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Nanna M. Sijtsema

University of Groningen - Department of Radiation Oncology

SCHOLARLY PAPERS

8

DOWNLOADS

345

TOTAL CITATIONS

0

Scholarly Papers (8)

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1.

Association between Dose to Cardiac Structures and Overall Survival: a Multivariable Analysis in a Large, Multi-Institutional Database of Stage III NSCLC Patients with External Validation

Number of pages: 46 Posted: 04 Dec 2024 Last Revised: 26 Feb 2025
Miguel Garrett Fernandes, Jan Bussink, Robin Wijsman, Zeno A. R. Gouw, Albrecht Weiß, Nanna M. Sijtsema, Richard Canters, Andrew Hope, Dirk De Ruysscher, Esther G.C. Troost, Jan-Jakob Sonke, Barbara Stam and René Monshouwer
Radboud University Nijmegen - Radboud University Medical Center, Radboud University Nijmegen - Radboud University Medical Center, University of Groningen - University Medical Center Groningen, Netherlands Cancer Institute, Dresden University of Technology - OncoRay Value Based Innovation, University of Groningen - Department of Radiation Oncology, Maastricht University, Princess Margaret Hospital, Maastricht University, Dresden University of Technology, Netherlands Cancer Institute, Netherlands Cancer Institute - Division of Medical Oncology and Radboud University Nijmegen - Radboud University Medical Center
Downloads 127 (576,708)

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Non-Small-Cell Lung Carcinoma, Radiotherapy, Cardiotoxicity, Survival, Survival Analysis

2.

A multi-toxicity deep learning approach for normal tissue complication probability modelling in head and neck cancer patients receiving radiotherapy

Number of pages: 46 Posted: 16 Dec 2025 Last Revised: 26 May 2026
D.C. MacRae, L. van der Hoek, Suzanne Petronella Maria de Vette, Hendrike Neh, A Moreno, Clifton D. Fuller, Johannes A. Langendijk, Matias Valdenegro-Toro, Nanna M. Sijtsema, Peter M.A. van Ooijen and Lisanne van Dijk
University of Groningen - Department of Radiation Oncology, affiliation not provided to SSRN, University of Groningen - University Medical Center Groningen, University of Groningen - University Medical Center Groningen, University of Texas at Houston - MD Anderson Cancer Center, University of Texas at Houston - MD Anderson Cancer Center, University of Groningen, University of Groningen, University of Groningen - Department of Radiation Oncology, University of Groningen - University Medical Center Groningen and University of Texas at Houston - MD Anderson Cancer Center
Downloads 39 (1,263,436)

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Multi-toxicity, Normal Tissue Complication Probability, Deep learning, Radiotherapy, Aspiration, Dysphagia, Sticky saliva, Taste alteration, Xerostomia

3.

Dosimetric Comparison of the Shoulder Region Between Paired Photon and Proton Plans in Breast Cancer Patients

Number of pages: 14 Posted: 10 Dec 2025
Yuqin Liang, Karolien Verhoeven, Gloria Vilches-Freixas, Sophie C. J. Bosma, Richard Canters, Femke E. Froklage, Ruud Houben, John H. Maduro, Jelle Overbosch, Joan J. Penninkhof, Margriet G.A. Sattler, Janine M. Simons, Nanna M. Sijtsema, Rozemarijn Vliegenthart, Anne P.G. Crijns, Sofia Rivera and Liesbeth J. Boersma
Maastricht University, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Maastricht University, affiliation not provided to SSRN, Maastricht University, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, University of Groningen - Department of Radiation Oncology, University of Groningen - University Medical Center Groningen, affiliation not provided to SSRN, Gustave Roussy and Maastricht University
Downloads 38 (1,222,651)

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Breast cancer, proton therapy, photon therapy, shoulder muscles, ALTJ region, arm symptoms

4.

Head and Neck Cancer Predictive Risk Estimator to Determine Control and Therapeutic Outcomes of Radiotherapy (HNC-PREDICTOR) Development, International Multi-Institutional Validation, and Web-Implementation of Clinic-Ready Model-Based Risk Stratification for Head and Neck Cancer

Number of pages: 13 Posted: 09 Aug 2022
Lisanne van Dijk, Abdallah S. R. Mohamed, Sara Ahmed, Nafiul Nipu, Elisabeta Marai, Kareem Wahid, Nanna M. Sijtsema, Brandon Gunn, Adam S. Garden, A Moreno, Andrew Hope, Johannes A. Langendijk and Clifton D. Fuller
University of Texas at Houston - MD Anderson Cancer Center, University of Texas at Houston - MD Anderson Cancer Center, University of Texas at Houston - MD Anderson Cancer Center, University of Illinois at Chicago, University of Illinois at Chicago, University of Texas at Houston - MD Anderson Cancer Center, University of Groningen - Department of Radiation Oncology, University of Texas at Houston - MD Anderson Cancer Center, University of Texas at Houston - MD Anderson Cancer Center, University of Texas at Houston - MD Anderson Cancer Center, University of Toronto, University of Groningen and University of Texas at Houston - MD Anderson Cancer Center
Downloads 38 (1,209,354)

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head and neck cancer, overall survival, machine learning, image biomarkers, decision support tool

5.

Comparation of CT/PET/MRI in deep learning models for outcome prediction in oropharyngeal cancer patients

Number of pages: 20 Posted: 02 Apr 2026
Baoqiang Ma, Jiapan Guo, Lisanne van Dijk, Johannes A. Langendijk, Peter M.A. van Ooijen, Stefan Both and Nanna M. Sijtsema
University of Groningen - University Medical Center Groningen, University of Groningen, University of Texas at Houston - MD Anderson Cancer Center, University of Groningen, University of Groningen - University Medical Center Groningen, University of Groningen and University of Groningen - Department of Radiation Oncology
Downloads 37 (1,411,822)

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mri, Deep learning, outcome prediction, oropharyngeal cancer

6.

An Evaluation of Uncertainty Quantification Methods and Measures for Deep Learning Outcome Prediction Models in Head and Neck Cancer Radiotherapy

Number of pages: 20 Posted: 15 Jan 2026
D.C. MacRae, L. van der Hoek, Joëlle van Aalst, Suzanne Petronella Maria de Vette, Robert van der Wal, Hendrike Neh, Baoqiang Ma, Nanna M. Sijtsema, Matias Valdenegro-Toro, Peter M.A. van Ooijen and Lisanne van Dijk
University of Groningen - Department of Radiation Oncology, affiliation not provided to SSRN, affiliation not provided to SSRN, University of Groningen - University Medical Center Groningen, affiliation not provided to SSRN, University of Groningen - University Medical Center Groningen, University of Groningen - University Medical Center Groningen, University of Groningen - Department of Radiation Oncology, University of Groningen, University of Groningen - University Medical Center Groningen and University of Texas at Houston - MD Anderson Cancer Center
Downloads 30 (1,332,057)

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outcome prediction, deep learning, Uncertainty Quantification, NTCP, TCP

7.

3D deep learning-based NTCP prediction model for radiation pneumonitis in locoregionally advanced-staged lung cancer patients

Number of pages: 18 Posted: 24 Apr 2026
Robert van der Wal, L. van der Hoek, Luis Ricardo DelaO-Arevalo, D.C. MacRae, Olga Chouvalova, Johannes A. Langendijk, Nanna M. Sijtsema, Peter M.A. van Ooijen, Robin Wijsman and Lisanne van Dijk
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, University of Groningen - Department of Radiation Oncology, affiliation not provided to SSRN, University of Groningen, University of Groningen - Department of Radiation Oncology, University of Groningen - University Medical Center Groningen, University of Groningen - University Medical Center Groningen and University of Texas at Houston - MD Anderson Cancer Center
Downloads 20 (1,481,165)

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Radiation pneumonitis, Radiotherapy, Deep learning, Lung cancer, Toxicity, Machine learning, Normal tissue complication probability.

8.

Deep Learning Ntcp Model for Late Dysphagia after Radiotherapy for Head and Neck Cancer Patients Based on 3d Dose, Ct and Segmentations

Number of pages: 25 Posted: 17 Jul 2025
Suzanne Petronella Maria de Vette, Hendrike Neh, L. van der Hoek, D.C. MacRae, Hung Chu, Agata Bannink-Gawryszuk, Roel J.H.M. Steenbakkers, Peter M.A. van Ooijen, Clifton D. Fuller, Katherine A. Hutcheson, Johannes A. Langendijk, Nanna M. Sijtsema and Lisanne van Dijk
University of Groningen - University Medical Center Groningen, University of Groningen - University Medical Center Groningen, affiliation not provided to SSRN, University of Groningen - Department of Radiation Oncology, University of Groningen - University Medical Center Groningen, affiliation not provided to SSRN, University of Groningen, University of Groningen - University Medical Center Groningen, University of Texas at Houston - MD Anderson Cancer Center, University of Texas at Houston - MD Anderson Cancer Center, University of Groningen, University of Groningen - Department of Radiation Oncology and University of Texas at Houston - MD Anderson Cancer Center
Downloads 16 (1,509,872)

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Dysphagia, normal tissue complication probability, Deep learning, Head and neck cancer, Risk prediction, radiotherapy, Radiation-induced toxicity