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  • Massimo Mischi
2020

A machine learning method for automatic detection and classification of patient-ventilator asynchrony

Bakkes, T. H. G. F., Montree, R. J. H., Mischi, M., Mojoli, F. & Turco, S., Jul 2020, 42nd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society: Enabling Innovative Technologies for Global Healthcare, EMBC 2020. Institute of Electrical and Electronics Engineers, p. 150-153 4 p. 9175796. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2020-July).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

A modelling framework for assessment of arterial compliance by fusion of oscillometry and pulse wave velocity information

Bogatu, L. I., Turco, S., Mischi, M., Woerlee, P., Bouwman, A., Korsten, E. H. H. M. & Muehlsteff, J., Nov 2020, In : Computer Methods and Programs in Biomedicine. 196, 11 p., 105492.

Research output: Contribution to journalArticleAcademicpeer-review

3 Citations (Scopus)

Automated multiparametric localization of prostate cancer based on B-mode, shear-wave elastography, and contrast-enhanced ultrasound radiomics

Wildeboer, R. R., Mannaerts, C. K., van Sloun, R. J. G., Budäus, L., Tilki, D., Wijkstra, H., Salomon, G. & Mischi, M., Feb 2020, In : European Radiology. 30, 2, p. 806-815 10 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
3 Citations (Scopus)
35 Downloads (Pure)
1 Citation (Scopus)
Open Access

Contrast-enhanced ultrasound quantification: from kinetic modeling to machine learning

Turco, S., Frinking, P., Wildeboer, R., Arditi, M., Wijkstra, H., Lindner, J. R. & Mischi, M., Mar 2020, In : Ultrasound in Medicine and Biology. 46, 3, p. 518-543 26 p.

Research output: Contribution to journalReview articleAcademicpeer-review

1 Citation (Scopus)

Contrast-enhanced ultrasound with dispersion analysis for the localization of prostate cancer: correlation with radical prostatectomy specimens

Postema, A. W., Gayet, M. C. W., van Sloun, R. J. G., Wildeboer, R. R., Mannaerts, C. K., Savci-Heijink, C. D., Schalk, S. G., Kajtazovic, A., van der Poel, H., Mulders, P. F. A., Beerlage, H. P., Mischi, M. & Wijkstra, H., 20 Feb 2020, In : World Journal of Urology.

Research output: Contribution to journalArticleAcademicpeer-review

Detection of clinically significant prostate cancer in biopsy-naïve men: direct comparison of systematic biopsy, multiparametric MRI- and contrast-ultrasound-dispersion imaging-targeted biopsy

Mannaerts, C. K., Engelbrecht, M. R. W., Postema, A. W., van Kollenburg, R. A. A., Hoeks, C. M. A., Savci-Heijink, C. D., van Sloun, R. J. G., Wildeboer, R. R., de Reijke, T. M., Mischi, M. & Wijkstra, H., 21 Apr 2020, In : BJU International.

Research output: Contribution to journalArticleAcademicpeer-review

Doppler ultrasound technology for fetal heart rate monitoring: a review

Hamelmann, P., Vullings, R., Kolen, A. F., Bergmans, J. W. M., van Laar, J. O. E. H., Tortoli, P. & Mischi, M., Feb 2020, In : IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control. 67, 2, p. 226-238 13 p., 8848855.

Research output: Contribution to journalReview articleAcademicpeer-review

1 Citation (Scopus)

Method for measurement of arterial compliance by fusion of oscillometry and pulse wave velocity

Bogatu, L., Turco, S., Mischi, M., Woerlee, P. H., Bouwman, A., Korsten, H. H. M. E. & Muehlsteff, J., 2020, 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access

Propagation of spontaneous electrical activity in the ex vivo human uterus

Kuijsters, N. P. M., Sammali, F., Ye, X., Blank, C., Xu, L., Mischi, M., Schoot, B. C. & Rabotti, C., 1 Aug 2020, In : Pflugers Archiv European Journal of Physiology. 472, 8, p. 1065-1078 14 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access

Simulator of a Full Fetal Electrocardiogram Measurement Chain by Multichannel Capacitive Sensing

Xu, L., Rabotti, C., Zhang, Y., Vullings, R., Meftah, M., Ouzounov, S., Harpe, P. J. A. & Mischi, M., Jul 2020, In : IEEE Transactions on Instrumentation and Measurement. 69, 7, p. 4348-4357 10 p., 8873661.

Research output: Contribution to journalArticleAcademicpeer-review

Synthetic elastography using B-mode ultrasound through a deep fully-convolutional neural network

Wildeboer, R. R., van Sloun, R. J. G., Mannaerts, C. K., Moraes, P. H., Salomon, G., Chammas, M. C., Wijkstra, H. & Mischi, M., 24 Mar 2020, In : IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control.

Research output: Contribution to journalArticleAcademicpeer-review

2019

3-D multi-parametric contrast-enhanced ultrasound for the prediction of prostate cancer

Wildeboer, R. R., van Sloun, R. J. G., Huang, P., Wijkstra, H. & Mischi, M., 10 Jul 2019, In : Ultrasound in Medicine and Biology. 45, 10, p. 2713-2724 12 p.

Research output: Contribution to journalArticleAcademicpeer-review

4 Citations (Scopus)

555 - Contrast enhanced ultrasound for the localization of prostate cancer – correlation with radical prostatectomy specimens

Gayet, M., Postema, A. W., van Sloun, R., Wildeboer, R., Schalk, S., Mannaerts, C., Beerlage, H., Mischi, M. & Wijkstra, H., Mar 2019, In : European Urology Supplements. 18, 1, p. e739-e740 2 p.

Research output: Contribution to journalConference articleAcademicpeer-review

Open Access

Adaptive ultrasound beamforming using deep learning

Luijten, B., Cohen, R., de Bruijn, F. J., Schmeitz, H. A. W., Mischi, M., Eldar, Y. C. & Sloun, R. J. G. V., 23 Sep 2019, In : arXiv. 10 p., 1909.10342v1.

Research output: Contribution to journalArticleAcademic

Open Access
File
8 Downloads (Pure)

An extended Kalman filter for fetal heart location estimation during Doppler-based heart rate monitoring

Hamelmann, P., Vullings, R., Mischi, M., Kolen, A. F., Schmitt, L. & Bergmans, J. W. M., 1 Sep 2019, In : IEEE Transactions on Instrumentation and Measurement. 68, 9, p. 3221-3231

Research output: Contribution to journalArticleAcademicpeer-review

3 Citations (Scopus)

Clinical evaluation of dispersion MRI for prostate cancer localization: a multicenter study

Turco, S., Lavini, C., Heijmink, S., Barentsz, J., Wijkstra, H. & Mischi, M., 2019. 1 p.

Research output: Contribution to conferencePosterAcademic

Open Access
File
63 Downloads (Pure)
4 Citations (Scopus)
4 Downloads (Pure)

Deep learning for fast adaptive beamforming

Luijten, B., Cohen, R., de Bruijn, F. J., Schmeitz, H. A. W., Mischi, M., Eldar, Y. C. & van Sloun, R. J. G., 1 May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Piscataway: Institute of Electrical and Electronics Engineers, p. 1333-1337 5 p. 8683478

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

3 Citations (Scopus)
2 Downloads (Pure)
5 Citations (Scopus)

Deep learning for super-resolution vascular ultrasound imaging

van Sloun, R. J. G., Solomon, O., Bruce, M., Khaing, Z. Z., Eldar, Y. C. & Mischi, M., 1 May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Piscataway: Institute of Electrical and Electronics Engineers, p. 1055-1059 5 p. 8683813

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

8 Citations (Scopus)

EFSUMB Young Investigator Award 2019

Wildeboer, R., van Sloun, R., Wijkstra, H. & Mischi, M., 2019, In : Ultraschall in der Medizin. 40, 04, p. 522-523 2 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access

Exploiting flow dynamics for superresolution in contrast-enhanced ultrasound

Solomon, O., van Sloun, R. J. G., Wijkstra, H., Mischi, M. & Eldar, Y. C., 1 Oct 2019, In : IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control. 66, 10, p. 1573-1586 14 p., 8751992.

Research output: Contribution to journalArticleAcademicpeer-review

4 Citations (Scopus)
Open Access
File
3 Citations (Scopus)
39 Downloads (Pure)

Investigation of the neural drive during vibration exercise by high-density surface-electromyography

Xu, L., Negro, F., Rabotti, C., Farina, D. & Mischi, M., Jul 2019, 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2019. p. 1944-1947 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

1 Citation (Scopus)

In-vitro investigation of the relationship between microvascular structure and ultrasound contrast agent dynamics

Chen, P., Turco, S., Sloun, R. J. G. V., Pollet, A., Toonder, J. D., Wijkstra, H. & Mischi, M., Oct 2019, 2019 IEEE International Ultrasonics Symposium, IUS 2019. Piscataway: Institute of Electrical and Electronics Engineers, p. 403-406 4 p. 8926232

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Learning Doppler with deep neural networks and its application to intra-cardiac echography

van Sloun, R. J. G., Belt, H., Janse, K. & Mischi, M., 25 Feb 2019, 2018 IEEE International Ultrasonics Symposium (IUS). Piscataway: Institute of Electrical and Electronics Engineers, 4 p. 8579722

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

1 Citation (Scopus)
1 Downloads (Pure)

Learning sub-sampling and signal recovery with applications in ultrasound imaging

Huijben, I. A. M., Veeling, B. S., Janse, K., Mischi, M. & Sloun, R. J. G. V., 15 Aug 2019, In : arXiv. 11 p., 1908.05764v2.

Research output: Contribution to journalArticleAcademic

Open Access
File
13 Downloads (Pure)

Machine learning for classification of uterine activity outside pregnancy

Bakkes, T. H. G. F., Sammali, F., Kuijsters, N. P. M., Turco, S., Rabotti, C., Schoot, D. & Mischi, M., Jul 2019, 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2019. Piscataway: Institute of Electrical and Electronics Engineers, p. 2161-2164 4 p. 8857374

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

3 Downloads (Pure)

Machine learning for multiparametric ultrasound classification of prostate cancer using B-mode, shear-wave elastography, and contrast-enhanced ultrasound radiomics

Wildeboer, R. R., Mannaerts, C. K., van Sloun, R. J. G., Wijkstra, H., Salomon, G. & Mischi, M., Oct 2019, 2019 IEEE International Ultrasonics Symposium, IUS 2019. Piscataway: IEEE Computer Society, p. 1902-1905 4 p. 8925823

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Motion-artifact reduction in capacitive heart-rate measurements by adaptive filtering

Xu, L., Rabotti, C., Zhang, Y., Ouzounov, S., Harpe, P. J. A. & Mischi, M., Oct 2019, In : IEEE Transactions on Instrumentation and Measurement. 68, 10, p. 4085-4093 9 p., 8573141.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
5 Citations (Scopus)
28 Downloads (Pure)

Multiparametric mri- and contrast enhanced ultrasound-targeted biopsy for the detection of significant prostate cancer: can we replace systematic biopsy?

Mannaerts, C., Engelbrecht, M., Postema, A., Lodeizen, O., van Kollenburg, R., van Sloun, R., Wildeboer, R., Mischi, M., de Reijke, T. & Wijkstra, H., 1 Apr 2019, In : Journal of Urology. 201, 4S, p. e430-e430 1 p.

Research output: Contribution to journalConference articleAcademicpeer-review

Open Access

Multiparametric ultrasound for prostate cancer detection and localization: Correlation of B-mode, shearwave elastography and contrast-enhanced ultrasound with radical prostatectomy specimens

Mannaerts, C. K., Wildeboer, R. R., Remmers, S., van Kollenburg, R. A. A., Kajtazovic, A., Hagemann, J., Postema, A. W., van Sloun, R. J. G., Roobol, M. J., Tilki, D., Mischi, M., Wijkstra, H. & Salomon, G., 1 Dec 2019, In : Journal of Urology. 202, 6, p. 1166-1173 8 p.

Research output: Contribution to journalArticleAcademicpeer-review

9 Citations (Scopus)

On the relationship between dynamic contrast-enhanced ultrasound parameters and the underlying vascular architecture extracted from acoustic angiography

Panfilova, A., Shelton, S. E., Caresio, C., van Sloun, R. J. G., Molinari, F., Wijkstra, H., Dayton, P. A. & Mischi, M., Feb 2019, In : Ultrasound in Medicine and Biology. 45, 2, p. 539-548 10 p.

Research output: Contribution to journalArticleAcademicpeer-review

4 Citations (Scopus)

Optimal blind-source-separation filtering for ultrasound clutter suppression: application to ultrasound localization microscopy and speckle tracking

Wildeboer, R. R., Sammali, F., van Sloun, R. J. G., Wijkstra, H. & Mischi, M., Oct 2019, 2019 IEEE International Ultrasonics Symposium, IUS 2019. Piscataway: IEEE Computer Society, p. 2060-2063 4 p. 8926008

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Pharmacokinetic analysis of targeted nanonubbles for quantitative assessment of PSMA expression in prostate cancer

Turco, S., Perera, R. A., Wijkstra, H., Exner, A. A. & Mischi, M., 2019. 4 p.

Research output: Contribution to conferenceAbstractAcademic

Open Access
File
27 Downloads (Pure)

Pharmacokinetic modeling of targeted ultrasound contrast agents for quantitative assessment of anti-angiogenic therapy: a longitudinal case-control study in colon cancer

Turco, S., El Kaffas, A., Zhou, J., Lutz, A. M., Wijkstra, H., Willmann, J. K. & Mischi, M., Sep 2019, In : Molecular Imaging and Biology. 21, 4, p. 633-643 11 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
1 Citation (Scopus)
25 Downloads (Pure)

Prediction of embryo implantation by machine learning based on ultrasound strain imaging

Sammali, F., Blank, C., Bakkes, T. H. G. F., Huang, Y., Rabotti, C., Schoot, B. C. & Mischi, M., Oct 2019, 2019 IEEE International Ultrasonics Symposium, IUS 2019. Piscataway: IEEE Computer Society, p. 1141-1144 4 p. 8926228

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Prediction of implantation after blastocyst transfer in in vitro fertilization: a machine-learning perspective

Blank, C., Wildeboer, R. R., DeCroo, I., Tilleman, K., Weyers, B., de Sutter, P., Mischi, M. & Schoot, B. C., 1 Feb 2019, In : Fertility and Sterility. 111, 2, p. 318-326 9 p.

Research output: Contribution to journalArticleAcademicpeer-review

9 Citations (Scopus)
1 Downloads (Pure)

Prostate: benign prostatic hyperplasia

Barr, R., Wildeboer, R. & Mischi, M., 11 Mar 2019, Fundamentals of CEUS. Lyshchik, A. (ed.). 1st ed. Amsterdam: Elsevier, p. 240-243 (Specialty imaging).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Prostate cancer localization based on multiparametric quantification of three-dimensional transrectal contrast-enhanced ultrasound

Wildeboer, R., van Sloun, R., Huang, P., Wijkstra, H. & Mischi, M., 18 Jan 2019, The 24th European Symposium on Ultrasound Contrast Imaging: An ICUS Conference.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

PT150 - 3D multiparametric contrast ultrasound predicts the histopathological outcome of systematic biopsy

Wildeboer, R. R., van Sloun, R. J. G., Huang, P., Wijkstra, H. & Mischi, M., 2019, In : European Urology Supplements. 18, 1, p. e1870-e1871 2 p.

Research output: Contribution to journalConference articleAcademicpeer-review

Open Access

PT159 - Automatic segmentation of the prostate in transrectal ultrasound images using deep learning for application in MRI-TRUS fusion

van Sloun, R. J. G., Wildeboer, R. R., Postema, A. W., Gayet, M., Mannaerts, C. K., Beerlage, H. P., Salomon, G., Wijkstra, H. & Mischi, M., 2019, In : European Urology Supplements. 18, 1, p. e1880-e1881 2 p.

Research output: Contribution to journalConference articleAcademicpeer-review

Open Access

PT162 - Multiparametric ultrasound for the diagnosis of prostate cancer: Greyscale, shearwave elastography and contrast-enhanced imaging in comparison with radical prostatectomy specimens

Mannaerts, C. K., Wildeboer, R. R., van Kollenburg, R. A. A., Kajtazovic, A., Hagemann, J., Postema, A. W., Mischi, M., Wijkstra, H. & Salomon, G., 2019, In : European Urology Supplements. 18, 1, p. e1884-e1885 2 p.

Research output: Contribution to journalConference articleAcademicpeer-review

Open Access

Quantification of PSMA expression in prostate cancer by pharmacokinetic modeling of targeted ultrasound nanobubbles

Turco, S., Perera, R. H., Wijkstra, H., Exner, A. A. & Mischi, M., 2019, 2019 IEEE International Ultrasonics Symposium, IUS 2019. Piscataway: Institute of Electrical and Electronics Engineers, p. 399-402 4 p. 8925563

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Quantitative ultrasound imaging and characterization of uterine peristaltic waves

Huang, Y., Sammali, F., Blank, C., Kuijsters, N., Rabotti, C., Schoot, B. C. & Mischi, M., 25 Feb 2019, 2018 IEEE International Ultrasonics Symposium (IUS). Piscataway: Institute of Electrical and Electronics Engineers, 4 p. 8580218

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

3 Downloads (Pure)

Reply by authors

Mannaerts, C. K., Wildeboer, R. R., Remmers, S., van Kollenburg, R. A. A., Kajtazovic, A., Hagemann, J., Postema, A. W., van Sloun, R. J. G., Roobol, M., Tilki, D., Mischi, M., Wijkstra, H. & Salomon, G., 1 Dec 2019, In : Journal of Urology. 202, 6, p. 1172-1173 2 p.

Research output: Contribution to journalComment/Letter to the editorAcademic