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OBJECTIVE. The objective of our study was to determine the utility of radiomics features in differentiating CT cases of pancreatic ductal adenocarcinoma (PDAC) from normal pancreas. MATERIALS AND METHODS. In this retrospective case-control study, 190 patients with PDAC (97 men, 93 women; mean age ± SD, 66 ± 9 years) from 2012 to 2017 and 190 healthy potential renal donors (96 men, 94 women; mean age ± SD, 52 ± 8 years) without known pancreatic disease from 2005 to 2009 were identified from radiology and pathology databases. The 3D volume of the pancreas was manually segmented from the preoperative CT scans by four trained researchers and verified by three abdominal radiologists. Four hundred seventy-eight radiomics features were extracted to express the phenotype of the pancreas. Forty features were selected for analysis because of redundancy of computed features. The dataset was divided into 255 training cases (125 normal control cases and 130 PDAC cases) and 125 validation cases (65 normal control cases and 60 PDAC cases). A random forest classifier was used for binary classification of PDAC versus normal pancreas of control cases. Accuracy, sensitivity, and specificity were calculated. RESULTS. Mean tumor size was 4.1 ± 1.7 (SD) cm. The overall accuracy of the random forest binary classification was 99.2% (124/125), and AUC was 99.9%. All PDAC cases (60/60) were correctly classified. One case from a renal donor was misclassified as PDAC (1/65). The sensitivity was 100%, and specificity was 98.5%. CONCLUSION. Radiomics features extracted from whole pancreas can be used to differentiate between CT cases from patients with PDAC and healthy control subjects with normal pancreas.
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Adenocarcinoma/diagnóstico por imagen , Carcinoma Ductal Pancreático/diagnóstico por imagen , Neoplasias Pancreáticas/diagnóstico por imagen , Tomografía Computarizada por Rayos X/métodos , Adenocarcinoma/patología , Anciano , Carcinoma Ductal Pancreático/patología , Medios de Contraste , Diagnóstico Diferencial , Femenino , Humanos , Imagenología Tridimensional , Yohexol , Masculino , Persona de Mediana Edad , Neoplasias Pancreáticas/patología , Fenotipo , Sensibilidad y Especificidad , Carga TumoralRESUMEN
PURPOSE: The optimal dosage and frequency of platinum-based chemoradiotherapy (CRT) regimen for treating advanced head and neck squamous cell carcinoma remains unresolved. This study aims to compare the toxicity and efficacy of weekly versus more dose-intensive cisplatin-based CRTs. METHODS: We reviewed 155 stage III/IV head and neck squamous cell carcinoma patients with no evidence of distant metastasis treated with one of two CRT regimens from 2000 to 2010 at Greater Baltimore Medical Center. Twice-daily radiation was provided as a split course over a 45-day period. Regimen A consisted of concomitant cisplatin (30 mg/m2/1 h) weekly for 6 cycles; regimen B consisted of concomitant cisplatin (12 mg/m2/1 h) and 5-fluorouracil (600 mg/m2/20 h) on days 1 through 5 and days 29 through 33. Main outcome measures included acute toxicities (myelosuppression, neurotoxicity, nephrotoxicity, gastrointestinal dysfunction), unplanned hospitalizations, and disease control at 12 months. RESULTS: Patients on regimen A were much less likely to experience ototoxicity due to their treatment (0% vs. 9.8%, P = 0.04). They were more likely to experience thrombocytopenia acutely (46% vs. 26%, P = 0.02), but the toxicity was not limiting (grade 12). No significant differences exist in the incidence of other toxicities or unplanned hospitalizations. At 1 year, 97% of patients on A vs. 86% of patients on regimen B were free of disease (P = 0.11). CONCLUSIONS: With concurrent radiotherapy, low-dose, single-agent, weekly cisplatin is less likely than higher-dose daily cisplatin plus 5-fluorouracil provided at the beginning and end of treatment to be associated with ototoxicity. The preliminary data suggest at least equivalent efficacy, but longer follow-up is required.
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Protocolos de Quimioterapia Combinada Antineoplásica/efectos adversos , Carcinoma de Células Escamosas/terapia , Quimioradioterapia/efectos adversos , Neoplasias de Cabeza y Cuello/terapia , Traumatismos por Radiación/etiología , Enfermedad Aguda , Adulto , Anciano , Carcinoma de Células Escamosas/mortalidad , Cisplatino/administración & dosificación , Femenino , Fluorouracilo/administración & dosificación , Estudios de Seguimiento , Neoplasias de Cabeza y Cuello/mortalidad , Hospitalización , Humanos , Masculino , Persona de Mediana Edad , Estadificación de Neoplasias , Pronóstico , Estudios Retrospectivos , Tasa de SupervivenciaAsunto(s)
Carcinoma Ductal Pancreático/diagnóstico por imagen , Aprendizaje Profundo , Imagenología Tridimensional , Neoplasias Pancreáticas/diagnóstico por imagen , Neoplasias Pancreáticas/patología , Tomografía Computarizada por Rayos X/métodos , Automatización , Carcinoma Ductal Pancreático/patología , Estudios de Casos y Controles , Femenino , Predicción , Humanos , Masculino , Mejoramiento de la Calidad , Estudios Retrospectivos , Flujo de TrabajoRESUMEN
Background. The purpose of this study was to assess the effects of amifostine on submandibular gland histology in patients receiving chemoradiation therapy. Methods. We conducted a retrospective submandibular gland histologic slide review of HNSCC patients receiving chemoradiation for head and neck squamous cell carcinoma with three different levels of amifostine exposure. We used six scoring parameters: fatty replacement, lobular architecture degeneration, interstitial fibrosis, ductal degeneration, acinar degeneration, and inflammatory component presence. Results. Differences in gender, tumor stage, amifostine dose, age, number of days after neck dissection, and smoking history (pack years) exposure were not significant between the three groups, although there was a difference between groups in the primary subsite (P = 0.006). The nonparametric Cuzick's test for histologic parameters with varied amifostine treatment showed no significance among the three groups. Conclusions. Although patients did not receive a full dose of amifostine due to side effects, varying doses of amifostine had no apparent evident cytoprotective effects in three groups of cancer patients treated with primary chemoradiation.
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Purpose. To analyze the patterns and associations of adjunctive service visits by head and neck cancer patients receiving primary, concurrent chemoradiation therapy. Methods. Retrospective chart review of patients receiving adjunctive support during a uniform chemoradiation regimen for stages III-IV head and neck squamous cell carcinoma. Univariate and multivariate models for each outcome were obtained from simple and multivariate linear regression analyses. Results. Fifty-two consecutive patients were assessed. Female gender, single marital status, and nonprivate insurance were factors associated with an increased number of social work visits. In a multivariate analysis, female gender and marital status were related to increased social work services. Female gender and stage IV disease were significant for increased nursing visits. In a multivariate analysis for nursing visits, living greater than 20 miles between home and hospital was a negative predictive factor. Conclusion. Treatment of advanced stage head and neck cancer with concurrent chemoradiation warrants a multidisciplinary approach. Female gender, single marital status, and stage IV disease were correlated with increased utilization of social work and nursing services. Distance over 20 miles from the center was a negative factor. This information may help guide the treatment team to allocate resources for the comprehensive care of patients.
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Objective. We reviewed a cohort of patients with previously untreated locoregional advanced head and neck squamous cell carcinoma (HNSCC) who received a uniform chemoradiotherapy regimen. Methods. Retrospective review was performed of 105 patients with stage III or IV HNSCC treated at Greater Baltimore Medical Center from 2000 to 2007. Radiation included 125 cGy twice daily for a total 70 Gy to the primary site. Chemotherapy consisted of cisplatin (12 mg/m(2)/h) daily for five days and 5-fluorouracil (600 mg/m(2)/20 h) daily for five days, given with weeks one and six of radiation. All but seven patients with N2 or greater disease received planned neck dissection after chemoradiotherapy. Primary outcomes were overall survival (OS), locoregional control (LRC), and disease-free survival (DFS). Results. Median followup of surviving patients was 57.6 months. Five-year OS was 60%, LRC was 68%, and DFS was 56%. Predictors of increased mortality included age ≥55, female gender, hypopharyngeal primary, and T3/T4 stage. Twelve patients developed locoregional recurrences, and 16 patients developed distant metastases. Eighteen second primary malignancies were diagnosed in 17 patients. Conclusions. The CRT regimen resulted in favorable outcomes. However, locoregional and distant recurrences cause significant mortality and highlight the need for more effective therapies to prevent and manage these events.
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BACKGROUND: The purpose of this study was to elucidate factors associated with pharyngoesophageal strictures after treatment for head and neck squamous cell carcinoma (SCC). METHODS: We conducted a retrospective review of patients receiving cisplatin and 5-fluorouracil chemotherapy combined with concurrent hyperfractionated radiation therapy for oropharyngeal squamous cell carcinoma. RESULTS: Strictures developed in 13 of 67 patients (19%). Strictures were associated with tumor location (tonsil vs base of tongue; p = .03), neck dissection after completion of therapy (p = .03), and the duration of treatment-induced mucositis (weeks with mucositis grade ≥2; National Cancer Institute (NCI) Common Toxicity Criteria; p < .001). Age, sex, race, tumor stage, nodal stage, American Joint Committee on Cancer (AJCC) stage, human papillomavirus (HPV) status, smoking, radiation dose, maximum severity of mucositis, amifostine use, and pretreatment swallow dysfunction were not significantly associated with stricture. In multivariate analysis, only duration of mucositis, after controlling for age, sex, and tumor location, remained highly significant (p < .01). CONCLUSION: The duration of treatment-related mucositis is an independent risk factor for stricture formation in patients with oropharyngeal SCC treated with concurrent chemotherapy and radiation therapy.
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Protocolos de Quimioterapia Combinada Antineoplásica/efectos adversos , Carcinoma de Células Escamosas/radioterapia , Estenosis Esofágica/etiología , Neoplasias Orofaríngeas/radioterapia , Enfermedades Faríngeas/etiología , Traumatismos por Radiación , Carcinoma de Células Escamosas/tratamiento farmacológico , Cisplatino/administración & dosificación , Terapia Combinada , Constricción Patológica , Fraccionamiento de la Dosis de Radiación , Femenino , Fluorouracilo/administración & dosificación , Humanos , Masculino , Persona de Mediana Edad , Neoplasias Orofaríngeas/tratamiento farmacológico , Estomatitis/etiologíaRESUMEN
OBJECTIVE: To determine whether a comprehensive neck dissection (CND) or a selective neck dissection (SND) is indicated as planned post-primary chemoradiation treatment (CRT) for patients with advanced oropharyngeal squamous cell carcinoma (OPSCC). STUDY DESIGN: Case series with chart review. SETTING: A community teaching hospital. SUBJECTS: Patients with advanced OPSCC who received a uniform CRT protocol at Greater Baltimore Medical Center (GBMC). METHODS: Medical records of patients treated with primary CRT for locoregionally advanced OPSCC at GBMC between 2001 and 2007 were reviewed. All patients received 7000 to 7500, 6000, and 5000 cGy to primary disease sites, involved cervical lymphatics, and uninvolved cervical and supraclavicular lymphatics, respectively, with concomitant cisplatin (12 mg/m(2)/1 h) and 5-fluorouracil (600 mg/m(2)/20 h) given on days one through five and 29 through 33. RESULTS: Seventy-six patients received CRT, and 41 met the criteria for neck dissection. Forty-eight neck dissections were performed (34 unilateral and 7 bilateral), of which 23 (48%) were CNDs and 25 (52%) were SNDs. Residual carcinoma was found in six (26%) of the CND and five (20%) of the SND heminecks. The CND group had six (26%) complications, whereas the SND group had two (8%). CONCLUSION: The high rate of residual disease demonstrated in this study supports the need for post-CRT neck dissection. Although complication rates were not significantly different between the two groups, the trend in this study indicates that SND results in less morbidity. The presumed reduced morbidity and equivalent regional control rate suggest that SND is an appropriate surgical option for OPSCC patients after primary CRT.
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Carcinoma de Células Escamosas/cirugía , Disección del Cuello/métodos , Neoplasias Orofaríngeas/cirugía , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapéutico , Carcinoma de Células Escamosas/tratamiento farmacológico , Carcinoma de Células Escamosas/patología , Carcinoma de Células Escamosas/radioterapia , Distribución de Chi-Cuadrado , Cisplatino/administración & dosificación , Terapia Combinada , Femenino , Fluorouracilo/administración & dosificación , Humanos , Masculino , Persona de Mediana Edad , Estadificación de Neoplasias , Neoplasia Residual , Neoplasias Orofaríngeas/tratamiento farmacológico , Neoplasias Orofaríngeas/patología , Neoplasias Orofaríngeas/radioterapia , Complicaciones Posoperatorias , Dosificación Radioterapéutica , Tasa de Supervivencia , Resultado del TratamientoRESUMEN
OBJECTIVES/HYPOTHESIS: The human papillomavirus (HPV) has been identified as a causative factor in 20% to 25% of all head and neck squamous cell carcinomas (HNSCC). Ongoing research suggests that the presence of HPV DNA in HNSCC predicts a positive prognosis with respect to disease-free and overall survival. However, most studies have been limited by the heterogeneity in treatment regimens and/or anatomic subsites of tumor origin. In this study, we correlate clinical outcomes with HPV status for patients with oropharyngeal carcinomas who were uniformly treated with a concurrent chemoradiation treatment protocol. STUDY DESIGN: Retrospective study. METHODS: Demographic and clinicopathologic parameters, including age at diagnosis, gender, race, smoking and alcohol history, tumor stage and grade, locoregional recurrence, metastatic spread, recurrence-free survival, overall survival and disease-specific death, were obtained from medical charts and established databases. These parameters were correlated with HPV status of the tumors established by in situ hybridization analysis. RESULTS: HPV positivity correlated with improved clinical outcomes regarding locoregional control (P = .042), recurrence-free survival (P = .009), overall survival (P = .017), and disease-specific death (P = .09). Advanced T stage was a significant risk factor for recurrence and death independent of HPV status. CONCLUSIONS: In patients with oropharyngeal carcinoma uniformly treated with chemoradiation, the presence of HPV is a favorable prognostic indicator with respect to recurrence and overall survival. However, advanced T stage was an independent risk factor for recurrence and death that can to some degree offset this benefit.