Background: Non-Hodgkin lymphoma (NHL) involving the ear, nose, and throat (ENT) region comprises a heterogeneous group of nodal and extranodal lymphoid malignancies with distinct clinicopathological features. This review aimed to provide an integrated overview of clinical presentation, pathology, diagnostic workup, staging, and treatment. Methods: A structured narrative search of PubMed, ScienceDirect, MDPI, and Google Scholar covered publications from January 2015 to July 2026; earlier landmark studies were included when clinically pivotal. Evidence was synthesized by histological subtype, anatomical site, and three pragmatic patterns of ENT involvement: primary extranodal ENT lymphoma, cervical nodal or Waldeyer’s ring presentation, and secondary ENT involvement in systemic disease. An exploratory keyword co-occurrence analysis of 2732 Scopus-indexed publications (2015–2026) was performed using VOSviewer. Results: The review focuses on diffuse large B-cell lymphoma, extranodal marginal zone lymphoma of mucosa-associated lymphoid tissue, follicular lymphoma, extranodal NK/T-cell lymphoma, and mantle cell lymphoma. ENT manifestations are often non-specific and may mimic inflammatory, infectious, or epithelial disorders. Diagnosis requires adequate tissue sampling and integrated assessment of morphology, immunophenotype, imaging, and, when indicated, molecular or virus-associated studies. Treatment is guided by histological subtype, systemic stage, biological risk, previous therapy, and patient fitness, while anatomical site influences biopsy planning, local complications, radiotherapy, and functional preservation. Bibliometric mapping showed interconnected clinicopathological and therapeutic themes with increasing emphasis on molecular, biomarker, and immunotherapy-related research. Conclusions: NHL involving the ENT region should not be approached as a homogeneous entity. The three-pattern framework may facilitate diagnostic evaluation, staging, treatment planning, and multidisciplinary management.

Available artificial intelligence (AI) applications in chronic lymphocytic leukemia (CLL) mainly address diagnosis, prognosis, treatment need, or measurable residual disease rather than comparative treatment selection. This state-of-the-art review examines the gap and proposes a CLL-specific clinical decision-support architecture. A focused evidence map was assembled by title-and-abstract screening of 245 unique PubMed records retrieved using a documented 2014–September 2026 search strategy. Fifty-five original CLL-relevant AI and machine learning (ML) reports were retained for descriptive mapping. Existing tools are heterogeneous and rarely establish comparative causal effects under competing regimens. We define individualized selection using clinically eligible treatment sets, explicit treatment contrasts, regimen-specific outcomes, calibration and uncertainty checks, and post hoc longitudinal patient-preference filtering. The architecture is conceptual, not a trained or externally validated treatment-selection algorithm; prospective studies will be necessary to demonstrate clinical utility.

Background: Non-Hodgkin lymphoma (NHL) involving the ear, nose, and throat (ENT) region encompasses several established lymphoma entities with heterogeneous anatomical presentations. This study describes the clinicopathological features of a selected institutional cohort. Methods: We conducted a single-center retrospective case series of adult patients with NHL documented in institutional records during 2019–2021. Extranodal ENT-organ involvement was distinguished from cervical nodal disease without documented ENT-organ infiltration. Clinical, pathological, staging, treatment, and available follow-up information were reviewed descriptively. Results: Nineteen distinct patients were included (twelve in 2019, three in 2020, four in 2021). The median recorded age was 64 years, and 10 patients (52.6%) were male. Fourteen patients (73.7%) had extranodal ENT-organ involvement, and five (26.3%) had cervical nodal involvement only. The palatine tonsil was the most frequent index site (42.1%). Follicular lymphoma and mantle cell lymphoma were each recorded in four patients (21.1%). All final pathological diagnoses were recorded as B-cell lymphoma entities, although individual immunophenotypic findings were incomplete. Conclusions: This single-center retrospective case series highlights the anatomical and histopathological heterogeneity of NHL involving ENT-region structures. Larger multicenter studies with standardized clinicopathological assessment and longitudinal follow-up are needed to further characterize these presentations and their clinical outcomes.