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Mohammed R. S. Sunoqrot

Mohammed R. S. Sunoqrot

Researcher
Department of Circulation and Medical Imaging
Faculty of Medicine and Health Sciences

mohammed.sunoqrot@ntnu.no
+4746632587 MR-senteret, 1306B, Øya
Google Scholar MR Cancer Group PROVIZ
About Publications Teaching Media

About

A researcher at the MR Cancer Group with a background in Medical Technology and Biomedical Engineering. I have experience with medical image analysis, image processing, data management, machine learning and radiomics.

My current work aims to develop Computer-Aided Diagnosis systems for prostate cancer using multiparametric MRI, which could be used to improve the treatment of prostate cancer in clinical practise.

In August 2021, I received a PhD in in Medical Technology from the Norwegian University of Science and Technology - NTNU (Trondheim, Norway). In 2016, I received an MSc in Biomedical Engineering with distinction from University of Dundee (UK). In 2014, I received a BSc in Biomedical Engineering from the German Jordanian University (Jordan).

Competencies

  • Diagnosis, Computer-Assisted
  • MRI
  • Medical Technology
  • Medical image analysis
  • Medical imaging
  • Prostate cancer
  • Radiomics

Publications

  • Chronological
  • By category
  • See all publications in Cristin

2022

  • Sunoqrot, Mohammed R. S.; Saha, Anindo; Hosseinzadeh, Matin; Elschot, Mattijs; Huisman, Henkjan J.. (2022) Artificial intelligence for prostate MRI: open datasets, available applications, and grand challenges. European Radiology Experimental. volum 6:35.
    Academic article
  • Sørland, Kaia Ingerdatter; Sunoqrot, Mohammed R. S.; Sandsmark, Elise; Langørgen, Sverre; Bertilsson, Helena; Trimble, Christopher George; Lin, Gigin; Selnæs, Kirsten Margrete; Goa, Pål Erik; Bathen, Tone Frost; Elschot, Mattijs. (2022) Pseudo-T2 mapping for normalization of T2-weighted prostate MRI. Magnetic Resonance Materials in Physics, Biology and Medicine.
    Academic article

2021

  • Sunoqrot, Mohammed R. S.. (2021) Computer-Aided Diagnosis of Prostate Cancer Using Multiparametric MRI: Pre-processing, Segmentation and Quality Control. 2021. ISBN 9788232665310.
    PhD thesis
  • Sunoqrot, Mohammed R. S.; Selnæs, Kirsten Margrete; Sandsmark, Elise; Langørgen, Sverre; Bertilsson, Helena; Bathen, Tone Frost; Elschot, Mattijs. (2021) The reproducibility of deep learning-based segmentation of the prostate gland and zones on t2-weighted mr images. Diagnostics (Basel). volum 11 (9).
    Academic article

2020

  • Sunoqrot, Mohammed R. S.; Nketiah, Gabriel Addio; Selnæs, Kirsten Margrete; Bathen, Tone Frost; Elschot, Mattijs. (2020) Automated reference tissue normalization of T2-weighted MR images of the prostate using object recognition. Magnetic Resonance Materials in Physics, Biology and Medicine. volum 34 (2).
    Academic article
  • Sunoqrot, Mohammed R. S.; Selnæs, Kirsten Margrete; Sandsmark, Elise; Nketiah, Gabriel Addio; Zavala-Romero, Olmo; Stoyanova, Radka; Bathen, Tone Frost; Elschot, Mattijs. (2020) A quality control system for automated prostate segmentation on T2-weighted MRI. Diagnostics (Basel). volum 10 (9).
    Academic article

2019

  • Billdal, Daniel Chen; While, Peter Thomas; Selnæs, Kirsten Margrete; Sunoqrot, Mohammed; Langørgen, Sverre; Bertilsson, Helena; Bathen, Tone Frost; Elschot, Mattijs. (2019) Relative enhanced diffusivity in prostate cancer: Protocol optimization and diagnostic potential. Journal of Magnetic Resonance Imaging.
    Academic article

Scientific articles

  • Sunoqrot, Mohammed R. S.; Saha, Anindo; Hosseinzadeh, Matin; Elschot, Mattijs; Huisman, Henkjan J.. (2022) Artificial intelligence for prostate MRI: open datasets, available applications, and grand challenges. European Radiology Experimental. volum 6:35.
    Academic article
  • Sørland, Kaia Ingerdatter; Sunoqrot, Mohammed R. S.; Sandsmark, Elise; Langørgen, Sverre; Bertilsson, Helena; Trimble, Christopher George; Lin, Gigin; Selnæs, Kirsten Margrete; Goa, Pål Erik; Bathen, Tone Frost; Elschot, Mattijs. (2022) Pseudo-T2 mapping for normalization of T2-weighted prostate MRI. Magnetic Resonance Materials in Physics, Biology and Medicine.
    Academic article
  • Sunoqrot, Mohammed R. S.; Selnæs, Kirsten Margrete; Sandsmark, Elise; Langørgen, Sverre; Bertilsson, Helena; Bathen, Tone Frost; Elschot, Mattijs. (2021) The reproducibility of deep learning-based segmentation of the prostate gland and zones on t2-weighted mr images. Diagnostics (Basel). volum 11 (9).
    Academic article
  • Sunoqrot, Mohammed R. S.; Nketiah, Gabriel Addio; Selnæs, Kirsten Margrete; Bathen, Tone Frost; Elschot, Mattijs. (2020) Automated reference tissue normalization of T2-weighted MR images of the prostate using object recognition. Magnetic Resonance Materials in Physics, Biology and Medicine. volum 34 (2).
    Academic article
  • Sunoqrot, Mohammed R. S.; Selnæs, Kirsten Margrete; Sandsmark, Elise; Nketiah, Gabriel Addio; Zavala-Romero, Olmo; Stoyanova, Radka; Bathen, Tone Frost; Elschot, Mattijs. (2020) A quality control system for automated prostate segmentation on T2-weighted MRI. Diagnostics (Basel). volum 10 (9).
    Academic article
  • Billdal, Daniel Chen; While, Peter Thomas; Selnæs, Kirsten Margrete; Sunoqrot, Mohammed; Langørgen, Sverre; Bertilsson, Helena; Bathen, Tone Frost; Elschot, Mattijs. (2019) Relative enhanced diffusivity in prostate cancer: Protocol optimization and diagnostic potential. Journal of Magnetic Resonance Imaging.
    Academic article

Report

  • Sunoqrot, Mohammed R. S.. (2021) Computer-Aided Diagnosis of Prostate Cancer Using Multiparametric MRI: Pre-processing, Segmentation and Quality Control. 2021. ISBN 9788232665310.
    PhD thesis

Teaching

Courses

  • RAT3002 - Image Processing and Automated Classification

Media

2022

  • Poster
    Sunoqrot, Mohammed R. S.; Selnæs, Kirsten Margrete; Abrahamsen, Bendik Skarre; Patsanis, Alexandros; Nketiah, Gabriel Addio; Bathen, Tone Frost; Elschot, Mattijs. (2022) A deep learning-based quality control system for co-registration of prostate MR images. Joint Annual Meeting ISMRM-ESMRMB & ISMRT 31st Annual Meeting . International Society for Magnetic Resonance in Medicine; London. 2022-05-07 - 2022-05-12.
  • Poster
    Zerka, Fadila; Sunoqrot, Mohammed R. S.; Abrahamsen, Bendik Skarre; Patsanis, Alexandros; Bathen, Tone Frost; Elschot, Mattijs. (2022) A privacy-preserving federated learning infrastructure for prostate segmentation on T2-Weighted MRI. Joint Annual Meeting ISMRM-ESMRMB & ISMRT 31st Annual Meeting ; London. 2022-05-07 - 2022-05-12.

2021

  • Poster
    Dewi, Dyah Ekashanti Octorina; Sunoqrot, Mohammed R. S.; Nketiah, Gabriel Addio; Sandsmark, Elise; Langørgen, Sverre; Bertilsson, Helena; Elschot, Mattijs; Bathen, Tone Frost. (2021) Repeatability of Radiomic Features in T2-Weighted Prostate MRI: Impact of Pre-processing Configurations. 2021 ISMRM Annual Meeting & Exhibition . ISMRM; Virtual. 2021-05-15 - 2021-05-20.
  • Academic lecture
    Patsanis, Alexandros; Sunoqrot, Mohammed R. S.; Sandsmark, Elise; Langørgen, Sverre; Bertilsson, Helena; Selnæs, Kirsten Margrete; Wang, Hao; Bathen, Tone Frost; Elschot, Mattijs. (2021) Prostate Cancer Detection on T2-weighted MR images with Generative Adversarial Networks. ISMRM & SMRT 2021 . International Society for Magnetic Resonance in Medicine; Vitrual Conference. 2021-05-15 - 2021-05-20.
  • Academic lecture
    Sunoqrot, Mohammed R. S.. (2021) Computer-Aided Diagnosis of Prostate Cancer Using Multiparametric MRI. Idletechs AS learning session . Idletechs AS; Virtual. 2021-04-16.
  • Academic lecture
    Sunoqrot, Mohammed R. S.. (2021) Normalization, Segmentation, and Quality Control in Radiomics. IEEE EMBS Indonesia Webinar "Introduction to Radiomics" . IEEE EMBS Indonesia; Virtual. 2021-02-18 - 2021-02-18.
  • Poster
    Sunoqrot, Mohammed R. S.; Selnæs, Kirsten Margrete; Abrahamsen, Bendik Skarre; Patsanis, Alexandros; Nketiah, Gabriel Addio; Bathen, Tone Frost; Elschot, Mattijs. (2021) A deep learning-based quality control system for co-registration of prostate MR images. MMIV Conference 2021 . Mohn Medical Imaging and Visualization Centre (MMIV); Bergen. 2021-12-09 - 2021-12-10.
  • Poster
    Sunoqrot, Mohammed R. S.; Selnæs, Kirsten Margrete; Sandsmark, Elise; Langørgen, Sverre; Bertilsson, Helena; Bathen, Tone Frost; Elschot, Mattijs. (2021) The repeatability of deep learning based segmentation of the prostate, peripheral and transition zones on T2-weighted MR images. 2021 ISMRM Annual Meeting & Exhibition . ISMRM; Virtual. 2021-05-15 - 2021-05-20.
  • Poster
    Sørland, Kaia Ingerdatter; Goa, Pål Erik; Selnæs, Kirsten Margrete; Sandsmark, Elise; Trimble, Christopher George; Sunoqrot, Mohammed R. S.; Elschot, Mattijs; Bathen, Tone Frost. (2021) Pseudo-T2 mapping of T2-weighted MRI of the prostate: Comparison to gold standard. 2021 ISMRM Annual Meeting & Exhibition ; 2021-05-15 - 2021-05-20.
  • Poster
    Sørland, Kaia Ingerdatter; Sunoqrot, Mohammed R. S.; Goa, Pål Erik; Sandsmark, Elise; Langørgen, Sverre; Bertilsson, Helena; Gigin, Lin; Bathen, Tone Frost; Elschot, Mattijs. (2021) Automated reference tissue normalization of prostate T2-weighted MRI on a large, multicenter dataset. 2021 ISMRM Annual Meeting & Exhibition ; 2021-05-15 - 2021-05-20.

2020

  • Poster
    Sunoqrot, Mohammed R. S.; Kucharczak, Sandra; Grajek, Magdalena; Selnæs, Kirsten Margrete; Bathen, Tone Frost; Elschot, Mattijs. (2020) The repeatability of deep learning-based segmentation of the prostate on T2-weighted MR images. 2020 ISMRM & SMRT VIRTUAL CONFERENCE . International Society for Magnetic Resonance in Medicine; VIRTUAL. 2020-08-08 - 2020-08-14.

2019

  • Poster
    Elschot, Mattijs; Nketiah, Gabriel Addio; Sunoqrot, Mohammed; Bathen, Tone Frost. (2019) Object recognition for fully automated reference tissue normalization of T2-weighted MR images of the prostate. ISMRM 27th Annual Meeting . International Society for Magnetic Resonance in Medicine; Montréal. 2019-05-11 - 2019-05-16.
  • Poster
    Sunoqrot, Mohammed; Selnæs, Kirsten Margrete; Zavala-Romero, Olmo; Stoyanova, Radka; Bathen, Tone Frost; Elschot, Mattijs. (2019) A quality control system for automated prostate segmentation on T2-weighted MRI. ISMRM 27th Annual Meeting . International Society for Magnetic Resonance in Medicine (I); Montréal. 2019-05-11 - 2019-05-16.
  • Poster
    Sunoqrot, Mohammed; Selnæs, Kirsten Margrete; Zavala-Romero, Olmo; Stoyanova, Radka; Bathen, Tone Frost; Elschot, Mattijs. (2019) A quality control system for automated prostate segmentation on T2-weighted MRI. the annual Biotechnology Research and Innovation (DigitalLife 2019) conference . Digital Life Norway (DLN); Tromsø. 2019-09-05 - 2019-09-06.

2018

  • Popular scientific lecture
    Bathen, Tone Frost; Debik, Julia Barbara; Giskeødegård, Guro F.; Hill, Deborah Katherine; Jerome, Neil Peter; Sitter, Beathe; Sjøbakk, Torill Eidhammer; Sunoqrot, Mohammed; Widerøe, Marius. (2018) Magneter og medisin, RN-2018. Researchers Night; Ungdommens forskernatt . Forskningsdagene; NTNU, Trondheim. 2018-09-28 - 2018-09-28.
  • Poster
    Billdal, Daniel Chen; Sunoqrot, Mohammed; Selnæs, Kirsten Margrete; While, Peter Thomas; Krüger-Stokke, Brage; Bertilsson, Helena; Bathen, Tone Frost; Elschot, Mattijs. (2018) The diagnostic potential and repeatability of Relative Enhanced Diffusivity (RED) as a biomarker for prostate cancer. Joint Annual Meeting ISMRM-ESMRMB 2018 . International Society for Magnetic Resonance in Medicine; Paris. 2018-06-16 - 2018-06-21.
  • Poster
    Sunoqrot, Mohammed; Billdal, Daniel Chen; Selnæs, Kirsten Margrete; Elschot, Mattijs; Bathen, Tone Frost. (2018) The repeatability of fully automated atlas-based prostate segmentation on T2-weighted MR images. Joint Annual Meeting ISMRM-ESMRMB 2018 . International Society for Magnetic Resonance in Medicine; Paris. 2018-06-16 - 2018-06-21.
  • Poster
    Sunoqrot, Mohammed; Selnæs, Kirsten Margrete; Bathen, Tone Frost; Elschot, Mattijs. (2018) A quality control system for automated prostate segmentation on T2-weighted MRI. ISMRM Nordic Chapter Meeting . ISMRM Nordic Chapter; Trondheim. 2018-10-25 - 2018-10-25.

2017

  • Popular scientific lecture
    Giskeødegård, Guro F.; Bathen, Tone Frost; Sjøbakk, Torill Eidhammer; Grinde, Maria Tunset; Hill, Deborah Katherine; Madssen, Torfinn Støve; Billdal, Daniel Chen; Andreassen, Maren Marie Sjaastad; Berger, Hester Rijkje; Andreassen, Trygve; Sunoqrot, Mohammed; Rise, Henning Hoel; Avdal, Jørgen; Fatemi, Ali; Torp, Hans; Saxhaug, Lars Mølgaard; Rodriguez-Molares, Alfonso; Grønli, Thomas; Smistad, Erik; Wigen, Morten Smedsrud; Østvik, Andreas; Ekroll, Ingvild Kinn. (2017) DE VERDIFULLE BILDENE. Forskningstorget 2017 . NTNU, Forskningsdagene; Trondheim. 2017-09-22 - 2017-09-23.
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