AI chest X-ray tool matches radiologists in TB detection in low-resource settings: Study


Daijiworld Media Network - Mumbai

Mumbai, Feb 4: A computer-aided detection (CAD) chest X-ray tool has shown diagnostic accuracy comparable to experienced radiologists in identifying pulmonary tuberculosis (TB) in low-resource, high-burden settings, a retrospective pilot study of nearly 500 patients has found.

The study was conducted against the backdrop of limited access to trained radiologists in many TB-endemic regions, where delayed diagnosis can worsen outcomes and increase transmission. Researchers assessed whether CAD-based chest X-ray software could support clinical decision-making in such environments.

The retrospective analysis included chest X-ray films collected between January 1, 2017 and March 30, 2018 in Guinea-Bissau and Ethiopia. Each image was evaluated by CAD software and independently reviewed by two experienced Ethiopian radiologists. To reflect real-world constraints, the study also analysed images captured by photographing X-ray films using mobile phones and a digital camera.

Final TB diagnosis, based on clinical and laboratory findings including Mycobacterium tuberculosis detection through Xpert MTB/RIF, was used as the reference standard.

A total of 498 chest X-rays from patients with symptoms suggestive of TB were included. Radiologist A flagged 50 images as TB-indicative, radiologist B identified 99, while the CAD software marked 81.

For Xpert-confirmed pulmonary TB, the CAD tool recorded an area under the receiver operating characteristic curve of 0.84. At a cut-off score of 0.5, the software achieved a sensitivity of 76.5% and specificity of 85.9%. Radiologist A showed sensitivity and specificity of 64.7% and 91.9%, while radiologist B recorded 76.5% and 82.3%, respectively.

Agreement on TB-related findings was described as moderate. The combined agreement between the two radiologists stood at κ=0.45, while agreement between each radiologist and the CAD tool was κ=0.56.

Researchers said the findings suggest CAD chest X-ray tools could play a valuable role in supporting TB diagnosis in settings with limited radiology services, even when images are captured using commonly available devices such as smartphones.

 

 

  

Top Stories


Leave a Comment

Title: AI chest X-ray tool matches radiologists in TB detection in low-resource settings: Study



You have 2000 characters left.

Disclaimer:

Please write your correct name and email address. Kindly do not post any personal, abusive, defamatory, infringing, obscene, indecent, discriminatory or unlawful or similar comments. Daijiworld.com will not be responsible for any defamatory message posted under this article.

Please note that sending false messages to insult, defame, intimidate, mislead or deceive people or to intentionally cause public disorder is punishable under law. It is obligatory on Daijiworld to provide the IP address and other details of senders of such comments, to the authority concerned upon request.

Hence, sending offensive comments using daijiworld will be purely at your own risk, and in no way will Daijiworld.com be held responsible.