Background and Objective. Sentinel lymph node (SLN) biopsy efficiency has been confirmed in various solid tumors. This study aimed to assess SLN biopsy feasibility in clinical application and explore how to improve its detection rates and diagnostic accuracy in cervical cancer laparoscopic surgery. Methods. A total of 100 cervical cancer patients undergoing laparoscopic surgery with SLN biopsy were included. Indocyanine green, carbon nanoparticles (CNPs), and a combination of both were used during surgeries. Detection rates, sensitivity, negative predictive value (NPV) of SLN biopsy, and related factors were analyzed. Results. The overall and bilateral SLN detection rates were 92% (92/100) and 74% (74/100), respectively. Combined tracers had higher bilateral SLN detection rates than CNPs alone ( ). Menopause and lymph node metastasis were associated with lower overall and bilateral SLN detection rates ( ). SLN biopsy sensitivity and NPV for lymph node metastasis in patients with at least one detected SLN were 81.8% (9/11) and 97.3% (72/74), respectively. Among those with bilateral detected SLNs, higher sensitivity and NPV of 87.5% (7/8) and 98.3% (57/58) were observed, respectively. SLN algorithm can ensure that all patients with lymph node metastasis are detected by SLN biopsy. Conclusion. SLN biopsy appears to be safe and effective for specific cervical cancer patients with high detection rates and NPV in laparoscopic surgery, especially for those with detected bilateral SLNs and undergoing the SLN algorithm. Selecting suitable patients for SLN mapping has prospects for clinical application.

Background/Objectives: Fluorescence in situ hybridization (FISH) is a standard diagnostic tool for detecting gene fusions and rearrangements in lymphomas but is limited by incomplete genomic coverage, dependence on predefined probes, and difficulty identifying atypical or noncanonical fusion partners. These constraints often result in inconclusive diagnoses in complex lymphoma cases. This study evaluates a novel Hi-C-based sequencing assay from formalin-fixed paraffin-embedded (FFPE) samples to detect clinically significant gene fusions and rearrangements in cases where conventional FISH was inconclusive or expected biomarkers were not detected. Methods: Five diffuse large B-cell lymphoma cases with previously atypical gene fusions or rearrangements by FISH were analyzed using both standard FISH and a Hi-C-based lymphoma assay. Standard FISH was performed using break-apart probes targeting MYC, BCL2, and BCL6, and dual-fusion probes targeting IGH::MYC and IGH::BCL2. The Hi-C assay utilized high-resolution sequencing of FFPE tissue to map chromatin interactions and identify structural variations across the genome and assessment of their clinical relevance. Results: In this series of five lymphoma cases, Hi-C detected additional structural variants beyond those identified by FISH. It identified typical and atypical translocation partners of key oncogenes (MYC, BCL2, BCL6), cryptic breakpoints, and novel genomic events, including TP53 loss, KMT2A amplification, and complex rearrangements, which were undetectable by FISH. The Hi-C assay’s whole-genome coverage enabled comprehensive profiling. Conclusions: The Hi-C-based lymphoma assay offers a transformative diagnostic tool, overcoming FISH limitations by providing unbiased, high-resolution detection of structural variations. This approach enhances diagnostic accuracy and supports personalized therapeutic strategies in lymphoma management, warranting further validation for clinical adoption.