Citations

Background: Large language models (LLMs) are increasingly used in patient-facing clinical applications, creating a need for scalable methods to evaluate the accuracy, safety, and appropriateness of their responses. Although physician review remains the reference standard, it is resource-intensive and difficult to scale. Objective: To develop and clinically validate an LLM-as-a-judge framework for evaluating responses to patients’ periprocedural questions. Methods: We retrospectively evaluated 1285 patient–AIVA interactions from 112 patients across two Mayo Clinic sites and multiple surgical specialties. Physician reviewers classified interactions using a predefined true-positive (TP), false-negative (FN), true-negative (TN), and false-positive (FP) framework. The finalized LLM judge independently evaluated the same interactions. Agreement was assessed using four-class and category-specific agreement, Cohen’s kappa, and a secondary binary analysis of response correctness. Results: Overall, four-class agreement was 93.1% (95% CI, 91.7–94.5%), with Cohen’s κ = 0.852 (95% CI, 0.823–0.882). Category-specific agreement was 94.1% for TP, 90.7% for FN, 95.5% for TN, and 84.9% for FP classifications. In the binary correctness analysis, accuracy was 93.4% (95% CI, 92.0–94.7%), sensitivity 94.6%, specificity 90.2%, precision 96.2%, and F1-score 0.954. McNemar’s test demonstrated no significant asymmetry between paired classifications (p = 0.11). Conclusions: A clinically grounded LLM judge closely approximated physician evaluation of patient-facing AI responses. These findings support its potential as a scalable assistive monitoring tool while preserving physician oversight for uncertain or safety-sensitive interactions.

ABSTRACT As a principal metabolite of ginsenosides, compound K (CK) exhibits remarkable antioxidant, anti‐inflammatory, antidiabetic, and anticancer bioactivities. However, CK is naturally scarce in ginseng and its industrial application is limited by the lack of efficient deglycosylating enzymes for large‐scale CK bioproduction. Here, we report a synthetic biology‐driven approach for high‐yield CK production via recombinant β‐glycosidase‐mediated bioconversion of the polar ginsenoside Rb1. The β‑glycosidase‐encoding gene was introduced into Escherichia coli BL21 (DE3), and the resulting engineered strain produced 2.1 g/L β‑glycosidase in shake flasks and 10.1 g/L in a 5‐L fermentor. The crude β‐glycosidase exhibited excellent enzymatic activity; at a concentration of 1.5 g/L, it converted 95% of the Rb1 substrate (initial concentration 10 g/L) to CK within 4 h. In vitro studies demonstrated CK's high cytocompatibility and potent anti‐aging effects, including suppression of reactive oxygen species ( via upregulation of superoxide dismutase, catalase, and glutathione peroxidase), enhanced collagen I, Ⅲ and elastin synthesis, and matrix metalloproteinase‐1 inhibition. These findings highlight CK as a promising candidate for anti‐wrinkle formulations, supported by the feasibility of scalable bioproduction.

Abstract Background: Perineural invasion (PNI) is a key prognostic factor in oral squamous cell carcinoma (OSCC). Recent studies have proposed the importance of subcategorizing PNI based on location in relation to the tumor. However, current gaps in definition of PNI subcategories limit its integration into staging system and treatment planning. This study evaluates the prognostic value of the presence of PNI and its location, in correlation with other tumor characteristics, and examines their relationship with survival and recurrence. Design: A total of 159 patients with histologically confirmed OSCC from February 2022–May 2025 were included in the study. PNI was subclassified into intratumoral, peripheral and extratumoral. Association of PNI metrics with other prognostic factors (margin status, lymph node metastasis [LN mets], and lymphovascular invasion [LVI]) were assessed using a Fisher’s exact test (categorical variables). Comparisons of disease-free survival (DFS) and overall survival (OS) between the PNI subgroups were made with a logrank test. Cox proportional hazards regression models were used to find univariate predictors of death and the composite outcome of recurrence or death. A p value <0.05 was considered statistically significant. Statistical analyses were performed using R Statistical Software (version 4.4.1; R Foundation for Statistical Computing, Vienna, Austria). Results: 49/159 cases were PNI positive. Median age: 69 years and male predominance (58.5%). Floor of mouth was the most common site. Presence of PNI correlated significantly with positive margins and positive LVI (p = 0.013 and 0.048 respectively). However, only peripheral PNI showed significant correlation with LN mets (p = 0.004). On univariate analysis, the strongest predictors of recurrence or death were larger tumor size (p <0.001); presence of PNI (p = 0.014), especially intratumoral (p = 0.003); positive LN mets (p = 0.024); and non-white race (p = 0.023). Both DFS and OS were significantly worse in patients with PNI compared with those without (DFS: p = 0.012, OS: p = 0.018). Subclassification of PNI showed a significantly poorer DFS and OS in cases with intratumoral PNI (DFS: p = 0.002, OS: p = 0.012), but not with extratumoral or peripheral PNI.

Introduction Parkinson's disease (PD) and Dementia with Lewy Bodies (DLB) are progressive neurodegenerative disorders characterized by alpha-synuclein pathology. As current therapies largely target symptoms, there is a clear need for disease-modifying treatments. Emerging evidence links these disorders to glucose metabolism dysregulation, suggesting antidiabetic agents may hold therapeutic potential. Methods This was a prospective, randomized, double-blind pilot study involving 12 subjects with PD or DLB to evaluate the tolerability and preliminary effects of a dipeptidyl peptidase 4 (DPP4) inhibitor (sitagliptin 100 mg) vs. sodium glucose like transporter 2 (SGLT2) inhibitor (dapagliflozin 10 mg) over a 4-week period, compared to a placebo. We assessed changes in Movement Disorder Society-Unified Parkinson's Disease Rating Scale (MDS-UPDRS) scores, cognitive function, and autonomic biomarkers. Both sitagliptin and dapagliflozin were well-tolerated, with no adverse events. While no significant changes were observed in cognitive scores, a significant difference was found in the change from baseline for MDS-UPDRS part 1 ( P = 0.008), part 2 ( P = 0.020), and total scores ( P = 0.047) when comparing the three groups. Discussion The dapagliflozin group showed more favorable trends in MDS-UPDRS scores. Limitations include small study size and duration as well as all participants had PD except one subject in the DPP4 inhibitor group with DLB. This pilot study suggests that these inhibitors are safe in PD and DLB patients. The preliminary findings, particularly the trends in the dapagliflozin group, provide a basis for larger-scale, long-term studies to confirm these potential symptomatic benefits and explore disease-modifying effects. Clinical trial registration https://clinicaltrials.gov/study/NCT06263673 , identifier: NCT06263673.

Abstract Detection of germline pathogenic Variants (PVs) in BRCA1, BRCA2, and other genes that significantly elevate lifetime breast cancer (BC) risk are indications for early initiation of intensive screening. BRCA1/2 PVs guidelines recommend that magnetic resonance imaging (MRI) screening begin at age 25 and mammography screening at age 30. However, pregnancy, breastfeeding, and the postpartum period may complicate adherence due to patient concerns about MRI contrast, radiation exposure, logistical barriers, and limited guidance on timing. The incidence of BC peaks approximately 5 years postpartum, especially among women with a positive family history, and early-onset cancers are frequently aggressive, exacerbating the effects of delayed detection. We assessed screening and counseling practices during reproductive periods among women with or at risk for PVs to identify knowledge gaps and opportunities to improve surveillance. We conducted an anonymous survey from March 2023 through January 2025 distributed by Facing Our Risk of Cancer Empowered (FORCE) and social media platforms. Data were collected through a secure REDCap instrument and summarized with descriptive statistics and logistic regression. The Mayo Clinic Institutional Review Board deemed the study exempt. Among the 537 respondents (median age 43 years; 88.5% U.S. residents; 87.5% White), 66.2% were parous and 61.8% knew their family history of BC during pregnancy. Most women reported receiving counseling on screening breast examination, mammography, and MRI; however, 74-77% received no specific guidance about screening before, during, or after pregnancy and weaning. At the time of the survey, 89.9% had undergone BC screening, including 66.2% with annual mammography and 53.1% with annual MRI. Yet during pregnancy and breastfeeding, 69% reported not being screened. Parous women were more likely than nulliparous women to report screening (96.9% vs 85.6%,p&lt;0.0001) and regular mammography (76.4% vs 57.2%,p&lt;0.0001). Screening during pregnancy and breastfeeding was more common among the BRCA1/2 carriers than among carriers of other PVs. Breastfeeding affected screening behavior in 32% of the BRCA1/2 carriers versus 10.9% of other PV carriers, yet only 5.1% of PV carriers stopped breastfeeding to undergo imaging. After their last birth, many women postponed screenings for more than 3 years and only 20.5% received a mammogram within a year of their delivery. Overall, 28.8% of participants reported a history of cancer, of which 66.2% was BC. Approximately 20% of breast cancers reported were diagnosed within 3 years postpartum, with 8.6% occurring during lactation. Despite high rates of BC screening, most high-risk women received little counseling about imaging during pregnancy and breastfeeding, potentially contributing to delayed surveillance at a time of heightened BC risk. These findings highlight the need for targeted counseling, scheduling strategies to support MRI or other imaging during and after pregnancy, and development of novel early-detection tools such as blood or breastmilk biomarkers. Citation Format: Laura M. Pacheco-Spann, Sue Friedman, Diane Rose, William D. Foulkes, Zhihui Fang, Lauren E. Haydu, Mark E. Sherman. Breast Cancer Screening During Reproductive Years in Women with Germline Pathogenic Variants: Gaps in Counseling and Practice [abstract]. In: Proceedings of the AACR Special Conference in Cancer Research: The Rise in Early-Onset Cancers—Knowledge Gaps and Research Opportunities; 2025 Dec 10-13; Montreal, QC, Canada. Philadelphia (PA): AACR; Clin Cancer Res 2025;31(23_Suppl):Abstract nr A029.

The effectiveness of coronavirus disease 2019 (COVID-19) vaccines against the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) strain rapidly wanes over time. Growing evidence from epidemiological studies suggests that influenza vaccination is associated with a reduction in the risk of SARS-CoV-2 infection and COVID-19 severity. However, the underlying mechanisms remain elusive. Here, we investigate the cross-reactive immune responses of influenza vaccination to SARS-CoV-2 spike protein peptides based on in vitro study. Our data indicate enhanced activation-induced-marker (AIM) expression on CD4+ T cells in influenza-vaccination (IV)-treated peripheral blood mononuclear cells (PBMCs) upon stimulation with spike-protein-peptide pools. The fractions of other immune cell subtypes, including CD8+ T cells, monocytes, NK cells, and antigen-presenting cells, were not changed between IV-treated and control PBMCs following ex vivo spike-protein-peptide stimulation. However, the classical antiviral (IFN-γ) and anti-inflammatory (IL-1RA) cytokine responses to spike-protein-peptide stimulation were still enhanced in PBMCs from both IV-immunized adult and aged mice. Decreased expression of proinflammatory IL-1β, IL-12p40, and TNF-α is associated with inhibited levels of histone acetylation in PBMCs from IV-treated mice. Remarkably, prior immunity to SARS-CoV-2 does not result in modification of histone acetylation or hemagglutinin-protein-induced cytokine responses. This response is antibody-independent but can be mediated by manipulating the histone acetylation of PBMCs. These data experimentally support that influenza vaccination could induce modification of histone acetylation in immune cells and reveal the existence of potential cross-reactive immunity to SARS-CoV-2 antigens, which may provide insights for the adjuvant of influenza vaccine to limit COVID-19-related inflammatory responses.

Abstract Aim Recent evidence challenges the current standard of offering surgery to patients with ileocaecal Crohn's disease (CD) only when they present complications of the disease. The aim of this study was to compare short‐term results of patients who underwent primary ileocaecal resection for either inflammatory (luminal disease, earlier in the disease course) or complicated phenotypes, hypothesizing that the latter would be associated with worse postoperative outcomes. Method A retrospective, multicentre comparative analysis was performed including patients operated on for primary ileocaecal CD at 12 referral centres. Patients were divided into two groups according to indication of surgery for inflammatory (ICD) or complicated (CCD) phenotype. Short‐term results were compared. Results A total of 2013 patients were included, with 291 (14.5%) in the ICD group. No differences were found between the groups in time from diagnosis to surgery. CCD patients had higher rates of low body mass index, anaemia (40.9% vs. 27%, p < 0.001) and low albumin (11.3% vs. 2.6%, p < 0.001). CCD patients had longer operations, lower rates of laparoscopic approach (84.3% vs. 93.1%, p = 0.001) and higher conversion rates (9.3% vs. 1.9%, p < 0.001). CCD patients had a longer hospital stay and higher postoperative complication rates (26.1% vs. 21.3%, p = 0.083). Anastomotic leakage and reoperations were also more frequent in this group. More patients in the CCD group required an extended bowel resection (14.1% vs. 8.3%, p : 0.017). In multivariate analysis, CCD was associated with prolonged surgery (OR 3.44, p = 0.001) and the requirement for multiple intraoperative procedures (OR 8.39, p = 0.030). Conclusion Indication for surgery in patients who present with an inflammatory phenotype of CD was associated with better outcomes compared with patients operated on for complications of the disease. There was no difference between groups in time from diagnosis to surgery.

Clarkson disease, or monoclonal gammopathy–associated idiopathic systemic capillary leak syndrome (ISCLS), is a rare, relapsing-remitting disorder featuring the abrupt extravasation of fluids and proteins into peripheral tissues, which in turn leads to hypotensive shock, severe hemoconcentration, and hypoalbuminemia. The specific leakage factor(s) and pathways in ISCLS are unknown, and there is no effective treatment for acute flares. Here, we characterize an autonomous vascular endothelial defect in ISCLS that was recapitulated in patient-derived endothelial cells (ECs) in culture and in a mouse model of disease. ISCLS-derived ECs were functionally hyperresponsive to permeability-inducing factors like VEGF and histamine, in part due to increased endothelial nitric oxide synthase (eNOS) activity. eNOS blockade by administration of N (γ)-nitro-l-arginine methyl ester (l-NAME) ameliorated vascular leakage in an SJL/J mouse model of ISCLS induced by histamine or VEGF challenge. eNOS mislocalization and decreased protein phosphatase 2A (PP2A) expression may contribute to eNOS hyperactivation in ISCLS-derived ECs. Our findings provide mechanistic insights into microvascular barrier dysfunction in ISCLS and highlight a potential therapeutic approach.

Abstract Background Recent evidence challenges the current standard of offering surgery to patients with ileocecal Crohn’s disease only when they present complications of the disease. Methods A retrospective, multicenter comparative analysis was performed including patients operated for primary ileocecal CD at 12 referral centers. Patients were divided in 2 groups, according to indication of surgery for inflammatory (ICD) or complicated (CCD) phenotype. Short-term results were compared. Patients operated on for primary isolated ileocaecal CD (last 50 cm of the terminal ileum and cecum), either for predominantly inflammatory phenotype or for complications of the disease (stricturing or fistulizing pattern), between January 2012 - December 2021 were considered eligible to participate in this study. Patients with previous abdominal procedures for CD, and patients who had activity of the disease in other intestinal segments other than the ileocaecal region at the time of surgery, were excluded from the study. Results 2013 patients were included, 291 (14.5%) in the ICD group. No differences were found between groups in time from diagnosis to surgery or in the levels of exposure to biologic drugs before indication of surgery. CCD patients had higher rates of low BMI, anemia (40.9 vs. 27%, p: &lt; 0.001), and low albumin (11.3 vs. 2.6%, p: &lt; 0.001). CCD patients had longer operations, lower rates of laparoscopic approach (84.3 vs. 93.1%, p: 0.001), and higher conversion rates (9.3 vs. 1.9%, p: &lt; 0.001). CCD had longer hospital stay and higher postoperative complication rates (26.1 vs. 21.3%, p: 0.083). Anastomotic leakage and reoperations were also more frequent in this group. More patients in the CCD group required an extended bowel resection (14.1 vs. 8.3%, p: 0.017). In multivariate analysis, CCD was associated with prolonged surgeries (OR: 3.44, p: 0.001) and requirements of multiple intraoperative procedures (OR: 8.39, p: 0.030). Conclusion Indication of surgery in patients who present an inflammatory phenotype of CD was associated with better outcomes when compared to patients operated on for complications of the disease, without a difference between groups in time from diagnosis to surgery.

PURPOSE Diagnosis of Mismatch Repair Deficiency (MMRD) is crucial for tumor management and early detection in patients with the cancer predisposition syndrome constitutional mismatch repair deficiency (CMMRD). Current diagnostic tools are cumbersome and inconsistent both in childhood cancers and in determining germline MMRD. PATIENTS AND METHODS We developed and analyzed a functional Low-pass Genomic Instability Characterization (LOGIC) assay to detect MMRD. The diagnostic performance of LOGIC was compared with that of current established assays including tumor mutational burden, immunohistochemistry, and the microsatellite instability panel. LOGIC was then applied to various normal tissues of patients with CMMRD with comprehensive clinical data including age of cancer presentation. RESULTS Overall, LOGIC was 100% sensitive and specific in detecting MMRD in childhood cancers (N = 376). It was more sensitive than the microsatellite instability panel (14%, P = 4.3 × 10 −12 ), immunohistochemistry (86%, P = 4.6 × 10 −3 ), or tumor mutational burden (80%, P = 9.1 × 10 −4 ). LOGIC was able to distinguish CMMRD from other cancer predisposition syndromes using blood and saliva DNA ( P < .0001, n = 277). In normal cells, MMRDness scores differed between tissues (GI > blood > brain), increased over time in the same individual, and revealed genotype-phenotype associations within the mismatch repair genes. Importantly, increased MMRDness score was associated with younger age of first cancer presentation in individuals with CMMRD ( P = 2.2 × 10 −5 ). CONCLUSION LOGIC was a robust tool for the diagnosis of MMRD in multiple cancer types and in normal tissues. LOGIC may inform therapeutic cancer decisions, provide rapid diagnosis of germline MMRD, and support tailored surveillance for individuals with CMMRD.