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Rees CO, Thomas S, de Boer A, Huang Y, Zizolfi B, Foreste V, di Spiezio di Sardo A, Christoforidis N, van Vliet HAAM, Mischi M, Schoot BC. Quantitative ultrasound measurement of uterine contractility in adenomyotic vs. normal uteri: a multicenter prospective study. Fertil Steril 2024; 121:864-872. [PMID: 38199285 DOI: 10.1016/j.fertnstert.2024.01.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Revised: 01/04/2024] [Accepted: 01/04/2024] [Indexed: 01/12/2024]
Abstract
OBJECTIVE To evaluate uterine contractility in patients with adenomyosis compared with healthy controls using a quantitative two-dimensional transvaginal ultrasound (TVUS) speckle tracking method. DESIGN A multicenter prospective observational study took place in three European centers between 2014 and 2023. SETTING One university teaching hospital, 1 teaching hospital and 1 specialised clinic. PATIENTS A total of 46 women with a sonographic or magnetic resonance imaging diagnosis of adenomyosis were included. 106 healthy controls without uterine pathologies were included. INTERVENTION Four-minute TVUS recordings were performed and four uterine contractility features were extracted using a speckle tracking algorithm. MAIN OUTCOMES MEASURES The extracted features were contraction frequency (contractions/min), amplitude, velocity (mm/s), and coordination. Women with adenomyosis were compared with healthy controls according to the phase of the menstrual cycle. RESULTS Throughout the different phases of the menstrual cycle, trends of increased amplitude, decreased frequency and velocity, and reduced contraction coordination were seen in patients with adenomyosis compared with healthy controls. These were statistically significant in the late follicular phase, with a higher amplitude (0.087 ± 0.042 vs. 0.050 ± 0.018), lower frequency and velocity (1.49 ± 0.22 vs. 1.68 ± 0.25 contractions/min, and 0.65 ± 0.18 vs. 0.88 ± 0.29 mm/s, respectively), and reduced contraction coordination (0.34 ± 0.08 vs. 0.26 ± 0.17), in the late luteal phase, with higher amplitude (0.050 ± 0.022 vs. 0.035 ± 0.013), lower velocity (0.51 ± 0.11 vs. 0.65 ± 0.13 mm/s), and reduced contraction coordination (0.027 ± 0.06 vs. 0.18 ± 0.07), and in the midfollicular phase, with decreased frequency (1.48 ± 0.21 vs. 1.69 ± 0.16 contractions/min) in patients with adenomyosis compared with healthy controls. During menses, a higher pain score was significantly associated with lower frequency and velocity and higher contraction amplitude. Results remained significant after correcting for age, parity, and body mass index. CONCLUSION Uterine contractility differs in patients with adenomyosis compared with healthy controls throughout the phases of the menstrual cycle. This suggests an etiologic mechanism for the infertility and dysmenorrhea seen in patients with adenomyosis. Moreover, it presents new potential therapeutic targets and diagnostic markers.
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Affiliation(s)
- Connie O Rees
- Department of Obstetrics and Gynecology, Catharina Hospital Eindhoven, Eindhoven, the Netherlands; Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands; Department of Reproductive Medicine, Ghent University Hospital, Ghent, Belgium.
| | - Sophie Thomas
- Department of Obstetrics and Gynecology, Catharina Hospital Eindhoven, Eindhoven, the Netherlands
| | - Anna de Boer
- Department of Obstetrics and Gynecology, Catharina Hospital Eindhoven, Eindhoven, the Netherlands
| | - Yizhou Huang
- Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands
| | - Brunella Zizolfi
- Department of Public Health - School of Medicine, University of Naples Federico II, Naples, Italy
| | - Virginia Foreste
- Department of Public Health - School of Medicine, University of Naples Federico II, Naples, Italy
| | | | | | - Hubertus A A M van Vliet
- Department of Obstetrics and Gynecology, Catharina Hospital Eindhoven, Eindhoven, the Netherlands; Department of Reproductive Medicine, Ghent University Hospital, Ghent, Belgium
| | - Massimo Mischi
- Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands
| | - Benedictus C Schoot
- Department of Obstetrics and Gynecology, Catharina Hospital Eindhoven, Eindhoven, the Netherlands; Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands; Department of Reproductive Medicine, Ghent University Hospital, Ghent, Belgium
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Huang Y, Chen X, Badescu E, Kuenen M, Bonnefous O, Mischi M. Adaptive higher-order singular value decomposition clutter filter for ultrafast Doppler imaging of coronary flow under non-negligible tissue motion. ULTRASONICS 2024; 140:107307. [PMID: 38579486 DOI: 10.1016/j.ultras.2024.107307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Revised: 01/24/2024] [Accepted: 03/23/2024] [Indexed: 04/07/2024]
Abstract
BACKGROUND AND OBJECTIVE With the development of advanced clutter-filtering techniques by singular value decomposition (SVD) and leveraging favorable acquisition settings such as open-chest imaging by a linear high-frequency probe and plane waves, several studies have shown the feasibility of cardiac flow measurements during the entire cardiac cycle, ranging from coronary flow to myocardial perfusion. When applying these techniques in a routine clinical setting, using transthoracic ultrasound imaging, new challenges emerge. Firstly, a smaller aperture is needed that can fit between ribs. Consequently, diverging waves are employed instead of plane waves to achieve an adequate field of view. Secondly, to ensure imaging at a larger depth, the maximum pulse repetition frequency has to be reduced. Lastly, in comparison to the open-chest scenario, tissue motion induced by the heartbeat is significantly stronger. The latter complicates substantially the distinction between clutter and blood signals. METHODS This study investigates a strategy to overcome these challenges by diverging wave imaging with an optimal number of tilt angles, in combination with dedicated clutter-filtering techniques. In particular, a novel, adaptive, higher-order SVD (HOSVD) clutter filter, which utilizes spatial, temporal, and angular information of the received ultrasound signals, is proposed to enhance clutter and blood separation. RESULTS When non-negligible tissue motion is present, using fewer tilt angles not only reduces the decorrelation between the received waveforms but also allows for collecting more temporal samples at a given ensemble duration, contributing to improved Doppler performance. The addition of a third angular dimension enables the application of HOSVD, providing greater flexibility in selecting blood separation thresholds from a 3-D tensor. This differs from the conventional threshold selection method in a 2-D spatiotemporal space using SVD. Exhaustive threshold search has shown a significant improvement in Contrast and Contrast-to-Noise ratio for Power Doppler images filtered with HOSVD compared to the SVD-based clutter filter. CONCLUSION With the improved settings, the obtained Power Doppler images show the feasibility of measuring coronary flow under the influence of non-negligible tissue motion in both in vitro and ex vivo.
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Affiliation(s)
- Yizhou Huang
- Lab. of Biomedical Diagnostics, Eindhoven University of Technology, Eindhoven, The Netherlands.
| | - Xufei Chen
- Lab. of Biomedical Diagnostics, Eindhoven University of Technology, Eindhoven, The Netherlands
| | | | | | | | - Massimo Mischi
- Lab. of Biomedical Diagnostics, Eindhoven University of Technology, Eindhoven, The Netherlands
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Rees CO, de Boer A, Huang Y, Wessels B, Blank C, Kuijsters N, Huppelschoten A, Zizolfi B, Foreste V, Di Spiezio Sardo A, Christoforidis N, van Vliet H, Mischi M, Schoot BC. Uterine contractile activity in healthy women throughout the menstrual cycle measured using a novel quantitative two-dimensional transvaginal ultrasound speckle tracking method. Reprod Biomed Online 2023; 46:115-122. [PMID: 36244894 DOI: 10.1016/j.rbmo.2022.08.104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Revised: 08/16/2022] [Accepted: 08/18/2022] [Indexed: 01/31/2023]
Abstract
RESEARCH QUESTION To explore normal uterine contractile function across the menstrual cycle using a novel quantitative ultrasound method. DESIGN This multicentre prospective observational study took place in three European centres from 2014 to 2022. Uterine contraction frequency (contractions/minute), amplitude, direction (cervix-to-fundus, C2F; fundus-to-cervix; F2C), velocity and coordination were investigated. Features were extracted from transvaginal ultrasound recordings (TVUS) using speckle tracking. Premenopausal women ≥18 years of age, with normal, natural menstrual cycles were included. A normal cycle was defined as: regular (duration 28 ± 2 days), no dysmenorrhoea, no menometrorrhagia. Four-minute TVUS were performed during the menstrual phase, mid-follicular, late follicular phase, early luteal phase and/or late luteal phase. Of the 96 recordings available from 64 women, 70 were suitable for inclusion in the analysis. RESULTS Contraction frequency (for the posterior wall) and velocity (for the anterior uterine wall in the F2C direction) were highest in the late follicular phase and lowest in the menstrual and late luteal phases (1.61 versus 1.31 and 1.35 contractions/min, P < 0.001 and 0.81 versus 0.67 and 0.62 mm/s, P < 0.001, respectively). No significant difference was found for contraction amplitude. Contraction coordination (simultaneous contraction of the anterior and posterior walls in the same direction) was least coordinated in the mid-follicular phase (P = 0.002). CONCLUSIONS This is the first study to objectively measure uterine contraction features in healthy women during the natural menstrual cycle on TVUS. Likewise, it introduces contraction coordination as a specific feature of uterine peristalsis. Differences in uterine contractility across the menstrual cycle are confirmed, with highest activity seen in the late follicular phase, and lowest in the late luteal phase.
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Affiliation(s)
- Connie Odette Rees
- Department of Obstetrics and Gynaecology, Catharina Hospital, Eindhoven, the Netherlands; Laboratory of Biomedical Diagnostics, Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands; Department of Reproductive Medicine, Ghent University Hospital, Ghent, Belgium.
| | - Anna de Boer
- Department of Obstetrics and Gynaecology, Catharina Hospital, Eindhoven, the Netherlands
| | - Yizhou Huang
- Laboratory of Biomedical Diagnostics, Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands
| | - Blijke Wessels
- Laboratory of Biomedical Diagnostics, Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands
| | - Celine Blank
- Laboratory of Biomedical Diagnostics, Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands; Department of Reproductive Medicine, Ghent University Hospital, Ghent, Belgium
| | - Nienke Kuijsters
- Laboratory of Biomedical Diagnostics, Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands
| | - Aleida Huppelschoten
- Department of Obstetrics and Gynaecology, Catharina Hospital, Eindhoven, the Netherlands
| | - Brunella Zizolfi
- Department of Public Health - School of Medicine, University Federico II, Naples, Italy
| | - Virginia Foreste
- Department of Public Health - School of Medicine, University Federico II, Naples, Italy
| | | | | | - Hubertus van Vliet
- Department of Obstetrics and Gynaecology, Catharina Hospital, Eindhoven, the Netherlands; Department of Reproductive Medicine, Ghent University Hospital, Ghent, Belgium
| | - Massimo Mischi
- Laboratory of Biomedical Diagnostics, Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands
| | - Benedictus Christiaan Schoot
- Department of Obstetrics and Gynaecology, Catharina Hospital, Eindhoven, the Netherlands; Laboratory of Biomedical Diagnostics, Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands; Department of Reproductive Medicine, Ghent University Hospital, Ghent, Belgium
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Huang Y, Rees C, Sammali F, Blank C, Schoot D, Mischi M. Characterization of Uterine Peristaltic Waves by Ultrasound Strain Analysis. IEEE TRANSACTIONS ON ULTRASONICS, FERROELECTRICS, AND FREQUENCY CONTROL 2022; 69:2050-2060. [PMID: 35389865 DOI: 10.1109/tuffc.2022.3165688] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Uterine peristalsis (UP) is a wavelike uterine motion that plays an important role in the generation of intrauterine streams for menstrual emptying and to support embryo implantation. Our understanding of uterine mechanical behavior is hampered by a lack of quantitative analysis. Here, we propose a spatiotemporal analysis of UP by ultrasound speckle tracking and dedicated strain analysis. We aim at characterizing UP propagating around the endometrial cavity through the anterior and posterior walls of the uterus. To this end, velocity and coordination features are proposed in this study. We investigated a total of 11 healthy volunteers during their natural menstrual cycle and 81 patients undergoing in vitro fertilization (IVF) treatment. They all received multiple 4-min 2-D transvaginal ultrasound scans. Significant differences in propagation velocity were found among different phases of the menstrual cycle, which are in line with the expected uterine behavior. A significant difference in coordination was found between the group of women with successful (pregnancy at 11 weeks) and unsuccessful IVF. This result suggests that the ability to generate coordinated UP represents an important factor for IVF success. The proposed UP quantification may represent a valuable clinical tool for improved understanding of UP and improved decision-making in the context of IVF procedures.
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Wildeboer RR, Sammali F, van Sloun RJG, Huang Y, Chen P, Bruce M, Rabotti C, Shulepov S, Salomon G, Schoot BC, Wijkstra H, Mischi M. Blind Source Separation for Clutter and Noise Suppression in Ultrasound Imaging: Review for Different Applications. IEEE TRANSACTIONS ON ULTRASONICS, FERROELECTRICS, AND FREQUENCY CONTROL 2020; 67:1497-1512. [PMID: 32091998 DOI: 10.1109/tuffc.2020.2975483] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/14/2023]
Abstract
Blind source separation (BSS) refers to a number of signal processing techniques that decompose a signal into several "source" signals. In recent years, BSS is increasingly employed for the suppression of clutter and noise in ultrasonic imaging. In particular, its ability to separate sources based on measures of independence rather than their temporal or spatial frequency content makes BSS a powerful filtering tool for data in which the desired and undesired signals overlap in the spectral domain. The purpose of this work was to review the existing BSS methods and their potential in ultrasound imaging. Furthermore, we tested and compared the effectiveness of these techniques in the field of contrast-ultrasound super-resolution, contrast quantification, and speckle tracking. For all applications, this was done in silico, in vitro, and in vivo. We found that the critical step in BSS filtering is the identification of components containing the desired signal and highlighted the value of a priori domain knowledge to define effective criteria for signal component selection.
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Kuijsters NPM, Sammali F, Ye X, Blank C, Xu L, Mischi M, Schoot BC, Rabotti C. Propagation of spontaneous electrical activity in the ex vivo human uterus. Pflugers Arch 2020; 472:1065-1078. [PMID: 32691139 PMCID: PMC7376519 DOI: 10.1007/s00424-020-02426-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2020] [Revised: 05/21/2020] [Accepted: 06/26/2020] [Indexed: 12/18/2022]
Abstract
Contractions of the non-pregnant uterus play a key role in fertility. Yet, the electrophysiology underlying these contractions is poorly understood. In this paper, we investigate the presence of uterine electrical activity and characterize its propagation in unstimulated ex vivo human uteri. Multichannel electrohysterographic measurements were performed in five freshly resected human uteri starting immediately after hysterectomy. Using an electrode grid externally and an electrode array internally, measurements were performed up to 24 h after hysterectomy and compared with control. Up to 2 h after hysterectomy, we measured biopotentials in all included uteri. The median root mean squared (RMS) values of the external measurements ranged between 3.95 μV (interquartile range (IQR) 2.41–14.18 μV) and 39.4 μV (interquartile range (IQR) 10.84–105.64 μV) and were all significantly higher than control (median RMS of 1.69 μV, IQR 1.13–3.11 μV), consisting of chicken breast meat. The RMS values decreased significantly over time. After 24 h, the median RMS (1.27 μV, IQR 0.86–3.04 μV) was comparable with the control (1.69 μV, IQR 1.13–3.11 μV, p = 0.125). The internal measurements showed a comparable pattern over time, but overall lower amplitude. The measured biopotentials propagated over the uterine surface, following both a plane-wave as well as an erratic pattern. No clear pacemaker location nor a preferred propagation direction could be identified. These results show that ex vivo uteri can spontaneously generate propagating biopotentials and provide novel insight contributing to improving our understanding of the electrophysiology of the human non-pregnant uterus.
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Affiliation(s)
- Nienke P M Kuijsters
- Department of Electrical Engineering (Signal Processing Systems: Biomedical Diagnostics), Eindhoven Technical University, Post box 513, 5600 MB, Eindhoven, the Netherlands. .,Department of Obstetrics and Gynaecology, Catharina Hospital, Michelangelolaan 2, 5623 EJ, Eindhoven, the Netherlands.
| | - Federica Sammali
- Department of Electrical Engineering (Signal Processing Systems: Biomedical Diagnostics), Eindhoven Technical University, Post box 513, 5600 MB, Eindhoven, the Netherlands
| | - Xin Ye
- Department of Electrical Engineering (Signal Processing Systems: Biomedical Diagnostics), Eindhoven Technical University, Post box 513, 5600 MB, Eindhoven, the Netherlands
| | - Celine Blank
- Department of Electrical Engineering (Signal Processing Systems: Biomedical Diagnostics), Eindhoven Technical University, Post box 513, 5600 MB, Eindhoven, the Netherlands.,Department of Obstetrics and Gynaecology, University Hospital (UZ) Gent, C. Heymanslaan 10, 9000, Ghent, Belgium
| | - Lin Xu
- School of Information Science and Technology, ShanghaiTech University, Shanghai, China
| | - Massimo Mischi
- Department of Electrical Engineering (Signal Processing Systems: Biomedical Diagnostics), Eindhoven Technical University, Post box 513, 5600 MB, Eindhoven, the Netherlands
| | - Benedictus C Schoot
- Department of Electrical Engineering (Signal Processing Systems: Biomedical Diagnostics), Eindhoven Technical University, Post box 513, 5600 MB, Eindhoven, the Netherlands.,Department of Obstetrics and Gynaecology, Catharina Hospital, Michelangelolaan 2, 5623 EJ, Eindhoven, the Netherlands.,Department of Obstetrics and Gynaecology, University Hospital (UZ) Gent, C. Heymanslaan 10, 9000, Ghent, Belgium
| | - Chiara Rabotti
- Department of Electrical Engineering (Signal Processing Systems: Biomedical Diagnostics), Eindhoven Technical University, Post box 513, 5600 MB, Eindhoven, the Netherlands
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Sammali F, Kuijsters NPM, Huang Y, Blank C, Rabotti C, Schoot BC, Mischi M. Dedicated Ultrasound Speckle Tracking for Quantitative Analysis of Uterine Motion Outside Pregnancy. IEEE TRANSACTIONS ON ULTRASONICS, FERROELECTRICS, AND FREQUENCY CONTROL 2019; 66:581-590. [PMID: 30872213 DOI: 10.1109/tuffc.2018.2867098] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Fertility problems are nowadays being paralleled by important advances in assisted reproductive technologies. Yet the success rate of these technologies remains low. There is evidence that fertilization outcome is affected by uterine motion, but solutions for quantitative analysis of uterine motion are lacking. This work proposes a dedicated method for uterine-motion quantification by B-mode transvaginal ultrasound. Motion analysis is implemented by speckle tracking based on block matching after speckle-size regularization. Sum of absolute differences is the adopted matching metrics. Prior to the analysis, dedicated singular value decomposition (SVD) filtering is implemented to enhance the uterine motion over noise, clutter, and uncorrelated motion induced by neighboring organs and probe movements. SVD and block matching are first optimized by a dedicated ex vivo setup. Robustness to noise and speckle decorrelation is improved by median filtering of the tracking coordinates from surrounding blocks. Speckle tracking is further accelerated by a diamond search. The method feasibility was tested in vivo with a longitudinal study on nine women, aimed at discriminating between four selected phases of the menstrual cycle known to show different uterine behavior. Each woman was scanned in each phase for 4 min; four sites on the uterine fundus were tracked over time to extract strain and distance signals along the longitudinal and transversal directions of the uterus. Several features were extracted from these signals. Among these features, median frequency and contraction frequency showed significant differences between active and quiet phases. These promising results motivate toward an extended validation in the context of fertilization procedures.
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Visual inspection of transvaginal ultrasound videos to characterize uterine peristalsis: an inter-observer agreement study. J Ultrasound 2019; 23:37-44. [PMID: 30771103 DOI: 10.1007/s40477-018-00356-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2018] [Accepted: 12/15/2018] [Indexed: 10/27/2022] Open
Abstract
PURPOSE Contractions in non-pregnant uterine can be assessed by visual inspection of transvaginal ultrasound (TVUS). Many authors have used this method to extract features like contraction frequency and direction. However, visual inspection is a subjective method and the outcome is dependent on the sonographers and video analysts. In this study, we wanted to see which uterine feature is reproducible enough, in terms of inter-observer agreement, to serve as a reliable control for future research. METHODS Six observers assessed 80 TVUS videos, and rated video quality, contraction frequency, direction and timing. One observer assessed operating time. A Fleiss' kappa (κ) or an intra-class correlation (ICC) was calculated to determine the inter-observer agreement of all features. RESULTS The inter-observer agreement in frequency was substantial (ICC = 0.68). Conversely, there was just slight to fair agreement in contraction timing and direction and in video quality: ICC = 0.26, κ = 0.17 and κ = 0.16, respectively. Overall, agreement among technical engineers was better than between medical professionals. The level of agreement was correlated with video quality, phase of the menstrual cycle and individual patient (all χ2 with p < 0.00). The time to analyze one video ranged between 6 and 20 min. CONCLUSIONS This study shows that visual inspection of TVUS videos is a fairly reproducible method to assess contraction frequency. However, the operating time is too extensive to implement this method in daily practice. Automated methods could offer a solution for this problem in the future.
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