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1.
J Pers Med ; 13(7)2023 Jul 22.
Artículo en Inglés | MEDLINE | ID: mdl-37511785

RESUMEN

Stability analysis remains a fundamental step in developing a successful imaging biomarker to personalize oncological strategies. This study proposes an in silico contour generation method for simulating segmentation variations to identify stable radiomic features. Ground-truth annotation provided for the whole prostate gland on the multi-parametric MRI sequences (T2w, ADC, and SUB-DCE) were perturbed to mimic segmentation differences observed among human annotators. In total, we generated 15 synthetic contours for a given image-segmentation pair. One thousand two hundred twenty-four unfiltered/filtered radiomic features were extracted applying Pyradiomics, followed by stability assessment using ICC(1,1). Stable features identified in the internal population were then compared with an external population to discover and report robust features. Finally, we also investigated the impact of a wide range of filtering strategies on the stability of features. The percentage of unfiltered (filtered) features that remained robust subjected to segmentation variations were T2w-36% (81%), ADC-36% (94%), and SUB-43% (93%). Our findings suggest that segmentation variations can significantly impact radiomic feature stability but can be mitigated by including pre-filtering strategies as part of the feature extraction pipeline.

2.
Ann Surg Oncol ; 26(3): 869-875, 2019 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-30607764

RESUMEN

BACKGROUND: Blood level of C-reactive protein (CRP) at diagnosis is a well-know prognostic bio-marker in different primary tumors, but its role has not been investigated in resectable lung metastases. The aim of our study is to assess the predictive value of baseline (CRP0) and 3rd postoperative day (CRP3) levels on long-term survival of patients undergoing lung metastasectomy. METHODS: A total of 846 consecutive patients underwent the first pulmonary resection for lung metastases between January 2003 and December 2015, including 611 (72%) single surgical procedures, 235 (28%) multiple metastasectomies, 501 (59%) epithelial primary tumors, 276 (33%) sarcomas, 66 (8%) melanomas, 286 (33.8%) with 0 risk factors (CRP0 ≤ 2 and CRP3 ≤ 84 mg/L) and 560 (66.2%) with ≥ 1 risk factor (CRP0 > 2 and/or CRP3 > 84 mg/L). RESULTS: Cumulative 5-year survival was 57% in patients with low CRP (0 risk factors) versus 43% in high CRP (≥ 1 risk factor, p < 0.0002), 62% versus 50% respectively for epithelial tumors (p < 0.0140), and 51% versus 34% for sarcomas (p < 0.0111). Multivariable Cox analysis confirmed a mortality hazard ratio of 2.5 at 1-year and 1.5 at 5-years in patients with high CRP. CONCLUSIONS: Baseline and postoperative CRP levels predict survival of patients with resectable lung metastases. These data provide a rationale for prospective clinical trials testing the efficacy of anti-inflammatory or immune-modulating agents as "adjuvant" therapy after lung metastasectomy, in patients with elevated pre- and/or postoperative CRP levels.


Asunto(s)
Biomarcadores de Tumor/metabolismo , Proteína C-Reactiva/metabolismo , Neoplasias Pulmonares/mortalidad , Metastasectomía/mortalidad , Neumonectomía/mortalidad , Femenino , Estudios de Seguimiento , Humanos , Neoplasias Pulmonares/metabolismo , Neoplasias Pulmonares/secundario , Neoplasias Pulmonares/cirugía , Masculino , Persona de Mediana Edad , Periodo Posoperatorio , Pronóstico , Estudios Prospectivos , Factores de Riesgo , Tasa de Supervivencia
3.
Sci Rep ; 8(1): 12908, 2018 08 27.
Artículo en Inglés | MEDLINE | ID: mdl-30150729

RESUMEN

Smokers have higher levels of C-Reactive Protein (CRP) compared to never smokers. The role of smoking cessation on CRP is still under debate. Using data from two screening studies conducted in Italy in 2000-2010 on 3050 heavy smokers (including 777 ex-smokers), we estimated multivariate odds ratios (OR) for high CRP (i.e. ≥2 mg/L) according to smoking status. Moreover, in a longitudinal analysis based on 975 current smokers, with a second measurement of CRP after an average study period of 3.4 years, we estimated the changes in CRP according to smoking cessation. Prevalence of high CRP at baseline was 35.8% among ex-smokers and 41.1% among current smokers (significant OR for ex- vs. current smokers: 0.79). After four years since smoking cessation, CRP levels significantly decreased with increasing years of cessation (significant OR for ex-smokers since more than 8 years: 0.55). In the longitudinal analysis, no significant reduction in CRP was found for time since smoking cessation (ORs: 1.21, 1.04, and 0.91 for ex-smokers since 1 year, 2-3 years, and ≥4 years, respectively). In the largest prospective study available so far, we found that smoking cessation has a favourable effect on CRP, but this benefit is not evident in the short-term.


Asunto(s)
Proteína C-Reactiva/análisis , Cese del Hábito de Fumar , Tomografía Computarizada por Rayos X/métodos , Femenino , Humanos , Estudios Longitudinales , Masculino , Persona de Mediana Edad , Oportunidad Relativa
4.
Tumori ; 104(2): 96-104, 2018.
Artículo en Inglés | MEDLINE | ID: mdl-29192744

RESUMEN

BACKGROUND: Accurate measurement of outcomes is essential to monitor the effectiveness of public health policies. In Italy, the Ministry of Health has chosen 30-day mortality after major surgical or medical procedures as the main outcome measure, pooling all pulmonary resections for malignancy in a single category. The present audit evaluated all pulmonary resections performed over a 13-year period in a single institution to assess the immediate (30-day mortality) and long-term (5-year survival) outcomes according to type and stage of disease and extent of surgery. METHODS: We analyzed the results of 4,234 first pulmonary resections performed from 2003 to 2015 for lung cancer (2,636), lung metastases (1,080), other primary cancers (259) and benign diseases (259). The median follow-up of cancer patients was 4.1 years. RESULTS: Overall 30-day mortality was 1.1%, being 1.2% for lung cancer, 0.3% for lung metastases, 3.5% for pneumonectomies, 1% for lobectomies, and 0.5% for sublobar resections. Among lung cancer patients, 30-day mortality was 0.7% for simple anatomical resections, 2.8% for complex resections, 0.7% for stage I, and 1.6% for higher stages. Overall 5-year survival was 56% for lung cancer, 49% for lung metastases, and 53% for other primary cancers (p = 0.03). According to the surgical procedure for lung cancer, 5-year survival was 60%, 55% and 36% for lobectomies, segmentectomies and pneumonectomies, respectively (p<0.0001). CONCLUSIONS: For better monitoring of thoracic surgery outcomes in a real-world setting, we suggest evaluating lung cancer separately from other thoracic malignancies, and including 5-year survival rates stratified by resection volume and surgical procedure complexity.


Asunto(s)
Neoplasias Pulmonares/mortalidad , Femenino , Humanos , Italia , Neoplasias Pulmonares/patología , Neoplasias Pulmonares/cirugía , Masculino , Persona de Mediana Edad , Estadificación de Neoplasias/métodos , Neumonectomía/métodos , Tasa de Supervivencia , Cirugía Torácica/métodos , Resultado del Tratamiento
5.
Eur J Cancer ; 79: 90-97, 2017 07.
Artículo en Inglés | MEDLINE | ID: mdl-28472743

RESUMEN

BACKGROUND: Higher blood levels of C-reactive protein (CRP) have been associated with shorter survival in patients with cardiovascular, chronic obstructive pulmonary disease and cancer. We investigated the impact of baseline and postoperative CRP levels on survival of patients with operable lung cancer (LC). PATIENTS AND METHODS: CRP values at baseline (CRP0) and 3 days after surgery (CRP3) were measured in a consecutive series of 1750 LC patients who underwent complete resection between 2003 and 2015. Patients were classified as having 0 (N = 593), 1 (N = 658) or 2 (N = 553) risk factors: CRP0 and/or CRP3 values above the respective median value. The effect of higher CRP was evaluated by Kaplan-Meier mortality curves and adjusted hazard ratio (HR) with 95% confidence interval (CI), by fitting Cox proportional hazards models. RESULTS: Cumulative proportions of 5-year survival were 67% for 0 risk factors, 58% for 1 risk factor and 41% for 2 risk factors (P < 0.0001). The overall 5-year mortality risk was significantly higher in patients with 1 risk factor (adjusted hazard ratio [aHR] 1.43 [95% CI 1.14-1.79]), or 2 risk factors (aHR 2.49 [95% CI 1.99-3.11]). A significant impact on survival was observed in each tumour-node-metastasis stage group, and in the subset of non-smokers. Postoperative 30-day mortality was significantly higher in patients with 2 risk factors only (aHR 2.2% versus 0.6%, p < 0.0475). CONCLUSIONS: Baseline and postoperative CRP levels predict immediate and long-term mortality in all stages of operable lung cancer. Patients with higher CRP levels could be candidate to randomised adjuvant trials with anti-inflammatory agents.


Asunto(s)
Proteína C-Reactiva/metabolismo , Neoplasias Pulmonares/mortalidad , Anciano , Métodos Epidemiológicos , Femenino , Humanos , Estimación de Kaplan-Meier , Tiempo de Internación , Neoplasias Pulmonares/cirugía , Masculino , Cuidados Posoperatorios/mortalidad , Cuidados Preoperatorios/mortalidad
6.
Artículo en Inglés | MEDLINE | ID: mdl-17967165

RESUMEN

OBJECTIVE: To identify the constituent elements of the stigma from the perspective of those having first-hand experiences of it. METHODS: Subjective experiences of stigma were explored in six focus groups: three with people suffering from schizophrenia and three with patients' relatives. Focus group sessions were tape-recorded, transcribed and analyzed by means of an inductive method, forming categories from the texts, as a basis for coding. Analysis aimed at establishing a typology of stigmatization experiences from the spoken words of the focus group participants. RESULTS: Four dimensions of stigma were identified: access to social roles; internalization of stigma; quality of mental health services, public image of mental illness. CONCLUSION: The most frequently found topics concerned experiences of marginalization and discrimination that people with schizophrenia experience in their daily life. These results mirror the findings of similar studies obtained in other cultural contexts.

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