Key result
An automated analysis framework for pulsed-wave Doppler cardiac ultrasound in adult zebrafish showed strong agreement with manual annotations, yielding R-squared values between 0.90 and 0.97 for maximum velocity values.
Why the study?
Pulsed-wave Doppler measurements in adult zebrafish require careful analysis due to substantial baseline variability and operator bias, creating a need for automated methods to increase throughput.
Observational (n=80)
A newly developed automated processing pipeline for adult zebrafish pulsed-wave Doppler ultrasound provides fast, unbiased analysis with high agreement to manual annotations, facilitating high-throughput cardiovascular phenotyping.
Enables high-throughput zebrafish phenotyping; leaves open clinical translation of automated Doppler analysis.
High-frequency cardiac ultrasound is the only well-established method to characterize in vivo cardiovascular function in adult zebrafish noninvasively. Pulsed-wave Doppler imaging allows measurements of blood flow velocities at well-defined anatomical positions, but the measurements and results obtained using this technique need to be analyzed carefully, taking into account the substantial baseline variability within one recording and the possibility for operator bias. To address these issues and to increase throughput by limiting hands-on analysis time, we have developed a fully automated processing pipeline. This framework enables the fast, unbiased analysis of all cardiac cycles in a zebrafish pulsed-wave Doppler recording of both atrioventricular valve flow as well as aortic valve flow without operator-dependent inputs. Applying this automated pipeline to a large number of recordings from wild-type zebrafish shows a strong agreement between the automated results and manual annotations performed by an experienced operator. The reference data obtained from this analysis showed that the early wave peak during ventricular inflow is lower for female compared with male zebrafish. We also found that the peaks of the ventricular inflow and outflow waves as well as the peaks of the regurgitation waves are all correlated positively with body surface area. In general, the presented reference data, as well as the automated Doppler measurement processing tools developed and validated in this study will facilitate future (high-throughput) cardiovascular phenotyping studies in adult zebrafish ultimately leading to a more comprehensive understanding of human (genetic) cardiovascular diseases.
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Impe et al. (2023) conducted an observational in Wild-type adult zebrafish (n=80). Automated analysis framework for pulsed-wave Doppler vs. Manual processing by an experienced operator was evaluated on Agreement between automated and manual annotations (R-squared) (R-squared 0.90-0.97). An automated analysis framework for pulsed-wave Doppler cardiac ultrasound in adult zebrafish showed strong agreement with manual annotations, yielding R-squared values between 0.90 and 0.97 for maximum velocity values.
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