Dosimetry

剂量测定法
  • 文章类型: Journal Article
    背景:随着乳腺癌放射治疗的复杂性,对将实际剂量精确有效地输送到患者的需求也在增长。治疗期间的剂量测定已成为保证疗效和安全性的关键组成部分。
    目的:提出一种基于体表变化的乳腺癌放疗过程中的剂量学方法。
    方法:从早期数据库中回顾性检索了29例左侧乳腺癌放疗病例进行分析。执行了参考锥形束计算机断层扫描的计划计算机断层扫描(CT)的非刚性图像配准和剂量重新计算,以获得剂量变化。该研究使用3D点云特征提取来表征身体表面变化。基于相关性证明,使用神经网络框架,在体表变化和剂量变化之间建立映射模型。MSE指标,使用特征点的欧氏距离和3D伽马通过率度量来评估预测精度.
    结果:体表变化和剂量变化之间存在很强的相关性(第一典型相关系数=0.950)。对于测试装置中的剂量变形场和剂量振幅差,预测值和实际值的MSE分别为0.136像素和0.229cGy,分别。将计划剂量变形为变形剂量后,特征点与重新计算的剂量之间的欧氏距离从9.267±1.879mm变为0.456±0.374mm。对于2mm/2%的标准,3D伽玛通过率达到90%或更高的所有情况的80.8%,最低及格率为75.9%,最高及格率为99.6%。3毫米/2%标准的合格率范围为87.8%至99.8%,92.3%的病例通过率达到90%或更高。
    结论:本研究提供了一种非侵入性的剂量学方法,实时,乳腺癌放疗不需要额外的剂量。
    BACKGROUND: The requirement for precise and effective delivery of the actual dose to the patient grows along with the complexity of breast cancer radiotherapy. Dosimetry during treatment has become a crucial component of guaranteeing the efficacy and security.
    OBJECTIVE: To propose a dosimetry method during breast cancer radiotherapy based on body surface changes.
    METHODS: A total of 29 left breast cancer radiotherapy cases were retroactively retrieved from an earlier database for analysis. Non-rigid image registration and dose recalculation of the planning computed tomography (CT) referring to the Cone-beam computed tomography were performed to obtain dose changes. The study used 3D point cloud feature extraction to characterize body surface changes. Based on the correlation proof, a mapping model is developed between body surface changes and dose changes using neural network framework. The MSE metrics, the Euclidean distances of feature points and the 3D gamma pass rate metric were used to assess the prediction accuracy.
    RESULTS: A strong correlation exist between body surface changes and dose changes (first canonical correlation coefficient = 0.950). For the dose deformation field and dose amplitude difference in the test set, the MSE of the predicted and actual values were 0.136 pixels and 0.229 cGy, respectively. After deforming the planning dose into a deformed one, the feature points\' Euclidean distance between it and the recalculated dose changes from 9.267 ± 1.879 mm to 0.456 ± 0.374 mm. The 3D gamma pass rate of 90% or higher for the 2 mm/2% criteria were achieved by 80.8% of all cases, with a minimum pass rate of 75.9% and a maximum pass rate of 99.6%. Pass rate for the 3 mm/2% criteria ranged from 87.8% to 99.8%, with 92.3% of the cases having a pass rate of 90% or higher.
    CONCLUSIONS: This study provides a dosimetry method that is non-invasive, real-time, and requires no additional dose for breast cancer radiotherapy.
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  • 文章类型: Journal Article
    目的:[68Ga]Ga-DOTA-FGFR1-肽是一种新型的正电子发射断层扫描(PET)放射性示踪剂,靶向成纤维细胞生长因子受体1(FGFR1)。本研究旨在评估安全性,生物分布,辐射剂量测定,和[68Ga]Ga-DOTA-FGFR1-肽的成像电位。方法:采用手工固相肽合成和高效液相色谱纯化的方法合成FGFR1靶向肽DOTA-(PEG2)-KAEWKSLGEEAWHSK,并用作为螯合剂的DOTA标记68Ga。我们招募了14名参与者,并使用OLINDA/EXM2.2.0软件计算了其中4名经病理证实的非肿瘤受试者的辐射剂量。同时,对其中10例肺癌患者的影像学潜能进行了评估.结果:[68Ga]Ga-DOTA-FGFR1-肽在4位受试者中的生物分布显示在膀胱和肾脏中的摄取最高。剂量学分析表明膀胱壁接受最高有效剂量(3.73E-02mSv/MBq),其次是肺(2.36E-03mSv/MBq)和红骨髓(2.09E-03mSv/MBq)。没有发现正常器官具有过量的特定吸收剂量。平均全身有效剂量为4.97E-02mSv/MBq。在10例患者的PET/计算机断层扫描(CT)图像上清晰可见原发性和转移性肿瘤病变。结论:我们的结果表明[68Ga]Ga-DOTA-FGFR1-肽具有良好的剂量学特征,可以安全地用于人类。临床PET/CT成像具有重要的潜在价值。
    Objective: [68Ga]Ga-DOTA-FGFR1-peptide is a novel positron emission tomography (PET) radiotracer targeting fibroblast growth factor receptor 1 (FGFR1). This study aimed to evaluate the safety, biodistribution, radiation dosimetry, and imaging potential of [68Ga]Ga-DOTA-FGFR1-peptide. Methods: The FGFR1-targeting peptide DOTA-(PEG2)-KAEWKSLGEEAWHSK was synthesized by manual solid-phase peptide synthesis and high-performance liquid chromatography purification, and labeled with 68Ga with DOTA as chelating agent. We recruited 14 participants and calculated the radiation dose of 4 of these pathologically confirmed nontumor subjects using OLINDA/EXM 2.2.0 software. At the same time, the imaging potential in 10 of these lung cancer patients was evaluated. Results: The biodistribution of [68Ga]Ga-DOTA-FGFR1-peptide in 4 subjects showed the highest uptake in the bladder and kidney. Dosimetry analysis indicated that the bladder wall received the highest effective dose (3.73E-02 mSv/MBq), followed by the lungs (2.36E-03 mSv/MBq) and red bone marrow (2.09E-03 mSv/MBq). No normal organs were found to have excess specific absorbed doses. The average systemic effective dose was 4.97E-02 mSv/MBq. The primary and metastatic tumor lesions were clearly visible on PET/computed tomography (CT) images in 10 patients. Conclusion: Our results indicate that [68Ga]Ga-DOTA-FGFR1-peptide has a good dosimetry profile and can be used safely in humans, and it has significant potential value for clinical PET/CT imaging.
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  • 文章类型: Journal Article
    使用90Y选择性内部放射疗法(SIRT)治疗肝脏恶性肿瘤可能会损害功能性肝实质。评估功能性实质变化并开发吸收剂量(AD)毒性模型可以帮助接受SIRT的患者的临床管理。我们旨在确定在SIRT之前和之后,90YPETAD体素图与动态gadoxetic酸增强MRI得出的非肿瘤肝脏(NTL)功能的空间变化之间是否存在相关性。方法:对11例接受90YSIRT治疗的患者,在治疗前后进行动态gadoxetic酸增强MRI扫描。从MRI数据生成直接量化空间肝实质功能的Gadoxetic酸摄取率(k1)图。基于体素的AD地图,来自90YPET/CT扫描,根据AD分类。SIRT前和后k1图被共同注册到AD图。计算每个箱中k1损失的绝对和百分比,作为肝功能损失的量度,对每位患者的k1丢失和AD之间的Spearman相关系数进行评估。患者的平均k1损失符合基于AD的3参数逻辑函数。根据病变类型将患者进一步分为亚组,基线白蛋白-胆红素评分和丙氨酸转氨酶水平,剂量-体积效应,和SIRT治疗的数量。结果:在大多数患者(8/11)中,k1绝对丢失和百分比丢失与AD之间存在显着正相关(ρ=0.53-0.99,P<0.001)。9例患者的平均k1损失也显示出与AD的显着强相关性(ρ≥0.92,P<0.001)。AD患者k1丢失的平均百分比为28%,逻辑函数模型表明,在约100Gy时,k1损失约25%。患者亚组之间的分析表明,在肝细胞癌患者中k1丢失更大,更高的丙氨酸转氨酶水平,接受70Gy或更高AD的NTL的分数更大,和连续SIRT治疗。结论:多模态成像的新应用证明了90YSIRTAD与空间功能性肝实质降解之间的相关性,表明较高的AD与局部肝细胞功能的较大丧失有关。有了开发的响应模型,PET衍生的AD图可以潜在地用于识别肝脏中的局部损伤并增强治疗策略。
    Functional liver parenchyma can be damaged from treatment of liver malignancies with 90Y selective internal radiation therapy (SIRT). Evaluating functional parenchymal changes and developing an absorbed dose (AD)-toxicity model can assist the clinical management of patients receiving SIRT. We aimed to determine whether there is a correlation between 90Y PET AD voxel maps and spatial changes in the nontumoral liver (NTL) function derived from dynamic gadoxetic acid-enhanced MRI before and after SIRT. Methods: Dynamic gadoxetic acid-enhanced MRI scans were acquired before and after treatment for 11 patients undergoing 90Y SIRT. Gadoxetic acid uptake rate (k1) maps that directly quantify spatial liver parenchymal function were generated from MRI data. Voxel-based AD maps, derived from the 90Y PET/CT scans, were binned according to AD. Pre- and post-SIRT k1 maps were coregistered to the AD map. Absolute and percentage k1 loss in each bin was calculated as a measure of loss of liver function, and Spearman correlation coefficients between k1 loss and AD were evaluated for each patient. Average k1 loss over the patients was fit to a 3-parameter logistic function based on AD. Patients were further stratified into subgroups based on lesion type, baseline albumin-bilirubin scores and alanine transaminase levels, dose-volume effect, and number of SIRT treatments. Results: Significant positive correlations (ρ = 0.53-0.99, P < 0.001) between both absolute and percentage k1 loss and AD were observed in most patients (8/11). The average k1 loss over 9 patients also exhibited a significant strong correlation with AD (ρ ≥ 0.92, P < 0.001). The average percentage k1 loss of patients across AD bins was 28%, with a logistic function model demonstrating about a 25% k1 loss at about 100 Gy. Analysis between patient subgroups demonstrated that k1 loss was greater among patients with hepatocellular carcinoma, higher alanine transaminase levels, larger fractional volumes of NTL receiving an AD of 70 Gy or more, and sequential SIRT treatments. Conclusion: Novel application of multimodality imaging demonstrated a correlation between 90Y SIRT AD and spatial functional liver parenchymal degradation, indicating that a higher AD is associated with a larger loss of local hepatocyte function. With the developed response models, PET-derived AD maps can potentially be used prospectively to identify localized damage in liver and to enhance treatment strategies.
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  • 文章类型: Journal Article
    方法:为了评估手动自适应计划与计划计划相比的优势,并探讨了预测患者适合适应性策略的临床因素。
    方法:纳入82例每周在线锥形束计算机断层扫描(CBCT)患者。在15分之后进行重新CT模拟,如果发现计划目标体积(PTV)存在显着偏差,则制定手动自适应计划。为了评估剂量学益处,D98、规划目标体积(PTV)的均匀性指数(HI)和符合性指数(CI),以及肠道的D2cc,膀胱,在手动自适应计划和预定计划之间比较乙状结肠和直肠。采用卡方检验和logistic回归分析影响放疗靶区运动的临床因素。
    结果:手动自适应计划的CI和HI明显优于预定计划(分别为P=0.0002、0.003),显示目标体积的更好的剂量覆盖。与预定计划相比,手动自适应计划的D98增加了3.3%(P=0.0002),直肠的平均D2cc,膀胱减少0.358Gy(P=0.000034)和0.240Gy(P=0.03),分别。此外,卡方检验证明了年龄,原发肿瘤体积,和宫旁浸润是影响放疗靶区运动的临床因素。多因素分析进一步确定大肿瘤体积(≥50cm3,OR=3.254,P=0.039)和宫旁浸润(OR=3.376,P=0.018)为独立危险因素。
    结论:我们发现在治疗过程中,最显著的器官运动发生在15个部分之后。手动自适应计划提高了剂量覆盖率并降低了OAR剂量。由于明显的器官运动,强烈建议在明确的放疗过程中采用大肿块或宫旁浸润的患者采取适应性策略。
    METHODS: To evaluate the advantage of the manual adaptive plans comparing to the scheduled plans, and explored clinical factors predicting patients suitable for adaptive strategy.
    METHODS: Eighty two patients with weekly online cone-beam computed tomography (CBCT) were enrolled. The re-CT simulation was performed after 15 fractions and a manual adaptive plan was developed if a significant deviation of the planning target volume (PTV) was found. To evaluate the dosimetric benefit, D98, homogeneity index (HI) and conformity index (CI) for the planning target volume (PTV), as well as D2cc of the bowel, bladder, sigmoid and rectum were compared between manual adaptive plans and scheduled ones. The clinical factors influencing target motion during radiotherapy were analyzed by chi-square test and logistic regression analysis.
    RESULTS: The CI and HI of the manual adaptive plans were significantly superior to the scheduled ones (P = 0.0002, 0.003, respectively), demonstrating a better dose coverage of the target volume. Compared to the scheduled plans, D98 of the manual adaptive plans increased by 3.3% (P = 0.0002), the average of D2cc to the rectum, bladder decreased 0.358 Gy (P = 0.000034) and 0.240 Gy (P = 0.03), respectively. In addition, the chi-square test demonstrated that age, primary tumor volume, and parametrial infiltration were the clinical factors influencing target motion during radiotherapy. Multivariate analysis further identified the large tumor volume (≥ 50cm3, OR = 3.254, P = 0.039) and parametrial infiltration (OR = 3.376, P = 0.018) as the independent risk factors.
    CONCLUSIONS: We found the most significant organ motion happened after 15 fractions during treatment. The manual adaptive plans improved the dose coverage and decreased the OAR doses. Patients with bulky mass or with parametrial infiltration were highly suggested to adaptive strategy during definitive radiotherapy due to the significant organ motion.
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  • 文章类型: Journal Article
    目的:&#xD;评估暴露于18F-FDGPET扫描的中国和白种人儿童之间吸收剂量的潜在变化,并调查导致剂量差异的因素,这项工作采用患者特异性体模和我们的房室模型来计算中国儿童患者特异性吸收剂量.方法:回顾性收集29例接受全身18F-FDGPET/CT检查的中国儿科患者的临床资料,包括用于活动分布的PET图像和用于器官分割和体模构建的相应CT图像。实施生物动力学区室模型以获得累积的活动。使用蒙特卡罗模拟计算CT和PET组件的吸收辐射剂量。对每个患者的时间整合活性系数(TIAC)和器官吸收剂量拟合回归模型。结果:隔室模型中所有器官的TIACs和12个器官的器官剂量与患者体重相关。与成年人相比,幼儿在大脑中的摄取明显很大。中国和高加索儿童之间解剖和生物学特征的差异导致18F-FDGPET扫描的吸收剂量变化。PET对器官剂量的贡献大于CT对大多数器官的贡献,尤其是大脑和膀胱.平均有效剂量(±SD)为4.48mSv(±1.12mSv),来自CT的7.04mSv(±2.49mSv)和11.52mSv(±3.20mSv),PET和它们的总和。PET的贡献是CT的1.57倍。&#xD;结论:&#xD;据我们所知,这项工作是首次尝试通过PET/CT对中国儿科患者进行患者特异性辐射剂量评估.在两个年龄组中,从我们的方法得出的TIACs与ICRP128中报告的TIACs具有显着差异。我们的方法不仅为评估接受18F-FDG研究的儿科患者的药代动力学特征和患者特异性剂量提供了有价值的方法,而且还为具有类似特征的其他队列提供了有价值的方法。
    Objective.To assess potential variations in the absorbed dose between Chinese and Caucasian children exposed to18F-FDG PET scan and to investigate the factors contributing to dose differences, this work employed patient-specific phantoms and our compartment model for calculating the patient-specific absorbed dose in Chinese children.Approach.Data of 29 Chinese pediatric patients undergoing whole-body18F-FDG PET/CT studies were retrospectively collected, including PET images for activity distributions and corresponding CT images for organ segmentation and phantom construction. A biokinetic compartment model was implemented to obtain cumulated activities. Absorbed radiation dose for both CT and PET component were calculated using Monte Carlo simulations. Regression models were fitted to time integrated activity coefficient (TIAC) and organ absorbed dose for each patient.Main results.TIACs of all the organs in our compartment model and the organ dose for 12 organs were correlated with patients\' weight. Young children have significantly large uptake in brain compared to adults. The distinctions of anatomical and biological characteristics between Chinese and Caucasian children contribute to variations in the absorbed dose of18F-FDG PET scans. PET contributed more in organ dose than CT did in most organs, especially in brain and bladder. The average effective dose (± SD) was 4.5 mSv (± 1.12 mSv), 7.8 mSv (± 3.2 mSv) and 12.3 mSv (± 3.5 mSv) from CT, PET and their sum respectively. PET contributed 1.7 times higher than CT.Significance.To the best of our knowledge, this work represents the first attempt to estimate patient-specific radiation doses from PET/CT for Chinese pediatric patients. TIACs derived from our methodology in both age groups exhibited significant differences from the that reported in ICRP 128. Substantial differences in absorbed and effective doses were observed between Chinese and Caucasian children across all age groups. These disparities are attributed to markedly distinct anatomical and pharmacokinetic characteristics among adults and pediatric patients, and different racial groups. The application of data derived from adults to pediatric patients introduces considerable uncertainty. Our methodology offers a valuable approach not only for estimating pharmacokinetic characteristics and patient-specific radiation doses in pediatric patients undergoing18F-FDG studies but also for other cohorts with similar characteristics.
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  • 文章类型: Journal Article
    目前的放射治疗(RT)技术仍不可避免地照射正常脑组织,引起内隐放射损伤。这项研究调查了放疗后鼻咽癌(NPC)患者易受损伤的脑区的精确定位和相应的辐射剂量。利用高级标准化工具(ANT)包,在标准的蒙特利尔神经研究所(MNI)空间中创建了计算机断层扫描(CT)脑模板,根据803例接受RT的中国NPC患者(T0〜T4)。有了这个模板,所有患者的CT和RTD剂量数据都被登记到MNI空间,比较了接受调强放疗(IMRT)或体积调制电弧治疗(VMAT)的NPC患者在正常脑组织中的RTF剂量分布特征,以患者的年龄和性别为协变量。平均剂量分析表明,边缘区域内的某些区域,时间,和后角,脑干,小脑后叶暴露于超过50Gy的剂量。组间分析显示,IMRT比VMAT向鼻咽肿瘤前的脑区提供更高的剂量,而VMAT对后部区域的影响更大。有趣的是,VMAT在保留T4期患者的正常脑组织方面表现出缺点。这表明两种治疗方式在保存正常脑组织方面具有独特的特点,每个人都有优势。具有更好的定位精度,在MNI空间创建的CT脑模板可能对NPC患者的毒性和剂量学分析有益.
    The current Radiotherapy (RT) technology still inevitably irradiated normal brain tissue, causing implicit radiation-induced injury. This study investigates the precise localization and the corresponding radiation dosage of brain regions susceptible to damage in nasopharyngeal carcinoma (NPC) patients following RT. Utilizing the Advanced Normalization Tools (ANTs) package, a computed tomography (CT) brain template was created in the standard Montreal Neurological Institute (MNI) space, based on 803 Chinese NPC patients (T0~T4) who underwent RT. With this template, all patients\' CT and RTdose data were registered to the MNI space, and the RTdose distribution characteristics in normal brain tissues were compared for NPC patients treated with Intensity-modulated radiotherapy (IMRT) or Volumetric Modulated Arc Therapy (VMAT), with patients\' age and gender as covariates. Analysis of the average dosages indicated that certain areas within the Limbic, Temporal, and Posterior Lobes, the Brainstem, and the Cerebellum Posterior Lobe were exposed to doses exceeding 50 Gy. Inter-group analysis revealed that IMRT delivered higher doses than VMAT to brain regions anterior to the nasopharyngeal tumor, whereas VMAT affected the posterior regions more. Interestingly, VMAT showed a drawback in preserving the normal brain tissues for T4-stage patients. This revealed that the two treatment modalities have unique characteristics in preserving normal brain tissue, each with advantages. With better localization precision, the created CT brain template in MNI space may be beneficial for NPC patients\' toxicity and dosimetric analyses.
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  • 文章类型: Journal Article
    背景:我们设计并合成了一种新型的双磷酸盐放射性药物(68Ga-或177Lu-标记的DOTA-伊班膦酸盐[68Ga/177Lu-DOTA-IBA]),用于骨转移的靶向诊断和治疗。使用一系列单光子发射计算机断层扫描(SPECT)图像和血液样本评估了单治疗剂量177Lu-DOTA-IBA的生物分布和内部剂量测定。这项前瞻性研究包括5例多发性骨转移患者。收到1110MBq177Lu-DOTA-IBA后,患者接受全身平面,SPECT/CT成像和静脉采血超过7天。对主要器官和肿瘤病变进行剂量学评估。使用血液生物标志物评估安全性。
    结果:177Lu-DOTA-IBA显示快速摄取,在骨病变中高度保留,并迅速从所有患者的血液中清除。在这个队列中,骨肿瘤病变的平均吸收剂量(ADs),肾脏,肝脏,脾,脾红骨髓,膀胱壁,成骨细胞分别为5.740、0.114、0.095、0.121、0.095和0.333Gy/GBq,分别。虽然没有病人达到预定的剂量阈值,红骨髓将是剂量限制器官。使用1110MBq177Lu-DOTA-IBA后无不良反应。
    结论:剂量学结果表明,关键器官和全身的AD均在安全范围内,并且具有较高的骨保留率。它是骨转移的靶向治疗的一种有前途的放射性药物替代品,控制它的发展,提高晚期骨转移患者的生存和生活质量。
    BACKGROUND: We designed and synthesized a novel bisphosphonate radiopharmaceutical (68 Ga- or 177Lu-labeled DOTA-ibandronate [68 Ga/177Lu-DOTA-IBA]) for the targeted diagnosis and treatment of bone metastases. The biodistribution and internal dosimetry of a single therapeutic dose of 177Lu-DOTA-IBA were evaluated using a series of single-photon emission computerized tomography (SPECT) images and blood samples. Five patients with multiple bone metastases were included in this prospective study. After receiving 1110 MBq 177Lu-DOTA-IBA, patients underwent whole-body planar, SPECT/CT imaging and venous blood sampling over 7 days. Dosimetric evaluation was performed for the main organs and tumor lesions. Safety was assessed using blood biomarkers.
    RESULTS: 177Lu-DOTA-IBA showed fast uptake, high retention in bone lesions, and rapid clearance from the bloodstream in all patients. In this cohort, the average absorbed doses (ADs) in the bone tumor lesions, kidneys, liver, spleen, red marrow, bladder-wall, and osteogenic cells were 5.740, 0.114, 0.095, 0.121, 0.095, and 0.333 Gy/GBq, respectively. Although no patient reached the predetermined dose thresholds, the red marrow will be the dose-limiting organ. There were no adverse reactions recorded after the administration of 1110 MBq 177Lu-DOTA-IBA.
    CONCLUSIONS: Dosimetric results show that the ADs for critical organs and total body are within the safety limit and with high bone retention. It is a promising radiopharmaceutical alternative for the targeted treatment of bone metastases, controlling its progression, and improving the survival and quality of life of patients with advanced bone metastasis.
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  • 文章类型: Journal Article
    目的:本研究旨在研究基于深度学习(DL)的影像学特征对局部晚期非小细胞肺癌(LA-NSCLC)患者放射性肺炎(RP)的预测能力。
    方法:研究对象包括复旦大学附属上海肿瘤防治中心90例患者和江南大学附属医院59例患者。RP的发生被用作终点事件。从放射治疗前计划CT上描绘的两个感兴趣区域(肺PTV和PTV-GTV)中总共提取了512个3DDL衍生特征。使用LASSO回归进行特征选择,并使用多层感知器方法建立分类模型。通过接收器工作特性曲线分析评估了开发模型的性能。此外,所开发的模型补充了相关的临床变量和剂量-体积指标,以寻找更高的预测价值.
    结果:使用从肺PTV导出的DL特征的预测模型优于基于从PTV-GTV提取的特征的预测模型,AUC分别为0.921和0.892,在内部测试数据集中。此外,使用肺PTV的特征将剂量-体积度量V30Gy纳入预测模型,导致训练数据的AUC从0.835提高到0.881,验证数据从0.690提高到0.746。分别(DeLongp<0.05)。
    结论:使用3DDL网络从放疗前计划CT中提取的成像特征可以预测放射性肺炎,并且可能对LA-NSCLC患者的风险分层和毒性处理具有临床价值。
    结论:将DL衍生特征与剂量-体积指标相结合,为预测LA-NSCLC肺癌放疗中放射性肺炎提供了一种有希望的无创性方法,从而改善个性化治疗和患者预后。
    OBJECTIVE: This study aims to examine the ability of deep learning (DL)-derived imaging features for the prediction of radiation pneumonitis (RP) in locally advanced non-small-cell lung cancer (LA-NSCLC) patients.
    METHODS: The study cohort consisted of 90 patients from the Fudan University Shanghai Cancer Center and 59 patients from the Affiliated Hospital of Jiangnan University. Occurrences of RP were used as the endpoint event. A total of 512 3D DL-derived features were extracted from two regions of interest (lung-PTV and PTV-GTV) delineated on the pre-radiotherapy planning CT. Feature selection was done using LASSO regression, and the classification models were built using the multilayered perceptron method. Performances of the developed models were evaluated by receiver operating characteristic curve analysis. In addition, the developed models were supplemented with clinical variables and dose-volume metrics of relevance to search for increased predictive value.
    RESULTS: The predictive model using DL features derived from lung-PTV outperformed the one based on features extracted from PTV-GTV, with AUCs of 0.921 and 0.892, respectively, in the internal test dataset. Furthermore, incorporating the dose-volume metric V30Gy into the predictive model using features from lung-PTV resulted in an improvement of AUCs from 0.835 to 0.881 for the training data and from 0.690 to 0.746 for the validation data, respectively (DeLong p < 0.05).
    CONCLUSIONS: Imaging features extracted from pre-radiotherapy planning CT using 3D DL networks could predict radiation pneumonitis and may be of clinical value for risk stratification and toxicity management in LA-NSCLC patients.
    CONCLUSIONS: Integrating DL-derived features with dose-volume metrics provides a promising noninvasive method to predict radiation pneumonitis in LA-NSCLC lung cancer radiotherapy, thus improving individualized treatment and patient outcomes.
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  • 文章类型: Journal Article
    磁共振(MR)引导的超小分割放疗结合全骨盆照射(UHF-WPRT)是一种用于高危(HR)和极高危(VHR)前列腺癌(PCa)患者的新型放疗方法。然而,自适应UHF-WPRT的固有复杂性可能不可避免地导致更长的卧床时间。我们的目的是估计输送剂量,在1.5特斯拉MR直线加速器上研究自适应UHF-WPRT的可行性和安全性。
    10例临床分期T3a-4N0-1M0-1cPCa,连续接受UHF-WPRT,是前瞻性登记的。位置验证-MR(PV-MR)上的目标和危险器官的轮廓,波束上3D-MR(Bn-MR),和后MR(放疗后)通过可变形图像配准从MR前数据得出。然后医生手动调整它们,并相应地进行剂量重新计算。使用GraphPad棱镜9(GraphPad棱镜软件公司)进行统计分析。
    总共,我们收集了188次MR扫描(50次MR前,50PV-MR,44Bn-MR,和44次MR后扫描)。中位数为59分钟,平均前列腺临床目标体积(CTV)-V100%为98.59%±2.74%,所有扫描的平均盆腔CTVp-V100%相对百分比为99.60%±1.18%。直肠壁的V29Gy变化中位数为-2%(-18%至20%)。中位随访时间为9个月,没有患者出现急性不良事件通用术语标准(CTCAE)2级或更严重的泌尿生殖系统(GU)或胃肠道(GI)毒性(0%).
    使用适应形状(ATS)工作流程对前列腺和整个骨盆进行UHF-RT,同时增强阳性淋巴结,对于HR和VHRPCa患者在技术上是可行的,仅呈现轻度GU和GI毒性。基于3D-MR的剂量测定分析,在射束开启阶段期间估计的目标剂量在临床上是可接受的。
    中国临床试验注册中心ChiCTR2000033382。
    UNASSIGNED: Magnetic resonance (MR)-guided ultra-hypofractionated radiotherapy with whole-pelvic irradiation (UHF-WPRT) is a novel approach to radiotherapy for patients with high-risk (HR) and very high-risk (VHR) prostate cancer (PCa). However, the inherent complexity of adaptive UHF-WPRT might inevitably result in longer on-couch time. We aimed to estimate the delivered dose, study the feasibility and safety of adaptive UHF-WPRT on a 1.5-Tesla MR-Linac.
    UNASSIGNED: Ten patients with clinical stage T3a-4N0-1M0-1c PCa, who consecutively received UHF-WPRT, were enrolled prospectively. The contours of the target and organ-at-risks on the position verification-MR (PV-MR), beam-on 3D-MR(Bn-MR), and post-MR (after radiotherapy delivery) were derived from the pre-MR data by deformable image registration. The physician then manually adjusted them, and dose recalculation was performed accordingly. GraphPad Prism 9 (GraphPad Prism Software Inc.) was utilized for conducting statistical analyses.
    UNASSIGNED: In total, we collected 188 MR scans (50 pre-MR, 50 PV-MR, 44 Bn-MR, and 44 post-MR scans). With median 59 min, the mean prostate clinical target volume (CTV)-V100% was 98.59% ± 2.74%, and the mean pelvic CTVp-V100% relative percentages of all scans was 99.60% ± 1.18%. The median V29 Gy change in the rectal wall was -2% (-18% to 20%). With a median follow-up of 9 months, no patient had acute Common Terminology Criteria for Adverse Events (CTCAE) grade 2 or more severe genitourinary (GU) or gastrointestinal (GI) toxicities (0%).
    UNASSIGNED: UHF-RT to the prostate and the whole pelvis with concomitant boost to positive nodes using an Adapt-To-Shape (ATS) workflow was technically feasible for patients with HR and VHR PCa, presenting only mild GU and GI toxicities. The estimated target dose during the beam-on phase was clinically acceptable based on the 3D-MR-based dosimetry analysis.
    UNASSIGNED: Chinese Clinical Trial Registry ChiCTR2000033382.
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  • 文章类型: Journal Article
    由于居民为满足更高的氧气需求而发展的肺活量增加,因此在较高的海拔地区,室内颗粒物暴露的复杂性加剧。海拔变化会影响大气压力,并改变环境空气和人体呼吸道中的颗粒动力学,复杂的微粒吸入。这项研究评估了PM2.5和PM10进入小气道的比例。这项评估涵盖了海拔400米至3650米的海拔高度范围,并使用体外呼吸道模型。实验结果证实,随着海拔高度的增加,PM2.5和PM10的渗透分数分别从0.133±0.031和0.141±0.045显著增加到0.404±0.159和0.353±0.132。此外,计算流体力学模拟结果表明,在0.1至10μm的颗粒中,7.5-μm的颗粒表现出上呼吸道沉积最显著的减少,显示下降6.27%。我们的发现强调了低海拔居民在适应高海拔地区时面临的健康风险,因为他们经历了对颗粒物来源的高度暴露。
    The complexity of indoor particulate exposure intensifies at higher altitudes owing to the increased lung capacity that residents develop to meet the higher oxygen demands. Altitude variations impact atmospheric pressure and alter particulate dynamics in ambient air and the human respiratory tract, complicating particulate inhalation. This study assessed the fraction of PM2.5 and PM10 entering small airways. This assessment covered an altitude range from 400 m above sea level to 3650 m, and an in vitro respiratory tract model was used. The experimental results confirmed that with increasing altitude, the penetration fractions of PM2.5 and PM10 significantly increased from 0.133 ± 0.031 and 0.141 ± 0.045 to 0.404 ± 0.159 and 0.353 ± 0.132, respectively. Additionally, the computational fluid dynamics simulation results revealed that among particles with sizes of 0.1 to 10 µm, the 7.5-μm particles exhibited the most substantial reduction in deposition in the upper airway, displaying a decrease of 6.27%. Our findings underscore the health risks faced by low-altitude residents during acclimatization to higher altitudes, as they experience heightened exposure to particulate matter sources.
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