Citations

Abstract Large language models (LLMs) and vision‐language models represent a fundamentally different category of artificial intelligence (AI) compared to prior image analysis approaches in digital pathology, which have largely been based on convolutional neural network architectures. This review from the American Society of Cytopathology Clinical Practice Committee examines the current evidence for LLM and vision‐language model applications in cytopathology, including structured reporting, diagnostic assistance, quality control, education, and workflow integration. The distinction between applications with preliminary evidence and those that remain hypothetical is described. A detailed assessment of the challenges that must be addressed before clinical deployment, including hallucination risk, limited explainability, bias, data privacy, validation gaps, and infrastructure barriers is discussed. A review of the regulatory landscape in the United States and European Union as it applies to AI‐enabled software as a medical device is provided. Recommendations addressing cytopathology‐specific benchmarks, multi‐institutional validation, transparent governance, and incremental deployment beginning with low‐risk applications are suggested. In the current environment, LLMs have the potential to augment cytopathology practice, but responsible adoption requires rigorous validation and sustained collaboration among cytopathologists, AI researchers, and regulatory bodies.

ABSTRACT Background Transvenous lead extraction (TLE) is a commonly performed and generally safe procedure, though procedural complexity and risk can vary based on clinical and procedural factors. Objective This study aims to identify clinical and procedural factors associated with histologic evidence of subclinical vascular injury, defined by elastin positivity on extracted leads and its clinical significance. Methods Patients undergoing TLE with a lead dwell time of ≥ 1 year were included. Extracted leads with tissue were analyzed histologically using Verhoeff–Van Gieson staining to assess the presence of elastin. Demographic data, procedural and lead characteristics, and indication for extraction were obtained. Established extraction risk scores were calculated to determine efficacy in predicting subclinical vascular injury. Results The cohort included 49 patients with 92 leads extracted. A total of 25 patients (51%) had elastin‐positive leads. Complete procedural success occurred in 95.9% of cases. The multivariate regression model did not identify any independent predictors of elastin presence, including age (OR = 1.00; 95% CI 0.95–1.05; p = 0.89), female gender (OR = 3.04; 95% CI 0.67–13.65; p = 0.14), lead dwell time (OR = 1.13; 95% CI 0.98–1.29; p = 0.07). Additionally, no scoring system, such as the CCF, EROS, MB, SAFeTY, and LECOM, predicted the presence of elastin. Conclusion Subclinical venous injury was common following TLE, yet did not predict adverse clinical outcomes, reinforcing that TLE performed in experienced centers carries a favorable safety profile. Future studies in larger cohorts are needed to further characterize the clinical utility of subclinical vascular injury.

564 Background: HER2+ ILC is rare (~5% of ILC), with limited data on long-term adjuvant trastuzumab outcomes. We investigated late recurrence and immune landscapes of HER2+ ILC vs invasive ductal carcinoma (IDC) in the phase III NCCTG N9831 trial (NCT00005970) and a real-world cohort. Methods: We evaluated 3304 early-stage HER2+ breast cancer patients (pts) enrolled in N9831 (122 ILC, 3182 IDC). Recurrence-free survival (RFS) and overall survival (OS) were estimated (Kaplan-Meier) and compared using multivariable Cox regression adjusting for age, tumor size, grade, hormone receptor (HR), and nodal status. Findings were validated in a real-world cohort of HER2+ pts (Caris Life Sciences CODEai platform). Immune microenvironments were profiled by WTS deconvolution (Quantiseq). Real-world overall survival was calculated from trastuzumab start to last contact. Results: In N9831, ILC pts were older (median 54 vs 49 y), more ER+ (74.6% vs 51.4%), and had more N3 disease (25.4% vs 12.7%) compared to IDC. ILC pts derived a comparable magnitude of benefit from adjuvant trastuzumab compared to the overall population (HR 0.58 vs 0.67). However, long-term outcomes diverged: while the 5-year RFS was similar (77.1% vs 82.7%), ILC pts experienced a steep decline between years 5-15 (77.1% to 57.7%; ~20% decline) vs IDC (82.7% to 72.7%; ~10% decline) after multivariable Cox analysis (Table). In the real-world early/advanced cohort (n=1328; 26 ILC vs 1302 non-ILC [subset IDC n=595]) treated with trastuzumab-based therapy, ILC pts had worse mOS (33.7 vs 68.6 m, HR 2.01, 95%CI 1.00-4.07, p=0.04) compared to non-ILC. However, there was no statistically significant difference when compared specifically to IDC (HR 1.77, 95% CI 0.87-3.61, p=0.11). ILC had: i) numerically lower tumor mutation burden (TMB)-high (4.2% vs 9.5%, p=0.38); ii) higher infiltration of B cells, Tregs, and M2 macrophages (p<0.05); iii) upregulated MHC class II expression (HLA-DOA, p<0.05); and iv) downregulated proliferative and DNA repair pathways (E2F, G2M, MYC; FDR <0.25) compared to non-ILC. Conclusions: HER2+ ILC carries late recurrence risk despite initial trastuzumab benefit. The unique immune landscape (Treg/M2 macrophage enrichment and lower proliferative signatures) distinguishes HER2+ ILC from IDC, highlighting the need for tailored strategies. Long-term RFS and OS in HER2-positive ILC vs IDC (N9831 trial). Population N 5-year% (95% CI) 10-year% (95% CI) 15-year% (95% CI) ILC 122 RFS 77.13% (69.9, 85.1) OS 84.04% (77.7, 90.9) RFS 70.57% (62.7, 79.4) OS 76.0% (68.7, 84.2) RFS 57.67% (44.2, 75.1) OS 65.22% (56.6, 75.2) IDC 3182 RFS 82.71% (81.4, 84.1) OS 90.18% (89.1, 91.2) RFS 77.45% (75.9, 78.9) OS 81.81% (80.4, 83.2) RFS 72.68% (70.77, 74.6) OS 76.68% (75, 78.4)

Foundation models are reshaping computational pathology by enabling scalable task-agnostic representations of histopathological whole-slide images (WSIs). Unlike earlier task-specific deep learning systems, pathology foundation models (PFMs) leverage massive whole-slide image repositories and self-supervised Vision Transformer architectures to achieve broad generalization and few-shot adaptability. Their evolution reflects a shift from weakly supervised approaches such as Clustering-Constrained Attention Multiple Instance Learning (CLAM) and hierarchical architectures such as Hierarchical Image Pyramid Transformer (HIPT) to large-scale efforts including foundation models, UNI, Virchow, Phikon, CONtrastive learning from Captions for Histopathology (CONCH), GigaPath, H-Optimus, Transformer-Based Pathology Image and Text Alignment Network (TITAN), and the Mayo Clinic Atlas. These models demonstrate impressive performance across diagnostic and prognostic benchmarks while also opening pathways for multimodal integration with genomics and clinical data. Yet significant barriers remain including inconsistent generalization across institutions, interpretability lagging behind clinical needs, and slow integration into routine laboratory workflows. Certain domains of anatomic pathology such as cytopathology, transplant pathology, frozen sections, and rare tumor subtypes remain particularly resistant to current models. Here, we review the development of PFMs, critically evaluate their strengths and limitations, and outline priorities for their safe and effective clinical translation. We argue that the next phase of PFM development will depend on rigorous benchmarking, pathologist-in-the-loop deployment, and multimodal fusion ensuring these models evolve from research tools into clinically robust systems.

Pulsed Electric Field (PEF) ablation is a non-thermal cancer treatment that disrupts tumor cell membranes while preserving the immune microenvironment and promoting immunogenic cell death. We present a case of a patient with metastatic hormone receptor-positive, HER2-low breast cancer who achieved a durable clinical response after PEF in combination with an immune checkpoint inhibitor (pembrolizumab). The patient remained off systemic therapy for 14 months without disease progression. Single-cell spatial molecular imaging (SMI) and gene set enrichment analysis (GSEA) were performed to evaluate immune microenvironment changes pre- and post-PEF treatment. Spatial transcriptomics of the tumor cell compartment revealed a post-PEF enrichment of immune-related pathways, including interferon alpha/beta and gamma signaling and MHC class I antigen processing and presentation, alongside increased infiltration of immune cells: CD8+ T cells, plasmablasts, and monocytes within the tumor neighborhood. This hypothesis-generating case suggests PEF’s potential to reshape the tumor-immune microenvironment when combined with immune checkpoint blockade, warranting further studies on its role in combination immunotherapy strategies.

Abstract Background: Patients with residual invasive disease after neoadjuvant chemotherapy (NAC) for HER2-positive breast cancer remain at high risk for recurrence even with standard adjuvant trastuzumab emtansine (T-DM1). H2NVAC, a multi-epitope HER2 peptide vaccine, has previously demonstrated the ability to elicit robust and durable immune responses. Here, we assessed the safety and early immunogenicity of H2NVAC in combination with T-DM1 in this high-risk population. Methods: Patients with stage II-III HER2-positive breast cancer and residual invasive disease following NAC and HER2-directed therapy received standard adjuvant T-DM1 alongside six priming doses of H2NVAC administered every 3 weeks. The primary endpoint was the occurrence of dose-limiting toxicity (DLT) within 21 days of the first vaccination, with adverse events graded per CTCAE v5.0. Immunogenicity assessments included HER2-specific T-cell responses measured by IFNγ ELISpot and HER-specific serum antibodies measured by ELISA at baseline and 30 days after the sixth priming dose. Results: 20 patients were enrolled. H2NVAC plus T-DM1 was well tolerated with no DLTs observed. All treatment-emergent AEs were grade 1-2, with fatigue (grade 1 60%, grade 2 5%), peripheral sensory neuropathy (grade 1 35%, grade 2 10%), elevated alkaline phosphatase (grade 1 40%), nausea (grade 1 35%, grade 2 5%), arthralgia (grade 1 30%), and injection-site reactions (grade 1 50%) being most common. Robust vaccine-specific T-cell responses by ELISpot were observed in 94% of evaluable patients, who mounted HER2-specific T-cell responses at 30 days after the sixth priming dose, with a mean 197-fold increase over baseline. Further CYTOF analysis showed a significant decrease in exhausted T-cell phenotypes, with reduced LAG3 and TIM3 expression on both CD4+ and CD8+ T cells. For antibody responses by ELISA, 26% of patients developed HER2 protein-specific antibody responses at this time point. There was no significant increase in antibodies to H2NVAC peptides or to unrelated tumor antigens (p53, IGFBP2, TERT, myoglobin) at 30 days after the sixth vaccine. Ongoing correlative analyses will assess the evolution of immune responses at later time points following completion of T-DM1 therapy. Conclusions: Concurrent administration of H2NVAC with T-DM1 was safe and did not increase toxicity beyond single-agent T-DM1. To our knowledge, this is the first study to demonstrate that a cancer vaccine can be delivered concurrently with an antibody-drug conjugate without increasing adverse effects while still eliciting robust T-cell responses. Ongoing analyses will further define the kinetics and durability of vaccine-induced antibody and T-cell responses at later time points, as well as evaluate the efficacy of H2NVAC in reducing recurrence risk in the randomized phase 2 trial. Citation Format: Saranya Chumsri, Sharmila Giri, Andy J. Ness, David W. Hillman, Nadine Norton, Davitte Cogen, Brian M. Necela, Aziza Nassar, Donald W. Northfelt, Pooja Advani, Rohit Rao, Alvaro Mareno-Aspitia, Brenda Ernst, Kathryn J. Ruddy, Matthew P. Goetz, Keith L. Knutson. Safety, tolerability, and early immune responses in the safety run-in of an HER2 multi-epitope vaccine combined with T-DM1 in residual HER2-positive breast cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2026; Part 1 (Regular Abstracts); 2026 Apr 17-22; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2026;86(7 Suppl):Abstract nr 6715.

Anal squamous cell carcinoma (ASCC) is a rare malignancy of the lower gastrointestinal tract, with distant metastases typically involving the liver and lungs. Metastasis to the kidneys is uncommon, and only one prior case has been reported in the literature. Herein, we report a rare presentation of a patient with biopsy-confirmed metastatic ASCC presenting as bilateral renal lesions. We then provide a review of the literature for rare metastatic presentations of ASCC, highlighting all the cases described in the literature. Clinicians should maintain a high index of suspicion for unusual metastatic sites, perform targeted imaging and biopsy when indicated, and consider systemic therapies to optimize outcomes in rare metastatic presentations.

PURPOSE The feasibility of Oncotype DX Breast Recurrence Score testing on diagnostic core needle biopsy (CNB) samples has been demonstrated through analysis of a large central laboratory experience. However, concordance with paired samples from the same primary breast tumor has not been comprehensively evaluated. The primary objective of this study was to determine the degree of concordance of Recurrence Score (RS) results between paired CNB and surgical excision (SE) specimens from the same untreated primary breast tumor of patients with early-stage, hormone receptor–positive, human epidermal growth factor receptor 2–negative invasive breast cancer. MATERIALS AND METHODS Patients with a clinical RS result on either a CNB or SE specimen were included. Lin concordance correlation coefficient (CCC) with 95% CIs was estimated to assess agreement of continuous RS results between paired samples. Cohen Kappa with 95% CIs was used to evaluate categorical RS result concordance. RESULTS A total of 134 patients were identified with paired CNB and SE specimens. The median age was 62 years (range, 33-99; 23 patients [17%] were age ≤50 years v 111 [83%] age >50 years). The mean RS results were 15.6 (range, 0-56) for CNB and 16.6 (range, 0-59) for SE ( P = .003), with no statistically significant differences in RS categories. Agreement between continuous RS results from paired samples was strong, with a Lin CCC of 0.86 (95% CI, 0.80 to 0.90). The overall percent agreement in RS categories was 91.8% (95% CI, 87.1 to 96.4). Categorical agreement was further supported by a Cohen Kappa statistic of 0.64 (95% CI, 0.44 to 0.83), indicating substantial agreement between CNB and SE specimens. CONCLUSION The results of this study demonstrate high concordance of RS results between paired samples, which supports the use of CNB for Oncotype DX testing.

Abstract Introduction/Objective Plasmablastic lymphoma (PBL) is a rare type of B-cell lymphoma with poor prognosis. They can arise de novo in immune deficiency/dysregulation, associated with transplant or transformation of low grade lymphoma. PBL has been reported with anti-CD19 chimeric antigen receptor (CAR) T-cell therapy. Methods/Case Report 69-year-old male with CLL/SLL, treated with multiple chemotherapy regimens and was in remission. He developed generalized weaknesses. Radiology showed lymphadenopathy. Pathology was positive for DLBCL without MYC and BCL2 rearrangement. Flow cytometry revealed 1% CD5 and CD23 positive. TP53 is negative and mutated IGHV. The PD-1 was negative, favored de novo DLBCL. PET-CT and biopsy confirmed residual disease. For refractory DLBCL, CAR-T cell therapy was initiated. Patient developed PBL diffusely positive for CD138, MUM1, c-MYC and kappa; negative for CD19, CD20, PAX5, CD10, BCL6 and CD79a. MIB-1 was 90%. EBV and HHV8 were negative. BCMA was &gt;95 %, Teclistamab was initiated. The renal function deteriorated and proceeded with palliative care. Results NA Conclusion The nature of Richter transformation or de novo DLBCL into PBL in the setting of immunomodulation with CAR-T is rare occurrence. Molecular and clonality studies are needed to evaluate the pathways of losing B-cell markers to evade lineage specific therapy.

Abstract Introduction/Objective Microglandular adenosis (MGA) of the breast is an uncommon lesion characterized by a benign course. However atypical MGA (AMGA) and MGA-associated carcinoma have been described, suggesting that MGA may represent a non-obligate precursor of carcinoma. We report five cases of MGA-associated breast carcinoma and describe the key pathological features of this entity. Methods/Case Report Five cases of MGA-associated breast carcinoma were identified. Clinical data, histologic and immunohistochemical characteristics were reviewed and analyzed. Results All cases involved women with ages ranging 48 to 75 with a median of 70. Four of five cases demonstrated invasive carcinoma, while one case showed ductal carcinoma in-situ (DCIS). Invasive carcinomas encompassed various histologic types: metaplastic carcinoma with chondromyxoid matrix production (2 cases), invasive carcinoma with secretory features (1 case), and invasive carcinoma of no special type (ductal) (1 case). A morphologic transition from MGA to AMGA to carcinoma was observed in all cases. S100 was consistently positive in all cases. Myoepithelial markers demonstrated the absence of myoepithelial cells in the invasive carcinoma as well as MGA / AMGA component. Conclusion This series highlights the histologic spectrum and key diagnostic features of MGA-associated carcinoma. Awareness of this entity is crucial for appropriate diagnosis and clinical management.