Mohammed R. S. Sunoqrot

Om

En postdoktorforsker ved CIMORe-gruppen med bakgrunn innen medisinsk teknologi og biomedisinsk ingeniørfag. Jeg har erfaring med medisinsk bildeanalyse, bildebehandling, datamanagement, radiomics, maskinlæring og dyp læring.

Mitt hovedfokus er å utvikle, forbedre og teste datastøttede diagnosesystemer for prostatakreft ved bruk av multiparametrisk MR. Disse systemene har potensial til å forbedre behandlingen av prostatakreft i klinisk praksis betydelig.

Jeg fullførte min doktorgrad i medisinsk teknologi ved Norges teknisk-naturvitenskapelige universitet (NTNU) i Trondheim, Norge, i august 2021. Før det fullførte jeg en MSc i biomedisinsk ingeniørfag med utmerkelse fra University of Dundee i Storbritannia i 2016, og en BSc i biomedisinsk ingeniørfag fra German Jordanian University i Jordan i 2014.

Personlig nettside https://mohammedsunoqrot.github.io

Forskning

AI-based decision support system for detection and localization of prostate cancer

The aim of this project is to develop, optimize, and validate a robust, accurate, precise and generalized AI-based decision support system using mpMRI for prostate cancer detection and localization with a large, multicenter cohort.

Publikasjoner

2025

Moradi, Ashkan; Zerka, Fadila; Bosma, Joeran S.; Sunoqrot, Mohammed R. S.; Abrahamsen, Bendik Skarre; Derya, Yakar. (2025) Optimizing Federated Learning Configurations for MRI Prostate Segmentation and Cancer Detection: A Simulation Study. Radiology: Artificial Intelligence (RAI)
Vitenskapelig artikkel

2024

Saha, Anindo; Bosma, Joeran S; Twilt, Jasper J; Ginneken, Bram van; Bjartell, Anders; Padhani, Anwar R. (2024) Artificial intelligence and radiologists in prostate cancer detection on MRI (PI-CAI): an international, paired, non-inferiority, confirmatory study. The Lancet Oncology
Vitenskapelig artikkel

2023

Meglic, Jakob; Sunoqrot, Mohammed R. S.; Bathen, Tone Frost; Elschot, Mattijs. (2023) Label-set impact on deep learning-based prostate segmentation on MRI. Insights into Imaging
Vitenskapelig artikkel
Patsanis, Alexandros; Sunoqrot, Mohammed R. S.; Langørgen, Sverre; Wang, Hao; Selnæs, Kirsten Margrete; Bertilsson, Maria Helena. (2023) A comparison of Generative Adversarial Networks for automated prostate cancer detection on T2-weighted MRI. Informatics in Medicine Unlocked (IMU)
Vitenskapelig artikkel
Patsanis, Alexandros; Sunoqrot, Mohammed R. S.; Bathen, Tone Frost; Elschot, Mattijs. (2023) CROPro: a tool for automated cropping of prostate magnetic resonance images. Journal of Medical Imaging
Vitenskapelig artikkel
Dewi, Dyah Ekashanti Octorina; Sunoqrot, Mohammed R. S.; Nketiah, Gabriel Addio; Sandsmark, Elise; Giskeødegård, Guro F.; Langørgen, Sverre. (2023) The impact of pre-processing and disease characteristics on reproducibility of T2-weighted MRI radiomics features. Magnetic Resonance Materials in Physics, Biology and Medicine
Vitenskapelig artikkel

2022

Sørland, Kaia Ingerdatter; Sunoqrot, Mohammed R. S.; Sandsmark, Elise; Langørgen, Sverre; Bertilsson, Helena; Trimble, Christopher George. (2022) Pseudo-T2 mapping for normalization of T2-weighted prostate MRI. Magnetic Resonance Materials in Physics, Biology and Medicine
Vitenskapelig artikkel
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
Vitenskapelig artikkel

2021

Sunoqrot, Mohammed R. S.; Elschot, Mattijs; Bathen, Tone Frost; Selnæs, Kirsten Margrete; Martens, Harald Aagaard. (2021) Computer-Aided Diagnosis of Prostate Cancer Using Multiparametric MRI: Preprocessing, Segmentation and Quality Control. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
Doktorgradsavhandling
Sunoqrot, Mohammed R. S.; Selnæs, Kirsten Margrete; Sandsmark, Elise; Langørgen, Sverre; Bertilsson, Helena; Bathen, Tone Frost. (2021) The reproducibility of deep learning-based segmentation of the prostate gland and zones on t2-weighted mr images. Diagnostics (Basel)
Vitenskapelig artikkel

2020

Sunoqrot, Mohammed R. S.; Selnæs, Kirsten Margrete; Sandsmark, Elise; Nketiah, Gabriel Addio; Zavala-Romero, Olmo; Stoyanova, Radka. (2020) A quality control system for automated prostate segmentation on T2-weighted MRI. Diagnostics (Basel)
Vitenskapelig artikkel
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
Vitenskapelig artikkel

2019

Billdal, Daniel Chen; While, Peter Thomas; Selnæs, Kirsten Margrete; Sunoqrot, Mohammed; Langørgen, Sverre; Bertilsson, Helena. (2019) Relative enhanced diffusivity in prostate cancer: Protocol optimization and diagnostic potential. Journal of Magnetic Resonance Imaging
Vitenskapelig artikkel

Tidsskriftspublikasjoner

Moradi, Ashkan; Zerka, Fadila; Bosma, Joeran S.; Sunoqrot, Mohammed R. S.; Abrahamsen, Bendik Skarre; Derya, Yakar. (2025) Optimizing Federated Learning Configurations for MRI Prostate Segmentation and Cancer Detection: A Simulation Study. Radiology: Artificial Intelligence (RAI)
Vitenskapelig artikkel
Saha, Anindo; Bosma, Joeran S; Twilt, Jasper J; Ginneken, Bram van; Bjartell, Anders; Padhani, Anwar R. (2024) Artificial intelligence and radiologists in prostate cancer detection on MRI (PI-CAI): an international, paired, non-inferiority, confirmatory study. The Lancet Oncology
Vitenskapelig artikkel
Meglic, Jakob; Sunoqrot, Mohammed R. S.; Bathen, Tone Frost; Elschot, Mattijs. (2023) Label-set impact on deep learning-based prostate segmentation on MRI. Insights into Imaging
Vitenskapelig artikkel
Patsanis, Alexandros; Sunoqrot, Mohammed R. S.; Langørgen, Sverre; Wang, Hao; Selnæs, Kirsten Margrete; Bertilsson, Maria Helena. (2023) A comparison of Generative Adversarial Networks for automated prostate cancer detection on T2-weighted MRI. Informatics in Medicine Unlocked (IMU)
Vitenskapelig artikkel
Patsanis, Alexandros; Sunoqrot, Mohammed R. S.; Bathen, Tone Frost; Elschot, Mattijs. (2023) CROPro: a tool for automated cropping of prostate magnetic resonance images. Journal of Medical Imaging
Vitenskapelig artikkel
Dewi, Dyah Ekashanti Octorina; Sunoqrot, Mohammed R. S.; Nketiah, Gabriel Addio; Sandsmark, Elise; Giskeødegård, Guro F.; Langørgen, Sverre. (2023) The impact of pre-processing and disease characteristics on reproducibility of T2-weighted MRI radiomics features. Magnetic Resonance Materials in Physics, Biology and Medicine
Vitenskapelig artikkel
Sørland, Kaia Ingerdatter; Sunoqrot, Mohammed R. S.; Sandsmark, Elise; Langørgen, Sverre; Bertilsson, Helena; Trimble, Christopher George. (2022) Pseudo-T2 mapping for normalization of T2-weighted prostate MRI. Magnetic Resonance Materials in Physics, Biology and Medicine
Vitenskapelig artikkel
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
Vitenskapelig artikkel
Sunoqrot, Mohammed R. S.; Selnæs, Kirsten Margrete; Sandsmark, Elise; Langørgen, Sverre; Bertilsson, Helena; Bathen, Tone Frost. (2021) The reproducibility of deep learning-based segmentation of the prostate gland and zones on t2-weighted mr images. Diagnostics (Basel)
Vitenskapelig artikkel
Sunoqrot, Mohammed R. S.; Selnæs, Kirsten Margrete; Sandsmark, Elise; Nketiah, Gabriel Addio; Zavala-Romero, Olmo; Stoyanova, Radka. (2020) A quality control system for automated prostate segmentation on T2-weighted MRI. Diagnostics (Basel)
Vitenskapelig artikkel
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
Vitenskapelig artikkel
Billdal, Daniel Chen; While, Peter Thomas; Selnæs, Kirsten Margrete; Sunoqrot, Mohammed; Langørgen, Sverre; Bertilsson, Helena. (2019) Relative enhanced diffusivity in prostate cancer: Protocol optimization and diagnostic potential. Journal of Magnetic Resonance Imaging
Vitenskapelig artikkel

Rapport

Sunoqrot, Mohammed R. S.; Elschot, Mattijs; Bathen, Tone Frost; Selnæs, Kirsten Margrete; Martens, Harald Aagaard. (2021) Computer-Aided Diagnosis of Prostate Cancer Using Multiparametric MRI: Preprocessing, Segmentation and Quality Control. Norges teknisk-naturvitenskapelige universitet Norges teknisk-naturvitenskapelige universitet
Doktorgradsavhandling

Formidling