporeal Life Support Organization, also known as ELSO, registry, a comprehensive international database collated from hospitals which deliver extracorporeal membrane oxygenation, or ECMO. This life saving procedure, developed by Robert Bartlett, M.D., at the University of Michigan more than 40 years ago, is an advanced form of life support for patients with respiratory failure.

The ELSO database offered several advantages, including detailed race and ethnicity data.

"In the NEJM study, all patients were receiving supplemental oxygen, but there was no way to control for the degree of respiratory support they required," Valbuena said. "Some patients were extremely sick, while others were not intubated. One thing about this particular dataset that was beneficial is all patients were ill enough to require ECMO."

For their new study, the team again asked the question: What is the likelihood of a critically ill patient having what is known as occult hypoxemia, or unrecognized low oxygen levels, defined as an arterial blood gas level below 88% despite a pulse oximeter rating of 92 to 96%?

"For clinicians, if a pulse oximeter reads between 92 and 97%, we assume the patient is getting enough oxygen with whatever we are doing," explained Valbuena.

MORE FROM THE LAB: Subscribe to our weekly newsletter

Combing the ELSO database, the study team found a discrepancy 10% of the time in White patients. In Black patients, the likelihood of a discrepancy was 20%. That is, after statistical adjustment, Black patients were two and a half times more likely to experience occult hypoxemia compared to white patients. Furthermore, when they expanded their analysis to include Asian and Hispanic patients, they found that these groups' rates of occult hypoxemia were similar to that of white patients.

"That surprised me," said Valbuena, "The results made us think back to how we are using race as a surrogate for skin color and what that might mean for future studies."

The team took the analysis further to examine a seemingly unlikely scenario: the rate at which a patient would have a dangerously low blood oxygen level, below 88%, on an arterial blood gas measurement while a pulse oximeter measured normal oxygen levels at 97% and above.

They found that the risk of this occurring in Black patients was three times higher than in white patients.

"Our sample size was small, so our confidence interval was definitely wide, but we saw the difference— and that was very shocking," said Valbuena. "What that means is there are real errors in interpreting single pulse oximetry measurements, even at a reading of 100%—and those errors are more likely in Black patients."

The discrepancy has dire implications. For instance, clinicians make minute to minute decisions based on pulse oximeter readings, determining when to intervene with a patient to ensure adequate oxygenation.

"When a patient's pulse oximeter reading goes down, which happens in the ICU all the time, we respond immediately. We change modes on the ventilator, administer additional gasses, place them in the prone position until we get them to a place that is safe," said Valbuena. "But if I have a patient with severe respiratory failure whose pulse ox is reading 92-100, we are usually not going to do any of those things with the same urgency, which I feel is an important implication of both the NEJM findings and these findings. The maximum time one can be at oxygen levels below 88 without ensuing severe damage to vital tissues is usually a few minutes."

Like Podcasts? Add the Michigan Medicine News Break on iTunes, Google Podcasts or anywhere you listen to podcasts.

The findings raise troubling questions about the allocation of ECMO machines, which are considered an extremely scarce resource and one that for many with severe respiratory failure means the difference between life and death.

"If I have a patient A with severe respiratory failure due to COVID-19, RSV or the flu and a normal pulse oximetry reading, and patient B, whose pulse oximeter is detecting low oxygen levels even with maximum support and they are not getting better, odds are I will prioritize them for the very elaborate process of initiating ECMO, while patient A--who might be Black—may be just as sick but I haven't noticed," said Valbuena.

The study is yet another proof point of an issue that's been acknowledged in medical literature, but not addressed for 30 years, noted Valbuena. And while it will take time for the known deficiencies of the technology to be corrected for, Valbuena says, clinicians can take action now by lowering their threshold of suspicion when caring for Black patients and any patient with dark skin who reports shortness of breath, considering pulse oximetry trends instead of single measurements, and ordering the gold standard arterial blood gas test.

Valbuena credits the visceral experience of witnessing the disparate number of critically ill minority patients early in the pandemic for raising a red flag that required more investigation.

"It is clear the system was not designed for Black and Brown patients."

Paper cited: "Racial Bias in Pulse Oximetry Measurement Among Patients About to Undergo ECMO in 2019-2020, A Retrospective Cohort Study," CHEST. DOI: 10.1016/j.chest.2021.09.02


More Articles About: Rounds Hospitals & Centers Covid-19 Lung Function Race and Ethnicity Community Health infectious disease
Health Lab word mark overlaying blue cells
Health Lab

Explore a variety of health care news & stories by visiting the Health Lab home page for more articles.

Media Contact Public Relations

Department of Communication at Michigan Medicine

[email protected]

734-764-2220

Stay Informed

Want top health & research news weekly? Sign up for Health Lab’s newsletters today!

Subscribe
Featured News & Stories emergency sign wording in red on brick building
Health Lab
Refining tools that spot risk of violence in young adults in urban ERs may save lives
Half of young adult patients treated in emergency departments in three urban hospitals across the country reported experiencing violence either as a victim or aggressor, including firearm violence, in the six months prior to seeking treatment, according to a University of Michigan study.
Minding Memory with a microphone and a shadow of a microphone on a blue background
Minding Memory
Greenspace and Late-Life Cognitive Decline
In this episode Matt and Lauren will speak with Dr. Marcia Pescador Jimenez, an Assistant Professor in the Department of Epidemiology at Boston University whose research focuses on understanding the relationship between exposure to green space and health outcomes (including hypertension and cognitive measures). Emerging research has shown that midlife risk factors may delay or even prevent the onset of dementia later in life - among these include physical activity and social interaction. It’s not a stretch to imagine how a person’s environment may impact behaviors such as physical activity. For instance, there are places that lack sidewalks and parks that make exercising exceedingly difficult. Among environmental epidemiologists, there is growing interest in understanding how the built and natural environment influence our behaviors that, in turn, influence our health. We encourage you to listen to this episode while on a walk outside!
three friends standing outside rogel cancer center building with big white ribbons
Health Lab
A lung cancer survivor shaping lung cancer advocacy
One woman's unexpected lung cancer diagnosis leads her to help many who aren't aware they're at risk of the disease.
purple gloves close up holding piece
Health Lab
Recycled pacemakers function as well as new devices, international study suggests
Recycled pacemakers can function as well as new devices, a University of Michigan-led study suggests. These used and reconditioned devices have the potential to increase access to pacemaker therapy in low- and middle-income countries, where many patients cannot afford the treatment.
pigs sick and chickens in background with blue background and green cells floating around
Health Lab
Why the bird flu’s jump to pigs is concerning
A Michigan Medicine virologist speaks about the implications of H5N1 influenza, or bird flu, and whether a new pandemic could be on the horizon.
clinical team and patient standing together
Health Lab
Planting a tree, and hope, for a heart healthy future
A complex mitral valve repair by Michigan Medicine cardiac specialists helps restore health and happiness to one Michigan patient and his family.