Publications

My publications can also be found on my Google Scholar profile, while my code is available through the BM/d lab’s GitHub repositories.

Code

Data

  1. A. van Diepen, T. Bakkes , A. de Bie, S. Turco, A. Bouwman, P. Woerlee, M. Mischi, Simulated data from "A Model-based Approach to Generating Annotated Pressure Support Waveforms". https://doi.org/10.4121/81220350-0f3d-4e0a-86cf-28c904a1cb09.v1
  2. J. Haakma, S. Turco, E. Peri, M. Mischi, Models, datasets, and raw results of "Measurement of sweat gland activity by discrete sweat sensing, statistics, and deep learning" https://doi.org/10.4121/f62008b2-4c3a-42c6-bf3a-c55e37a9598c

Patents

  1. A. Sivadas, S. Turco, and M. Mischi, "Estimating spatial fields in a biological tissue," Patent TUe.P2025-5100-NL, 2025.
  2. X. Li, M. Mischi, and S. Turco, "Systems and Methods for Estimating Nonlinear Shear-Wave of Soft-Tissue", Patent TUOE.P2025P1/00648954. 2025.
  3. M. Mischi, S. Turco, and A. Janssen, "Method and System for Identifying Tumor Tissue using MRI time-intensity curves to determine characteristics of contrast agents," Patent TUE-162/PROV, 2013.

Books and book chapters

  1. F. I. Kandi, C. Dinis Fernandes, D.L. van den Kroonenberg, A.W. Postema, J. Oddens, H. Wijkstra, S. Turco, M. Mischi "Contrast Ultrasound Dispersion Imaging (CUDI)" in Atlas of the ultrasound in Urology, Andrology and Nefrology, Martino and Galosi, SPRINGER, in press. (Book chapter)
  2. S. Turco, P.Chen, A. El Kaffas, A. Lyshchik, M. Mischi, “Ultrasound contrast agents: Microvascular characterization” in Innovative Ultrasound Imaging Techniques: Biomedical Applications, L. Bridal, Ed. ISTE Wiley: Encyclopaedia of Sciences (chapter), 2024. (Book chapter)
  3. R. Barr, S. Turco, and H. Wijkstra, “Prostate: malignant lesions” in Specialty Imaging: Fundamentals of CEUS, A. Lyshchik, Ed., ed: Elsevier, 2019 (Book chapter).
  4. Mischi, M., Turco, S., Soliman, O. I., ten Cate, F. J., Wijkstra, H., & Schoots, I. (2018). Quantification of contrast kinetics in clinical imaging. Springer International Publishing. (Book)

Journal papers

  1. Li, X., Turco, S., Zwart, M., Beerlage, H.P., Wijkstra, H., Mischi, M. Identification of local nonlinear shear-wave dynamics using Volterra kernels: application to prostate cancer detection. IEEE Transactions on Medical Imaging, Early Access, 2026. 10.1109/TMI.2026.3749706
  2. Jerry, E. E., Afonso, M. A., De Vries, J. C., Akkermans, A., Turco, S., Bouwman, A. R., Nienhuijs, S. W. Transition from Mandatory to Discretionary Nurse-Measured MEWS Assessment in a Continuously Monitored Surgical Ward: Diagnostic Performance of Wearable-Derived Early Warning Scores. Journal of Clinical Monitoring and Computing, 2026. 10.1007/s10877-026-01488-y
  3. van Hoeven, M., Gensen, C., Overdevest, E., Gerritse, M., Turco, S., Bouwman, A. Innovative use of quality indicators during cardiopulmonary bypass: a goal directed perfusion strategy using real-time area under the threshold analysis. Perfusion, 2026. 10.1177/02676591261471110
  4. Barbagini, A., Turco, S., Shevchenko, R., Muehlsteff, J., Mischi, M. Local Brachial Pulse Wave Velocity Estimation via Ultrafast Ultrasound: Comparison Between Three Different Approaches. IEEE Transactions on Instrumentation and Measurement, 75, pp.1-15, 2026. 10.1109/TIM.2026.3712979
  5. Ramaekers, M., Fernandes, C. D., Li, X., Schipper, R. J., Turco, S., de Hingh, I. H. J. T., Nederend, J., Mischi, M., Luyer, M. D. P. Visualizing Periampullary Tumors With Intraductal Ultrasound Utilizing an Intracardiac Echocardiography Catheter: A Feasibility Study. Ultrasound in Medicine and Biology, 52(8), pp.1475-1482, 2026. 10.1016/j.ultrasmedbio.2026.02.022
  6. van de Kamp, L., Weller, D., Thijssen, R., Hunnekens, B., Bakkes, T., Turco, S., den Uil, C., Oomen, T., van de Wouw, N. Reducing Annotation Effort in Patient-Ventilator Asynchrony Detection With Distance-Based Clustering. IEEE Open Journal of Control Systems, 5, pp.289-302, 2026. 10.1109/OJCSYS.2026.3685094
  7. van Diepen, A., Bakkes, T.H.G.F., De Bie, A.J.R., Bouwman, R.A., Woerlee, P.H., Mischi, M., Turco, S. Estimation of respiratory system parameters using an extended equation of motion during mandatory mechanical ventilation. Biomedical Signal Processing and Control, 2026. doi.org/10.1016/j.bspc.2026.109770
  8. Delberghe, F., Li, X., van den Kroonenberg, D.L., Turco, S., Zwart, W., Valvano, G., Jager, A., Postema, A.W., Wijkstra, H., Oddens, J.R., Mischi, M. Development of a quantitative multiparametric ultrasound and deep learning classifier for the detection of prostate cancer, European Radiology, 2026 doi.org/10.1007/s00330-026-12323-y
  9. J.R. Haakma, S. Turco, E. Esselaar, M. Mischi, E. Peri, "A deep learning strategy to estimate the sweat rate per gland from digital sweat sensing", Discover Sensors 2:9, 2026.doi.org/10.1007/s44397-026-00040-6
  10. Wijntjes, P.*, Kandi, F.I.*, Dassen, S.*, Beijnsberger, L., Chen, P., Sui, J., van der Ven, M., van Laar, J., van der Hout-van der Jagt, B., Turco, S., Monen, L., Mischi, M. Towards quantitative CEUS assessments of ex-vivo feto-placental (micro)vasculature: A feasibility study. WFUMB Ultrasound Open, 2025 (*shared first authorship). 10.1016/j.wfumbo.2025.100099
  11. Wang, T., Zhang, Y., Chen, J., Chen, P., Kandi, F., Yao, J., Wu, Q., Turco, S., Mischi, M. and Huang, P., 2025. Ultrasound Localization Microscopy in Identifying High-Risk Carotid Plaque Using Low-Frame-Rate Ultrasound Imaging. Ultrasound in Medicine & Biology. 10.1016/j.ultrasmedbio.2025.08.030
  12. Bakkes, T.H., Dekker, A.J.D.B., van der Stam, J.A., Kaymak, U., Mischi, M., Bouwman, R.A. and Turco, S., 2025. Validation of the advanced alert monitor in a Dutch hospital using local optimization and refinement of the outcome definition. International Journal of Medical Informatics, 201, p.105930. 10.1016/j.ijmedinf.2025.105930
  13. Li, X., Delberghe, F., Turco, S., Mills, D., Wallace, K., Valvano, G., Zwart, W., Forsberg, F., van den Kroonenberg, D.L., Wijkstra, H. and Mischi, M., 2025. Three-Dimensional Shear-Wave Viscoelastographic Estimation by System Identification for Prostate Cancer Localization. Ultrasound in Medicine & Biology. 10.1016/j.ultrasmedbio.2025.07.025
  14. Chen, P., Pollet, A., Turco, S., de Vargas, M., Te Winkel, L., van Hoeve, W., den Toonder, J. M. J., Wijkstra, H., Mischi, M. The impact of monodisperse microbubble size on contrast-enhanced ultrasound super-localization imaging. The Journal of the Acoustical Society of America, 157(4), 2687–2696, 2025. 10.1121/10.0036371
  15. Zhang, H., Chen, L., Li, L., Liu, Y., Das, B., Zhai, S., Tan, J., Jiang, Y., Turco, S., Yao, Y., Frishman, D. Prediction and analysis of tumor infiltrating lymphocytes across 28 cancers by TILScout using deep learning. npj Precision Oncology, 9(1), 76, 2025. 10.1038/s41698-025-00866-0
  16. Suriani, I., Barbagini, A., De Boer, E.C., Turco, S., Lau, K.D., Van Houte, J., Muehlsteff, J., Bouwman, R.A. and Mischi, M., 2025. Single-measurement local pulse wave velocity estimation in the carotid artery using pulsed wave Doppler ultrasound waveform indices. IEEE Transactions on Instrumentation and Measurement. 10.1109/TIM.2025.3571080
  17. Oei, S. P., T. H. G. F. Bakkes, M. Mischi, R. A. Bouwman, R. J. G. van Sloun, and S. Turco. "Artificial intelligence in clinical decision support and the prediction of adverse events." Frontiers in Digital Health 7 (2025): 1403047. 10.3389/fdgth.2025.1403047
  18. Chen, P., Turco, S., Liu, Z., Widdershoven, C., Oddens, J., Wijkstra, H., Mischi, M. and Zondervan, P., 2025. Contrast-ultrasound dispersion imaging for renal cell carcinoma diagnostics. The Ultrasound Journal, 17(1), p.23. 10.1186/s13089-025-00423-7
  19. J.R. Haakma, E. Peri, S. Turco, E. Pelssers, J.M.J. den Toonder, M. Mischi, "Estimation of the Number of Active Sweat Glands Through Discrete Sweat Sensing",Sensors 2024, 24(22), 7187 10.3390/s24227187
  20. Bakkes, T.H., Mestrom, E.H., Ourahou, N., Kaymak, U., de Andrade Serra, P.J., Mischi, M., Bouwman, A.R. and Turco, S., 2024. Predictive modeling of perioperative patient deterioration: combining unanticipated ICU admissions and mortality for improved risk prediction. Perioperative Medicine, 13(1), p.66. (2024) 10.1186/s13741-024-00420-9
  21. Jager, A., Oddens, J.R., Postema, A.W., Miclea, R.L., Schoots, I.G., Nooijen, P.G., van der Linden, H., Barentsz, J.O., Heijmink, S.W., Wijkstra, H. Mischi, M., and Turco, S. 2024. Is There an Added Value of Quantitative DCE-MRI by Magnetic Resonance Dispersion Imaging for Prostate Cancer Diagnosis?. Cancers, 16(13), p.2431. (2024) 10.3390/cancers16132431
  22. Chen, P., Turco, S., Wang, Y., Jager, A., Daures, G., Wijkstra, H., Zwart, W., Huang, P. and Mischi, M., 2024. Can 3D Multiparametric Ultrasound Imaging Predict Prostate Biopsy Outcome?. Ultrasound in Medicine & Biology (2024) 10.1016/j.ultrasmedbio.2024.04.007
  23. X. Li, S. Turco, R.M. Aarts, H. Wijkstra, M. Mischi, Delayed matrix pencil method for local shear wave viscoelastographic estimation, Computer Methods and Programs in Biomedicine Update, 5:100156 (2024) . 10.1016/j.cmpbup.2024.100156
  24. L. Hao, T.H.G.F. Bakkes, A. van Diepen, N. Chennakeshava, R.A. Bouwman, A.J.R. De Bie Dekker, P.H. Woerlee, F. Mojoli, M. Mischi, Y. Shi, S. Turco, 2024. An adversarial learning approach to generate pressure support ventilation waveforms for asynchrony detection, 250:108175 (2024). https://doi.org/10.1016/j.cmpb.2024.108175
  25. Chen, X., Li, X., Turco, S., Van Sloun, R.J. and Mischi, M., 2024. Ultrasound viscoelastography by acoustic radiation force: A state-of-the-art review. IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control. 10.1109/TUFFC.2024.3381529
  26. Chen, C., Perera, R., Mischi, M., Kolios, M., Exner, A. and Turco, S., 2023. Quantification of extravasation and binding of PSMA-targeted nanobubbles by modelling the second-wave phenomenon. Molecular Imaging and Biology, pp.1-11. https://doi.org/10.1007/s11307-023-01891-w
  27. Chen, C., Turco, S., Kapetas, P., Mann, R., Wijkstra, H., de Korte, C. and Mischi, M., 2023. Spatiotemporal analysis of contrast-enhanced ultrasound for differentiating between malignant and benign breast lesions. European radiology, pp.1-10. https://doi.org/10.1007/s00330-023-10500-x
  28. Dinis Fernandes, C., Schaap, A., Kant, J., van Houdt, P., Wijkstra, H., Bekers, E., Linder, S., Bergman, A. M., van der Heide, U., Mischi, M., Zwart, W., Eduati, F., & Turco, S. (2023). Radiogenomics analysis linking multiparametric MRI and transcriptomics in prostate cancer. Cancers, 15(12), 3074. https://doi.org/10.3390/cancers15123074
  29. Mestrom, E. H. J., Bakkes, T. H. G. F., Ourahou, N., Korsten, H. H. M., Serra, P. de A., Montenij, L. J., Mischi, M., Turco, S., & Bouwman, R. A. (2023). Prediction of postoperative patient deterioration and unanticipated intensive care unit admission using perioperative factors. PloS One, 18(8), e0286818. https://doi.org/10.1371/journal.pone.0286818
  30. Van Diepen, A., Bakkes, T. H. G. F., De Bie, A. J. R., Turco, S., Bouwman, R. A., Woerlee, P. H., & Mischi, M. (2023). Evaluation of the accuracy of established patient inspiratory effort estimation methods during mechanical support ventilation. Heliyon, 9. https://doi.org/10.1016/j.heliyon.2023.e13610
  31. Bogatu, L., Turco, S., Mischi, M., Schmitt, L., Woerlee, P., Bezemer, R., Bouwman, A. R., Korsten, E. H. H. M., & Muehlsteff, J. (2023). New hemodynamic parameters in Peri-operative and critical care-challenges in translation. Sensors (Basel, Switzerland), 23(4). https://doi.org/10.3390/s23042226
  32. Bakkes, T., van Diepen, A., De Bie, A., Montenij, L., Mojoli, F., Bouwman, A., Mischi, M., Woerlee, P., & Turco, S. (2023). Automated detection and classification of patient-ventilator asynchrony by means of machine learning and simulated data. Computer Methods and Programs in Biomedicine, 230(107333), 107333. https://doi.org/10.1016/j.cmpb.2022.107333
  33. Chen, C., Perera, R., Kolios, M. C., Wijkstra, H., Exner, A. A., Mischi, M., & Turco, S. (2023). Pharmacokinetic modeling of the second-wave phenomenon in nanobubble-based contrast-enhanced ultrasound. IEEE Transactions on Bio-Medical Engineering, 70(1), 42–54. https://doi.org/10.1109/TBME.2022.3184266
  34. Tiyarattanachai, T., Turco, S., Eisenbrey, J. R., Wessner, C. E., Medellin-Kowalewski, A., Wilson, S., Lyshchik, A., Kamaya, A., & Kaffas, A. E. (2022). A comprehensive motion compensation method for in-plane and out-of-plane motion in dynamic contrast-enhanced ultrasound of focal liver lesions. Ultrasound in Medicine & Biology, 48(11), 2217–2228. https://doi.org/10.1016/j.ultrasmedbio.2022.06.007
  35. Chen, C., Perera, R., Kolios, M. C., Wijkstra, H., Exner, A. A., Mischi, M., & Turco, S. (2022). The unique second wave phenomenon in contrast enhanced ultrasound imaging with nanobubbles. Scientific Reports, 12(1), 13619. https://doi.org/10.1038/s41598-022-17756-1
  36. van Diepen, A., Bakkes, T. H. G. F., De Bie, A. J. R., Turco, S., Bouwman, R. A., Woerlee, P. H., & Mischi, M. (2022). A model-based approach to generating annotated pressure support waveforms. Journal of Clinical Monitoring and Computing, 36(6), 1739–1752. https://doi.org/10.1007/s10877-022-00822-4
  37. Turco, S., Tiyarattanachai, T., Ebrahimkheil, K., Eisenbrey, J., Kamaya, A., Mischi, M., Lyshchik, A., & Kaffas, A. E. (2022). Interpretable machine learning for characterization of focal liver lesions by contrast-enhanced ultrasound”. IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control. https://doi.org/10.1109/TUFFC.2022.3161719
  38. Bogatu, L., Turco, S., Mischi, M., Schmitt, L., Woerlee, P., Bouwman, R. A., Korsten, E. H. H. M., & Muehlsteff, J. (2022). Air cuff transducer design for occlusion-based hemodynamic measurements—an experimental and simulation study. IEEE Transactions on Instrumentation and Measurement, 71, 1–9. https://doi.org/10.1109/tim.2022.3193980
  39. Chen, C., Perera, R., Kolios, M. C., Wijkstra, H., Mischi, M., Exner, A. A., Turco, S. Pharmacokinetic modeling of PSMA-targeted nanobubbles for quantification of extravasation and binding in mice models of prostate cancer. Medical Physics, 49(10), 6547–6559, 2022. 10.1002/mp.15962
  40. Chen, P., Pollet, A., Panfilova, A., Zhou, M., Turco, S., Toonder, J., & Mischi, M. (n.d.). "Acoustic characterization of tissue-mimicking materials for ultrasound perfusion imaging research”. Ultrasound in Medicine and Biology, 48(1). https://doi.org/10.1016/j.ultrasmedbio.2021.09.004
  41. Bogatu, L. I., Turco, S., Mischi, M., Schmitt, L., Woerlee, P., Bresch, E., Noordergraaf, G. J., Paulussen, I., Bouwman, A., Korsten, H. H. M., & Muehlsteff, J. (2021). Modulation of pulse propagation and blood flow via cuff inflation-new distal insights. Sensors (Basel, Switzerland), 21(16). https://doi.org/10.3390/s21165593
  42. Bogatu, L., Turco, S., Mischi, M., Woerlee, P., Bouwman, A., & Korsten, E. (2020). "A modelling framework for assessment of arterial compliance by fusion of oscillometry and pulse wave velocity information”. Computer Methods and Programs in Biomedicine. https://doi:10.1016/j.cmpb.2020.105492
  43. Bogatu, L., Turco, S., Mischi, M., & Muehlsteff, P. (2020). "An Experimental Study on the Blood Pressure Cuff as a Transducer for Oscillometric Blood Pressure Measurements”. IEEE Transactions on Instrumentation and Measurement. https://doi:10.1109/TIM.2020.3023218
  44. Chen, P., Van Sloun, R., Turco, S., Wijkstra, H., Filomena, D., Agati, L., Houthuizen, P., & Mischi, M. (2020). "Blood flow patterns estimation in the left ventricle with low-rate 2D and 3D dynamic contrast-enhanced ultrasound”. Computer Methods and Programs in Biomedicine. https://doi:10.1016/j.cmpb.2020.105810
  45. Turco, S., Frinking, P., Wildeboer, R., Arditi, M., Wijkstra, H., Lindner, J.R. and Mischi, M., 2020. Contrast-enhanced ultrasound quantification: from kinetic modeling to machine learning. Ultrasound in medicine & biology, 46(3), pp.518-543. https://doi.org/10.1016/j.ultrasmedbio.2019.11.008
  46. Turco, S., El Kaffas, A., Zhou, J., Lutz, A. M., Wijkstra, H., Willmann, J. K., & Mischi, M. (2019). Pharmacokinetic modeling of targeted ultrasound contrast agents for quantitative assessment of anti-angiogenic therapy: A longitudinal case-control study in colon cancer. Molecular Imaging and Biology: MIB: The Official Publication of the Academy of Molecular Imaging, 21(4), 633–643. https://doi.org/10.1007/s11307-018-1274-z
  47. Turco, S., Lavini, C., & Heijmink, S. (2018). Evaluation of magnetic-resonance dispersion imaging for improved prostate cancer diagnosis through a multicenter study”. American Journal of Roengtenology, 211(5). https://doi.org/10.2214/AJR.17.19215
  48. Turco, Simona, Tardy, I., Frinking, P., Wijkstra, H., & Mischi, M. (2017). Quantitative ultrasound molecular imaging by modeling the binding kinetics of targeted contrast agent. Physics in Medicine and Biology, 62(6), 2449–2464. https://doi.org/10.1088/1361-6560/aa5e9a
  49. Turco, S., Wijkstra, H., & Mischi, M. (2016). Mathematical models of contrast transport kinetics for cancer diagnostic imaging: A review. IEEE Reviews in Biomedical Engineering, 9, 121–147. https://doi.org/10.1109/rbme.2016.2583541
  50. Turco, S., Janssen, A. J. E. M., Lavini, C., de la Rosette, J. J., Wijkstra, H., & Mischi, M. (2016). Time-efficient estimation of the magnetic resonance dispersion model parameters for quantitative assessment of angiogenesis. Biomedical Signal Processing and Control, 26, 23–33. https://doi.org/10.1016/j.bspc.2015.11.006
  51. Mischi, M., Turco, S., Lavini, C., Kompatsiari, K., de la Rosette, J. J. M. C. H., Breeuwer, M., & Wijkstra, H. (2014). Magnetic resonance dispersion imaging for localization of angiogenesis and cancer growth. Investigative Radiology, 49(8), 561–569. https://doi.org/10.1097/RLI.0000000000000056
  52. Varghese, B., Turco, S., Bonito, V., & Verhagen, R. (2013). Effects of polarization and apodization on laser induced optical breakdown threshold. Optics Express, 21(15), 18304–18310. https://doi.org/10.1364/OE.21.018304
  53. Carpi, F., Frediani, G., Turco, S., & De Rossi, D. (2011). Bioinspired tunable lens with muscle-like electroactive elastomers. Advanced Functional Materials, 21(21), 4152–4158. https://doi.org/10.1002/adfm.20110125

Conference contributions (selected)

Dissertations

  1. S. Turco, “Pharmacokinetic modeling in cancer: from functional to molecular imaging of angiogenesis”, PhD thesis, ISBN 978-90-386-4424-0 (2018)
  2. > S. Turco, “DCE-MRI dispersion analysis for quantitative angiogenesis imaging in prostate cancer”, PDEng final report, ISBN 978-90-444-1335-9 (2015)