斯德哥尔摩大学

PhD student in Medical Radiation Physics: AI-Driven Precision Radiotherapy for Spinal Metastases

项目介绍

The Department of Physics is located in the AlbaNova University Center and has approximately 240 employees, 250 students at undergraduate level and 70 graduate students. There are four research subjects within the postgraduate program: Physics, Theoretical Physics, Chemical Physics and Medical Radiation Physics. These subjects span over several research groups with different research activities. For information about the Department of Physics, see: www.fysik.su.se/english.

Project description

Spinal metastases represent the most common site of skeletal dissemination in advanced cancer, affecting an estimated 30% to 70% of oncology patients most frequently arising from primary lung, breast, or prostate tumors. These lesions carry a heavy clinical burden, often causing intractable pain, pathological fractures, and epidural spinal cord compression that result in permanent neurological deficits and severely degraded quality of life. Clinical management is typically multimodal, with decision-making guided by frameworks like NOMS and SINS to evaluate instability and collapse risk. Within this paradigm, Stereotactic Body Radiation Therapy (SBRT) has become a cornerstone modality. Delivering highly conformal, ablative radiation with sub-millimeter precision and steep dose gradients allows SBRT to achieve superior local control, direct tumor ablation, and fast pain relief while sparing adjacent, radiation-sensitive neural tissue.

Despite its therapeutic success, SBRT carries notable clinical risks, particularly radiation-induced vertebral compression fractures (VCF) in 10% to 15% of treated segments. Exceeding strict tissue tolerances can also cause irreversible complications like radiation myelopathy or radiculopathy. Developing robust predictive models for these adverse events is critical for patient stratification and proactive surgical planning. Accurate risk assessment empowers clinical teams to personalize dose-fractionation regimens, ensuring that the benefits of local tumor control are not compromised by secondary structural collapse or neurological morbidity.

This doctoral research focuses on establishing an integrated computational ecosystem to enhance precision management and personalized care across the spinal oncology pipeline. Specifically, the project develops advanced deep learning methodologies for automated and interactive target volume delineation, paired with multimodal architectures designed to quantify longitudinal post-SBRT lesion dynamics. In parallel, it implements robust prognostic models for clinical outcome and fracture risk prediction, while establishing a standardized, radiobiologically driven framework for voxel-based cumulative dose summation and toxicity constraint optimization in spinal reirradiation.

Qualification requirements

In order to be admitted to postgraduate education, the applicant must have the general and specific entry requirements. The qualification requirements must be met by the deadline for applications.

You meet general entry requirements if you have completed a second-cycle degree, or completed courses equivalent to at least 240 higher education credits, of which 60 credits must be in the second cycle, or have otherwise acquired equivalent knowledge in Sweden or elsewhere.

Specific entry requircements. In order to be accepted as a PhD student in Physics or Theoretical Physics a BSc in Physics (or equivalent) is required. The studies must include 60 credits of second-cycle courses in physics out of which at least 15 credits correspond to a second-cycle degree project. The degree project does not have to have been examined at the application deadline, but work corresponding to half a semester of full-time studies should have been devoted to it. For the subject Chemical Physics courses in chemistry may replace the required physics courses. The subject Medical Radiation Physics requires a second-cycle degree project of 30 credits in the subject area, or with 60 credits of physics, a second-cycle degree project of 30 credits in another subject area.

In addition, proficiency in English language, equivalent to English B in Swedish high school, is required, or

  • Previously completed University degree taught in English
  • IELTS score (Academic) of 6.0 or more (with none of the sections scoring less than 5.0)
  • TOEFL score of 550 or more (computer based test 213, internet based 79)
  • Cambridge/Oxford – Advanced or Proficiency level.

Selection

The selection among the eligible candidates will be based on their capacity to benefit from the training. The following criteria will be used to assess this capacity:

  • documented knowledge in a relevant field of research
  • capacity for analytical and creative thinking
  • initiative
  • independence
  • ability to collaborate
  • written and oral proficiency.

Admission Regulations for Doctoral Studies at Stockholm University.

About the employment

We offer a fixed-term employment as a doctoral student according to Chapter 5 of the Higher Education Ordinance (1993:100). The period of employment may not be longer than what corresponds to full-time doctoral education for four years. As a doctoral student, you should primarily devote yourself to your own doctoral education, but the employment may include work with education, research and administration to a limited extent (maximum 20 %).

A new employment as a doctoral student is for a maximum of one year, the employment is then renewed for a maximum of two years at a time.

Stockholm University strives to be a workplace free from discrimination and with equal opportunities for all.

Contact

For more information about the project, please contact Assoc. Prof. Mehdi Astaraki, mehdi.astaraki@fysik.su.se.

For information about the employment Prof. Michael Odelius, odelius@fysik.su.se, who can also forward questions to the PhD student council at Fysikum.

Application

Apply for the PhD student position at Stockholm University’s recruitment system. Attach a personal letter and CV as well as the attachments requested in the application form. It is the responsibility of the applicant to ensure that the application is complete in accordance with the instructions in the job advertisement, and that it is submitted before the deadline.

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截止日期 2026-09-28
斯德哥尔摩大学

院校简介

斯德哥尔摩大学是位于瑞典首都斯德哥尔摩的综合大学,欧洲著名的公立大学,学术排名位居世界百强大学之列。
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