Derivation and validation of a non-invasive optoacoustic imaging biomarker for patients with intermittent claudication
Caranovic, M.; Kempf, J.; Li, Y.; Regensburger, A. P.; Guenther, J. S.; Traeger, A. P.; Lang, W.; Meyer, A.; Wagner, A. L.; Woelfle, J.; Raming, R.; Paulus, L.-P.; Buehler, A.; Uter, W.; Uder, M.; Behrendt, C.-A.; Neurath, M. F.; Waldner, M. J.; Knieling, F.; Rother, U.
Show abstract
BackgroundMultispectral optoacoustic tomography (MSOT), a molecular sensitive ultrasound, offers a non-invasive diagnostic approach to image the deep-tissue biomarkers. ObjectivesThe authors aimed to investigate the diagnostic accuracy of MSOT to distinguish between healthy volunteers (HV) and patients with intermittent claudication (IC) by assessing hemoglobin-related biomarkers in calf muscle tissue. MethodsIn this monocentric, cross-sectional diagnostic trial using derivation (DC) and validation cohorts (VC) yll subjects underwent standardized PAD diagnostics. This included pulse palpation, ankle brachial index (ABI), duplex sonography, 6-minute walk test (6MWT), and assessment of health-related quality of life (VASCUQOL-6). The vascular occlusion profile in IC patients was confirmed by angiography (aggregated TransAtlantic Inter-Society Consensus classification, aTASC). MSOT imaging of calf muscle was performed before and after standardized heel raise provocation. ParticipantsOf 123 screened individuals, 102 completed the study. MSOT-derived oxygenation (msO2) after the exercise differentiated IC and HV with an area under curve the receiver operator characteristics curve (AUROC) in DC by 0.99 (95%CI 0.97;1.00, p<0.001, sensitivity: 100%, specificity: 95.8%) and in the VC by 0.95 (95%CI 0.95;1.00, p<0.001, sensitivity: 96.2%, specificity: 96.0%). mSO2 positively correlated with the ABI post-exercise (R=0.83, 95%CI 0.75;0.88, P<0.001), the absolute walking distance in the 6MWT (R=0.77, 95%CI 0.68;0.84, P<0.001), the VASCUQOL-6 (R=0.79, 95%CI 0.70;0.85, P<0.001) and negatively with aTASC classification (R=-0.80, 95%CI -0.86;-0.72, P<0.001). ConclusionsPost-exercise MSOT-derived saturation in the calf muscle was validated as a new and promising diagnostic biomarker to distinguish between HV and IC patients yielding high sensitivity and specificity. (NCT05373927)
Matching journals
The top 8 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Effects of Singing on Vascular Health in Older Adults with Coronary Artery Disease: A Randomized Trial 93%
- Predicting long-term prognosis after percutaneous coronary intervention in patients with acute coronary syndromes: a prospective nested case-control analysis for county-level health services 92%
- Deep learning-based end-to-end automated stenosis classification and localization on catheter coronary angiography 92%
Similar papers in this journal
- Artificial intelligence of arterial Doppler waveforms to predict major adverse outcomes among patients evaluated for peripheral artery disease 95%
- Treatment of Slow-flow After Primary Percutaneous Coronary Intervention With Flow-mediated Hyperemia. The Randomized RAIN-FLOW Study 93%
- Effects of Age and Sex on Systemic Inflammation and Cardiometabolic Function in Individuals with Type 2 Diabetes 93%
Similar papers in this journal
- Risk Prediction of Coronary Artery Spasm in Patients Without Obstructive Coronary Artery Disease Using a Comprehensive Clinical, Laboratory and Echocardiographic Diagnostic Score 94%
- Screening for Right Ventricular Dysfunction in the Emergency Department Using a Smartphone ECG Analysis Application: An External Validation Study with Acute Pulmonary Embolism Patients 92%
- Myocardial performance improvement after iron replacement in heart failure patients: The IRON-PATH II echo-substudy 92%
Similar papers in this journal
- Utility of estimated pulse wave velocity for assessing vascular stiffness: comparison of methods 95%
- Multiplex immunohistochemistry differences between Q fever and atherosclerotic abdominal aortic aneurysms indicate immune suppression 93%
- Comprehensive Evaluation of Clonal Hematopoiesis and Mosaic Loss of Y Chromosome in Cardiovascular Risk: A Thorough Analysis in prospective studies 91%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.