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1.
Neurooncol Adv ; 5(1): vdad136, 2023.
Article in English | MEDLINE | ID: mdl-38024240

ABSTRACT

Background: The prognostic roles of clinical and laboratory markers have been exploited to model risk in patients with primary CNS lymphoma, but these approaches do not fully explain the observed variation in outcome. To date, neuroimaging or molecular information is not used. The aim of this study was to determine the utility of radiomic features to capture clinically relevant phenotypes, and to link those to molecular profiles for enhanced risk stratification. Methods: In this retrospective study, we investigated 133 patients across 9 sites in Austria (2005-2018) and an external validation site in South Korea (44 patients, 2013-2016). We used T1-weighted contrast-enhanced MRI and an L1-norm regularized Cox proportional hazard model to derive a radiomic risk score. We integrated radiomic features with DNA methylation profiles using machine learning-based prediction, and validated the most relevant biological associations in tissues and cell lines. Results: The radiomic risk score, consisting of 20 mostly textural features, was a strong and independent predictor of survival (multivariate hazard ratio = 6.56 [3.64-11.81]) that remained valid in the external validation cohort. Radiomic features captured gene regulatory differences such as in BCL6 binding activity, which was put forth as testable treatment target for a subset of patients. Conclusions: The radiomic risk score was a robust and complementary predictor of survival and reflected characteristics in underlying DNA methylation patterns. Leveraging imaging phenotypes to assess risk and inform epigenetic treatment targets provides a concept on which to advance prognostic modeling and precision therapy for this aggressive cancer.

2.
Acta Oncol ; 58(7): 967-976, 2019 Jul.
Article in English | MEDLINE | ID: mdl-30994047

ABSTRACT

Background: Primary CNS lymphoma is a highly aggressive and rare type of extranodal non-Hodgkin lymphoma. Although, new therapeutic approaches have led to improved survival, the management of the disease poses a challenge, practice patterns vary across institutions and countries, and remain ill-defined for vulnerable patient subgroups. Material and Methods: Using information from the Austrian Brain Tumor Registry we followed a population-based cohort of 189 patients newly diagnosed from 2005 to 2010 through various lines of treatment until death or last follow-up (12-31-2016). Prognostic factors and treatment-related data were integrated in a comprehensive survival analysis including conditional survival estimates. Results: We find variable patterns of first-line treatment with increasing use of rituximab and high-dose methotrexate (HDMTX)-based poly-chemotherapy after 2007, paralleled by an increase in median overall survival restricted to patients aged below 70 years. In the entire cohort, 5-year overall survival was 24.4% while 5-year conditional survival increased with every year postdiagnosis. Conclusion: In conclusion, we show that the use of poly-chemotherapy and immunotherapy has disseminated to community practice to a fair extent and survival has increased over time at least in younger patients. Annually increasing conditional survival rates provide clinicians with an adequate and encouraging prognostic measure.


Subject(s)
Antineoplastic Agents, Immunological/therapeutic use , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Brain Neoplasms/drug therapy , Lymphoma, Non-Hodgkin/drug therapy , Adolescent , Adult , Aged , Austria/epidemiology , Brain Neoplasms/mortality , Female , Follow-Up Studies , Humans , Lymphoma, Non-Hodgkin/mortality , Male , Methotrexate/therapeutic use , Middle Aged , Prognosis , Progression-Free Survival , Registries/statistics & numerical data , Rituximab/therapeutic use , Survival Analysis , Young Adult
3.
Dement Geriatr Cogn Disord ; 25(6): 501-7, 2008.
Article in English | MEDLINE | ID: mdl-18446027

ABSTRACT

BACKGROUND: Few prospective community-based cohort studies have so far concentrated specifically on the risk factors for Alzheimer dementia (AD) with onset after the age of 75 years. METHODS: We prospectively investigated a birth cohort of 585 nondemented inhabitants in the area on the East bank of the river Danube who were born between 1925 and 1926. They were investigated at the age of 75 years and followed up after 30 months. The follow-up was possible with 488 probands; 36 died, and 61 refused to participate. RESULTS: In multivariate analysis an elevated risk for late-onset AD could be found for (1) history of depressive episodes (OR = 2.09; 95% CI = 1.25-3.48); (2) the epsilon 4 allele of the APOE gene (OR = 1.86; 95% CI = 1.08-3.23); (3) lower serum level of folate (OR = 0.92; 95% CI = 0.87-0.98); (4) no chronic use of nonsteroidal anti-inflammatory drugs (OR = 0.40; 95% CI = 0.20-0.81), and (5) lower education (OR = 1.43; 95% CI = 1.03-2.00). CONCLUSIONS: Five risk factors for late-onset AD could be confirmed, which might be targets for preventive strategies.


Subject(s)
Alzheimer Disease/epidemiology , Aged , Austria/epidemiology , Cohort Studies , Female , Follow-Up Studies , Humans , Logistic Models , Male , Multivariate Analysis , Prospective Studies , Residence Characteristics , Risk Factors
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