Radiology and NLS in Pulmonary Lymphoma Assessment

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Lung involvement in Hodgkin and non-Hodgkin lymphomas is a significant extranodal manifestation that affects prognosis and treatment strategy.
The study compares traditional radiology (X-ray, CT) with nonlinear diagnostics (NLS) in detecting pulmonary lymphoma lesions.
NLS demonstrated higher sensitivity in identifying nodular, infiltrative, and diffuse lung changes compared to conventional imaging methods.
It also improved detection of lymphadenopathy, pleural involvement, and mediastinal spread, especially in early or unclear cases.
Spectral-entropic analysis (SEA) within NLS helped differentiate malignant lesions from inflammatory or other non-tumor processes.
Overall, NLS provided more precise staging and assessment of disease extent, influencing more accurate therapeutic decisions.

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