Opportunistic Screening: Radiology Scientific Expert Panel.
Perry J. PickhardtRonald M SummersJohn W GarrettArun KrishnarajSheela AgarwalKeith J DreyerGregory N NicolaPublished in: Radiology (2023)
Radiologic tests often contain rich imaging data not relevant to the clinical indication. Opportunistic screening refers to the practice of systematically leveraging these incidental imaging findings. Although opportunistic screening can apply to imaging modalities such as conventional radiography, US, and MRI, most attention to date has focused on body CT by using artificial intelligence (AI)-assisted methods. Body CT represents an ideal high-volume modality whereby a quantitative assessment of tissue composition (eg, bone, muscle, fat, and vascular calcium) can provide valuable risk stratification and help detect unsuspected presymptomatic disease. The emergence of "explainable" AI algorithms that fully automate these measurements could eventually lead to their routine clinical use. Potential barriers to widespread implementation of opportunistic CT screening include the need for buy-in from radiologists, referring providers, and patients. Standardization of acquiring and reporting measures is needed, in addition to expanded normative data according to age, sex, and race and ethnicity. Regulatory and reimbursement hurdles are not insurmountable but pose substantial challenges to commercialization and clinical use. Through demonstration of improved population health outcomes and cost-effectiveness, these opportunistic CT-based measures should be attractive to both payers and health care systems as value-based reimbursement models mature. If highly successful, opportunistic screening could eventually justify a practice of standalone "intended" CT screening.
Keyphrases
- artificial intelligence
- image quality
- contrast enhanced
- healthcare
- computed tomography
- big data
- machine learning
- dual energy
- deep learning
- high resolution
- magnetic resonance imaging
- primary care
- quality improvement
- end stage renal disease
- adipose tissue
- positron emission tomography
- clinical practice
- electronic health record
- chronic kidney disease
- soft tissue
- skeletal muscle
- transcription factor
- mass spectrometry
- risk assessment
- pet ct
- postmenopausal women
- patient reported