January 30, 2020
Sepsis is a stealthy killer of people of all ages who are hospitalized, regardless of illness. It can advance quickly; in a matter of hours, a patient can rapidly decline from mildly ill to suffering severe organ failure.
Vincent Liu, MD, MSc, sees patients seriously ill with sepsis regularly as a critical care physician at the Kaiser Permanente Santa Clara Medical Center intensive care unit. He wants to know: are there ways to identify sepsis earlier and limit the damage it does?
Half of sepsis patients had a recent outpatient medical appointment before being hospitalized. (source: Liu VX et al, 2018 Critical Care Medicine)
“The single most important factor in saving lives in sepsis is early identification and treatment,” said Dr. Liu, a research scientist at the Division of Research and regional director of hospital advanced analytics for The Permanente Medical Group in Northern California. “We’re looking for signals before patients even get to the hospital that they’re likely to get a significant infection. If a patient presents with a certain profile that’s high risk, maybe there’s an opportunity there to watch them more carefully.”
This is the aim of an early detection study that began in 2018 with $2 million from the National Institute of General Medical Sciences and will extend over 5 years. It involves using natural language processing to search physician notes for descriptive language about what patients are telling their outpatient physicians in the week before they end up hospitalized with sepsis. The investigators are also using Kaiser Permanente’s large data sets to build prediction models to identify high-risk patients before they present with sepsis.
Dr. Liu also began a separate study in September 2019 that looks at the profile of potential risks and benefits of standard care that gives early antibiotics to all sepsis patients, whether they may have a definitive infection or not. The research, funded with $1 million from the federal Agency for Healthcare Research and Quality, recognizes that while antibiotics given early in sepsis have been an important advance in survival rates, there has been little examination of potential negatives. He is continuing a long-term collaboration with Hallie Prescott, MD, MSc, assistant professor at the University of Michigan.
“We think that the benefits of antibiotics vastly outweigh the risks,” Dr. Liu said. “But it would be wrong to ignore the fact that there is some risk.” Negatives might include medication side effects and contributing to a hospital’s profile of bacterial resistance to certain antibiotics.
These explorations rely on data from large numbers of sepsis patients. But because sepsis patients are extremely diverse, future advances will require health systems with varying data systems to share. In December 2019 Dr. Liu received $1 million from the Gordon and Betty Moore Foundation for a 2-year study on using the Fast Healthcare Interoperability Resources (FHIR, pronounced “fire”) data standard to help health systems overcome technical barriers to sharing data.
The interoperability project will allow researchers at Kaiser Permanente and the University of Pittsburgh Medical Center, a collaborator on the FHIR project, to work closely together on building a framework for using rich data from two health systems to improve care; if they are successful, their approach can be spread and used by researchers everywhere.
“We need new strategies to take advantage of the rich data available through electronic health records in sepsis patients to drive sepsis research forward,” Dr. Liu said.
This story originally appeared in Division of Research Spotlight
