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GeneralEducationTrainee

Pathway from anatomy to validated imaging biomarkers and therapeutic endpoints

Imaging science converts anatomical images into quantitative biomarkers and therapeutic evidence. A quantitative output becomes a biomarker only within a prespecified context of use, and a surrogate endpoint only after rigorous qualification. AI accelerates analysis but doesn't…

Annals of anatomy = Anatomischer Anzeiger : official organ of the Anatomische Gesellschaft
Neuro / Head & NeckBody / AbdominalResearchTrainee

Repeat MRI for Motion: 4.8% of Exams, Brain Images Improve but MRCP Does Not

In 85,349 MRI exams, 4.8% had motion-related repeat sequences. Brain MRI repeats improved image quality and diagnostic confidence (p<0.001), but 19.5% didn’t help; MRCP repeats showed no significant improvement.

Journal of the American College of Radiology : JACR
Chest / ThoracicBody / AbdominalAI / InformaticsResearch

AI model detects esophageal cancer and precancerous lesions on noncontrast chest CT

An AI model (EAGLE) analyzing noncontrast chest CT achieved 90.0% sensitivity for esophageal cancer and 98.5% specificity in external multicenter testing (11,466 patients), and 99.94% specificity in low-dose screening. Could enable opportunistic esophageal cancer screening.

Nature medicine
Chest / ThoracicEducationTrainee

Pleural Spaces and Reflections: Imaging Anatomy for Radiologists

Understanding pleural reflections and recesses on imaging is key to localising thoracic disease. This lecture covers visceral and parietal pleura, pleural recesses, and their appearance on CT/X-ray, with practical clinical correlation.

Radiology Tutorials (YouTube)
Body / AbdominalAI / InformaticsResearch

Deep learning VIBE reconstruction boosts upper abdominal MRI quality in gynecologic cohort

Deep learning–reconstructed volumetric interpolated breath-hold examination (VIBE) improved image quality, reduced artifacts, and reduced noise versus standard VIBE in 60 women, especially without contrast; signal-to-noise and contrast-to-noise ratios did not differ (p≥0.35).

Acta radiologica (Stockholm, Sweden : 1987)
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