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Thứ Sáu, 12 tháng 3, 2021
Thứ Năm, 11 tháng 3, 2021
UGAP và CAP định lượng gan thấm mỡ
Thứ Sáu, 19 tháng 2, 2021
AI-guided echo helps novice nurses perform ultrasound
By Emily Hayes, AuntMinnie.com contributing writer
February 19, 2021
In the prospective study of 240 patients at academic medical centers, nurses were able to acquire images of high quality using a commercially available software application (Caption Guidance, Caption Health) installed on a portable ultrasound system. Images were judged to be of diagnostic quality on four key endpoints: quality for ventricular size, assessment of left ventricular size and function, right ventricular size and function, and presence of pericardial effusion.
"The ability to provide echocardiography outside the traditional laboratory setting is largely limited by a lack of trained sonographers and cardiologists to acquire and interpret images," Northwestern University cardiologist Dr. James D. Thomas and colleagues noted in their report about the data. "Using this AI-based technology, individuals with no previous training may be able to obtain diagnostic echocardiographic clips of several key cardiac parameters."
The study was conducted for regulatory purposes with the U.S. Food and Drug Administration (FDA). It exceeded the requirements for accuracy and the software was cleared in February 2020 through the agency's de novo pathway for novel products.
Each nurse performed 30 scans with using the guidance software installed on a portable ultrasound scanner (uSmart 3200t Plus, Terason). The mean acquisition time was 30 minutes. Ten standard transthoracic echocardiography views were obtained for each patient.
Separately, scans were conducted by sonographers on the same ultrasound unit but without the AI guidance software. Then the diagnostic quality of the scans was independently evaluated by a panel of five expert echocardiographers.

Per the FDA, the software needed to demonstrate diagnostic quality enabling diagnosis in at least 80% of patients on four key outcome measures. The nurses' scans were of diagnostic quality in from 92.5% to 98.8% of patients (see table), with no significant difference compared with scans by sonographers.
"Our study met all FDA-prespecified primary end points, with consistent results across [body mass index] categories and cardiac pathology, including potential distractors, such as pacemakers and prosthetic valves, with little difference between the nurse and sonographer scans," Smith and colleagues wrote.
| AI-guided echocardiography, performance by nurses on four key outcome measures | |
| Endpoint | Percent, diagnostic quality |
| Left ventricular size | 98.8% |
| Global left ventricular function | 98.8% |
| Right ventricular size | 92.5% |
| Nontrivial pericardial effusion | 98.8% |
Performance of nurses was also on par with sonographers on a range of secondary endpoints. However, performance of sonographers was better than nurses when it came to determining the size of the inferior vena cava (91.5% diagnostic quality compared with 57.4%) and this is a "clear target for further algorithm development," the authors wrote.
The authors also acknowledged that limitations of the study included a relatively small number of patients and nurses and the lack of recruitment from intensive care units and emergency departments.
Smith and colleagues believe the results complement prior research, which has largely focused on the application of AI in medical imaging following the acquisition of images, as opposed to use in guiding image acquisition.
"Improvements in ultrasonography and computer hardware have led to the downsizing and cost reduction of ultrasonography machines, with handheld devices commercially available including standalone transducers interfacing with smart phones," they noted. "The [deep learning] algorithm developed in this study is relatively compact (approximately 1.5 GB) and trained on images from multiple vendors, and it therefore could be ported to work on multiple platforms."
Thứ Ba, 9 tháng 2, 2021
Thứ Năm, 4 tháng 2, 2021
USPSTF advises against carotid artery stenosis screening
By Kate Madden Yee, AuntMinnie.com staff writer
February 2, 2021 -- The U.S. Preventive Services Task Force (USPSTF) is advising against screening for asymptomatic carotid artery stenosis in the general adult population in a final recommendation statementpublished February 2 in JAMA.
The recommendation is consistent with the task force's 2014 statement, which graded carotid artery stenosis screening a D. The reason for the low grade is that the harms of carotid artery screening outweigh the benefits, according to USPSTF member Dr. Michael Barry of Massachusetts General Hospital in Boston.
"The Task Force wants to help prevent people from having a stroke, but screening for coronary artery stenosis is not an effective way to do so," he said in a USPSTF statement. "Unfortunately, screening for coronary artery stenosis in adults without symptoms does more harm than good, and we continue to recommend against it."
Carotid artery stenosis affects extracranial carotid arteries, and asymptomatic carotid artery stenosis refers to stenosis in persons without a history of ischemic stroke, transient ischemic attack, or other neurologic symptoms referable to the carotid arteries, the task force wrote in the JAMA article. Screening for the disease is accomplished through a variety of imaging modalities, including carotid duplex ultrasonography, MRI angiography, and CT angiography.
But these screening exams just aren't effective, according to the task force.
"The USPSTF found no externally validated risk stratification tools that could reliably distinguish between asymptomatic persons who have clinically important carotid artery stenosis and persons who do not, or the risk of stroke related to carotid artery stenosis," it wrote.
In an editorial also published in JAMA on February 2, Dr. Larry Goldstein, a neurologist at the University of Kentucky in Lexington, lauded the USPSTF's position.
"The estimated population-attributable risk for stroke related to asymptomatic carotid artery stenosis is approximately 0.7%, a risk considerably lower than for other stroke risk factors such as hypertension, atrial fibrillation, cigarette smoking, and hyperlipidemia," Goldstein wrote. "There remains no validated risk stratification tool for identifying a subpopulation of adults with a prevalence of asymptomatic carotid artery stenosis with a higher population-attributable risk that would lead to a benefit of intervention beyond risk factor management.'
Others pushed back, suggesting that the task force did not include evidence of the benefits of screening in its evaluation process -- or consideration of risk factors that occur in almost a third of U.S. adults, such as high blood pressure, hyperlipidemia, diabetes, smoking, limited physical activity, and poor diet.
"Without a true randomized clinical trial to directly answer the question, there is a lack of consensus and clarity on the role of carotid ultrasonographic screening for prevention of stroke in individuals who are asymptomatic," wrote Dr. Rebecca Smith-Bindman of the University of California, San Francisco in a JAMA Network Open editorial. "Nearly all of the specialty societies actually agree with the USPSTF and recommend against screening with carotid ultrasonography. However, these strong statements against screenings are all followed by the list of exceptions of individuals who, based on risk factors or characteristics, should in fact be screened."












