Artificial intelligence can help predict the bacteria responsible for pneumonia in emergency rooms
Washington, DC – July 24, 2020 – A team of researchers showed that artificial intelligence (AI) could help predict the type of bacteria that caused the infection in patients with pneumonia. The research is presented at ASM Microbe Online, the annual meeting of the American Society for Microbiology.
“This research highlights the potential of AI as a supplementary tool for physicians in identifying causal pathogens of pneumonia, even before sputum culture results are available,” said Joowhan Sung, M.D., hospitalist at MedStar Southern Maryland Hospital. “We demonstrated that physicians could be assisted by AI to decide appropriate antibiotics.”
In the study, investigators showed that AI could use the information available in the emergency room and predict if the patient has MRSA or pseudomonas so that physicians can immediately prescribe specific antibiotics targeting specific bacteria.
Infection caused by antibiotic-resistant bacteria is difficult to treat and can be life-threatening. According to the CDC, “more than 2.8 million antibiotic-resistant infections occur, and more than 35,000 people die as a result”.
Pneumonia caused by bacteria such as Methicillin-resistant Staphylococcus Aureus (MRSA) or pseudomonas can be fatal, as they are resistant to commonly prescribed antibiotics. Although there are effective antibiotics against these infections, the test, sputum culture, takes at least 48 hours to incubate and identify these bacteria from the sputum, while these patients might deteriorate within hours.
The investigators presented an analysis of more than 50,000 intensive care unit (ICU) admissions data from Beth Israel Deaconess Medical Center (BIDMC) in Boston, Massachusetts. The researchers analyzed records of patients who were admitted with pneumonia and trained an AI, “neural network” agent using the dataset. The AI agent showed promising results in predicting bacteria that caused the infection.
“Similar techniques can be applied to future research on pneumonia amid the current pandemic, such as capturing bacterial co-infection in those with known COVID-19, which could be fatal if undetected,” said Sung.
Jun Hyek Jang, M.S., senior researcher at AvoMD, Inc. and Joongheum Park, M.D., hospitalist at Beth Israel Deaconess Medical Center, also contributed to this work. This research received no external funding.
ASM Microbe Online brings you the dynamic, cutting-edge science of ASM Microbe 2020, the annual meeting of the American Society for Microbiology. Explore the latest research in the microbial sciences with ePosters, hear from experts in the field during live keynotes and access track-related content with a curated selection of on-demand sessions.
ASM is keeping the pulse on the SARS-CoV-2 pandemic with the COVID-19 Research Registry of top-ranked research articles curated by experts. In the eye of a pandemic, this curated database will ensure that scientists, journalists and the public have an efficient way to find the timeliest and most valuable SARS-CoV-2/COVID-19 research from the latest journal articles and preprints.
The American Society for Microbiology is one of the largest professional societies dedicated to the life sciences and is composed of 30,000 scientists and health practitioners. ASM’s mission is to promote and advance the microbial sciences.
ASM advances the microbial sciences through conferences, publications, certifications, educational opportunities and advocacy efforts. It enhances laboratory capacity around the globe through training and resources. It provides a network for scientists in academia, industry and clinical settings. Additionally, ASM promotes a deeper understanding of the microbial sciences to diverse audiences.