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Artificial Intelligence in Radiation Therapy
2023
This textbook covers a basis of mathematical algorithm in artificial intelligence and clinical adaptation and contribution of AI in radiotherapy. More experienced practitioners and researchers and members of medical physics communities, such as AAPM, ASTRO, and ESTRO, would find this book extremely useful.
Preoperative radiotherapy plus surgery versus surgery alone for patients with primary retroperitoneal sarcoma (EORTC-62092: STRASS): a multicentre, open-label, randomised, phase 3 trial
2020
Unlike for extremity sarcomas, the efficacy of radiotherapy for retroperitoneal sarcoma is not established. The aim of this study was to evaluate the impact of preoperative radiotherapy plus surgery versus surgery alone on abdominal recurrence-free survival.
EORTC-62092 is an open-label, randomised, phase 3 study done in 31 research institutions, hospitals, and cancer centres in 13 countries in Europe and North America. Adults (aged ≥18 years) with histologically documented, localised, primary retroperitoneal sarcoma that was operable and suitable for radiotherapy, who had not been previously treated and had a WHO performance status and American Society of Anesthesiologists score of 2 or lower, were centrally randomly assigned (1:1), using an interactive web response system and a minimisation algorithm, to receive either surgery alone or preoperative radiotherapy followed by surgery. Randomisation was stratified by hospital and performance status. Radiotherapy was delivered as 50·4 Gy (in 28 daily fractions of 1·8 Gy) in either 3D conformal radiotherapy or intensity modulated radiotherapy, and the objective of surgery was a macroscopically complete resection of the tumour mass with en-bloc organ resection as necessary. The primary endpoint was abdominal recurrence-free survival, as assessed by the investigator, and was analysed in the intention-to-treat population. Safety was analysed in all patients who started their allocated treatment. This trial is registered with ClinicalTrials.gov, NCT01344018.
Between Jan 18, 2012 and April 10, 2017, 266 patients were enrolled, of whom 133 were randomly assigned to each group. The median follow-up was 43·1 months (IQR 28·8–59·2). 128 (96%) patients from the surgery alone group had surgery, and 119 (89%) patients in the radiotherapy and surgery group had both radiotherapy and surgery. Median abdominal recurrence-free survival was 4·5 years (95% CI 3·9 to not estimable) in the radiotherapy plus surgery group and 5·0 years (3·4 to not estimable) in the surgery only group (hazard ratio 1·01, 95% CI 0·71–1·44; log rank p=0·95). The most common grade 3–4 adverse events were lymphopenia (98 [77%] of 127 patients in the radiotherapy plus surgery group vs one [1%] of 128 patients in the surgery alone group), anaemia (15 [12%] vs ten [8%]), and hypoalbuminaemia (15 [12%] vs five [4%]). Serious adverse events were reported in 30 (24%) of 127 patients in the radiotherapy plus surgery group, and in 13 (10%) of 128 patients in the surgery alone group. One (1%) of 127 patients in the radiotherapy plus surgery group died due to treatment-related serious adverse events (gastropleural fistula), and no patients in the surgery alone group died due to treatment-related serious adverse events.
Preoperative radiotherapy should not be considered as standard of care treatment for retroperitoneal sarcoma.
European Organisation for Research and Treatment of Cancer, and European Clinical Trials in Rare Sarcomas.
Journal Article
Reirradiation based on diffusion-weighted magnetic resonance imaging-guided dose- painting for locally advanced recurrent nasopharyngeal carcinoma: a phase 2 randomized controlled trial
Introduction
The effect of diffusion-weighted magnetic resonance imaging (DWI)-guided dose-painting intensity-modulated radiation therapy (DP-IMRT) on locally advanced recurrent nasopharyngeal carcinoma (NPC) remains unclear. This study aimed to compare the outcomes and toxicities of DWI-guided DP-IMRT in patients with locally recurrent NPC.
Methods
In this prospective trial, 150 patients with locally advanced recurrent NPC were randomly assigned (1:1) to receive reirradiation with DWI-guided DP-IMRT (DWI group,
n
= 75) or conventional MRI-based IMRT (MRI group,
n
= 75). In the DWI group, DWI-guided gross tumor volume received escalation to 65.4 Gy/30 fx in 2.18 Gy per fraction, while in the MRI group, the planning target volume was irradiated at 60 Gy/30fx in 2.0 Gy per fraction. The trial was registered at Chictr.org.cn (ChiCTR2100052340) on October 24, 2021. Survival rates were compared, and multivariate analyses were conducted.
Results
The median follow-up duration was 16 months. Compared with the MRI group, patients in the DWI group had better 18-month progression-free survival (PFS) 75.1% vs. 53.6%;
P
= 0.006), local recurrence-free survival (LRFS) (83.4% vs. 61.8%;
P
= 0.010), and locoregional recurrence-free survival (73.1% vs. 64.9%;
P
= 0.025). Grade 3–4 toxicities between the two groups showed no significant difference. Multivariate analysis revealed that DWI-guided DP-IMRT was an independent prognostic factor for PFS and LRFS.
Conclusion
Compared with conventional MRI-based IMRT, DWI-guided DP-IMRT improved PFS in patients with recurrent NPC without increasing acute and late toxic effects.
Journal Article
Advanced radiotherapy technique in hepatocellular carcinoma with portal vein thrombosis: Feasibility and clinical outcomes
by
Alisanant, Petch
,
Khorprasert, Chonlakiet
,
Thonglert, Kanokphorn
in
Adult
,
Adverse events
,
Aged
2021
In Thailand, individuals with hepatocellular carcinoma (HCC) who develop portal vein tumor thrombosis (PVTT) have a restricted treatment option because to the extent of the disease, poor underlying liver function, and non-coverage of immuno/targeted therapy. Radiotherapy (RT) plays an increasingly important function in these patients. To investigate the feasibility, efficacy, and adverse event rates, we performed a retrospective analysis of patients with HCC with PVTT who underwent 3-dimensional conformal radiation (3DCRT), intensity-modulated radiation (IMRT), volumetric-modulated radiotherapy (VMAT), and stereotactic body radiotherapy (SBRT) in a single-institution.
To examine clinical results in terms of overall survival (OS), local control (LC), response of primary tumor and PVTT, hepatic and gastrointestinal adverse reaction, and prognosis variables for OS and LC.
Between July 2007 and August 2019, non-metastatic HCC with PVTT patients treated with RT were retrospectively reviewed and evaluated.
The analysis included data from 160 patients. The mean age of the patients was 60.8 years ((95% CI 58.2-62.0). The median diameter of the tumor was 7.7 cm (range: 1-24.5). 85 (54.5%) individuals had PVTT in the main or first branch. At 1.8-10 Gy per fraction, the mean biologically effective dose (BED) as α/β ratio of 10 was 49.6 (95% CI 46.7-52.5) Gy10. The median survival time was 8.3 (95% CI 6.1-10.3) months. Survival rates at one and two years were 39.6% and 17.1%, respectively. Estimated incidence of local failure using competing risk analysis were 24% and 60% at 1 and 2 years, respectively. The overall response rate was 74%, with an 18.5 percent complete response rate. In multivariate analysis, tumor size, overall response, and radiation dose were all significant prognostic variables for OS. Hepatic unfavorable events of grade 3 and 4 were for 14.1% of the total. There was no occurrences of grade 3-4 gastrointestinal toxicity, either acute or late. Additionally, there were no treatment-related mortality.
Advanced RT is regarded as a safe and effective therapeutic option for HCC with PVTT. Overall survival was clearly related to tumor size, radiation dose, and tumor/PVTT response. Individuals with BED 56 Gy10 had significantly better overall survival than patients with BED 56 Gy10. A prospective randomized trial is required to validate these outcomes in order to corroborate these findings.
Journal Article
Partial-breast radiotherapy after breast conservation surgery for women with early breast cancer (UK IMPORT LOW): 10-year outcomes from a multicentre, open-label, randomised, controlled, phase 3, non-inferiority trial
2025
The IMPORT LOW trial evaluated partial-breast radiotherapy with intensity-modulated radiotherapy in women with early-stage breast cancer at below average risk of ipsilateral breast tumour recurrence (IBTR). 5-year results concluded non-inferiority of IBTR for reduced-dose and partial-breast radiotherapy, with similar or lower frequency of adverse effects compared with whole-breast radiotherapy. We report outcomes after 10 years.
IMPORT LOW was a randomised, open-label, multicentre, non-inferiority, phase 3 trial. Women were eligible if they were aged 50 years or older and had had breast conservation surgery for unifocal invasive ductal adenocarcinoma, pT1–2 (tumour size of ≤3 cm), N0–1 (none to three positive axillary nodes), grades 1–3, with microscopic margins of non-cancerous tissue of 2 mm or more. Patients were ineligible if they had a previous malignancy of any kind (except non-melanomatous skin cancer), had undergone mastectomy, or had received neoadjuvant or concurrent adjuvant chemotherapy. Patients were randomly assigned (1:1:1) by randomly permuted blocks to radiotherapy regimens of 40 Gy in 15 fractions to the whole breast (whole-breast group), 36 Gy in 15 fractions to the whole breast plus 40 Gy in 15 fractions to the partial breast (reduced-dose group), or 40 Gy in 15 fractions to the partial breast (partial-breast group). Participants were stratified by treatment centre, without masking. The primary endpoint was IBTR. 10-year outcomes were analysed in the intention-to-treat population. Clinician-reported late adverse effects were evaluated in all participants with available data analysed according to allocated treatment. The study is registered in the ISRCTN registry (ISRCTN12852634) and is now complete.
2018 patients were recruited between May 3, 2007, and Oct 5, 2010, from 30 radiotherapy centres in the UK and randomly assigned to the whole-breast group (n=675), reduced-dose group (n=674), or partial-breast group (n=669). Two participants subsequently withdrew consent. Median age was 63 years (IQR 58–68). 854 (42%) of 2016 patients had grade 1 tumours, 959 (48%) had grade 2 tumours, and 200 (10%) had grade 3 tumours (three tumours were ungradable); 59 (3%) had node-positive disease. Median follow-up was 120 months (IQR 119–122) for the whole-breast group, 121 months (IQR 120–122) for the reduced-dose group, and 120 months (IQR 119–122) for the partial-breast group. By 10 years, IBTR events were reported for 45 of 2016 participants: 17 of 674 in the whole-breast group, 11 of 673 in the reduced-dose group, and 17 of 669 in the partial-breast group, with cumulative incidence of 2·8% (95% CI 1·8–4·5), 1·9% (1·1–3·5), and 3·0% (1·9–4·8), respectively. The estimated absolute difference in 10-year IBTR incidence was –1·02% (95% CI –1·98 to 0·99) for the reduced-dose group and 0·16% (–1·28 to 2·89) for the partial-breast group compared with the whole-breast group. Similar low levels of moderate or marked adverse effects were recorded for participants in all three groups in 10-year clinical assessments. Breast shrinkage had the highest incidence (30 [9%] of 321 in the whole-breast group, 28 [9%] of 322 in the reduced-dose group, and 22 [7%] of 333 in the partial-breast group).
Long-term follow-up provides further evidence that partial-breast and reduced-dose radiotherapy are as safe and effective as whole-breast radiotherapy in patients with low-risk early breast cancer. These results reaffirm the use of partial-breast radiotherapy delivered with intensity-modulated radiotherapy in this population as standard of care.
Cancer Research UK.
Journal Article
Dummy run study for outlining and plan quality of intensity-modulated radiotherapy in elderly patients with newly diagnosed glioblastoma: The Japan clinical oncology group study JCOG1910 (AgedGlio-PIII)
by
Ono, Tomohiro
,
Nakamura, Mitsuhiro
,
Mineharu, Yohei
in
Aged
,
Aged patients
,
Aged, 80 and over
2025
Background
A dummy run was conducted to ensure the quality of intensity-modulated radiotherapy (IMRT) before registration in a randomized phase III study of elderly patients with newly diagnosed glioblastoma by the Japan Clinical Oncology Group 1910 (JCOG1910).
Methods
All 41 institutions enrolled in this study were required to report outlining that included gross tumor volume (GTV), clinical target volume (CTV), planning target volume (PTV), and treatment planning for one benchmark case. First, deviations in outlining were evaluated using the Dice similarity coefficient (DSC) and mean distance agreement (MDA), compared to reference targets delineated by the research secretariat. Second, the participating institutions were required to create treatment plans for arms A (40.05 Gy in 15 fractions) and B (25 Gy in 5 fractions) using IMRT techniques. The quality of the outlining and dose-volume criteria for each target and organs at risk were evaluated.
Results
Six institutions failed to adhere to the protocol and required revision due to insufficient GTV outlining, not considering anatomical barriers for CTV, and modifying PTV against protocols. Compared to the reference outlining, the means and standard deviations of DSC and MDA were 0.37 ± 0.19 and 9.41 ± 3.99 mm for GTV; 0.80 ± 0.08 and 4.31 ± 1.85 mm for CTV; and 0.83 ± 0.05 and 4.23 ± 1.45 mm for PTV, respectively. Regarding dose-volume criteria, 40 of the 41 institutions met the per-protocol limits; only one was within the acceptable limits.
Conclusions
Several institutions demonstrated deviations in outlining that necessitated revisions. Thus, appropriate feedback and periodic sharing of information with participating institutions is necessary in the upcoming prospective JCOG1910 study.
Journal Article
MR-guidance in clinical reality: current treatment challenges and future perspectives
by
Belka, C.
,
Guckenberger, M.
,
Debus, J.
in
Analysis
,
Biomedical and Life Sciences
,
Biomedicine
2019
Magnetic Resonance-guided radiotherapy (MRgRT) marks the beginning of a new era. MR is a versatile and suitable imaging modality for radiotherapy, as it enables direct visualization of the tumor and the surrounding organs at risk. Moreover, MRgRT provides real-time imaging to characterize and eventually track anatomical motion. Nevertheless, the successful translation of new technologies into clinical practice remains challenging. To date, the initial availability of next-generation hybrid MR-linac (MRL) systems is still limited and therefore, the focus of the present preview was on the initial applicability in current clinical practice and on future perspectives of this new technology for different treatment sites.
MRgRT can be considered a groundbreaking new technology that is capable of creating new perspectives towards an individualized, patient-oriented planning and treatment approach, especially due to the ability to use daily online adaptation strategies. Furthermore, MRL systems overcome the limitations of conventional image-guided radiotherapy, especially in soft tissue, where target and organs at risk need accurate definition. Nevertheless, some concerns remain regarding the additional time needed to re-optimize dose distributions online, the reliability of the gating and tracking procedures and the interpretation of functional MR imaging markers and their potential changes during the course of treatment. Due to its continuous technological improvement and rapid clinical large-scale application in several anatomical settings, further studies may confirm the potential disruptive role of MRgRT in the evolving oncological environment.
Journal Article
Intraoperative radiotherapy versus external radiotherapy for early breast cancer (ELIOT): a randomised controlled equivalence trial
by
Ballardini, Bettina
,
Viale, Giuseppe
,
Caldarella, Pietro
in
Aged
,
Biomarkers, Tumor - analysis
,
Breast cancer
2013
Intraoperative radiotherapy with electrons allows the substitution of conventional postoperative whole breast irradiation with one session of radiotherapy with the same equivalent dose during surgery. However, its ability to control for recurrence of local disease required confirmation in a randomised controlled trial.
This study was done at the European Institute of Oncology (Milan, Italy). Women aged 48–75 years with early breast cancer, a maximum tumour diameter of up to 2·5 cm, and suitable for breast-conserving surgery were randomly assigned in a 1:1 ratio (using a random permuted block design, stratified for clinical tumour size [<1·0 cm vs 1·0–1·4 cm vs ≥1·5 cm]) to receive either whole-breast external radiotherapy or intraoperative radiotherapy with electrons. Study coordinators, clinicians, and patients were aware of the assignment. Patients in the intraoperative radiotherapy group received one dose of 21 Gy to the tumour bed during surgery. Those in the external radiotherapy group received 50 Gy in 25 fractions of 2 Gy, followed by a boost of 10 Gy in five fractions. This was an equivalence trial; the prespecified equivalence margin was local recurrence of 7·5% in the intraoperative radiotherapy group. The primary endpoint was occurrence of ipsilateral breast tumour recurrences (IBTR); overall survival was a secondary outcome. The main analysis was by intention to treat. This trial is registered with ClinicalTrials.gov, number NCT01849133.
1305 patients were randomised (654 to external radiotherapy and 651 to intraoperative radiotherapy) between Nov 20, 2000, and Dec 27, 2007. After a medium follow-up of 5·8 years (IQR 4·1–7·7), 35 patients in the intraoperative radiotherapy group and four patients in the external radiotherapy group had had an IBTR (p<0·0001). The 5-year event rate for IBRT was 4·4% (95% CI 2·7–6·1) in the intraoperative radiotherapy group and 0·4% (0·0–1·0) in the external radiotherapy group (hazard ratio 9·3 [95% CI 3·3–26·3]). During the same period, 34 women allocated to intraoperative radiotherapy and 31 to external radiotherapy died (p=0·59). 5-year overall survival was 96·8% (95% CI 95·3–98·3) in the intraoperative radiotherapy group and 96·9% (95·5–98·3) in the external radiotherapy group. In patients with data available (n=464 for intraoperative radiotherapy; n=412 for external radiotherapy) we noted significantly fewer skin side-effects in women in the intraoperative radiotherapy group than in those in the external radiotherapy group (p=0·0002).
Although the rate of IBTR in the intraoperative radiotherapy group was within the prespecified equivalence margin, the rate was significantly greater than with external radiotherapy, and overall survival did not differ between groups. Improved selection of patients could reduce the rate of IBTR with intraoperative radiotherapy with electrons.
Italian Association for Cancer Research, Jacqueline Seroussi Memorial Foundation for Cancer Research, and Umberto Veronesi Foundation.
Journal Article