Differential diagnosis of bone marrow failure syndromes guided by machine learning.

The choice to postpone treatment while awaiting genetic testing can result in significant delay in definitive therapies in patients with severe pancytopenia. Conversely, the misdiagnosis of inherited bone marrow failure (BMF) can expose patients to ineffectual and expensive therapies, toxic transplant conditioning regimens, and inappropriate use of an affected family member as a stem cell donor. To predict the likelihood of patients having acquired or inherited BMF, we developed a 2-step data-driven machine-learning model using 25 clinical and laboratory variables typically recorded at the initial clinical encounter.

Psychological distress in Brazilian Crohn's disease patients: screening, prevalence, and risk factors.

Background: Psychological disturbances are frequent in Crohn's disease (CD) patients. However, epidemiological studies of non-western CD populations are limited and may be confounded by genetic and disease-related influences. The aim of this study was to assess the prevalence and risk factors for depression and symptoms of anxiety in Brazilian patients with CD.