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1.
Adv Radiat Oncol ; 8(3): 101177, 2023.
Article in English | MEDLINE | ID: mdl-36865668

ABSTRACT

Purpose: The manual delineation of organs at risk is a process that requires a great deal of time both for the technician and for the physician. Availability of validated software tools assisted by artificial intelligence would be of great benefit, as it would significantly improve the radiation therapy workflow, reducing the time required for segmentation. The purpose of this article is to validate the deep learning-based autocontouring solution integrated in syngo.via RT Image Suite VB40 (Siemens Healthineers, Forchheim, Germany). Methods and Materials: For this purpose, we have used our own specific qualitative classification system, RANK, to evaluate more than 600 contours corresponding to 18 different automatically delineated organs at risk. Computed tomography data sets of 95 different patients were included: 30 patients with lung, 30 patients with breast, and 35 male patients with pelvic cancer. The automatically generated structures were reviewed in the Eclipse Contouring module independently by 3 observers: an expert physician, an expert technician, and a junior physician. Results: There is a statistically significant difference between the Dice coefficient associated with RANK 4 compared with the coefficient associated with RANKs 2 and 3 (P < .001). In total, 64% of the evaluated structures received the maximum score, 4. Only 1% of the structures were classified with the lowest score, 1. The time savings for breast, thorax, and pelvis were 87.6%, 93.5%, and 82.2%, respectively. Conclusions: Siemens' syngo.via RT Image Suite offers good autocontouring results and significant time savings.

2.
Clin Transl Oncol ; 25(2): 503-509, 2023 Feb.
Article in English | MEDLINE | ID: mdl-36194382

ABSTRACT

PURPOSE: Design and evaluate a knowledge-based model using commercially available artificial intelligence tools for automated treatment planning to efficiently generate clinically acceptable hippocampal avoidance prophylactic cranial irradiation (HA-PCI) plans in patients with small-cell lung cancer. MATERIALS AND METHODS: Data from 44 patients with different grades of head flexion (range 45°) were used as the training datasets. A Rapid Plan knowledge-based planning (KB) routine was applied for a prescription of 25 Gy in 10 fractions using two volumetric modulated arc therapy (VMAT) arcs. The 9 plans used to validate the initial model were added to generate a second version of the RP model (Hippo-MARv2). Automated plans (AP) were compared with manual plans (MP) according to the dose-volume objectives of the PREMER trial. Optimization time and model quality were assessed using 10 patients who were not included in the first 44 datasets. RESULTS: A 55% reduction in average optimization time was observed for AP compared to MP. (15 vs 33 min; p = 0.001).Statistically significant differences in favor of AP were found for D98% (22.6 vs 20.9 Gy), Homogeneity Index (17.6 vs 23.0) and Hippocampus D mean (11.0 vs 11.7 Gy). The AP met the proposed objectives without significant deviations, while in the case of the MP, significant deviations from the proposed target values were found in 2 cases. CONCLUSION: The KB model allows automated planning for HA-PCI. Automation of radiotherapy planning improves efficiency, safety, and quality and could facilitate access to new techniques.


Subject(s)
Percutaneous Coronary Intervention , Radiotherapy, Intensity-Modulated , Humans , Radiotherapy Dosage , Artificial Intelligence , Radiotherapy Planning, Computer-Assisted/methods , Cranial Irradiation/methods , Radiotherapy, Intensity-Modulated/methods , Hippocampus , Machine Learning , Organs at Risk/radiation effects
3.
Phys Med Biol ; 66(18)2021 09 14.
Article in English | MEDLINE | ID: mdl-34464938

ABSTRACT

Methods.Measurements were taken with the Exradin A20 (Standard Imaging) ionisation chamber, and the 'homemade' MARM phantom was made with the 3D Ultimaker 2+ printer using PLA material. The material used for validation was ABS Medical from Smart Materials 3D. The irradiation was undertaken with a192Ir source by means of Varian's GammaMed Plus iX HDR equipment. EBT3 films were used to run additional tests. We compared different measurements for PLA, ABS Medical, and water. Additional validation methods, described in the bibliography, were also compared.Results.The measurements with the ionisation chamber that we obtained using the MARM phantom with PLA and ABS within the clinically relevant range (0.5-1.5 cm) differ with respect to the measures in the water reference, by 2.3% and 0.94%, respectively.Discussion.The literature describes highly heterogeneous validation methods, complicating the performance of systematic reviews and comparisons between materials. Thus, creating a phantom represents a single effort that will quickly pay off. This system enables comparisons, ensuring that geometric conditions remain stable-something that is not always possible with radiochromic films. The use of a calibrated ionisation chamber in the corresponding energy range, combined with the 'homemade' MARM phantom applied according to the proposed methodology, allows a differentiation between the attenuation of the material itself and the drop in the dose due to distance.Conclusion.The validation method for 3D printing materials, using an ionisation chamber and the MARM PLA phantom, represents an accessible, standardisable solution for manufacturing brachytherapy applicators.


Subject(s)
Brachytherapy , Phantoms, Imaging , Printing, Three-Dimensional , Radiometry , Radiotherapy Dosage , Systematic Reviews as Topic , Water
4.
Int J Radiat Oncol Biol Phys ; 88(5): 1057-63, 2014 Apr 01.
Article in English | MEDLINE | ID: mdl-24661659

ABSTRACT

PURPOSE: To assess the correlation of radiation-induced apoptosis in vitro of CD4 and CD8 T lymphocytes with late toxicity of prostate cancer patients treated with radiation therapy. METHODS AND MATERIALS: 214 patients were prospectively included in the study. Peripheral blood was drawn from patients before treatment and irradiated with 8 Gy. The percentage of CD4+ and CD8+ T lymphocytes that underwent radiation-induced apoptosis was assessed by flow cytometry. Toxicity and mortality were correlated in 198 cases with pretreatment apoptosis and clinical and biological variables by use of a Cox proportional hazards model. RESULTS: The mean percentage of CD4+ and CD8+ T lymphocyte radiation-induced apoptosis was 28.58% (±14.23) and 50.76% (±18.9), respectively. Genitourinary (GU) toxicity was experienced by 39.9% of patients, while gastrointestinal (GI) toxicity was experienced by 19.7%. The probability of development of GU toxicity was nearly doubled (hazard ratio [HR] 1.99, P=.014) in those patients in whom the percentage of in vitro radiation-induced apoptosis of CD4+ T-lymphocytes was ≤28.58%. It was also almost double in patients who received doses ≥50 Gy in 65% of the bladder volume (V65 ≥50) (HR 1.92, P=.048). No correlation was found between GI toxicity and any of the variables studied. The probability of death during follow-up, after adjustment for different variables, was 2.7 times higher in patients with a percentage of CD8+ T lymphocyte apoptosis ≤50.76% (P=.022). CONCLUSIONS: In conclusion, our study shows, in the largest prospective cohort of prostate cancer patients undergoing radiation therapy, that in vitro radiation-induced apoptosis of CD4+ T lymphocytes assessed before radiation therapy was associated with the probability of developing chronic GU toxicity. In addition, the radiation dose received in the urinary bladder (V65 ≥50) affected the occurrence of GU toxicity. Finally, we also demonstrate that radiation-induced apoptosis of CD8+ T lymphocytes was associated with overall survival, although larger series are needed to confirm this finding.


Subject(s)
Apoptosis , CD4-Positive T-Lymphocytes/radiation effects , CD8-Positive T-Lymphocytes/radiation effects , Prostatic Neoplasms/radiotherapy , Radiotherapy/adverse effects , Aged , Aged, 80 and over , CD4-Positive T-Lymphocytes/cytology , CD8-Positive T-Lymphocytes/cytology , Flow Cytometry/methods , Humans , Male , Middle Aged , Proportional Hazards Models , Prospective Studies , Prostate-Specific Antigen/metabolism , Radiation Injuries/etiology , Radiometry , Radiotherapy Dosage , Time Factors , Urinary Bladder/radiation effects
5.
Int J Radiat Oncol Biol Phys ; 87(5): 1051-7, 2013 Dec 01.
Article in English | MEDLINE | ID: mdl-24161420

ABSTRACT

PURPOSE: To report the interim results from a study comparing the efficacy, toxicity, and cosmesis of breast-conserving treatment with accelerated partial breast irradiation (APBI) or whole breast irradiation (WBI) using 3-dimensional conformal external beam radiation therapy (3D-CRT). METHODS AND MATERIALS: 102 patients with early-stage breast cancer who underwent breast-conserving surgery were randomized to receive either WBI (n=51) or APBI (n=51). In the WBI arm, 48 Gy was delivered to the whole breast in daily fractions of 2 Gy, with or without additional 10 Gy to the tumor bed. In the APBI arm, patients received 37.5 Gy in 3.75 Gy per fraction delivered twice daily. Toxicity results were scored according to the Radiation Therapy Oncology Group Common Toxicity Criteria. Skin elasticity was measured using a dedicated device (Multi-Skin-Test-Center MC-750-B2, CKelectronic-GmbH). Cosmetic results were assessed by the physician and the patients as good/excellent, regular, or poor. RESULTS: The median follow-up time was 5 years. No local recurrences were observed. No significant differences in survival rates were found. APBI reduced acute side effects and radiation doses to healthy tissues compared with WBI (P<.01). Late skin toxicity was no worse than grade 2 in either group, without significant differences between the 2 groups. In the ipsilateral breast, the areas that received the highest doses (ie, the boost or quadrant) showed the greatest loss of elasticity. WBI resulted in a greater loss of elasticity in the high-dose area compared with APBI (P<.05). Physician assessment showed that >75% of patients in the APBI arm had excellent or good cosmesis, and these outcomes appear to be stable over time. The percentage of patients with excellent/good cosmetic results was similar in both groups. CONCLUSIONS: APBI delivered by 3D-CRT to the tumor bed for a selected group of early-stage breast cancer patients produces 5-year results similar to those achieved with conventional WBI.


Subject(s)
Breast Neoplasms/radiotherapy , Radiotherapy, Conformal/methods , Aged , Breast Neoplasms/mortality , Breast Neoplasms/pathology , Breast Neoplasms/surgery , Elasticity/radiation effects , Esthetics , Female , Follow-Up Studies , Humans , Mastectomy, Segmental , Organs at Risk/radiation effects , Radiation Injuries/pathology , Radiotherapy Dosage , Radiotherapy Planning, Computer-Assisted/methods , Radiotherapy, Conformal/adverse effects , Radiotherapy, Conformal/mortality , Skin/pathology , Skin/radiation effects , Survival Rate , Treatment Outcome , Tumor Burden
6.
Rev. senol. patol. mamar. (Ed. impr.) ; 26(1): 4-10, ene.-mar. 2013.
Article in Spanish | IBECS | ID: ibc-109847

ABSTRACT

Introducción. Presentamos los resultados de tolerancia de la adición de sobreimpresión hipofraccionada después de irradiación global hipofraccionada de la mama. Material y método. Se incluyeron pacientes con cirugía conservadora y tratadas mediante hipofraccionamiento de 2,67Gy/día hasta 40Gy sobre la mama. La sobreimpresión del lecho tumoral se realizó a dosis de 16 o 8Gy según los criterios de riesgo para recaída local: tamaño tumoral, grado, márgenes o presencia de carcinoma ductal in situ, o nada en ausencia de dichos factores. Resultados. Se trataron 110 pacientes. Los grupos de riesgo se distribuyeron en alto, medio o bajo, con 51, 54 y 5 pacientes, respectivamente. Un 4,5% no presentaron toxicidad aguda. Las pacientes presentaron dermitis grado i o ii en el 38,2 y 47,3% de los casos, respectivamente. No se observaron diferencias en la toxicidad aguda dependiendo de la dosis de sobreimpresión. Tras un seguimiento medio de 2 años, en 79 casos (71,8%) no hubo cambios cutáneos crónicos. Apareció fibrosis leve en 24 pacientes (21,8%) y de grado ii en 7 pacientes. Conclusiones. La sobreimpresión hipofraccionada parece bien tolerada y las toxicidades aguda y crónica son leves. No parece haber impacto de la dosis total acumulada en la incidencia de fibrosis(AU)


Introduction. We present the results of adding a hypofractionated boost after whole-breast hypofractionated radiotherapy and report patient tolerance of this procedure. Material and method. Patients were included after conservative surgery and underwent adjuvant therapy. The whole breast was treated at 2.67Gy per fraction up to 40Gy. The boost was performed at different dose levels (16 or 8Gy) according to the presence of risk factors for local recurrence (tumor size, histologic grade, margin status or the presence of carcinoma in situ) or nothing in case of their absence. Results. A total of 110 patients were treated. The distribution into high-, middle- and low-risk groups was 51, 54 and 5 patients, respectively. There was no toxicity in 4.5% of the patients. Grade i or ii dermatitis was found in 38.2 and 47.3%, respectively. No differences were observed in acute dermatitis depending on boost doses. After a follow-up of 2 years, there were no chronic skin or subcutaneous changes in 79 patients (71.8%). Mild fibrosis occurred in 24 patients (21.8%) and grade ii fibrosis occurred in 7 patients. Conclusions. Hypofractionated boost seems to be well tolerated. Acute and chronic toxicities are mild. The cumulative dose does not seem to increase the incidence of fibrosis at the boost area compared with the whole breast(AU)


Subject(s)
Humans , Female , Breast Neoplasms/complications , Breast Neoplasms/diagnosis , Fibrosis/complications , Fibrosis/diagnosis , Breast Neoplasms/radiotherapy , Ultrasonography, Mammary/radiation effects , Ultrasonography, Mammary
7.
Clin Transl Oncol ; 13(7): 504-8, 2011 Jul.
Article in English | MEDLINE | ID: mdl-21775278

ABSTRACT

AIMS AND BACKGROUND: To evaluate the predictive factors of recurrence in cervical cancer treated with radical radiochemotherapy. METHODS: A retrospective analysis of 56 women was performed. Response was assessed using the RECIST response. Overall survival and disease-free survival curves were estimated by the Kaplan-Meier method and the Cox proportional hazards model was used to analyse predictors of recurrence. RESULTS: Local recurrence was documented in 16 patients and distant metastases in 15. The Kaplan-Meier survival probabilities were 95.1 ± 6.4% at 3 years and 80.4 ± 13.1% at 5 years and the Kaplan-Meier curve values for disease-free survival were 60.3 ± 14.3% at 3 years and 53.0 ± 15.7% at 5 years. Thirty-five patients were alive and 21 patients died, 19 from metastatic disease and 2 from other causes. Complete response after chemoradiation therapy, squamous cell carcinoma and tumour size ≤ 4 cm were significantly associated with outcome. In the Cox regression model, tumour size > 4 cm (hazard ratio 7.48; 95% CI 2.71-20.6; p < 0.001) and partial response (hazard ratio 7.09; 95% CI 2.82-17.8; p < 0.001) were predictive factors for disease-free survival and partial response (hazard ratio 3.7; 95% CI 1.3-10.1; p < 0.001) and non-squamous cell carcinoma (hazard ratio 3.5; 95% CI 1.2-9.7; p < 0.001) were predictive factors for overall survival. CONCLUSIONS: Non-squamous histology and partial response were independent prognostic factors for overall survival and tumour size and partial response were independent prognostic variables for 5-year disease survival.


Subject(s)
Adenocarcinoma/therapy , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Carcinoma, Squamous Cell/therapy , Uterine Cervical Neoplasms/therapy , Adenocarcinoma/secondary , Adult , Aged , Aged, 80 and over , Brachytherapy , Carcinoma, Squamous Cell/secondary , Combined Modality Therapy , Female , Follow-Up Studies , Humans , Lymphatic Metastasis , Male , Middle Aged , Neoplasm Recurrence, Local/pathology , Neoplasm Recurrence, Local/therapy , Prognosis , Retrospective Studies , Survival Rate , Time Factors , Uterine Cervical Neoplasms/pathology
8.
Int J Radiat Oncol Biol Phys ; 73(3): 810-7, 2009 Mar 01.
Article in English | MEDLINE | ID: mdl-18755556

ABSTRACT

PURPOSE: To evaluate the risk factors for acute esophagitis (AET) in lung cancer patients treated with concurrent 3D-CRT and chemotherapy. METHODS AND MATERIALS: Data from 100 patients treated with concurrent chemoradiotherapy with a mean dose of 62.05 +/- 4.64 Gy were prospectively evaluated. Esophageal toxicity was graded according to criteria of the Radiation Therapy Oncology Group. The following dosimetric parameters were analyzed: length and volume of esophagus in treatment field, percentage of esophagus volume treated to >or=10, >or=20, >or=30, >or=35, >or=40, >or=45, >or=50, >or=55, and >or=60 Gy, and the maximum (D(max)) and mean doses (D(mean)) delivered to the esophagus. Also, we developed an esophagitis index (EI) to account the esophagitis grades over treatment time. RESULTS: A total of 59 patients developed AET (Grade 1, 26 patients; Grade 2, 29 patients; and Grade 3, 4 patients). V50 was associated with AET duration (p = 0.017), AET Grade 1 duration (p = 0.016), maximum analgesia (p = 0.019), esophagitis index score (p = 0.024), and AET Grade >or=1 (p = 0.058). If V50 is <30% there is a 47.3% risk of AET Grade >or=1, which increases to 73.3% if V50 is >or=30% (p = 0.008). The predictive abilities of models (sensitivity and specificity) were calculated by receiver operating characeristic curves. CONCLUSIONS: According to the receiver operating characeristic curve analysis, the 30% of esophageal volume receiving >or=50 Gy was the most statistically significant factor associated with AET Grade >or=1 and maximum analgesia (A(max)). There was an association with AET Grade >or=2 but it did not achieve statistical significance (p = 0.076).


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/adverse effects , Esophagitis/etiology , Lung Neoplasms/drug therapy , Lung Neoplasms/radiotherapy , Radiotherapy, Conformal/adverse effects , Acute Disease , Adult , Aged , Aged, 80 and over , Analysis of Variance , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Carboplatin/administration & dosage , Carcinoma, Non-Small-Cell Lung/drug therapy , Carcinoma, Non-Small-Cell Lung/pathology , Carcinoma, Non-Small-Cell Lung/radiotherapy , Cisplatin/administration & dosage , Combined Modality Therapy/methods , Drug Administration Schedule , Esophagitis/pathology , Etoposide/administration & dosage , Female , Humans , Lung Neoplasms/pathology , Male , Middle Aged , Paclitaxel/administration & dosage , Prospective Studies , ROC Curve , Radiotherapy Dosage , Small Cell Lung Carcinoma/drug therapy , Small Cell Lung Carcinoma/pathology , Small Cell Lung Carcinoma/radiotherapy , Tumor Burden , Vinblastine/administration & dosage , Vinblastine/analogs & derivatives , Vinorelbine
9.
Int J Radiat Oncol Biol Phys ; 69(2): 342-9, 2007 Oct 01.
Article in English | MEDLINE | ID: mdl-17531398

ABSTRACT

PURPOSE: To assess the usefulness of oral glutamine to prevent radiochemotherapy-induced esophagitis in patients with lung cancer, and to determine the dosimetric parameter predictive of esophagitis. METHODS AND MATERIALS: Seventy-five patients were enrolled; 34.7% received sequential radiochemotherapy, and 65.3% received concomitant radiochemotherapy. Every patient received prophylactic glutamine powder in doses of 10 g/8 h. Prescribed radiation doses were 45-50 Gy to planning target volume (PTV)1 (gross tumor volume plus wide margins) and 65-70 Gy to PTV2 (reduced margins). The primary endpoint was the incidence of Grade 2 or greater acute esophagitis. RESULTS: No patient experienced glutamine intolerance or glutamine-related toxicity. Seventy-three percent of patients who received sequential chemotherapy and 49% of those who received concomitant chemotherapy did not present any form of esophagitis. V50 was the dosimetric parameter with better correlation between esophagitis and its duration. A V50 of or=2, which increased to 71% with a V50 of >30% (p = 0.0009). CONCLUSIONS: The use of oral glutamine may have an important role in the prevention of esophageal complications of concomitant radiochemotherapy in lung cancer patients. However, randomized trials are needed to corroborate that effect. V50 is the dosimetric parameter with better correlation with esophagitis grade and duration.


Subject(s)
Esophagitis/prevention & control , Glutamine/administration & dosage , Lung Neoplasms/drug therapy , Lung Neoplasms/radiotherapy , Radiation-Protective Agents/administration & dosage , Acute Disease , Administration, Oral , Aged , Combined Modality Therapy/adverse effects , Combined Modality Therapy/methods , Esophagitis/etiology , Esophagus/drug effects , Esophagus/radiation effects , Feasibility Studies , Female , Humans , Male , Middle Aged , Pilot Projects , Prospective Studies , Radiation Injuries/prevention & control , Radiotherapy Dosage
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