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Featured researches published by S.T. Heijkoop.


International Journal of Radiation Oncology Biology Physics | 2014

Clinical Implementation of an Online Adaptive Plan-of-the-Day Protocol for Nonrigid Motion Management in Locally Advanced Cervical Cancer IMRT

S.T. Heijkoop; Thomas Langerak; S. Quint; L. Bondar; Jan Willem M. Mens; B.J.M. Heijmen; Mischa S. Hoogeman

PURPOSE To evaluate the clinical implementation of an online adaptive plan-of-the-day protocol for nonrigid target motion management in locally advanced cervical cancer intensity modulated radiation therapy (IMRT). METHODS AND MATERIALS Each of the 64 patients had four markers implanted in the vaginal fornix to verify the position of the cervix during treatment. Full and empty bladder computed tomography (CT) scans were acquired prior to treatment to build a bladder volume-dependent cervix-uterus motion model for establishment of the plan library. In the first phase of clinical implementation, the library consisted of one IMRT plan based on a single model-predicted internal target volume (mpITV), covering the target for the whole pretreatment observed bladder volume range, and a 3D conformal radiation therapy (3DCRT) motion-robust backup plan based on the same mpITV. The planning target volume (PTV) combined the ITV and nodal clinical target volume (CTV), expanded with a 1-cm margin. In the second phase, for patients showing >2.5-cm bladder-induced cervix-uterus motion during planning, two IMRT plans were constructed, based on mpITVs for empty-to-half-full and half-full-to-full bladder. In both phases, a daily cone beam CT (CBCT) scan was acquired to first position the patient based on bony anatomy and nodal targets and then select the appropriate plan. Daily post-treatment CBCT was used to verify plan selection. RESULTS Twenty-four and 40 patients were included in the first and second phase, respectively. In the second phase, 11 patients had two IMRT plans. Overall, an IMRT plan was used in 82.4% of fractions. The main reasons for selecting the motion-robust backup plan were uterus outside the PTV (27.5%) and markers outside their margin (21.3%). In patients with two IMRT plans, the half-full-to-full bladder plan was selected on average in 45% of the first 12 fractions, which was reduced to 35% in the last treatment fractions. CONCLUSIONS The implemented online adaptive plan-of-the-day protocol for locally advanced cervical cancer enables (almost) daily tissue-sparing IMRT.


PLOS ONE | 2016

Validation of fully automated VMAT plan generation for library-based plan-of-the-day cervical cancer radiotherapy

A.W. Sharfo; S. Breedveld; P. Voet; S.T. Heijkoop; Jan Willem M. Mens; Mischa S. Hoogeman; B.J.M. Heijmen

Purpose To develop and validate fully automated generation of VMAT plan-libraries for plan-of-the-day adaptive radiotherapy in locally-advanced cervical cancer. Material and Methods Our framework for fully automated treatment plan generation (Erasmus-iCycle) was adapted to create dual-arc VMAT treatment plan libraries for cervical cancer patients. For each of 34 patients, automatically generated VMAT plans (autoVMAT) were compared to manually generated, clinically delivered 9-beam IMRT plans (CLINICAL), and to dual-arc VMAT plans generated manually by an expert planner (manVMAT). Furthermore, all plans were benchmarked against 20-beam equi-angular IMRT plans (autoIMRT). For all plans, a PTV coverage of 99.5% by at least 95% of the prescribed dose (46 Gy) had the highest planning priority, followed by minimization of V45Gy for small bowel (SB). Other OARs considered were bladder, rectum, and sigmoid. Results All plans had a highly similar PTV coverage, within the clinical constraints (above). After plan normalizations for exactly equal median PTV doses in corresponding plans, all evaluated OAR parameters in autoVMAT plans were on average lower than in the CLINICAL plans with an average reduction in SB V45Gy of 34.6% (p<0.001). For 41/44 autoVMAT plans, SB V45Gy was lower than for manVMAT (p<0.001, average reduction 30.3%), while SB V15Gy increased by 2.3% (p = 0.011). AutoIMRT reduced SB V45Gy by another 2.7% compared to autoVMAT, while also resulting in a 9.0% reduction in SB V15Gy (p<0.001), but with a prolonged delivery time. Differences between manVMAT and autoVMAT in bladder, rectal and sigmoid doses were ≤ 1%. Improvements in SB dose delivery with autoVMAT instead of manVMAT were higher for empty bladder PTVs compared to full bladder PTVs, due to differences in concavity of the PTVs. Conclusions Quality of automatically generated VMAT plans was superior to manually generated plans. Automatic VMAT plan generation for cervical cancer has been implemented in our clinical routine. Due to the achieved workload reduction, extension of plan libraries has become feasible.


Radiotherapy and Oncology | 2015

Quantification of intra-fraction changes during radiotherapy of cervical cancer assessed with pre- and post-fraction Cone Beam CT scans

S.T. Heijkoop; Thomas Langerak; S. Quint; Jan Willem M. Mens; A.G. Zolnay; B.J.M. Heijmen; Mischa S. Hoogeman

BACKGROUND AND PURPOSE With the introduction of Intensity Modulated Radiotherapy (IMRT) and image-guided plan-of-the-day strategies, the treatment of cervical cancer has become more sensitive to intra-fraction uncertainties. In this study we quantified intra-fraction changes in cervix-uterus shape, bladder and rectum filling, and patient setup using pre- and post-fraction CBCT scans. MATERIALS AND METHODS A total of 632 CBCT scans were analyzed for 16 patients with large tip-of-uterus displacement (>2.5 cm) measured in an empty and full bladder CT scan. In all scans, the bladder, cervix-uterus, and rectum were delineated. For rectum and bladder, intra-fraction volume changes were assessed. Systematic cervix-uterus intra-fraction displacements were obtained by non-rigidly aligning the pre-fraction cervix-uterus to that in the post-fraction CBCT. Intra-fraction patient setup changes were obtained by rigidly aligning pre- and post-CBCTs using the bony anatomy. RESULTS The mean time between pre- and post-fraction CBCT scan was 20.8 min. The group-mean intra-fraction displacements averaged over the cervix-uterus were 0.1±1.4/1.8±1.5/-2.8±1.8 (LR/CC/AP) mm. The group-mean 5th and 95th percentile intra-fraction displacements were -2.3,2.1/-0.8,4.9/-5.8,0.5 (LR/CC/AP) mm. There was a significant correlation between bladder inflow rate and cervix-uterus motion (r=0.6 and p<0.01). Intra-fraction changes in patient setup were 1.3/0.4/0.6 and 1.4/1.0/1.1 mm (LR/CC/AP), for systematic and random changes, respectively. CONCLUSION Intra-fraction cervix-uterus motion can be considerable and should be taken into account using appropriate PTV margins.


International Journal of Hyperthermia | 2014

Results of concurrent chemotherapy and hyperthermia in patients with recurrent cervical cancer after previous chemoradiation

S.T. Heijkoop; Helena C. van Doorn; Lukas J.A. Stalpers; Ingrid A. Boere; Jacobus van der Velden; Martine Franckena; Anneke M. Westermann

Abstract Background: Concomitant hyperthermia has been shown to improve response rate after cisplatin in recurrent cervical cancer in previously irradiated patients. It is unclear whether similar response rates can be obtained in patients with a recurrence after previous platinum-containing chemoradiation. Objective: This study aimed to evaluate the outcome of cisplatin-based chemotherapy with concurrent hyperthermia in patients with recurrent cervical cancer after radiotherapy and cisplatin. Methods: Patients with recurrent cervical cancer after cisplatin-based chemoradiation or neoadjuvant chemotherapy followed by surgery and radiotherapy who were treated with concurrent platinum-based chemotherapy and hyperthermia were eligible for this retrospective analysis. All patients received six or eight weekly platinum-based chemotherapy cycles in combination with six or eight weekly hyperthermia sessions. The time-to-event variables were estimated using Kaplan-Meier analysis. P-values less than 0.05 were considered significant. Results: All 38 evaluable patients were selected from the hyperthermia database in the Academic Medical Centre (Amsterdam) and the Erasmus Medical Centre (Rotterdam). Mean age at relapse was 45.7 years (range 27–74). Median time to recurrence after first-line treatment was 15 months. A total of 27 patients had a local and/or regional recurrence; 11 had disease beyond the pelvis. All planned courses of cisplatin chemotherapy and hyperthermia were administered in 17/38 patients. Median follow-up was 6.5 months. One patient died during treatment; response rate was 4/37 (14%), with one complete response. Overall survival was 23% at 12 months and 4% at 24 months. The incidence of grade 3–4 haematological complications did not exceed 10%. Conclusion: In this retrospective study, concurrent cisplatin and hyperthermia after first-line cisplatin-containing chemoradiation showed poor response and survival. We do not recommend this treatment for recurrence of locally advanced cervical cancer.


International Journal of Radiation Oncology Biology Physics | 2015

Cervix Motion in 50 Cervical Cancer Patients Assessed by Daily Cone Beam Computed Tomographic Imaging of a New Type of Marker

Thomas Langerak; Jan Willem M. Mens; S. Quint; L. Bondar; S.T. Heijkoop; B.J.M. Heijmen; Mischa S. Hoogeman

PURPOSE To evaluate a new type of marker and a new method of marker implantation and to assess interfraction cervix motion for a large population of patients with locally advanced cervical cancer by daily cone beam computed tomographic (CBCT) imaging. METHODS AND MATERIALS We investigated the position of markers in 50 patients treated in prone position during at least 23 fractions. To reduce streaking artifacts in the planning CT scan, a new type of polymeric marker was used and compared with conventional gold markers. In addition, a new method of implantation was used in an attempt to reduce marker loss. In each fraction, a CT scan was acquired before dose delivery and aligned to the bony anatomy of the planning CT scan, simulating the clinical setup protocol. First, sufficient visibility of the markers was verified. Then, systematic and random displacement of the marker centroids was recorded and analyzed in 3 directions with regard to the planning CT and the first CBCT (to evaluate the presence of a vaginal catheter in the planning CT). Streaking artifacts were quantified with the standard deviation of the mean squared intensity difference in a radius around the marker. RESULTS Marker loss was minimal during treatment: in only 3 of the 50 patients 1 marker was lost. Streaking artifacts for the new markers were reduced compared with conventional gold markers. For the planning CT, M/Σ/σ were 0.4/3.4/2.2 mm, 1.0/5.5/4.5 mm, and -3.9/5.1/3.6 mm for the left-right, anterior-posterior, and cranial-caudal directions, respectively. With regard to the first CBCT scan, M/Σ/σ were 0.8/2.8/2.1, 0.6/4.4/4.4, and -1.3/4.5/3.6 mm. CONCLUSIONS A new type of marker and implantation method was shown to have significantly reduced marker loss and streaking artifacts compared with gold fiducial markers. The recorded marker displacement confirms results reported in the existing literature but for a larger dataset.


Radiotherapy and Oncology | 2017

What is the optimal number of library plans in ART for locally advanced cervical cancer

E. Nováková; S.T. Heijkoop; S. Quint; A.G. Zolnay; J.W.M. Mens; J. Godart; B.J.M. Heijmen; Mischa S. Hoogeman

PURPOSE Library-of-plans ART is used to manage daily anatomy changes in locally advanced cervical cancer. In our institute, the library contains 2 VMAT plans for patients with large cervix-uterus motion. Increasing this number could be beneficial for tissue sparing, but is burdensome while the dosimetric gain is yet unclear. This studys aim is to determine the optimal number of plans at an individual patient level. MATERIAL AND METHODS Data of 14 treated patients were analyzed. Plan libraries were created containing 1-4 VMAT plans. Pre-treatment extent of uterus motion was defined by the 99th percentile of the Hausdorff distance (HD99). For dosimetric evaluations, OARs were contoured in daily CBCT scans, plan selection was simulated, and the V45Gy and V40Gy parameters were recorded. RESULTS Moderate to strong correlations were found between HD99 and the volume of spared OARs. All patients benefitted from adding a 2nd plan, as is the clinical practice. For patients with a HD99 between 30 and 50mm, a 3-plan library reduced the composite V40Gy with 11-21ml compared to a 2-plan library. CONCLUSION Patients with large uterus motion (HD99>30mm) would benefit from an extension of the plan library to 3. HD99 is an easy-to-implement criteria to select those patients pre-treatment.


medical image computing and computer assisted intervention | 2014

Towards Automatic Plan Selection for Radiotherapy of Cervical Cancer by Fast Automatic Segmentation of Cone Beam CT Scans

Thomas Langerak; S.T. Heijkoop; S. Quint; J.W.M. Mens; B.J.M. Heijmen; Mischa S. Hoogeman

We propose a method to automatically select a treatment plan for radiotherapy of cervical cancer using a Plan-of-the-Day procedure, in which multiple treatment plans are constructed prior to treatment. The method comprises a multi-atlas based segmentation algorithm that uses the selected treatment plan to choose between two atlas sets. This segmentation only requires two registration procedures and can therefore be used in clinical practice without using excessive computation time. Our method is validated on a dataset of 224 treatment fractions for 10 patients. In 37 cases (16%), no recommendation was made by the algorithm due to poor image quality or registration results. In 93% of the remaining cases a correct recommendation for a treatment plan was given.


International Journal of Hyperthermia | 2012

Neoadjuvant chemotherapy followed by radiotherapy and concurrent hyperthermia in patients with advanced-stage cervical cancer: A retrospective study

S.T. Heijkoop; Martine Franckena; Ingrid A. Boere; Cees van Montfort; Helena C. van Doorn

Objective: To evaluate the efficacy of neoadjuvant chemotherapy, followed by radiotherapy and concurrent hyperthermia (triple therapy) in patients with advanced-stage cervical cancer. Methods: We selected 43 patients from our hyperthermia database, who were treated from 1996 to 2010 with triple therapy for large primary tumours (>6 cm) or para-aortic lymph node metastases. All patients received platinum-based chemotherapy followed by full-dose radiotherapy, brachytherapy and five hyperthermia treatments. The response was evaluated by gynaecological examination and a CT-scan. Time-to-event variables were estimated using the Kaplan Meier method and the Cox regression method. Results: The mean age of the patients was 50.4 years (range 29–80). The median tumour size was 5.6 cm at diagnosis (range 2.6–8.2), positive lymph nodes were present in 90.7%. A total of 67% of the patients completed all six planned courses of chemotherapy. After completion of neoadjuvant chemotherapy, 83.7% of patients achieved a complete or partial response. At the end of treatment, the complete response rate was 81.4% (95%CI 69.2–93.5). Grade 2, 3 and 4 acute vascular toxicity occurred in 17 patients. The incidence of grade 3–4 haematological toxicity did not exceed 10% and no neutropenic fever occurred. For grade 1–2 renal toxicity, a switch to carboplatin was made (n = 6). No acute grade 3–4 renal toxicity was observed. No treatment-related deaths were recorded. The median follow-up time was 29.8 months (range 4.1–124.8). Overall survival rate at 12 months was 79% (95%CI 57.4–92.3). Conclusion: The triple therapy seems feasible and effective in the treatment of advanced-stage, high-risk cervical cancer. However, chemotherapy-induced vascular toxicity occurred frequently, which may warrant the use of prophylactic anticoagulants. We recommend a phase II trial for prospective confirmation for comparison with standard chemoradiation and the use of anticoagulants.


Gynecologic Oncology | 2017

Dynamics of patient reported quality of life and symptoms in the acute phase of online adaptive external beam radiation therapy for locally advanced cervical cancer

S.T. Heijkoop; Remi A. Nout; S. Quint; J.W.M. Mens; B.J.M. Heijmen; Mischa S. Hoogeman

OBJECTIVE For locally advanced cervical cancer patients, treated with External Beam Radiotherapy (EBRT), Quality of Life (QoL) questionnaires arefrequently used to evaluate treatment-related symptoms and functioning scales. Currently, it is unknown how those evolve during the radiation treatment course. In this prospective study we report on weekly-captured patient-reported QoL and symptoms during image-guided adaptive radiotherapy (IGART) of cervical cancer patients. MATERIAL AND METHODS Between January 2012 and September 2016, all locally advanced cervical cancer patients treated with IGART and brachytherapy with or without chemotherapy or hyperthermia, were eligible. QoL was assessed at baseline; weekly during the first five weeks of treatment; 1week, 1 and 3months after treatment, using the EORTC QLQ-C30 and the QLQ-CX24 questionnaires. Comparisons were made with an age-matched norm population. RESULTS Among the 138 (70%) responders, most symptoms showed a moderate-to-large increase, reaching a maximum at the end of treatment, or first week after treatment with return to baseline value at 3months after treatment. While most symptoms gradually increased during the first five weeks, diarrhea and bowel cramps already markedly increased within the first three weeks to reach a plateau at the 5th week of treatment. Global health and functioning were temporarily decreased and returned to a plateau at baseline level 3months after treatment, except for cognitive functioning. CONCLUSION A profound impact on QoL was observed during the radiation treatment course, temporarily affecting functioning. The maximum impaired was reached at the end of EBRT.


Radiotherapy and Oncology | 2016

OC-0461: Does the dosimetric advantage of prone setup persist in small-margin IMRT for gynecological cancer?

S.T. Heijkoop; G.H. Westerveld; N. Bijker; R. Feije; A.W. Sharfo; N. Van Wieringen; Jan Willem M. Mens; B.J.M. Heijmen; Lukas J.A. Stalpers; Mischa S. Hoogeman

Purpose or Objective: In order to reduce dose to the small bowel, some institutions treat patients with gynecological cancer in prone position using a small-bowel displacement device (belly board). This practice is based on dosimetric advantages found in the past for 3DCRT and/or the use of large margins. It is unknown to what extent those advantages are persistent using modern intensity-modulated delivery techniques (e.g. IMRT or VMAT) and adaptive treatment approaches with small CTV-to-PTV margins. The aim of this study is to determine the best patient setup position (prone or supine) in terms of OAR sparing for various CTV-to-PTV margins and modern dose delivery.

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Mischa S. Hoogeman

Erasmus University Rotterdam

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B.J.M. Heijmen

Erasmus University Rotterdam

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S. Quint

Erasmus University Rotterdam

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J.W.M. Mens

Erasmus University Rotterdam

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Jan Willem M. Mens

Erasmus University Rotterdam

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Thomas Langerak

Erasmus University Rotterdam

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A.W. Sharfo

Erasmus University Rotterdam

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A.G. Zolnay

Erasmus University Rotterdam

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L. Bondar

Erasmus University Rotterdam

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