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In this study, we investigated whether radiomics features from pre-treatment positron emission tomography (PET) images could be used to predict disease progression in patients with HPV-positive oropharyngeal cancer treated with definitive proton or x-ray radiotherapy. Machine learning models were built using a dataset from Mayo Clinic, Rochester, Minnesota (n = 72) and tested on a dataset from Mayo Clinic, Phoenix, Arizona (n = 22). A total of 71 clinical and radiomics features were considered. The Mann-Whitney U test was used to identify the top 2 clinical and top 20 radiomics features that were significantly different between progression and progression-free patients. Two dimensionality reduction methods were used to define two feature sets (manually filtered or machine-driven). A forward feature selection scheme was conducted on each feature set to build models of increased complexity (number of input features from 1 to 6) and evaluate model robustness and overfitting. The machine-driven features had superior performance and were less prone to overfitting compared to the manually filtered features. The four-variable Gaussian Naïve Bayes model using the 'Radiation Type' clinical feature and three machine-driven features achieved a training accuracy of 79% and testing accuracy of 77%. These results demonstrate that radiomics features can provide risk stratification beyond HPV-status to formulate individualized treatment and follow-up strategies.
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Purpose/objective: Postoperative toxicity for esophageal cancer impacts patient quality of life and potentially overall survival (OS). We studied whether patient and toxicity parameters post-chemoradiation therapy predict for post-surgical cardiopulmonary total toxicity burden (CPTTB) and whether CPTTB was associated with short and long-term outcomes. Materials/methods: Patients had biopsy-proven esophageal cancer treated with neoadjuvant chemoradiation and esophagectomy. CPTTB was derived from total perioperative toxicity burden (Lin et al. JCO 2020). To develop a CPTTB risk score predictive for major CPTTB, recursive partitioning analysis was used. Results: From 3 institutions, 571 patients were included. Patients were treated with 3D (37%), IMRT (44%), and proton therapy (19%). 61 patients had major CPTTB (score ≥ 70). Increasing CPTTB was predictive of decreased OS (p<0.001), lengthier post-esophagectomy length of stay (LOS, p<0.001), and death or readmission within 60 days of surgery (DR60, p<0.001). Major CPTTB was also predictive of decreased OS (hazard ratio = 1.70, 95% confidence interval: 1.17-2.47, p=0.005). The RPA-based risk score included: age ≥ 65, grade ≥ 2 nausea or esophagitis attributed to chemoradiation, and grade ≥ 3 hematologic toxicity attributed to chemoradiation. Patients treated with 3D radiotherapy had inferior OS (p=0.010) and increased major CPTTB (18.5% vs. 6.1%, p<0.001). Conclusion: CPTTB predicts for OS, LOS, and DR60. Patients with 3D radiotherapy or age ≥ 65 years and chemoradiation toxicity are at highest risk for major CPTTB, predicting for higher short and long-term morbidity and mortality. Strategies to optimize medical management and reduce toxicity from chemoradiation should be strongly considered.
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BACKGROUND: Patients with high-risk prostate cancer (HRPC) have multiple accepted treatment options. Because there is no overall survival benefit of one option over another, appropriate treatment must consider patient life expectancy, quality of life, and cost. METHODS: The authors compared quality-adjusted life years (QALYs) and cost effectiveness among treatment options for HRPC using a Markov model with three treatment arms: (1) external-beam radiotherapy (EBRT) delivered with 20 fractions, (2) EBRT with 23 fractions followed by low-dose-rate (LDR) brachytherapy boost, or (3) radical prostatectomy alone. An exploratory analysis considered a simultaneous integrated boost according to the FLAME trial (ClinicalTrials.gov identifier NCT01168479). RESULTS: Treatment strategies were compared using the incremental cost-effectiveness ratio (ICER). EBRT with LDR brachytherapy boost was a cost-effective strategy (ICER, $20,929 per QALY gained). These results were most sensitive to variations in the biochemical failure rate. However, the results still demonstrated cost effectiveness for the brachytherapy boost paradigm, regardless of any tested parameter ranges. Probabilistic sensitivity analysis demonstrated that EBRT with LDR brachytherapy was favored in 52% of 100,000 Monte Carlo iterations. In an exploratory analysis, EBRT with a simultaneous integrated boost was also a cost-effective strategy, resulting in an ICER of $62,607 per QALY gained; however, it was not cost effective compared with EBRT plus LDR brachytherapy boost. CONCLUSIONS: EBRT with LDR brachytherapy boost may be a cost-effective treatment strategy compared with EBRT alone and radical prostatectomy for HRPC, demonstrating high-value care. The current analysis suggests that a reduction in biochemical failure alone can result in cost-effective care, despite no change in overall survival.
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Braquiterapia , Neoplasias de la Próstata , Braquiterapia/métodos , Análisis Costo-Beneficio , Humanos , Masculino , Prostatectomía , Calidad de VidaRESUMEN
BACKGROUND: Intensity-modulated proton therapy (IMPT) demonstrates superior dose distribution over volumetric-modulated arc therapy (VMAT) for sparing organs-at-risk (OARs) in ipsilateral radiotherapy. To determine a clinical benefit, assessment of patient-reported outcomes (PRO) and physician-reported toxicities alongside a dosimetric analysis is needed. METHODS: Plans were analyzed for dosimetric differences. PROs were compared for patients undergoing ipsilateral curative-intent radiotherapy for tonsil and salivary gland cancers with VMAT or IMPT from 2015 to 2020. Physician-reported toxicities were compared. RESULTS: In 40 patients, IMPT was associated with decreased dose to multiple OARs and less deterioration in the following PROs: pain, swallowing function, dry mouth, sticky saliva, sensory change, cough, speech, feeling ill, and social eating. Physician-reported toxicities demonstrated less oral pain. CONCLUSION: IMPT is associated with decreased dose to OARs and less patient-reported acute deterioration in multiple head and neck domains. A strong consideration for IMPT in ipsilateral head and neck patients with cancer is warranted.
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Neoplasias de Cabeza y Cuello , Terapia de Protones , Radioterapia de Intensidad Modulada , Neoplasias de Cabeza y Cuello/etiología , Neoplasias de Cabeza y Cuello/radioterapia , Humanos , Órganos en Riesgo , Medición de Resultados Informados por el Paciente , Terapia de Protones/efectos adversos , Dosificación Radioterapéutica , Planificación de la Radioterapia Asistida por Computador , Radioterapia de Intensidad Modulada/efectos adversosRESUMEN
Observing fetal development in utero is vital to further the understanding of later-life diseases. Magnetic resonance imaging (MRI) offers a tool for obtaining a wealth of information about fetal growth, development, and programming not previously available using other methods. This review provides an overview of MRI techniques used to investigate the metabolic and cardiovascular consequences of the developmental origins of health and disease (DOHaD) hypothesis. These methods add to the understanding of the developing fetus by examining fetal growth and organ development, adipose tissue and body composition, fetal oximetry, placental microstructure, diffusion, perfusion, flow, and metabolism. MRI assessment of fetal growth, organ development, metabolism, and the amount of fetal adipose tissue could give early indicators of abnormal fetal development. Noninvasive fetal oximetry can accurately measure placental and fetal oxygenation, which improves current knowledge on placental function. Additionally, measuring deficiencies in the placenta's transport of nutrients and oxygen is critical for optimizing treatment. Overall, the detailed structural and functional information provided by MRI is valuable in guiding future investigations of DOHaD.
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Sistema Cardiovascular/fisiopatología , Desarrollo Fetal , Retardo del Crecimiento Fetal/fisiopatología , Feto/metabolismo , Imagen por Resonancia Magnética/métodos , Enfermedades Placentarias/fisiopatología , Placenta/metabolismo , Femenino , Feto/irrigación sanguínea , Humanos , Placenta/irrigación sanguínea , Circulación Placentaria , EmbarazoRESUMEN
BACKGROUND: Data about the impact of surgical margin positivity on patient outcomes following radical nephrectomy (RN) for renal cell carcinoma (RCC) is limited. We evaluate the effect of positive surgical margins (PSMs) on relapse-free survival (RFS) and overall survival (OS.) METHODS: Clinicopathologic data of patients who underwent RN for RCC was analyzed based on margin status. χ2 and Student t test were used to compare groups. Cox regression analysis was used for the analysis. Kaplan-Meier method was used for survival curves. RESULTS: A total of 485 patients who underwent RN for RCC were analyzed. Most patients with T1/T2 stage had NSM. Most patients with T4 had PSM. T3 patients were split between the two groups. Analysis of the T3 group showed shorter RFS in the PSM group at 3 years (hazard ratio [HR]: 4.3, p = .01), and 5 years (HR: 4.3, p = .01.) OS analysis showed worse OS in PSM but not statistically significant. There was a significant association between PSM and laterality (p = .023) and histologic type (p = .025.) CONCLUSIONS: PSM was associated with shorter RFS after RN in T3 RCC patients. There was a trend towards worse OS in the PSM group, but it did not reach statistical significance. Laterality and histologic type were associated with surgical margin status.
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Carcinoma de Células Renales/mortalidad , Neoplasias Renales/mortalidad , Márgenes de Escisión , Nefrectomía/mortalidad , Adulto , Anciano , Anciano de 80 o más Años , Carcinoma de Células Renales/patología , Carcinoma de Células Renales/cirugía , Femenino , Estudios de Seguimiento , Humanos , Neoplasias Renales/patología , Neoplasias Renales/cirugía , Masculino , Persona de Mediana Edad , Pronóstico , Estudios Retrospectivos , Tasa de SupervivenciaAsunto(s)
Neoplasias de la Mama/genética , Proteínas Tirosina Quinasas Receptoras/genética , Adulto , Anciano , Anciano de 80 o más Años , Quinasa de Linfoma Anaplásico/química , Quinasa de Linfoma Anaplásico/genética , Neoplasias de la Mama/patología , Femenino , Frecuencia de los Genes , Humanos , Persona de Mediana Edad , Mutación , Dominios Proteicos , Proteínas Tirosina Quinasas/química , Proteínas Tirosina Quinasas/genética , Proteínas Proto-Oncogénicas/química , Proteínas Proto-Oncogénicas/genética , Proteínas Tirosina Quinasas Receptoras/química , Receptor ErbB-4/química , Receptor ErbB-4/genética , Receptor trkC/química , Receptor trkC/genéticaAsunto(s)
Marcadores Genéticos , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Quinasas Janus/genética , Mutación , Neoplasias/genética , Neoplasias/patología , Adulto , Anciano , Anciano de 80 o más Años , Estudios de Cohortes , Femenino , Humanos , Masculino , Persona de Mediana Edad , Pronóstico , Dominios ProteicosRESUMEN
PURPOSE: This study examined the effects of metastasis-directed stereotactic body radiation therapy (mdSBRT) on CD8+ T-cell subpopulations and correlated post-mdSBRT immunophenotypic responses with clinical outcomes in patients with oligometastatic prostate cancer (OPCa). METHODS AND MATERIALS: Peripheral blood mononuclear cells were prospectively isolated from 37 patients with OPCa (≤3 metastases) who were treated with mdSBRT. Immunophenotyping identified circulating CD8+ T-cell subpopulations, including tumor-reactive (TTR), effector memory, central memory (TCM), effector, and naïve T cells from samples collected before and after mdSBRT. Univariate Cox proportional hazards regression was used to assess whether changes in these T-cell subpopulations were potential risk factors for death and/or progression. The Kaplan-Meier method was used for survival. Cumulative incidence for progression and new distant metastasis weas estimated, considering death as a competing risk. RESULTS: Median follow-up was 39 months (interquartile range, 34-43). Overall survival at 3 years was 78.2%. Cumulative incidence for local progression and new distant metastasis at 3 years was 16.5% and 67.6%, respectively. Between baseline and day 14 after mdSBRT, an increase in the TCM cell subpopulation was associated with the risk of death (hazard ratio, 1.22 [95% confidence interval, 1.02-1.47]; P = .033), and an increase in the TTR cell subpopulation was protective against the risk of local progression (hazard ratio, 0.80 [95% confidence interval, 0.65-0.98]; P = .032). CONCLUSIONS: An increase in the TTR cell subpopulation was protective against the risk of disease progression, and an increase in the TCM cell subpopulation was associated with the risk of death in patients with OPCa treated with mdSBRT. Disease control may be further improved by better understanding the CD8+ T-cell subpopulations and by enhancing their antitumor effect.
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Linfocitos T CD8-positivos/inmunología , Neoplasias de la Próstata/radioterapia , Radiocirugia/métodos , Anciano , Antagonistas de Andrógenos/uso terapéutico , Humanos , Inmunofenotipificación , Masculino , Persona de Mediana Edad , Metástasis de la Neoplasia , Modelos de Riesgos Proporcionales , Estudios Prospectivos , Neoplasias de la Próstata/inmunología , Neoplasias de la Próstata/mortalidad , Neoplasias de la Próstata/patologíaRESUMEN
OBJECTIVE: To measure the incidence and risk factors for fluoroquinolone (ciprofloxacin, moxifloxacin, and levofloxacin)-associated psychosis or delirium in a veteran population. METHODS: A retrospective study was conducted in the Western New York Veterans Affairs Health System (2005-2013). Participants were hospitalized veterans receiving a fluoroquinolone for at least 48 hours (n = 631). Cases of delirium or psychosis were defined by the Diagnostic and Statistical Manual of Mental Disorders-IV criteria, and the Naranjo scale (score ≥ 1) was used to determine the probability of the adverse drug reaction being related to fluoroquinolones. A bivariate analysis of covariates followed by a multivariate logistic regression was used to determine predisposing factors to the development of delirium/psychosis. RESULTS: The mean age of the population was 71.5 years (range: 22-95). Fluoroquinolone-associated delirium/psychosis occurred in 3.7% of the inpatients studied (n = 23). The median Naranjo score was 3 indicating a possible association. Psychosis/delirium occurred in 3.6% of ciprofloxacin-treated patients (n = 14/391), 4.5% of patients-treated with moxifloxacin (n = 9/200), and 0% of those receiving levofloxacin (n = 0/40); p = 0.4. Significant risk factors for development of delirium/psychosis in patients receiving a fluoroquinolone in the multivariate logistical regression included typical antipsychotic use (OR, 5.4; 95% CI: 1.4-16.7) and age. A 10-year increase in age was associated with a 1.8-fold greater odds of a neuropsychiatric event. CONCLUSIONS: Fluoroquinolones may be more commonly associated with delirium/psychosis than originally reported in this veteran population. Caution should be used when prescribing a fluoroquinolone for patients on typical antipsychotics and those of advanced age.
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Antibacterianos/efectos adversos , Delirio/inducido químicamente , Fluoroquinolonas/efectos adversos , Psicosis Inducidas por Sustancias/etiología , Veteranos/estadística & datos numéricos , Adulto , Factores de Edad , Anciano , Anciano de 80 o más Años , Antipsicóticos/uso terapéutico , Ciprofloxacina/efectos adversos , Delirio/epidemiología , Femenino , Hospitalización , Humanos , Levofloxacino/efectos adversos , Modelos Logísticos , Masculino , Persona de Mediana Edad , Moxifloxacino/efectos adversos , Análisis Multivariante , New York/epidemiología , Oportunidad Relativa , Psicosis Inducidas por Sustancias/epidemiología , Estudios Retrospectivos , Factores de Riesgo , Adulto JovenRESUMEN
While conventional organization of EGFR mutations in non-small cell lung cancer (NSCLC) includes classic lesions sensitive to tyrosine kinase inhibitors (TKI) and variants localized to the tyrosine kinase domain (TKD) in exons 18-21, next-generation sequencing (NGS) raises the prospect of identifying clinically relevant variants in extra-TKD regulatory regions. NSCLC patients at our institution who received tumor profiling with NGS from 2013 to 2015 were identified. EGFR mutations were arranged based upon their distribution relative to the TKD. In silico analysis was performed to predict non-synonymous single nucleotide polymorphism (nsSNP) pathogenicity. Of 247 patients, 43 EGFR variants were seen in 39 patients (16%). While 32 had TKD lesions demonstrable through standard testing, 7 had extra-TKD nsSNPs (7/43), of which 5 were extracellular domain (ECD), 1 juxtamembrane (JM) and 1 carboxy-terminal (CT). Aside from known pathogenic ECD mutation G598V, 5/6 extra-TKD nsSNPs were predicted damaging with in silico analysis. Seven of 7 extra-TKD nsSNP+ patients smoked and were stage IV; 5/7 were adenocarcinoma. An adenocarcinoma patient with JM R675Q had erlotinib, 150 mg daily, added following progression of disease on carboplatin and paclitaxel and had a partial response for 4 months. No other extra-TKD nsSNP+ patient received EGFR-directed therapy. >2% NSCLC cases in our cohort had EGFR nsSNPs located outside of the TKD, representing >16% of all EGFR mutations. Extra-TKD variants should be characterized collaboratively to determine TKI sensitivity and additional therapeutic targets.