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1.
CA Cancer J Clin ; 72(1): 34-56, 2022 01.
Artículo en Inglés | MEDLINE | ID: mdl-34792808

RESUMEN

Radiation therapy (RT) continues to play an important role in the treatment of cancer. Adaptive RT (ART) is a novel method through which RT treatments are evolving. With the ART approach, computed tomography or magnetic resonance (MR) images are obtained as part of the treatment delivery process. This enables the adaptation of the irradiated volume to account for changes in organ and/or tumor position, movement, size, or shape that may occur over the course of treatment. The advantages and challenges of ART maybe somewhat abstract to oncologists and clinicians outside of the specialty of radiation oncology. ART is positioned to affect many different types of cancer. There is a wide spectrum of hypothesized benefits, from small toxicity improvements to meaningful gains in overall survival. The use and application of this novel technology should be understood by the oncologic community at large, such that it can be appropriately contextualized within the landscape of cancer therapies. Likewise, the need to test these advances is pressing. MR-guided ART (MRgART) is an emerging, extended modality of ART that expands upon and further advances the capabilities of ART. MRgART presents unique opportunities to iteratively improve adaptive image guidance. However, although the MRgART adaptive process advances ART to previously unattained levels, it can be more expensive, time-consuming, and complex. In this review, the authors present an overview for clinicians describing the process of ART and specifically MRgART.


Asunto(s)
Imagen por Resonancia Magnética Intervencional/métodos , Neoplasias/radioterapia , Aceleradores de Partículas , Oncología por Radiación/métodos , Planificación de la Radioterapia Asistida por Computador/métodos , Historia del Siglo XX , Historia del Siglo XXI , Humanos , Imagen por Resonancia Magnética Intervencional/historia , Imagen por Resonancia Magnética Intervencional/instrumentación , Imagen por Resonancia Magnética Intervencional/tendencias , Neoplasias/diagnóstico por imagen , Oncología por Radiación/historia , Oncología por Radiación/instrumentación , Oncología por Radiación/tendencias , Planificación de la Radioterapia Asistida por Computador/historia , Planificación de la Radioterapia Asistida por Computador/instrumentación , Planificación de la Radioterapia Asistida por Computador/tendencias
2.
Biostatistics ; 24(2): 295-308, 2023 04 14.
Artículo en Inglés | MEDLINE | ID: mdl-34494086

RESUMEN

Support vector regression (SVR) is particularly beneficial when the outcome and predictors are nonlinearly related. However, when many covariates are available, the method's flexibility can lead to overfitting and an overall loss in predictive accuracy. To overcome this drawback, we develop a feature selection method for SVR based on a genetic algorithm that iteratively searches across potential subsets of covariates to find those that yield the best performance according to a user-defined fitness function. We evaluate the performance of our feature selection method for SVR, comparing it to alternate methods including LASSO and random forest, in a simulation study. We find that our method yields higher predictive accuracy than SVR without feature selection. Our method outperforms LASSO when the relationship between covariates and outcome is nonlinear. Random forest performs equivalently to our method in some scenarios, but more poorly when covariates are correlated. We apply our method to predict donor kidney function 1 year after transplant using data from the United Network for Organ Sharing national registry.


Asunto(s)
Algoritmos , Análisis de Regresión , Humanos , Máquina de Vectores de Soporte
3.
BMC Bioinformatics ; 23(Suppl 3): 436, 2022 Oct 19.
Artículo en Inglés | MEDLINE | ID: mdl-36261805

RESUMEN

BACKGROUND: In the context of a binary classification problem, the optimal linear combination of continuous predictors can be estimated by maximizing the area under the receiver operating characteristic curve. For ordinal responses, the optimal predictor combination can similarly be obtained by maximization of the hypervolume under the manifold (HUM). Since the empirical HUM is discontinuous, non-differentiable, and possibly multi-modal, solving this maximization problem requires a global optimization technique. Estimation of the optimal coefficient vector using existing global optimization techniques is computationally expensive, becoming prohibitive as the number of predictors and the number of outcome categories increases. RESULTS: We propose an efficient derivative-free black-box optimization technique based on pattern search to solve this problem, which we refer to as Spherically Constrained Optimization Routine (SCOR). Through extensive simulation studies, we demonstrate that the proposed method achieves better performance than existing methods including the step-down algorithm. Finally, we illustrate the proposed method to predict the severity of swallowing difficulty after radiation therapy for oropharyngeal cancer based on radiation dose to various structures in the head and neck. CONCLUSIONS: Our proposed method addresses an important challenge in combining multiple biomarkers to predict an ordinal outcome. This problem is particularly relevant to medical research, where it may be of interest to diagnose a disease with various stages of progression or a toxicity with multiple grades of severity. We provide the implementation of our proposed SCOR method as an R package, available online at https://CRAN.R-project.org/package=SCOR .


Asunto(s)
Algoritmos , Curva ROC , Simulación por Computador , Biomarcadores
4.
J Med Internet Res ; 24(4): e29455, 2022 04 20.
Artículo en Inglés | MEDLINE | ID: mdl-35442211

RESUMEN

BACKGROUND: Currently, selection of patients for sequential versus concurrent chemotherapy and radiation regimens lacks evidentiary support and it is based on locally optimal decisions for each step. OBJECTIVE: We aim to optimize the multistep treatment of patients with head and neck cancer and predict multiple patient survival and toxicity outcomes, and we develop, apply, and evaluate a first application of deep Q-learning (DQL) and simulation to this problem. METHODS: The treatment decision DQL digital twin and the patient's digital twin were created, trained, and evaluated on a data set of 536 patients with oropharyngeal squamous cell carcinoma with the goal of, respectively, determining the optimal treatment decisions with respect to survival and toxicity metrics and predicting the outcomes of the optimal treatment on the patient. Of the data set of 536 patients, the models were trained on a subset of 402 (75%) patients (split randomly) and evaluated on a separate set of 134 (25%) patients. Training and evaluation of the digital twin dyad was completed in August 2020. The data set includes 3-step sequential treatment decisions and complete relevant history of the patient cohort treated at MD Anderson Cancer Center between 2005 and 2013, with radiomics analysis performed for the segmented primary tumor volumes. RESULTS: On the test set, we found mean 87.35% (SD 11.15%) and median 90.85% (IQR 13.56%) accuracies in treatment outcome prediction, matching the clinicians' outcomes and improving the (predicted) survival rate by +3.73% (95% CI -0.75% to 8.96%) and the dysphagia rate by +0.75% (95% CI -4.48% to 6.72%) when following DQL treatment decisions. CONCLUSIONS: Given the prediction accuracy and predicted improvement regarding the medically relevant outcomes yielded by this approach, this digital twin dyad of the patient-physician dynamic treatment problem has the potential of aiding physicians in determining the optimal course of treatment and in assessing its outcomes.


Asunto(s)
Neoplasias de Cabeza y Cuello , Médicos , Humanos , Selección de Paciente , Pronóstico , Estudios Retrospectivos , Carcinoma de Células Escamosas de Cabeza y Cuello
5.
Cancer ; 127(4): 528-534, 2021 02 15.
Artículo en Inglés | MEDLINE | ID: mdl-33085092

RESUMEN

BACKGROUND: Prior research has confirmed that persistent hypomagnesemia was predictive of shorter survival among patients with ovarian cancer who received carboplatin-based chemotherapy. In the current retrospective study, the authors examined the association between hypomagnesemia and survival in patients with head and neck cancer who received concurrent chemoradiation with weekly infusions of cisplatin and/or carboplatin. METHODS: Patients with head and neck cancers who had undergone chemoradiation with cisplatin and/or carboplatin between January 1, 2010, and December 31, 2014, were included. Patients were aged ≥18 years with pathology of squamous cell carcinoma of the larynx, oral cavity, or oropharynx who had received at least 30 fractions of radiotherapy with concurrent weekly cisplatin and/or carboplatin. Pathology features, laboratory results, Eastern Cooperative Oncology Group performance status, social histories, and survival were recorded. The association between hypomagnesemia and survival was analyzed controlling for known prognostic factors. RESULTS: The final cohort consisted of 439 patients with a median age of 59 years. A greater frequency of hypomagnesemia during the treatment course was found to be significantly associated with shorter survival (hazard ratio [HR], 1.13; P = .033) independent of age (HR, 1.65; P = .042), cancer site (nonoropharynx vs oropharynx: HR, 2.15 [P = .003]), Eastern Cooperative Oncology Group performance status (>1 vs ≤1: HR, 2.64 [P < .001]), and smoking history (smoker vs nonsmoker: HR, 1.88 [P = .012]). In addition, more severe hypomagnesemia was associated with shorter survival compared with the milder form. CONCLUSIONS: The frequency and severity of hypomagnesemia during treatment are prognostic of survival for patients with head and neck cancers who are receiving concurrent chemoradiation with cisplatin and/or carboplatin. A prospective study is needed to investigate the impact of the prevention of hypomagnesemia on survival in this patient population.


Asunto(s)
Quimioradioterapia/efectos adversos , Neoplasias de Cabeza y Cuello/epidemiología , Deficiencia de Magnesio/epidemiología , Pronóstico , Adolescente , Adulto , Anciano , Protocolos de Quimioterapia Combinada Antineoplásica/administración & dosificación , Protocolos de Quimioterapia Combinada Antineoplásica/efectos adversos , Supervivientes de Cáncer , Carboplatino/administración & dosificación , Carboplatino/efectos adversos , Cisplatino/administración & dosificación , Cisplatino/efectos adversos , Femenino , Neoplasias de Cabeza y Cuello/complicaciones , Neoplasias de Cabeza y Cuello/tratamiento farmacológico , Neoplasias de Cabeza y Cuello/radioterapia , Humanos , Deficiencia de Magnesio/inducido químicamente , Deficiencia de Magnesio/patología , Masculino , Persona de Mediana Edad , Paclitaxel/administración & dosificación
6.
Cancer ; 127(23): 4470-4480, 2021 12 01.
Artículo en Inglés | MEDLINE | ID: mdl-34358341

RESUMEN

BACKGROUND: This study was conducted to identify clinicodemographic risk factors for xerostomia among long-term oropharyngeal cancer (OPC) survivors. METHODS: This cross-sectional study included 906 disease-free, adult OPC survivors with a median survival duration at the time of survey of 6 years (range, 1-16 years); self-reported xerostomia scores were available for 877 participants. Study participants had completed curative treatment between January 2000 and December 2013 and responded to a survey administered from September 2015 to July 2016. The primary outcome variable was cancer patient-reported xerostomia measured with the MD Anderson Symptom Inventory Head and Neck Cancer Module. Clinicodemographic risk factors for moderate to severe xerostomia were identified via multivariable logistic regression. RESULTS: Moderate to severe xerostomia was reported by 343 of the respondents (39.1%). Female sex (odds ratio [OR], 1.82; 95% CI, 1.22-2.71; P = .003; Bayesian false-discovery probability [BFDP] = 0.568), high school or lower education (OR, 1.73; 95% CI, 1.19-2.52; P = .004; BFDP = 0.636), and current cigarette smoking at the time of survey (OR, 2.56; 95% CI, 1.19-5.47; P = .016; BFDP = 0.800) were risk factors for moderate to severe xerostomia, and bilateral intensity-modulated radiotherapy (IMRT) combined with proton therapy and ipsilateral IMRT were protective. CONCLUSIONS: In this large xerostomia study, modern radiotherapy was a protective factor, and continued cigarette smoking at the time of survey, female sex, and high school or lower education were identified as other contributing risk factors associated with moderate to severe xerostomia. Importantly, these findings need to be confirmed in prospective studies. These results can inform future research and targeted patient-centered interventions to monitor and manage radiation therapy-associated xerostomia and preserve quality of life among patients with OPC.


Asunto(s)
Neoplasias Orofaríngeas , Radioterapia de Intensidad Modulada , Xerostomía , Adulto , Teorema de Bayes , Estudios Transversales , Femenino , Humanos , Neoplasias Orofaríngeas/terapia , Medición de Resultados Informados por el Paciente , Estudios Prospectivos , Calidad de Vida , Radioterapia de Intensidad Modulada/métodos , Sobrevivientes , Xerostomía/epidemiología , Xerostomía/etiología
7.
Cancer ; 127(14): 2453-2464, 2021 07 15.
Artículo en Inglés | MEDLINE | ID: mdl-33788956

RESUMEN

BACKGROUND: The goal of this study was to comprehensively investigate the association of chemotherapy with trajectories of acute symptom development and late symptom recovery in patients with oropharyngeal cancer (OPC) by comparing symptom burden between induction chemotherapy followed by concurrent chemoradiotherapy (ICRT), concurrent chemo-radiotherapy (CRT), or radiotherapy (RT) alone. METHODS: Among a registry of 717 patients with OPC, the 28-item patient-reported MD Anderson Symptom Inventory-Head and Neck Module (MDASI-HN) symptoms were collected prospectively at baseline, weekly during RT, and 1.5, 3 to 6, 12, and 18 to 24 months after RT. The effect of the treatment regimen (ICRT, CRT, and RT alone) was examined with mixed-model analyses for the acute and late period. In the CRT cohort, the chemotherapy agent relationship with symptoms was investigated. RESULTS: Chemoradiation (ICRT/CRT) compared with RT alone resulted in significantly higher acute symptom scores in the majority of MDASI-HN symptoms (ie, 21 out of 28). No late symptom differences between treatment with or without chemotherapy were observed that were not attributable to ICRT. Nausea was lower for CRT with carboplatin than for CRT with cisplatin; cetuximab was associated with particularly higher scores for acute and late skin, mucositis, and 6 other symptoms. The addition of ICRT compared with CRT or RT alone was associated with a significant increase in numbness and shortness of breath. CONCLUSION: The addition of chemotherapy to definitive RT for OPC patients was associated with significantly worse acute symptom outcomes compared with RT alone, which seems to attenuate in the late posttreatment period. Moreover, induction chemotherapy was specifically associated with worse numbness and shortness of breath during and after treatment. LAY SUMMARY: Chemotherapy is frequently used in addition to radiotherapy cancer treatment, yet the (added) effect on treatment-induced over time is not comprehensively investigated This study shows that chemotherapy adds to the symptom severity reported by patients, especially during treatment.


Asunto(s)
Neoplasias Orofaríngeas , Cetuximab/uso terapéutico , Quimioradioterapia/efectos adversos , Quimioradioterapia/métodos , Humanos , Neoplasias Orofaríngeas/etiología , Medición de Resultados Informados por el Paciente , Sistema de Registros
8.
Cancer ; 127(8): 1228-1237, 2021 04 15.
Artículo en Inglés | MEDLINE | ID: mdl-33306202

RESUMEN

BACKGROUND: Risk of recurrence among patients with oropharyngeal cancer (OPC) who survive 5 years is low. The goal of this study was to assess long-term survival of patients with OPC alive without recurrence 5 years after diagnosis. METHODS: This study included newly diagnosed patients with OPC, who had been treated with radiation and were alive without recurrence 5 years after diagnosis. Overall survival (OS) probabilities beyond 5 years were estimated using the Kaplan-Meier method. Factors associated with OS were determined using Bayesian piecewise exponential survival regression. Standardized mortality ratios for all-cause death were estimated controlling for study year, age, and sex in the US general population. RESULTS: Among 1699 patients, the additional 2-year, 5-year, and 10-year OS probabilities were 94%, 83%, and 63%, respectively, and were lower than those in the general population. Patients who were older, were current or former smokers, had other than tonsil or base of tongue tumors, or had T4 tumors had a higher risk of death. Patients who had base of tongue tumors and had received intensity-modulated radiation therapy (IMRT) or lower-radiation doses had a lower risk of death. Standardized mortality ratios were higher among current and heavy smokers and lower among recipients of IMRT and lower radiation doses. CONCLUSIONS: In this large cohort, long-term survival among patients with OPC was good but lower than predicted for the general population. Patients treated with IMRT and those with less tobacco exposure had better outcomes.


Asunto(s)
Supervivientes de Cáncer , Neoplasias Orofaríngeas/mortalidad , Neoplasias Orofaríngeas/radioterapia , Factores de Edad , Anciano , Teorema de Bayes , Causas de Muerte , Ex-Fumadores , Femenino , Humanos , Estimación de Kaplan-Meier , Masculino , Persona de Mediana Edad , Recurrencia Local de Neoplasia , Dosificación Radioterapéutica , Radioterapia de Intensidad Modulada , Estudios Retrospectivos , Fumadores , Factores de Tiempo , Neoplasias de la Lengua/mortalidad , Neoplasias de la Lengua/radioterapia
9.
Br J Cancer ; 124(3): 628-633, 2021 02.
Artículo en Inglés | MEDLINE | ID: mdl-33051590

RESUMEN

BACKGROUND: This study aimed to evaluate the prognostic value of pre-treatment NLR in patients with oropharyngeal cancer. METHODS: Patients who completed definitive radiotherapy (RT) for oropharyngeal cancer and had blood counts taken pre-RT from 2002 to 2013 were included. NLR was calculated as total neutrophil/lymphocytes. Survival rates were estimated using the Kaplan-Meier method. Univariable and multivariable analyses were conducted with linear and Cox regression methods. NLR was analysed posteriori and dichotomised on the discovered median. RESULTS: Eight hundred and forty-eight patients were analysed. The median pre-RT NLR was 3. Patients with NLR of <3 had improved overall survival (OS) than those with NLR ≥ 3 (5-year OS 85 vs 74%, p < 0.0001). OS differences remained significant when stratified according to HPV status (HPV-positive p = 0.011; HPV-negative p = 0.003). Freedom from any recurrence (FFR), locoregional control (LRC) and freedom of distant recurrence (FDR) were better in those with NLR < 3. The negative impact of elevated pre-RT NLR on OS (HR = 1.64, p = 0.001), FFR (HR = 1.6, p = 0.006) and LRC (HR = 1.8, p = 0.005) remained significant on multivariable analysis. CONCLUSIONS: Pre-RT NLR is an independent prognostic factor in patients with oropharyngeal cancer regardless of HPV status. Patients with lower NLR had more favourable OS and disease control.


Asunto(s)
Carcinoma de Células Escamosas/sangre , Carcinoma de Células Escamosas/mortalidad , Linfocitos , Neutrófilos , Neoplasias Orofaríngeas/sangre , Neoplasias Orofaríngeas/mortalidad , Adulto , Anciano , Anciano de 80 o más Años , Análisis de Varianza , Carcinoma de Células Escamosas/radioterapia , Carcinoma de Células Escamosas/virología , Femenino , Humanos , Estimación de Kaplan-Meier , Recuento de Leucocitos , Recuento de Linfocitos , Masculino , Persona de Mediana Edad , Neoplasias Orofaríngeas/radioterapia , Neoplasias Orofaríngeas/virología , Papillomaviridae/aislamiento & purificación , Pronóstico , Análisis de Regresión , Estudios Retrospectivos , Factores de Tiempo
10.
Support Care Cancer ; 29(4): 1825-1835, 2021 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-32779007

RESUMEN

OBJECTIVE: The purpose of this study was to estimate prevalence/severity of self-reported trismus, determine association with quality of life (QOL), and examine clinical risk factors in a large population of patients treated for oropharyngeal cancer. MATERIALS AND METHODS: A cross-sectional survivorship survey was conducted among patients who completed definitive treatment for oropharyngeal carcinoma, disease-free ≥ 1-year post-treatment (median survival, 7 years among 892 survivors). Associations between trismus and QOL were also analyzed using MDASI-HN, EQ-5D, and MDADI. Dietary and feeding tube status were also correlated to trismus status. RESULTS: Trismus was self-reported in 31%. Severity of trismus positively correlated (r = 0.29) with higher mean interference scores reflecting a moderate association with quality of life (p < 0.0001). There was a negative correlation for MDADI composite scores (r = - 0.33) indicating increased perceived dysphagia related to trismus severity (p < 0.0001). EQ-5D VAS scores were also negatively correlated with trismus severity (r = - 0.26, p < 0.0001). Larger T-stage (p ≤ 0.001), larger nodal stage (p = 0.03), tumor sub-site (p = 0.05), and concurrent chemoradiation (p = 0.01) associated with increased prevalence of trismus. Diet negatively correlated (r = - 0.27) with trismus severity (p = < 0.0001), and survivors with severe trismus were also more likely to be feeding tube-dependent. CONCLUSION: Severity of trismus appears to negatively impact quality of life and associate with various adverse functional outcomes in long-term oropharyngeal cancer survivorship. Trismus remains associated with advanced disease stages, tumor sub-site (tonsil), and addition of chemotherapy. Further investigation is merited for the dose-effect relationship to the muscles of mastication.


Asunto(s)
Neoplasias Orofaríngeas/complicaciones , Medición de Resultados Informados por el Paciente , Calidad de Vida/psicología , Trismo/epidemiología , Trismo/etiología , Supervivientes de Cáncer , Estudios Transversales , Femenino , Humanos , Masculino , Neoplasias Orofaríngeas/mortalidad , Prevalencia , Factores de Riesgo , Autoinforme
11.
J Appl Clin Med Phys ; 22(1): 37-44, 2021 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-33277960

RESUMEN

PURPOSE: To determine the optimal dose-volume constraint for laryngeal sparing using three commonly employed intensity modulated radiation therapy (IMRT) approaches in patients with oropharyngeal cancer treated to the bilateral neck. MATERIALS AND METHODS: Thirty patients with stage II-IVA oropharynx cancers received definitive radiotherapy with split-field IMRT (SF-IMRT) to the bilateral neck between 2008 and 2013. Each case was re-planned using whole-field IMRT (WF-IMRT) and volumetric modulated arc therapy (VMAT) and plan quality metrics and dose to laryngeal structures was evaluated. Two larynx volumes were defined and compared on the current study: the Radiation Therapy Oncology Group (RTOG) larynx as defined per the RTOG 1016 protocol and the MDACC larynx defined as the components of the larynx bounded by the superior and inferior extent of the thyroid cartilage. RESULTS: Target coverage, conformity, and heterogeneity indices were similar in all techniques. The RTOG larynx mean dose was lower with WF-IMRT than SF-IMRT (22.1 vs 25.8 Gy; P < 0.01). The MDACC larynx mean dose was 17.5 Gy ± 5.4 Gy with no differences between the 3 techniques. WF-IMRT and VMAT plans were associated with lower mean doses to the supraglottic larynx (42.1 vs 41.2 vs 54.8 Gy; P < 0.01) and esophagus (18.1 vs 18.2 vs 36 Gy; P < 0.01). CONCLUSIONS: Modern whole field techniques can provide effective laryngeal sparing in patients receiving radiotherapy to the bilateral neck for advanced oropharyngeal cancers. SUMMARY: We evaluated laryngeal dose in patients with locally advanced oropharyngeal cancer treated to the bilateral neck using split-field IMRT (SF-IMRT), whole-field IMRT (WF-IMRT) and volumetric arc therapy (VMAT). All three techniques provided good sparing of laryngeal structures and were able to achieve a mean larynx dose < 33 Gy. There were no significant differences in dose to target structures or non-laryngeal organs at risk among techniques.


Asunto(s)
Laringe , Neoplasias Orofaríngeas , Radioterapia de Intensidad Modulada , Humanos , Órganos en Riesgo , Neoplasias Orofaríngeas/radioterapia , Dosificación Radioterapéutica , Planificación de la Radioterapia Asistida por Computador
12.
J Digit Imaging ; 34(3): 541-553, 2021 06.
Artículo en Inglés | MEDLINE | ID: mdl-34027588

RESUMEN

Automated segmentation templates can save clinicians time compared to de novo segmentation but may still take substantial time to review and correct. It has not been thoroughly investigated which automated segmentation-corrected segmentation similarity metrics best predict clinician correction time. Bilateral thoracic cavity volumes in 329 CT scans were segmented by a UNet-inspired deep learning segmentation tool and subsequently corrected by a fourth-year medical student. Eight spatial similarity metrics were calculated between the automated and corrected segmentations and associated with correction times using Spearman's rank correlation coefficients. Nine clinical variables were also associated with metrics and correction times using Spearman's rank correlation coefficients or Mann-Whitney U tests. The added path length, false negative path length, and surface Dice similarity coefficient correlated better with correction time than traditional metrics, including the popular volumetric Dice similarity coefficient (respectively ρ = 0.69, ρ = 0.65, ρ = - 0.48 versus ρ = - 0.25; correlation p values < 0.001). Clinical variables poorly represented in the autosegmentation tool's training data were often associated with decreased accuracy but not necessarily with prolonged correction time. Metrics used to develop and evaluate autosegmentation tools should correlate with clinical time saved. To our knowledge, this is only the second investigation of which metrics correlate with time saved. Validation of our findings is indicated in other anatomic sites and clinical workflows. Novel spatial similarity metrics may be preferable to traditional metrics for developing and evaluating autosegmentation tools that are intended to save clinicians time.


Asunto(s)
Benchmarking , Cavidad Torácica , Humanos , Tomografía Computarizada por Rayos X , Flujo de Trabajo
13.
Cancer ; 126(4): 749-756, 2020 02 15.
Artículo en Inglés | MEDLINE | ID: mdl-31725906

RESUMEN

BACKGROUND: A possible surveillance model for patients with head and neck cancer (HNC) who received definitive radiotherapy was created using a partially observed Markov decision process. The goal of this model is to guide surveillance imaging policies after definitive radiotherapy. METHODS: The partially observed Markov decision process model was formulated to determine the optimal times to scan patients. Transition probabilities were computed using a data set of 1508 patients with HNC who received definitive radiotherapy between the years 2000 and 2010. Kernel density estimation was used to smooth the sample distributions. The reward function was derived using cost estimates from the literature. Additional model parameters were estimated using either data from the literature or clinical expertise. RESULTS: When considering all forms of relapse, the model showed that the optimal time between scans was longer than the time intervals used in the institutional guidelines. The optimal policy dictates that there should be less time between surveillance scans immediately after treatment compared with years after treatment. Comparable results also held when only locoregional relapses were considered as relapse events in the model. Simulation results for the inclusive relapse cases showed that <15% of patients experienced a relapse over a simulated 36-month surveillance program. CONCLUSIONS: This model suggests that less frequent surveillance scan policies can maintain adequate information on relapse status for patients with HNC treated with radiotherapy. This model could potentially translate into a more cost-effective surveillance program for this group of patients.


Asunto(s)
Carcinoma de Células Escamosas/radioterapia , Neoplasias de Cabeza y Cuello/radioterapia , Cadenas de Markov , Monitoreo Fisiológico/métodos , Algoritmos , Carcinoma de Células Escamosas/diagnóstico por imagen , Estudios de Cohortes , Femenino , Neoplasias de Cabeza y Cuello/diagnóstico por imagen , Humanos , Imagen por Resonancia Magnética/métodos , Masculino , Persona de Mediana Edad , Modelos Biológicos , Recurrencia Local de Neoplasia , Tomografía Computarizada por Rayos X/métodos
14.
Oncologist ; 25(11): e1812-e1815, 2020 11.
Artículo en Inglés | MEDLINE | ID: mdl-32885898

RESUMEN

BACKGROUND: The use of professional medical writers (PMWs) has been historically low, but contemporary data regarding PMW usage are scarce. In this study, we sought to quantify PMW use in oncologic phase III randomized controlled trials (RCTs). METHODS: We performed a database query through ClinicalTrials.gov to identify cancer-specific phase III RCTs; we then identified whether a PMW was involved in writing the associated trial manuscript reporting primary endpoint results. RESULTS: Two-hundred sixty trials of 600 (43.3%) used a PMW. Industry-funded trials used PMWs more often than nonindustry trials (54.9% vs. 3.0%, p < .001). Increased PMW usage was further noted among trials meeting their primary endpoint (53.4% vs. 32.9%, p < .001) and trials that led to subsequent Food and Drug Administration approval (63.1% vs. 36.3%, p < .001). By treatment interventions, PMW use was highest among systemic therapy trials (50.2%). Lastly, the use of PMWs increased significantly over time (odds ratio: 1.11/year, p = .001). CONCLUSION: PMW use rates are high among industry-funded trials. We urge continued and increased transparency in reporting the funding and use of PMWs.


Asunto(s)
Escritura Médica , Neoplasias , Humanos , Oncología Médica , Neoplasias/tratamiento farmacológico , Oportunidad Relativa , Ensayos Clínicos Controlados Aleatorios como Asunto
15.
BMC Cancer ; 20(1): 912, 2020 Sep 23.
Artículo en Inglés | MEDLINE | ID: mdl-32967643

RESUMEN

BACKGROUND: The incidence of oropharyngeal squamous cell carcinoma (OPSCC) in the US is rapidly increasing, driven largely by the epidemic of human papillomavirus (HPV)-mediated OPSCC. Although survival for patients with HPV mediated OPSCC (HPV+ OPSCC) is generally better than that of patients with non-virally mediated OPSCC, this effect is not uniform. We hypothesized that tobacco exposure remains a critical modifier of survival for HPV+ OPSCC patients. METHODS: We conducted a retrospective analysis of 611 OPSCC patients with concordant p16 and HPV testing treated at a single institute (2002-2013). Survival analysis was performed using Kaplan-Meier analysis and Cox regression. Recursive partitioning analysis (RPA) was used to define tobacco exposure associated with survival (p < 0.05). RESULTS: Tobacco exposure impacted overall survival (OS) for HPV+ patients on univariate and multivariate analysis (p = 0.002, p = 0.003 respectively). RPA identified 30 pack-years (PY) as a threshold at which survival became significantly worse in HPV+ patients. OS and disease-free survival (DFS) for HPV+ > 30 PY patients didn't differ significantly from HPV- patients (p = 0.72, p = 0.27, respectively). HPV+ > 30 PY patients had substantially lower 5-year OS when compared to their ≤30 PYs counterparts: 78.4% vs 91.6%; p = 0.03, 76% vs 88.3%; p = 0.07, and 52.3% vs 74%; p = 0.05, for stages I, II, and III (AJCC 8th Edition Manual), respectively. CONCLUSIONS: Tobacco exposure can eliminate the survival benefit associated with HPV+ status in OPSCC patients. Until this effect can be clearly quantified using prospective datasets, de-escalation of treatment for HPV + OPSCC smokers should be avoided.


Asunto(s)
Carcinoma de Células Escamosas/etiología , Carcinoma de Células Escamosas/mortalidad , Neoplasias Orofaríngeas/etiología , Neoplasias Orofaríngeas/mortalidad , Infecciones por Papillomavirus/mortalidad , Fumar/mortalidad , Alphapapillomavirus/aislamiento & purificación , Carcinoma de Células Escamosas/epidemiología , Carcinoma de Células Escamosas/patología , Femenino , Humanos , Masculino , Persona de Mediana Edad , Neoplasias Orofaríngeas/patología , Neoplasias Orofaríngeas/virología , Infecciones por Papillomavirus/patología , Estudios Retrospectivos , Fumar/patología , Análisis de Supervivencia
16.
Support Care Cancer ; 28(1): 261-269, 2020 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-31037378

RESUMEN

PURPOSE: Local/systemic symptoms during cancer therapy may be exacerbated by dysregulated inflammation and its downstream toxic effects. Minocycline can suppress proinflammatory cytokine release; therefore, we investigated its potential to reduce patient-reported symptom severity during radiotherapy (RT) for head and neck cancer (HNC). METHODS: Eligible patients for this blinded, placebo-controlled trial were adults with T0-3, N-any, and M0 HNC receiving single-modality RT. Participants were randomized 1:1 to either minocycline (200 mg/day) or placebo during RT. The primary endpoint was the area under the curve (AUC) of 5 prespecified symptoms (pain, fatigue, disturbed sleep, poor appetite, difficulty swallowing/chewing) during RT, assessed with the MD Anderson Symptom Inventory for HNC (MDASI-HN). RESULTS: We analyzed data from 20 evaluable patients per arm. Overall, 75% had oropharyngeal cancer and 78% were male. No grade 3+ adverse events potentially related to study medication were observed. Two minocycline patients required a feeding tube during RT vs 5 placebo patients (P = 0.21). The average daily AUC during RT for the 5 MDASI-HN symptoms was 3.1 (SD = 1.0) for minocycline and 3.7 (SD = 1.7) for placebo (P = 0.16); the 0.37 effect size was less than our 0.70 target. AUC comparisons for several individual symptoms and symptom interference favored minocycline but were not statistically significant. The greatest numerical differences occurred for systemic symptoms, larger toward treatment end, and in early post-RT recovery. CONCLUSIONS: Minocycline was feasible, well tolerated, and achieved a positive signal toward reducing patient-reported symptom severity during RT for HNC, particularly for systemic symptoms. This justifies additional study and informs future trial design.


Asunto(s)
Neoplasias de Cabeza y Cuello/tratamiento farmacológico , Neoplasias de Cabeza y Cuello/radioterapia , Minociclina/uso terapéutico , Radiodermatitis/prevención & control , Anciano , Terapia Combinada , Trastornos de Deglución/epidemiología , Trastornos de Deglución/etiología , Fatiga/epidemiología , Fatiga/etiología , Femenino , Neoplasias de Cabeza y Cuello/epidemiología , Humanos , Masculino , Persona de Mediana Edad , Dolor/epidemiología , Dolor/etiología , Trastornos del Sueño-Vigilia/epidemiología , Trastornos del Sueño-Vigilia/etiología , Resultado del Tratamiento
17.
J Appl Clin Med Phys ; 21(7): 209-215, 2020 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-32383296

RESUMEN

PURPOSE: Prior in silico simulations propose that Temporally Feathered Radiation Therapy (TFRT) may reduce toxicity related to head and neck radiation therapy. In this study we demonstrate a step-by-step guide to TFRT planning with modern treatment planning systems. METHODS: One patient with oropharyngeal cancer planned for definitive radiation therapy using intensity-modulated radiation therapy (IMRT) techniques was replanned using the TFRT technique. Five organs at risk (OAR) were identified to be feathered. A "base plan" was first created based on desired planning target volumes (PTV) coverage, plan conformality, and OAR constraints. The base plan was then re-optimized by modifying planning objectives, to generate five subplans. All beams from each subplan were imported onto one trial to create the composite TFRT plan. The composite TFRT plan was directly compared with the non-TFRT IMRT plan. During plan assessment, the composite TFRT was first evaluated followed by each subplan to meet preset compliance criteria. RESULTS: The following organs were feathered: oral cavity, right submandibular gland, left submandibular gland, supraglottis, and OAR Pharynx. Prescription dose PTV coverage (>95%) was met in each subplan and the composite TFRT plan. Expected small variations in dose were observed among the plans. The percent variation between the high fractional dose and average low fractional dose was 29%, 28%, 24%, 19%, and 10% for the oral cavity, right submandibular, left submandibular, supraglottis, and OAR pharynx nonoverlapping with the PTV. CONCLUSIONS: Temporally Feathered Radiation Therapy planning is possible with modern treatment planning systems. Modest dosimetric changes are observed with TFRT planning compared with non-TFRT IMRT planning. We await the results of the current prospective trial to seeking to demonstrate the feasibility of TFRT in the modern clinical workflow (NCT03768856). Further studies will be required to demonstrate the potential benefit of TFRT over non-TFRT IMRT Planning.


Asunto(s)
Neoplasias de Cabeza y Cuello , Radioterapia de Intensidad Modulada , Neoplasias de Cabeza y Cuello/radioterapia , Humanos , Órganos en Riesgo , Dosificación Radioterapéutica , Planificación de la Radioterapia Asistida por Computador
18.
Cancer ; 125(10): 1654-1664, 2019 05 15.
Artículo en Inglés | MEDLINE | ID: mdl-30633325

RESUMEN

BACKGROUND: Two patient-reported outcomes (PROs) of swallowing and their correlation to quality of life (QOL) were compared in long-term survivors of oropharyngeal cancer (OPC). METHODS: Scores on the single dysphagia item from the 28-item, multisymptom MD Anderson Symptom Inventory-Head and Neck (MDASI-HN-S) were compared with scores on the dysphagia-specific composite MD Anderson Dysphagia Inventory (MDADI) and the EuroQol visual analog scale (EQ-VAS) in 714 patients who had received definitive radiotherapy ≥12 months before the survey. An MDASI-HN-S score ≥6 and an MDADI composite score <60 were considered representative of moderate/severe swallowing dysfunction. RESULTS: Moderate/severe dysphagia was reported by 17% and 16% of respondents on the MDASI-HN-S and the composite MDADI, respectively. Both swallow PROs were predictive of QOL, and the MDASI-HN-S model was slightly more parsimonious for the discrimination of EQ-VAS scores compared with MDADI scores (Bayesian information criteria, 6062 vs 6076, respectively). An MDASI-HN-S cutoff score of ≥6 correlated best with a declining EQ-VAS score (P < .0001) and was associated with increased radiotherapy dose to several normal swallowing structures. CONCLUSIONS: In this cohort, the single-item MDASI-HN-S performed favorably for the discrimination of QOL compared with the multi-item MDADI. A time-efficient model for PRO measurement of swallowing is proposed in which the MDADI may be reserved for patients who score ≥6 on the MDASI-HN-S.


Asunto(s)
Supervivientes de Cáncer/psicología , Trastornos de Deglución/epidemiología , Neoplasias Orofaríngeas/radioterapia , Medición de Resultados Informados por el Paciente , Calidad de Vida , Encuestas y Cuestionarios , Centros Médicos Académicos , Adulto , Distribución por Edad , Anciano , Teorema de Bayes , Estudios Transversales , Trastornos de Deglución/etiología , Trastornos de Deglución/fisiopatología , Relación Dosis-Respuesta en la Radiación , Femenino , Humanos , Masculino , Persona de Mediana Edad , Neoplasias Orofaríngeas/patología , Prevalencia , Radioterapia Conformacional/efectos adversos , Radioterapia Conformacional/métodos , Análisis de Regresión , Medición de Riesgo , Índice de Severidad de la Enfermedad , Distribución por Sexo , Texas
19.
Cancer ; 125(9): 1536-1546, 2019 05 01.
Artículo en Inglés | MEDLINE | ID: mdl-30620385

RESUMEN

BACKGROUND: The objective of the current study was to characterize the incidence, pattern, and impact on oncologic outcomes of retropharyngeal lymph node (RPLN) involvement in HPV-associated oropharyngeal cancer (OPC). METHODS: Data regarding patients with HPV-associated OPC who were treated at The University of Texas MD Anderson Cancer Center with intensity-modulated radiotherapy from 2004 through 2013 were analyzed retrospectively. RPLN status was determined by reviewing pretreatment imaging and/or reports. Outcomes analysis was restricted to patients with lymph node-positive (+) disease. Kaplan-Meier survival estimates were generated and survival curves were compared using the log-rank test. Bayesian information criterion assessed model performance changes with the addition of RPLN status to current American Joint Committee on Cancer staging. Competing risk analysis compared modes of disease recurrence. RESULTS: The incidence of radiographic RPLN involvement was 9% (73 of 796 patients) and was found to vary by primary tumor site. The 5-year rates of freedom from distant metastases (FDM) and overall survival were lower in patients with RPLN(+) status compared with those with RPLN-negative (-) status (84% vs 93% [P = .0327] and 74% vs 87% [P = .0078], respectively). RPLN(+) status was not found to be associated with outcomes on multivariate analysis. Bayesian information criterion analysis demonstrated that current American Joint Committee on Cancer staging was not improved with the inclusion of RPLN. Locoregional and distant disease recurrence probabilities for those patients with RPLN(+) status were 8% and 13%, respectively, compared with 10% and 6%, respectively, for those with RPLN(-) status. RPLN(+) status portended worse 5-year FDM in the low-risk subgroup (smoking history of <10 pack-years) and among patients who received concurrent chemotherapy but not induction chemotherapy. CONCLUSIONS: RPLN(+) status was associated with worse overall survival and FDM on univariate but not multivariate analysis. In subgroup analyses, RPLN(+) status was associated with poorer FDM in both patients with a smoking history of <10 pack-years and those who received concurrent chemotherapy, suggesting that RPLN(+) status could be considered an exclusion criteria in treatment deintensification efforts seeking to omit chemotherapy.


Asunto(s)
Carcinoma de Células Escamosas/diagnóstico , Carcinoma de Células Escamosas/patología , Ganglios Linfáticos/diagnóstico por imagen , Neoplasias Orofaríngeas/diagnóstico , Neoplasias Orofaríngeas/patología , Infecciones por Papillomavirus/diagnóstico , Adulto , Anciano , Anciano de 80 o más Años , Carcinoma de Células Escamosas/terapia , Carcinoma de Células Escamosas/virología , Vértebras Cervicales/diagnóstico por imagen , Quimioradioterapia/estadística & datos numéricos , Estudios de Cohortes , Femenino , Neoplasias de Cabeza y Cuello/diagnóstico , Neoplasias de Cabeza y Cuello/patología , Neoplasias de Cabeza y Cuello/terapia , Neoplasias de Cabeza y Cuello/virología , Humanos , Ganglios Linfáticos/patología , Metástasis Linfática , Masculino , Persona de Mediana Edad , Estadificación de Neoplasias , Neoplasias Orofaríngeas/terapia , Neoplasias Orofaríngeas/virología , Infecciones por Papillomavirus/complicaciones , Infecciones por Papillomavirus/epidemiología , Infecciones por Papillomavirus/terapia , Faringe/diagnóstico por imagen , Pronóstico , Estudios Retrospectivos , Carcinoma de Células Escamosas de Cabeza y Cuello/diagnóstico , Carcinoma de Células Escamosas de Cabeza y Cuello/patología , Carcinoma de Células Escamosas de Cabeza y Cuello/terapia , Carcinoma de Células Escamosas de Cabeza y Cuello/virología , Resultado del Tratamiento
20.
Cancer ; 125(11): 1823-1829, 2019 06 01.
Artículo en Inglés | MEDLINE | ID: mdl-30748005

RESUMEN

BACKGROUND: The current study was performed to assess the efficacy of surveillance imaging in patients with head and neck cancer (HNC) who are treated definitively with radiotherapy. METHODS: Eligible patients included those with a demonstrable disease-free interval (≥1 follow-up imaging procedure without evidence of disease and a subsequent visit/imaging procedure) who underwent treatment of HNC from 2000 through 2010. RESULTS: A total of 1508 patients were included. The median overall survival was 99 months, with a median imaging follow-up period of 59 months. Of the 1508 patients, 190 patients (12.6%) experienced disease recurrence (107 patients had locoregional and 83 had distant disease recurrence). A total of 119 patients (62.6%) in the group with disease recurrence were symptomatic and/or had an adverse clinical finding associated with the recurrence. Approximately 80% of patients with locoregional disease recurrences presented with a clinical finding, whereas 60% of distant disease recurrences were detected by imaging in asymptomatic patients. Despite the earlier detection of disease recurrence via imaging, those patients in the group of patients with clinically detected disease recurrence were significantly more likely to undergo salvage therapy compared with those whose recurrence was detected on imaging (odds ratio, 0.35). There was no difference in overall survival noted between those patients with disease recurrences that were detected clinically or with imaging alone. Approximately 70% of disease recurrences occurred within the first 2 years. In those patients who developed disease recurrence after 2 years, the median time to recurrence was 51 months. After 2 years, the average number of imaging procedures per patient for the detection of a salvageable recurrence for the imaging-detected group was 1539. CONCLUSIONS: Surveillance imaging in asymptomatic patients with HNC who are treated definitively with radiotherapy without clinically suspicious findings beyond 2 years has a low yield and a high cost. Physicians ordering these studies must use judicious consideration and discretion.


Asunto(s)
Neoplasias de Cabeza y Cuello/diagnóstico por imagen , Neoplasias de Cabeza y Cuello/epidemiología , Recurrencia Local de Neoplasia/diagnóstico por imagen , Recurrencia Local de Neoplasia/epidemiología , Vigilancia de la Población/métodos , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Detección Precoz del Cáncer , Femenino , Neoplasias de Cabeza y Cuello/radioterapia , Humanos , Masculino , Persona de Mediana Edad , Recurrencia Local de Neoplasia/radioterapia , Estudios Retrospectivos , Terapia Recuperativa , Análisis de Supervivencia , Tiempo de Tratamiento , Adulto Joven
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