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1.
PLoS Comput Biol ; 12(12): e1005227, 2016 12.
Artigo em Inglês | MEDLINE | ID: mdl-27923060

RESUMO

We explore the relationship among experimental design, parameter estimation, and systematic error in sloppy models. We show that the approximate nature of mathematical models poses challenges for experimental design in sloppy models. In many models of complex biological processes it is unknown what are the relevant physical mechanisms that must be included to explain system behaviors. As a consequence, models are often overly complex, with many practically unidentifiable parameters. Furthermore, which mechanisms are relevant/irrelevant vary among experiments. By selecting complementary experiments, experimental design may inadvertently make details that were ommitted from the model become relevant. When this occurs, the model will have a large systematic error and fail to give a good fit to the data. We use a simple hyper-model of model error to quantify a model's discrepancy and apply it to two models of complex biological processes (EGFR signaling and DNA repair) with optimally selected experiments. We find that although parameters may be accurately estimated, the discrepancy in the model renders it less predictive than it was in the sloppy regime where systematic error is small. We introduce the concept of a sloppy system-a sequence of models of increasing complexity that become sloppy in the limit of microscopic accuracy. We explore the limits of accurate parameter estimation in sloppy systems and argue that identifying underlying mechanisms controlling system behavior is better approached by considering a hierarchy of models of varying detail rather than focusing on parameter estimation in a single model.


Assuntos
Modelos Biológicos , Projetos de Pesquisa , Algoritmos , Animais , Reparo do DNA , Receptores ErbB , Cinética , Camundongos , Transdução de Sinais , Irradiação Corporal Total
2.
Vet Surg ; 46(1): 120-129, 2017 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-27893158

RESUMO

OBJECTIVE: To compare articular cartilage scores in cranial cruciate ligament (CCL)-deficient dogs with or without concurrent bucket handle tears (BHT) of the medial meniscus. STUDY DESIGN: Retrospective case series. ANIMALS: Client-owned dogs treated with arthroscopy and tibial plateau leveling osteotomy or extracapsular repair for complete CCL rupture (290 stifles from 264 dogs). METHODS: Medical records and arthroscopic images were reviewed. Medial femoral condyle (MFC) and medial tibial plateau (MTP) cartilage was scored using the modified Outerbridge scale. Periarticular osteophytosis (PAO) and injury to the medial meniscus were recorded. Data were analyzed using Student's t-tests, Wilcoxon rank-sum test, and Fisher's exact test for changes in the stifle based on meniscal condition, body weight, and duration of lameness. RESULTS: PAO, MFC, and MTP articular cartilage scores were not significantly different in dogs with or without BHT. There were no significant differences in MFC or MTP scores when dogs were evaluated based on bodyweight and the presence or absence of a BHT. However, PAO formation was significantly increased in dogs weighing >13.6 kg and concurrent meniscal injury vs. dogs weighing <13.6 kg and concurrent meniscal injury (P < .001). Significantly more stifles with chronic lameness (40 of 89; 44.9%) had the highest PAO score of 2 reported compared to only 42 of 182 stifles (23.1%) with acute lameness (P < .001). CONCLUSION: The presence of a BHT of the medial meniscus was not associated with more severe arthroscopic articular cartilage lesions in the medial joint compartment at the time of surgery.


Assuntos
Lesões do Ligamento Cruzado Anterior/veterinária , Cães/lesões , Lesões do Menisco Tibial/veterinária , Animais , Lesões do Ligamento Cruzado Anterior/complicações , Lesões do Ligamento Cruzado Anterior/patologia , Lesões do Ligamento Cruzado Anterior/cirurgia , Artroscopia/veterinária , Cães/cirurgia , Feminino , Escala de Gravidade do Ferimento , Masculino , Osteotomia/veterinária , Estudos Retrospectivos , Estatísticas não Paramétricas , Joelho de Quadrúpedes/cirurgia , Tíbia/cirurgia , Lesões do Menisco Tibial/complicações , Lesões do Menisco Tibial/patologia , Lesões do Menisco Tibial/cirurgia
3.
Proc Natl Acad Sci U S A ; 107(20): 9329-34, 2010 May 18.
Artigo em Inglês | MEDLINE | ID: mdl-20439744

RESUMO

We examined the wavelength dependence of ultraviolet (UV) ra-diation (UVR)-induced melanoma in a Xiphophorus backcross hybrid model previously reported to be susceptible to melanoma induction by ultraviolet A (UVA) and visible light. Whereas ultraviolet B (UVB) irradiation of neonates yielded high frequencies of melanomas in pigmented fish, UVA irradiation resulted in melanoma frequencies that were not significantly different from unirradiated fish. Spontaneous and UV-induced melanoma frequencies correlated with the degree of pigmentation as expected from previous studies, and the histopathology phenotypes of the melanomas were not found in significantly different proportions in UV-treated and -untreated tumor-bearing fish. Our results support the conclusion that a brief early-life exposure to UVB radiation causes melanoma formation in this animal model. These data are consistent with an essential role for direct DNA damage, including cyclobutane dimers and (6-4) photoproducts, in the etiology of melanoma.


Assuntos
Hibridização Genética , Melanoma Experimental/etiologia , Neoplasias Induzidas por Radiação/etiologia , Pigmentação/efeitos da radiação , Neoplasias Cutâneas/etiologia , Raios Ultravioleta , Animais , Cruzamentos Genéticos , Ciprinodontiformes , Melanoma Experimental/patologia , Neoplasias Induzidas por Radiação/patologia , Neoplasias Cutâneas/patologia
4.
Brachytherapy ; 22(6): 822-832, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37716820

RESUMO

PURPOSE: Uncertainties in postimplant quality assessment (QA) for low-dose-rate prostate brachytherapy (LDRPBT) are introduced at two steps: seed localization and contouring. We quantified how interobserver variability (IoV) introduced in both steps impacts dose-volume-histogram (DVH) parameters for MRI-based LDRPBT, and compared it with automatically derived DVH parameters. METHODS AND MATERIALS: Twenty-five patients received MRI-based LDRPBT. Seven clinical observers contoured the prostate and four organs at risk, and 4 dosimetrists performed seed localization, on each MRI. Twenty-eight unique manual postimplant QAs were created for each patient from unique observer pairs. Reference QA and automatic QA were also performed for each patient. IoV of prostate, rectum, and external urinary sphincter (EUS) DVH parameters owing to seed localization and contouring was quantified with coefficients of variation. Automatically derived DVH parameters were compared with those of the reference plans. RESULTS: Coefficients of variation (CoVs) owing to contouring variability (CoVcontours) were significantly higher than those due to seed localization variability (CoVseeds) (median CoVcontours vs. median CoVseeds: prostate D90-15.12% vs. 0.65%, p < 0.001; prostate V100-5.36% vs. 0.37%, p < 0.001; rectum V100-79.23% vs. 8.69%, p < 0.001; EUS V200-107.74% vs. 21.18%, p < 0.001). CoVcontours were lower when the contouring observers were restricted to the 3 radiation oncologists, but were still markedly higher than CoVseeds. Median differences in prostate D90, prostate V100, rectum V100, and EUS V200 between automatically computed and reference dosimetry parameters were 3.16%, 1.63%, -0.00 mL, and -0.00 mL, respectively. CONCLUSIONS: Seed localization introduces substantially less variability in postimplant QA than does contouring for MRI-based LDRPBT. While automatic seed localization may potentially help improve workflow efficiency, it has limited potential for improving the consistency and quality of postimplant dosimetry.


Assuntos
Braquiterapia , Neoplasias da Próstata , Masculino , Humanos , Próstata/diagnóstico por imagem , Próstata/patologia , Neoplasias da Próstata/diagnóstico por imagem , Neoplasias da Próstata/radioterapia , Neoplasias da Próstata/patologia , Incerteza , Braquiterapia/métodos , Dosagem Radioterapêutica , Tomografia Computadorizada por Raios X/métodos , Imageamento por Ressonância Magnética/métodos
5.
Radiother Oncol ; 188: 109854, 2023 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-37597805

RESUMO

BACKGROUND AND PURPOSE: Proton therapy (PT) has emerged as a standard-of-care treatment option for localized prostate cancer at our comprehensive cancer center. However, there are few large-scale analyses examining the long-term clinical outcomes. Therefore, this article aims to evaluate the long-term effectiveness and toxicity of PT in patients with localized prostate cancer. MATERIALS AND METHODS: Review of 2772 patients treated from May 2006 through January 2020. Disease risk was stratified according to National Comprehensive Cancer Network guidelines as low [LR, n = 640]; favorable-intermediate [F-IR, n = 850]; unfavorable-intermediate [U-IR, n = 851]; high [HR, n = 315]; or very high [VHR, n = 116]. Biochemical failure and toxicity were analyzed using Kaplan-Meier estimates and multivariate models. RESULTS: The median patient age was 66 years; the median follow-up time was 7.0 years. Pelvic lymph node irradiation was prescribed to 28 patients (1%) (2 [0.2%] U-IR, 11 [3.5%] HR, and 15 [12.9%] VHR). The median dose was 78 Gy in 1.8-2.0 Gy(RBE) fractions. Freedom from biochemical relapse (FFBR) rates at 5 years and 10 years were 98.2% and 96.8% for the LR group; 98.3% and 93.6%, F-IR; 94.2% and 90.2%, U-IR; 94.3% and 85.2%, HR; and 86.1% and 68.5%, VHR. Two patients died of prostate cancer. Overall rates of late grade ≥ 3 GU and GI toxicity were 0.87% and 1.01%. CONCLUSIONS: Proton therapy for localized prostate cancer demonstrated excellent clinical outcomes in this large cohort, even among higher-risk groups with historically poor outcomes despite aggressive therapy.

6.
Radiol Artif Intell ; 4(2): e210151, 2022 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-35391775

RESUMO

The segmentation of the prostate and surrounding organs at risk (OARs) is a necessary workflow step for performing dose-volume histogram analyses of prostate radiation therapy procedures. Low-dose-rate prostate brachytherapy (LDRPBT) is a curative prostate radiation therapy treatment that delivers a single fraction of radiation over a period of days. Prior studies have demonstrated the feasibility of fully convolutional networks to segment the prostate and surrounding OARs for LDRPBT dose-volume histogram analyses. However, performance evaluations have been limited to measures of global similarity between algorithm predictions and a reference. To date, the clinical use of automatic segmentation algorithms for LDRPBT has not been evaluated, to the authors' knowledge. The purpose of this work was to assess the performance of fully convolutional networks for prostate and OAR delineation on a prospectively identified cohort of patients who underwent LDRPBT by using clinically relevant metrics. Thirty patients underwent LDRPBT and were imaged with fully balanced steady-state free precession MRI after implantation. Custom automatic segmentation software was used to segment the prostate and four OARs. Dose-volume histogram analyses were performed by using both the original automatically generated contours and the physician-refined contours. Dosimetry parameters of the prostate, external urinary sphincter, and rectum were compared without and with the physician refinements. This study observed that physician refinements to the automatic contours did not significantly affect dosimetry parameters. Keywords: MRI, Neural Networks, Radiation Therapy, Radiation Therapy/Oncology, Genital/Reproductive, Prostate, Segmentation, Dosimetry Supplemental material is available for this article. © RSNA, 2022.

7.
Radiother Oncol ; 169: 132-139, 2022 04.
Artigo em Inglês | MEDLINE | ID: mdl-34979213

RESUMO

BACKGROUND AND PURPOSE: Comparing deep learning (DL) algorithms to human interobserver variability, one of the largest sources of noise in human-performed annotations, is necessary to inform the clinical application, use, and quality assurance of DL for prostate radiotherapy. MATERIALS AND METHODS: One hundred fourteen DL algorithms were developed on 295 prostate MRIs to segment the prostate, external urinary sphincter (EUS), seminal vesicles (SV), rectum, and bladder. Fifty prostate MRIs of 25 patients undergoing MRI-based low-dose-rate prostate brachytherapy were acquired as an independent test set. Groups of DL algorithms were created based on the loss functions used to train them, and the spatial entropy (SE) of their predictions on the 50 test MRIs was computed. Five human observers contoured the 50 test MRIs, and SE maps of their contours were compared with those of the groups of the DL algorithms. Additionally, similarity metrics were computed between DL algorithm predictions and consensus annotations of the 5 human observers' contours of the 50 test MRIs. RESULTS: A DL algorithm yielded statistically significantly higher similarity metrics for the prostate than did the human observers (H) (prostate Matthew's correlation coefficient, DL vs. H: planning-0.931 vs. 0.903, p < 0.001; postimplant-0.925 vs. 0.892, p < 0.001); the same was true for the 4 organs at risk. The SE maps revealed that the DL algorithms and human annotators were most variable in similar anatomical regions: the prostate-EUS, prostate-SV, prostate-rectum, and prostate-bladder junctions. CONCLUSIONS: Annotation quality is an important consideration when developing, evaluating, and using DL algorithms clinically.


Assuntos
Próstata , Neoplasias da Próstata , Algoritmos , Computadores , Humanos , Imageamento por Ressonância Magnética , Masculino , Variações Dependentes do Observador , Próstata/diagnóstico por imagem , Neoplasias da Próstata/diagnóstico por imagem , Neoplasias da Próstata/radioterapia , Planejamento da Radioterapia Assistida por Computador
8.
Radiother Oncol ; 169: 124-131, 2022 04.
Artigo em Inglês | MEDLINE | ID: mdl-34921895

RESUMO

BACKGROUND AND PURPOSE: Quantifying the interobserver variability (IoV) of prostate and periprostatic anatomy delineation on prostate MRI is necessary to inform its use for treatment planning, treatment delivery, and treatment quality assessment. MATERIALS AND METHODS: Twenty five prostate cancer patients underwent MRI-based low-dose-rate prostate brachytherapy (LDRPBT). The patients were scanned with a 3D T2-weighted sequence for treatment planning and a 3D T2/T1-weighted sequence for quality assessment. Seven observers involved with the LDRPBT workflow delineated the prostate, external urinary sphincter (EUS), seminal vesicles, rectum, and bladder on all 50 MRIs. IoV was assessed by measuring contour similarity metrics, differences in organ volumes, and differences in dosimetry parameters between unique observer pairs. Measurements from a group of 3 radiation oncologists (G1) were compared against those from a group consisting of the other 4 clinical observers (G2). RESULTS: IoV of the prostate was lower for G1 than G2 (Matthew's correlation coefficient [MCC], G1 vs. G2: planning-0.906 vs. 0.870, p < 0.001; postimplant-0.899 vs. 0.861, p < 0.001). IoV of the EUS was highest of all the organs for both groups, but was lower for G1 (MCC, G1 vs. G2: planning-0.659 vs. 0.402, p < 0.001; postimplant-0.684 vs. 0.398, p < 0.001). Large differences in prostate dosimetry parameters were observed (G1 maximum absolute prostate ΔD90: planning-76.223 Gy, postimplant-36.545 Gy; G1 maximum absolute prostate ΔV100: planning-13.927%, postimplant-8.860%). CONCLUSIONS: While MRI is optimal in the management of prostate cancer with radiation therapy, significant interobserver variability of the prostate and external urinary sphincter still exist.


Assuntos
Braquiterapia , Neoplasias da Próstata , Computadores , Humanos , Imageamento por Ressonância Magnética , Masculino , Variações Dependentes do Observador , Órgãos em Risco/diagnóstico por imagem , Próstata/diagnóstico por imagem , Neoplasias da Próstata/diagnóstico por imagem , Neoplasias da Próstata/radioterapia , Radiometria , Dosagem Radioterapêutica , Planejamento da Radioterapia Assistida por Computador
9.
Cancer Res ; 82(5): 916-928, 2022 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-34965932

RESUMO

Squamous cell carcinoma driven by human papillomavirus (HPV) is more sensitive to DNA-damaging therapies than its HPV-negative counterpart. Here, we show that p16, the clinically used surrogate for HPV positivity, renders cells more sensitive to radiotherapy via a ubiquitin-dependent signaling pathway, linking high levels of this protein to increased activity of the transcription factor SP1, increased HUWE1 transcription, and degradation of ubiquitin-specific protease 7 (USP7) and TRIP12. Activation of this pathway in HPV-positive disease led to decreased homologous recombination and improved response to radiotherapy, a phenomenon that can be recapitulated in HPV-negative disease using USP7 inhibitors in clinical development. This p16-driven axis induced sensitivity to PARP inhibition and potentially leads to "BRCAness" in head and neck squamous cell carcinoma (HNSCC) cells. Thus, these findings support a functional role for p16 in HPV-positive tumors in driving response to DNA damage, which can be exploited to improve outcomes in both patients with HPV-positive and HPV-negative HNSCC. SIGNIFICANCE: In HPV-positive tumors, a previously undiscovered pathway directly links p16 to DNA damage repair and sensitivity to radiotherapy via a clinically relevant and pharmacologically targetable ubiquitin-mediated degradation pathway.


Assuntos
Carcinoma de Células Escamosas , Neoplasias de Cabeça e Pescoço , Infecções por Papillomavirus , Carcinoma de Células Escamosas/patologia , Proteínas de Transporte , Inibidor p16 de Quinase Dependente de Ciclina/genética , Inibidor p16 de Quinase Dependente de Ciclina/metabolismo , Dano ao DNA , DNA Viral/genética , Neoplasias de Cabeça e Pescoço/genética , Humanos , Papillomaviridae/genética , Transdução de Sinais , Carcinoma de Células Escamosas de Cabeça e Pescoço/genética , Proteínas Supressoras de Tumor/metabolismo , Ubiquitina , Ubiquitina-Proteína Ligases/metabolismo , Peptidase 7 Específica de Ubiquitina/metabolismo
10.
Strahlenther Onkol ; 187(5): 306-10, 2011 May.
Artigo em Inglês | MEDLINE | ID: mdl-21533758

RESUMO

BACKGROUND AND PURPOSE: Previous experiments showed that the fraction of radiobiologically hypoxic tumor cells (rHF) in un-treated tumors did not accurately predict local tumor control after fractionated irradiation. Thus, the prognostic value of rHF determined during fractionated irradiation was investigated. MATERIALS AND METHODS: Six human squamous cell carcinoma lines were transplanted into nude mice and then irradiated with 15 fractions over 3 weeks. Thereafter, single dose irradiation under normal and clamped blood flow was given. Local tumor control rates were used to calculate the rHF and the TCD50, i.e., the radiation dose necessary to control 50% of the tumors, after single dose irradiation. These values were compared with the in parallel determined TCD50 after 30 fractions in 6 weeks. RESULTS: The rHF after 15 fractions varied between 28% and 100%. No correlation was found with the TCD50 after 30 fractions in 6 weeks. Single dose top-up TCD50 under ambient and clamp conditions after 15 fractions significantly correlated with TCD50 after 30 fractions in 6 weeks. CONCLUSION: rHF after 15 fractions is not a prognostic parameter for the outcome after fractionated irradiation. In contrast, the radiobiological parameters number of tumor stem cells, intrinsic radiosensitivity, and number of radiobiologically hypoxic tumor cells appear promising to predict outcome after fractionated irradiation.


Assuntos
Células/efeitos da radiação , Hipóxia , Neoplasias/radioterapia , Animais , Linhagem Celular Tumoral , Fracionamento da Dose de Radiação , Feminino , Humanos , Hipóxia/patologia , Masculino , Camundongos , Camundongos Nus , Neoplasias/patologia , Valor Preditivo dos Testes , Distribuição Aleatória , Transplante Heterólogo , Raios X
11.
Radiother Oncol ; 158: 262-267, 2021 05.
Artigo em Inglês | MEDLINE | ID: mdl-33667590

RESUMO

BACKGROUND: In preclinical radio-oncological research, local tumour control is considered the most relevant endpoint as it reflects the inactivation of cancer stem cells. Preclinical tumour-control assays may compare dose-response curves between different radiotherapy strategies, e.g., assessing additional targeted drugs and immunotherapeutic interventions, or between different radiation modalities. To mimic the biological heterogeneity of human tumour populations and to accommodate for approaches of personalized oncology, preclinical studies are increasingly performed combining larger panels of tumour models. For designing the study protocols and to obtain reliable results, prospective sample-size planning has to be developed that accounts for such heterogeneous cohorts. METHODS: A Monte-Carlo-based method was developed to estimate the sample size of a comparative 1:1 two-arm prospective tumour-control assay. Based on repeated logistic regression analysis, pre-defined dose levels, assumptions on the dose-response curves of the included tumour models and on the dose-modifying factors (DMF), the power is calculated for a given number of animals per dose group. RESULTS: Two applications are presented: (i) For a simple tumour-control assay with the head and neck squamous cell carcinoma (HNSCC) model FaDu, 10 animals would be required for each of 7 dose levels per arm to reveal a DMF of 1.25 with a power of 0.82 without drop out (total: 140 animals). (ii) In a more complex experiment combining six different lung tumour models to a heterogeneous population, 21 animals would be required for each of 11 dose levels per arm to reveal a DMF of 1.25 with a power of 0.81 without drop out (total: 462 animals). Analyzing the heterogeneous cohort reduces the required animal number by more than 50% compared to six individual tumour-control assays. CONCLUSION: An approach for estimating the required animal number for comparative tumour-control assays in a heterogeneous population is presented, allowing also the inclusion of different treatments as a personalized approach in the experimental arm. The software is publicly available and can be applied to plan comparisons of sigmoidal dose-response curves based on logistic regression.


Assuntos
Carcinoma de Células Escamosas , Neoplasias de Cabeça e Pescoço , Radioterapia (Especialidade) , Animais , Neoplasias de Cabeça e Pescoço/radioterapia , Humanos , Método de Monte Carlo , Estudos Prospectivos , Carcinoma de Células Escamosas de Cabeça e Pescoço/radioterapia
12.
Chem Res Toxicol ; 23(3): 488-96, 2010 Mar 15.
Artigo em Inglês | MEDLINE | ID: mdl-20050632

RESUMO

Sulfur mustard (bis-(2-chloroethyl)sulfide) has been used in chemical warfare since World War I and is well known as an acutely toxic vesicant. It has been implicated as a carcinogen after chronic low-level exposure and is known to form interstrand cross-links in DNA. Sulfur and nitrogen mustards are currently of interest as potential chemical threat agents for terrorists because of ease of synthesis. Sulfur mustard and monofunctional analogues (half-mustards, 2-[chloroethyl] alkyl sulfides) react as electrophiles, damaging cellular macromolecules, and thus are potentially subject to scavenging by nucleophilic agents. We have determined rate constants for the reaction of four purine derivatives that contain nucleophilic thiol moieties with several sulfur-half-mustards. Three of these compounds, 2,6-dithiopurine, 2,6-dithiouric acid, and 9-methyl-6-mercaptopurine, exhibit facile reaction with the electrophilic mustard compounds. At near neutral pH, these thiopurines are much better nucleophilic scavengers of mustard electrophiles than other low molecular weight thiols such as N-acetyl cysteine and glutathione. Progress curves calculated by numerical integration techniques indicate that equimolar concentrations of thiopurine provide significant reductions in the overall exposure to the episulfonium ions, which are the major reactive, electrophiles produced when sulfur mustards are dissolved in aqueous solution.


Assuntos
Substâncias para a Guerra Química/metabolismo , Gás de Mostarda/metabolismo , Purinas/farmacologia , Tionucleosídeos/farmacologia , Substâncias para a Guerra Química/química , Gás de Mostarda/análogos & derivados , Purinas/química , Tionucleosídeos/química
13.
Int J Radiat Oncol Biol Phys ; 108(5): 1292-1303, 2020 12 01.
Artigo em Inglês | MEDLINE | ID: mdl-32634543

RESUMO

PURPOSE: To investigate machine segmentation of pelvic anatomy in magnetic resonance imaging (MRI)-assisted radiosurgery (MARS) for prostate cancer using prostate brachytherapy MRIs acquired with different pulse sequences and image contrasts. METHODS AND MATERIALS: Two hundred 3-dimensional (3D) preimplant and postimplant prostate brachytherapy MRI scans were acquired with a T2-weighted sequence, a T2/T1-weighted sequence, or a T1-weighted sequence. One hundred twenty deep machine learning models were trained to segment the prostate, seminal vesicles, external urinary sphincter, rectum, and bladder using the MRI scans acquired with T2-weighted and T2/T1-weighted image contrast. The deep machine learning models consisted of 18 fully convolutional networks (FCNs) with different convolutional encoders. Both 2-dimensional and 3D U-Net FCNs were constructed for comparison. Six objective functions were investigated: cross-entropy, Jaccard distance, focal loss, and 3 variations of Tversky distance. The performance of the models was compared using similarity metrics, including pixel accuracy, Jaccard index, Dice similarity coefficient (DSC), 95% Hausdorff distance, relative volume difference, Matthews correlation coefficient, precision, recall, and average symmetrical surface distance. We selected the highest-performing architecture and investigated how the amount of training data, use of skip connections, and data augmentation affected segmentation performance. In addition, we investigated whether segmentation on T1-weighted MRI was possible with FCNs trained on only T2-weighted and T2/T1-weighted image contrast. RESULTS: Overall, an FCN with a DenseNet201 encoder trained via cross-entropy minimization yielded the highest combined segmentation performance. For the 53 3D test MRI scans acquired with T2-weighted or T2/T1-weighted image contrast, the DSCs of the prostate, external urinary sphincter, seminal vesicles, rectum, and bladder were 0.90 ± 0.04, 0.70 ± 0.15, 0.80 ± 0.12, 0.91 ± 0.06, and 0.96 ± 0.04, respectively, after model fine-tuning. For the 5 T1-weighted images, the DSCs of these organs were 0.82 ± 0.07, 0.17 ± 0.15, 0.46 ± 0.21, 0.87 ± 0.06, and 0.88 ± 0.05, respectively. CONCLUSIONS: Machine segmentation of the prostate and surrounding anatomy on 3D MRIs acquired with different pulse sequences for MARS low-dose-rate prostate brachytherapy is possible with a single FCN.


Assuntos
Braquiterapia/métodos , Aprendizado Profundo , Imagem por Ressonância Magnética Intervencionista/métodos , Pelve/diagnóstico por imagem , Neoplasias da Próstata/radioterapia , Radiocirurgia/métodos , Estudos de Coortes , Entropia , Humanos , Processamento de Imagem Assistida por Computador/métodos , Masculino , Redes Neurais de Computação , Pelve/anatomia & histologia , Próstata/diagnóstico por imagem , Neoplasias da Próstata/diagnóstico por imagem , Reto/diagnóstico por imagem , Estudos Retrospectivos , Glândulas Seminais/diagnóstico por imagem , Uretra/diagnóstico por imagem , Bexiga Urinária/diagnóstico por imagem
14.
Int J Gynecol Cancer ; 19(6): 1107-12, 2009 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-19820377

RESUMO

OBJECTIVE: The aim of this study was to investigate the relationship between marital status and outcome in women treated with concurrent chemoradiation (CT-RT) for locally advanced cervical cancer. METHODS: We reviewed the records of all women who received CT-RT for squamous or adenocarcinomas of the cervix at the M. D. Anderson Cancer Center between 1998 and 2005. Patients with extrapelvic disease, prior hysterectomy, concurrent second malignancies, or prior pelvic radiation therapy or chemotherapy were excluded. All patients received external beam and intracavitary radiation therapy with concurrent weekly cisplatin or cisplatin and 5-fluorouracil. Of 226 women, 117 were married (MPs; median follow-up, 41 months) and 109 were single, divorced, or separated (SPs; median follow-up, 42 months). RESULTS: The SPs were more likely to be African American (P < 0.001), be medically indigent (P < 0.001), and have used illicit drugs (P = 0.01). Married patients were more likely to have traveled to Houston for care; SPs were more likely to be permanent residents of Houston (61% vs 29.1%, P < 0.001). The SPs more often presented with tumors of 6.0 cm or more (P = 0.01) and stage II to IVA disease (P = 0.02). There were no other significant between-group differences in patient or tumor characteristics or CT-RT compliance. At 3 years, there were no significant between-group differences in disease-specific (80% in MPs vs 78% in SPs, P = 0.61) or pelvic relapse-free survival rates (88% in MPs vs 86% in SPs, P = 0.62). CONCLUSIONS: Despite patient and tumor characteristics traditionally associated with poorer outcomes, SPs do not have significantly poorer treatment completion rates or outcomes after CT-RT. Further studies are needed to determine whether these trends hold true in other practice settings.


Assuntos
Adenocarcinoma/tratamento farmacológico , Adenocarcinoma/radioterapia , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Estado Civil , Neoplasias do Colo do Útero/tratamento farmacológico , Neoplasias do Colo do Útero/radioterapia , Adenocarcinoma/diagnóstico , Adenocarcinoma/psicologia , Idoso , Idoso de 80 Anos ou mais , Carcinoma de Células Escamosas/diagnóstico , Carcinoma de Células Escamosas/tratamento farmacológico , Carcinoma de Células Escamosas/psicologia , Carcinoma de Células Escamosas/radioterapia , Terapia Combinada , Progressão da Doença , Feminino , Humanos , Pessoa de Meia-Idade , Prognóstico , Radioterapia Adjuvante , Estudos Retrospectivos , Classe Social , Resultado do Tratamento , Neoplasias do Colo do Útero/diagnóstico , Neoplasias do Colo do Útero/psicologia
15.
Clin Breast Cancer ; 19(1): 58-62, 2019 02.
Artigo em Inglês | MEDLINE | ID: mdl-30197244

RESUMO

BACKGROUND: The purpose of this study was to analyze risk factors for ipsilateral in-breast relapse and inferior disease-free survival (DFS) after standard adjuvant whole-breast radiotherapy (± boost and systemic treatment) as part of a multimodal breast-conserving approach. PATIENTS AND METHODS: Decision trees were built through recursive partitioning analysis (RPA). The median follow-up for all 2161 patients was 114 months (9.5 years). RESULTS: Local relapse in the treated breast was uncommon (actuarial rates after 5 and 10 years were 2.7% and 5.8%, respectively). In RPA, the first split was related to age (52 years), with younger patients having a significantly higher risk of local relapse. The younger patients were stratified further by lymph node ratio (LNR). In patients older than 52 years, lack of endocrine treatment was associated with significantly higher risk. DFS was 80.7% at 10 years. The first split was caused by LNR, and the group with unfavorable LNR (> 0.20) could not be stratified further. Ten-year DFS in this group was as low as 50.6%. Patients with favorable LNR (0-0.20) could be stratified by additional risk factors, in particular primary tumor size. CONCLUSION: RPA is a suitable method to assign patients with early stage breast cancer to different risk groups, both regarding local relapse and DFS. Although age was a major risk factor for local relapse after breast-conserving management, LNR was associated with both endpoints. The systemic treatment approaches used in this study failed to provide satisfactory DFS in patients with LNR > 0.20 and 2 other subgroups.


Assuntos
Neoplasias da Mama/mortalidade , Mastectomia Segmentar/mortalidade , Recidiva Local de Neoplasia/mortalidade , Adulto , Idoso , Idoso de 80 Anos ou mais , Neoplasias da Mama/patologia , Neoplasias da Mama/cirurgia , Intervalo Livre de Doença , Feminino , Seguimentos , Humanos , Pessoa de Meia-Idade , Recidiva Local de Neoplasia/patologia , Recidiva Local de Neoplasia/cirurgia , Estudos Retrospectivos , Medição de Risco , Fatores de Risco , Taxa de Sobrevida
16.
Int J Radiat Oncol Biol Phys ; 70(1): 118-25, 2008 Jan 01.
Artigo em Inglês | MEDLINE | ID: mdl-17869451

RESUMO

PURPOSE: To compare the treatment and outcomes of cervical cancer patients treated with concurrent chemoradiotherapy (CT-RT) in a multi-institutional trial or as standard care. PATIENTS AND METHODS: We reviewed the records of 302 patients treated with CT-RT for locoregionally confined, intact cervical cancer between 1990 and 2005. Of the 302 patients, 76 were treated using cisplatin and 5-fluorouracil (C/F) on Radiation Therapy Oncology Group protocol 90-01 (CT-RT(90-01)); 226 underwent CT-RT as standard care with either C/F [CT-RT(SC(C/F)); n = 115] or weekly cisplatin [CT-RT(SC(WC)); n = 111). RESULTS: The CT-RT(90-01) patients more often had tumors >or=6 cm and were less often diabetic than were the CT-RT(SC) patients. The CT-RT(SC(WC)) patients were more likely than the CT-RT(SC(C/F)) patients to be >or=60 years old or to have Stage III-IV disease. During treatment, CT-RT(SC(C/F)) patients experienced more Grade 2-3 neutropenia and were, therefore, less likely to receive 200 mg/m(2) cisplatin than were either CT-RT(SC(WC)) or CT-RT(90-01) patients (52% vs. 77% vs. 85%, respectively; p <0.001). At 5 years, the disease-specific survival rates were greater for patients treated with C/F [CT-RT(SC(C/F)), 75%; CT-RT(90-01), 79%] than for those treated with CT-RT(SC(WC)) (58%; p = 0.02). On multivariate analysis, C/F chemotherapy, cisplatin dose >or=200 mg/m(2), Stage I-II disease, and negative pelvic lymph nodes were independent predictors of improved disease-specific survival. CONCLUSIONS: Even within a large comprehensive cancer center, the high rates of chemotherapy completion achieved on a multi-institutional trial can be difficult to reproduce in standard practice. Although C/F toxicity was greater in the standard care patients, their outcomes were similar to those of patients treated with C/F on Radiation Therapy Oncology Group protocol 90-01.


Assuntos
Neoplasias do Colo do Útero/tratamento farmacológico , Neoplasias do Colo do Útero/radioterapia , Adenocarcinoma/tratamento farmacológico , Adenocarcinoma/mortalidade , Adenocarcinoma/radioterapia , Protocolos de Quimioterapia Combinada Antineoplásica/efeitos adversos , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Carcinoma Adenoescamoso/tratamento farmacológico , Carcinoma Adenoescamoso/mortalidade , Carcinoma Adenoescamoso/radioterapia , Carcinoma de Células Escamosas/tratamento farmacológico , Carcinoma de Células Escamosas/mortalidade , Carcinoma de Células Escamosas/radioterapia , Cisplatino/administração & dosagem , Cisplatino/efeitos adversos , Terapia Combinada/efeitos adversos , Terapia Combinada/métodos , Feminino , Fluoruracila/administração & dosagem , Fluoruracila/efeitos adversos , Humanos , Leucopenia/etiologia , Pessoa de Meia-Idade , Análise Multivariada , Neutropenia/etiologia , Modelos de Riscos Proporcionais , Estudos Retrospectivos , Taxa de Sobrevida , Resultado do Tratamento , Neoplasias do Colo do Útero/mortalidade
17.
BMC Cancer ; 8: 268, 2008 Sep 22.
Artigo em Inglês | MEDLINE | ID: mdl-18808719

RESUMO

BACKGROUND: Overexpression of the bZip transcription factor, ATF3, in basal epithelial cells of transgenic mice under the control of the bovine cytokeratin-5 (CK5) promoter has previously been shown to induce epidermal hyperplasia, hair follicle anomalies and neoplastic lesions of the oral mucosa including squamous cell carcinomas. CK5 is known to be expressed in myoepithelial cells of the mammary gland, suggesting the possibility that transgenic BK5.ATF3 mice may exhibit mammary gland phenotypes. METHODS: Mammary glands from nulliparous mice in our BK5.ATF3 colony, both non-transgenic and transgenic, were examined for anomalies by histopathology and immunohistochemistry. Nulliparous and biparous female mice were observed for possible mammary tumor development, and suspicious masses were analyzed by histopathology and immunohistochemistry. Human breast tumor samples, as well as normal breast tissue, were similarly analyzed for ATF3 expression. RESULTS: Transgenic BK5.ATF3 mice expressed nuclear ATF3 in the basal layer of the mammary ductal epithelium, and often developed squamous metaplastic lesions in one or more mammary glands by 25 weeks of age. No progression to malignancy was seen in nulliparous BK5.ATF3 or non-transgenic mice held for 16 months. However, biparous BK5.ATF3 mice developed mammary carcinomas with squamous metaplasia between 6 months and one year of age, reaching an incidence of 67%. Cytokeratin expression in the tumors was profoundly disturbed, including expression of CK5 and CK8 (characteristic of basal and luminal cells, respectively) throughout the epithelial component of the tumors, CK6 (potentially a stem cell marker), CK10 (a marker of interfollicular epidermal differentiation), and mIRSa2 and mIRSa3.1 (markers of the inner root sheath of hair follicles). Immunohistochemical studies indicated that a subset of human breast tumors exhibit high levels of nuclear ATF3 expression. CONCLUSION: Overexpression of ATF3 in CK5-expressing cells of the murine mammary gland results in the development of squamous metaplastic lesions in nulliparous females, and in mammary tumors in biparous mice, suggesting that ATF3 acts as a mammary oncogene. A subset of human breast tumors expresses high levels of ATF3, suggesting that ATF3 may play an oncogenic role in human breast tumorigenesis, and therefore may be useful as either a biomarker or therapeutic target.


Assuntos
Fator 3 Ativador da Transcrição/fisiologia , Transformação Celular Neoplásica/genética , Glândulas Mamárias Animais/patologia , Oncogenes , Fator 3 Ativador da Transcrição/genética , Fator 3 Ativador da Transcrição/metabolismo , Animais , Biomarcadores Tumorais/genética , Biomarcadores Tumorais/metabolismo , Biomarcadores Tumorais/fisiologia , Carcinoma de Células Escamosas/genética , Carcinoma de Células Escamosas/patologia , Bovinos , Proliferação de Células , Feminino , Regulação Neoplásica da Expressão Gênica , Queratina-5/genética , Glândulas Mamárias Animais/crescimento & desenvolvimento , Glândulas Mamárias Animais/metabolismo , Neoplasias Mamárias Animais/genética , Neoplasias Mamárias Animais/patologia , Camundongos , Camundongos Transgênicos , Oncogenes/fisiologia , Gravidez , Fatores de Transcrição/genética , Fatores de Transcrição/metabolismo , Fatores de Transcrição/fisiologia , Transgenes
18.
Int J Radiat Oncol Biol Phys ; 68(1): 59-65, 2007 May 01.
Artigo em Inglês | MEDLINE | ID: mdl-17321065

RESUMO

PURPOSE: To examine the power of the nodal ratio (NR) of positive/excised nodes in predicting postmastectomy locoregional recurrence (LRR) in patients with 1-3 positive nodes (N+) and in identifying cohorts at similar risk across independent data sets. METHODS AND MATERIALS: Data from 82 patients with 1-3 N+ treated without postmastectomy radiotherapy (PMRT) in the British Columbia (BC) randomized trial were compared with data from 462 patients treated without PMRT in prospective chemotherapy trials at the M. D. Anderson Cancer Center (MDACC). Kaplan-Meier LRR curves were compared between centers using the absolute number of N+ and nodal ratios. RESULTS: The median number of excised nodes was 10 in BC and 16 in MDACC (p < 0.001). Examining LRR by number of N+, the 10-year LRR rate for patients with 1-3 N+ was higher in BC compared with MDACC (21.5% vs. 12.6%; p = 0.02). However, when examining LRR using NR, no differences were found between institutions. In patients with NR < or = 0.20, the 10-year LRR rate was 17.7% BC vs. 10.9% MDACC (p = 0.27). In patients with NR > or = 0.20, the 10-year LRR rate was 28.7% BC vs. 22.7% MDACC (p = 0.32). On Cox regression analysis, NR was a stronger prognostic factor compared with number of N +. CONCLUSIONS: In patients with 1-3 N+, evaluating nodal positivity using NR reduced inter-institutional differences in LRR estimates that may exist due to variations in numbers of nodes excised. Nodal ratio >0.20 was associated with LRR >20%, warranting PMRT consideration. Nodal ratio may be useful for extrapolating data from prospective trials to clinical practices in which axillary staging extent vary.


Assuntos
Neoplasias da Mama/patologia , Excisão de Linfonodo , Recidiva Local de Neoplasia , Adulto , Idoso , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Axila , Neoplasias da Mama/tratamento farmacológico , Neoplasias da Mama/radioterapia , Neoplasias da Mama/cirurgia , Ciclofosfamida/administração & dosagem , Feminino , Fluoruracila/administração & dosagem , Humanos , Metástase Linfática , Mastectomia Radical Modificada , Metotrexato/administração & dosagem , Pessoa de Meia-Idade , Estudos Prospectivos , Análise de Regressão
19.
Cancer Res ; 65(12): 5374-9, 2005 Jun 15.
Artigo em Inglês | MEDLINE | ID: mdl-15958586

RESUMO

Previous experiments with PTK787/ZK222584, a specific inhibitor of vascular endothelial growth factor receptor (VEGFR) tyrosine kinases, using irradiated human FaDu squamous cell carcinoma in nude mice, suggested that radiation-damaged tumor vessels are more sensitive to VEGFR inhibition. To test this hypothesis, the tumor transplantation site (i.e., the right hind leg of nude mice) was irradiated 10 days before transplantation of FaDu to induce radiation damage in the host tissue. FaDu tumors vascularized by radiation-damaged blood vessels appeared later, grew at a slower rate, and showed more necrosis and a smaller vessel area per central tumor section than controls. PTK787/ZK222584 at a daily dose of 50 mg/kg body weight had no impact on growth of control tumors. In contrast, tumors vascularized by radiation-damaged vessels responded to PTK787/ZK222584 with longer latency and slower growth rate than controls, and a trend toward further increase in necrosis, indicating that irradiated tumor vessels are more susceptible to VEGFR inhibition than unirradiated vessels. Although not proving causality, expression analysis of VEGF and VEGFR2 shows that enhanced sensitivity of irradiated vessels to a specific inhibitor of VEGFR tyrosine kinases correlates with increased expression of the molecular target.


Assuntos
Carcinoma de Células Escamosas/irrigação sanguínea , Neoplasias Hipofaríngeas/irrigação sanguínea , Ftalazinas/farmacologia , Inibidores de Proteínas Quinases/farmacologia , Piridinas/farmacologia , Receptores de Fatores de Crescimento do Endotélio Vascular/antagonistas & inibidores , Animais , Vasos Sanguíneos/efeitos da radiação , Carcinoma de Células Escamosas/tratamento farmacológico , Carcinoma de Células Escamosas/patologia , Carcinoma de Células Escamosas/radioterapia , Processos de Crescimento Celular/efeitos dos fármacos , Processos de Crescimento Celular/efeitos da radiação , Linhagem Celular Tumoral , Ensaio de Imunoadsorção Enzimática , Feminino , Humanos , Neoplasias Hipofaríngeas/tratamento farmacológico , Neoplasias Hipofaríngeas/patologia , Neoplasias Hipofaríngeas/radioterapia , Masculino , Camundongos , Camundongos Nus , Neovascularização Patológica/tratamento farmacológico , Neovascularização Patológica/enzimologia , Neovascularização Patológica/radioterapia , Fator A de Crescimento do Endotélio Vascular/antagonistas & inibidores , Fator A de Crescimento do Endotélio Vascular/metabolismo , Receptor 2 de Fatores de Crescimento do Endotélio Vascular/antagonistas & inibidores , Receptor 2 de Fatores de Crescimento do Endotélio Vascular/metabolismo , Ensaios Antitumorais Modelo de Xenoenxerto
20.
Pract Radiat Oncol ; 7(2): 80-85, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-28274398

RESUMO

PURPOSE: For left-sided breast cancer, radiation to the heart is a concern. We present a comparison of mean heart and coronary artery biologically effective dose (BED) between accelerated partial breast irradiation (APBI) and whole breast irradiation with deep inspiration breath-hold technique (DIBH-WBI). METHODS AND MATERIALS: A total of 100 patients with left-sided, early-stage breast cancer were identified. Fifty underwent single-entry catheter-based APBI and 50 underwent DIBH-WBI. The heart, left anterior descending/interventricular branch, left main, and right coronary artery were delineated. BEDs were calculated from APBI treatment plans (34 Gy in 3.4 Gy twice daily fractions) and for 4 separate plans generated for each DIBH-WBI patient: 50 Gy in 25 fractions (50/25), 50/25 + 10/5 boost, 40/15, and 40/15 + 10/5 boost. RESULTS: BED to the heart and coronary vessels were statistically significantly higher with APBI than with any of the DIBH-WBI dose/fractionation schedules. CONCLUSIONS: For women with left-sided early-stage breast cancer, DIBH-WBI resulted in statistically significantly lower mean BED to the heart and coronary vessels compared with APBI. This is likely due to increased physical separation between the heart and tumor bed afforded by the DIBH-WBI technique. Long-term assessment of late effects in these tissues will be required to determine whether these differences are clinically significant.


Assuntos
Braquiterapia/efeitos adversos , Vasos Coronários/efeitos da radiação , Coração/efeitos da radiação , Órgãos em Risco/efeitos da radiação , Neoplasias Unilaterais da Mama/radioterapia , Suspensão da Respiração , Fracionamento da Dose de Radiação , Feminino , Humanos , Inalação , Pessoa de Meia-Idade , Estadiamento de Neoplasias , Lesões por Radiação , Dosagem Radioterapêutica , Planejamento da Radioterapia Assistida por Computador/métodos , Distribuição Aleatória , Tomografia Computadorizada por Raios X , Neoplasias Unilaterais da Mama/patologia
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