The manual examination of blood and bone marrow specimens for leukemia patients is time-consuming and limited by intra- and inter-observer variance. The development of AI algorithms for leukemia diagnostics requires high-quality sample digitization and reliable annotation of large datasets. Deep learning-based algorithms using these datasets attain human-level performance for some well-defined, clinically relevant questions such as the blast character of cells. Methods such as multiple - instance - learning allow predicting diagnoses from a collection of leukocytes, but are more data-intensive. Using "explainable AI" methods can make the prediction process more transparent and allow users to verify the algorithm's predictions. Stability and robustness analyses are necessary for routine application of these algorithms, and regulatory institutions are developing standards for this purpose. Integrated diagnostics, which link different diagnostic modalities, offer the promise of even greater accuracy but require more extensive and diverse datasets.
In no other cancer is clinical practice as close to the ideals of personalized oncology as in the treatment of non-small cell lung cancer (NSCLC). Here, we briefly outline the basic principles of molecular analysis. The focus of the article is on the clinical utility of targeted therapy. Finally, we highlight the challenges for medical staff and structural solutions reflecting the situation in Germany.
Acute severe alcoholic hepatitis is a serious disease with poor prognosis. As a result of an improved understanding of the underlying pathomechanisms, a variety of new, innovative therapeutic modalities are currently being investigated that may help to improve prognosis. New approaches include the application of anti-inflammatory agents (e.g., interleukin-1 inhibitors), modifications of the gut-liver axis via fecal microbiome transfer or the administration of non-absorbable antibiotics (e.g., rifaximin), and drugs to enhance hepatocellular regeneration (e.g., interleukin-22 agonists). This article describes current management concepts of alcoholic hepatitis and provides an overview of new potential treatment approaches.
The spread of multidrug-resistant Mycobacterium tuberculosis bacteria jeopardizes tuberculosis control, especially in the WHO Europe region. Following the availability of novel drugs and treatment regimens the World Health Organization has updated management recommendations for patients affected by drug-resistant tuberculosis. These novel recommendations include a significant reduction in the duration of therapy. This review presents the epidemiology and diagnostics of antibiotic-resistant tuberculosis as well as up-to-date treatment recommendations.
Diabetes is one of the most common chronical diseases in old age. More than 50 % of the patients are older than 65 years. Elderly with diabetes often suffer from functional or cognitive deficits that should be registered in therapy. These include special geriatric syndromes like memory failure, frailty, falls, immobility or higher vulnerability for drug interactions. Comorbidity und functional deficits influence each other. Simple therapy regimens should be preferred to avoid polypharmacia and to preserve patient's independence. Specific risks of old age under new antidiabetic drugs should be noted. Check-ups and treatment of diabetic complications, especially the diabetic foot should be consequently induced considerating age-specific features.
Patients with chronic renal insufficiency often show symptoms that are atypical for cardiovascular problems. The correct interpretation of the symptoms is crucial in order to correctly assess the risk of a heart-related emergency and to take preventive measures and initiate the right therapy. Biomarkers such as NT-proBNP, troponin T or hsCRP (highly sensitive CRP) are independent predictors of mortality, but do not replace instrument-based diagnostics. Patients with renal insufficiency often have stiff vessels which, due to the premature reflection of the pulse wave, can lead to left ventricular dysfunction and ultimately to heart failure.