Citations

Abstract Background In the current clinical workflow of radiation oncology, therapists manually summarize the physician‐issued Computed Tomography (CT) simulation orders to prepare patients' CT simulations. This process increases the workload, introduces variability in documentation quality, and is prone to human errors. Purpose This study aims to address these challenges using a large language model (LLM) to automate the generation of summaries from the CT simulation orders and evaluate its performance. Methods A total of 607 CT simulation orders were collected from the Aria database at our institution. A locally hosted LLaMa 3.1 405B model, accessed via the Application Programming Interface (API) service, was used to extract keywords from the CT simulation orders and generate summaries. The downloaded CT simulation orders were categorized into seven groups based on treatment modalities and disease sites. For each group, a customized instruction prompt was developed collaboratively with therapists to guide the LLaMa 3.1 405B model in generating summaries. The ground truth for the corresponding summaries was manually derived by carefully reviewing each CT simulation order and subsequently verified by therapists. The accuracy of the LLM‐generated summaries was evaluated by therapists using the ground truth. Results Over 98% of the LLM‐generated summaries aligned with the ground truth in terms of accuracy. Our evaluations showed an improved consistency in format and enhanced readability from the LLM‐generated summaries compared to the corresponding therapist‐generated summaries. This automated approach demonstrated consistent performance across all groups, regardless of treatment modality or disease site. Conclusions This study demonstrated the high precision and consistency of the LLaMa 3.1 405B model in extracting keywords and summarizing CT simulation orders, suggesting that LLMs have great potential to assist in this task, reduce the workload of CT simulation therapists and improve radiation oncology workflow efficiency.

Adolescents and young adults (AYA; ages 15–39) with acute leukemia have significant unmet supportive care needs. This pilot study integrated same-day palliative care (PC) into an AYA leukemia clinic, measuring symptom burden (SB) with validated symptom assessment tools at baseline, 3, and 6 months. Among 31 patients, moderate-severe symptoms included tiredness, anxiety, and poor appetite. AYAs experienced high SB and psychological distress, regardless of care phase or sociodemographics. With PC integration, tiredness and depression improved significantly; no symptoms worsened. Half of the PC visits led to management changes. Early integration of symptom-focused PC was feasible, value-adding, and well-received by patients.

Background/Goal: Parkinson’s disease (PD) disrupts dopaminergic transmission, leading to motor deficits and altered activity in the primary motor cortex (M1). While M1 modulation is critical for motor control, its response to dopaminergic degeneration and treatment remains unclear. This study aimed to characterize M1 neuronal activity and motor behavior in hemiparkinsonian rats using in vivo calcium imaging across naïve, lesioned, and levodopa-treated states. Methods: Thirteen Sprague Dawley rats were injected with GCaMP6f in the M1 and implanted with a GRIN lens and guide cannula targeting the medial forebrain bundle. Calcium imaging and motor behavior were assessed longitudinally using a single pellet reaching test (SPRT) before and after unilateral 6-hydroxydopamine (6-OHDA) lesioning and subsequent levodopa/carbidopa treatment. Dopaminergic lesion severity was quantified via tyrosine hydroxylase immunohistochemistry. Calcium event frequency and influx were analyzed with CNMF-E and statistical modeling. Results: Levodopa treatment improved fine motor performance as shown by a significant reduction in grasp errors (mean difference: −8.91, 95% CI: −16.66 to −1.16, p = 0.031) and increased reaching duration (mean difference: 4.13, 95% CI: 0.94 to 7.32, p = 0.019) compared to the lesioned state. M1 calcium activity showed modulation dependent on lesion severity: low-lesion rats exhibited reduced event frequency (mean difference: 0.04 Hz, 95% CI: 0.001 to 0.08, p = 0.045) and increased influx post-lesion (mean difference: −0.20 z·s, 95% CI: −0.38 to −0.02, p = 0.038), while high-lesion rats showed increased influx only after levodopa treatment (mean difference: −0.34 z·s, 95% CI: −0.52 to −0.16, p = 0.003). Correlation analyses revealed that calcium influx, but not frequency, was negatively correlated with lesion severity during levodopa treatment (Spearman r = −0.857, p = 0.024). Conclusion: M1 neuronal activity appears to be differentially modulated by dopaminergic degeneration and levodopa treatment in a lesion-dependent manner. These preliminary findings suggest dynamic cortical responses in PD and support the utility of calcium imaging for monitoring circuit-level changes in disease and therapy. Further research with larger cohorts and complementary methodologies will be necessary to validate and extend these observations.

Abstract INTRODUCTION Increased white matter hyperintensity (WMH) volume is a common but non‐specific finding in AD. This study investigates the effect of baseline WMH volume and APO E ε4 on magnetic resonance imaging (MRI)‐visible hemorrhagic lesion emergence. METHODS We included A4 participants with 0/1 hemorrhagic lesion at baseline and >1 post‐baseline MRI. We examined age, sex, amyloid, WMH, APOE ε4, and cardiovascular risk as predictors of whether people would accrue ≥2 hemorrhagic lesions by their last MRI. RESULTS Among 1097 individuals with 0/1 baseline lesion, 120 had at least two hemorrhagic lesions on their last MRI. Elevated baseline WMH (odds ratio [OR] = 2.3, p = 0.002) and APOE ɛ4/ɛ4 (OR = 4.8, p < 0.001) independently predicted membership to this group. Both hetero‐ and homozygous APOE ɛ4 carriers with low WMH volume had a low risk of accumulating hemorrhagic lesions. DISCUSSION These results support the independent consideration of WMH and APOE ɛ4 in the natural history of hemorrhagic lesion accumulation and suggest that individuals with low WMH volume have a low short‐term risk, irrespective of APOE genotype. Trial Registration : NCT02008357 Highlights Elevated baseline white matter lesion volume is related to the risk of ARIA‐H emergence. The effects of white matter lesion volume and APOE ɛ4 on ARIA‐H are independent. APOE ɛ4 carriers with low white matter lesion volume had a low risk of ARIA‐H emergence.

345 Background: Pediatric febrile neutropenia (PFN) requires emergent evaluation due to risk of invasive bacterial infection. In the management of PFN, there are varying, accepted definitions for fever requiring emergency evaluation and neutropenia requiring admission. Problem statement: From September 1, 2022 - May 31, 2023, 15.1% (n = 11/73) of emergency department (ED) visits and 17.1% (n = 6/35) of admissions for PFN at Mayo Clinic Rochester may be considered unnecessary due to patients not meeting updated clinical criteria. Aim: Decrease unnecessary ED visits and hospitalizations for PFN by 50% from 15.1% to 7.5% (for ED visits) and from 17.1% to 8.6% (for hospitalizations) by 02/29/2024 without adversely impacting mortality from invasive bacterial infection. Methods: We used the DMAIC framework for process improvement. Interventions included (1) adoption of a higher fever definition for PFN, (2) adoption of a risk-stratified neutropenia definition for hospital admission, (3) provided electronic fever plans with definitions to all families, (4) re-iterated that parents call on-call provider with any concern for fever, (5) educated pediatric oncology staff on definition and management of fevers in pediatric oncology patients, and (6) educated pediatric emergency department staff on definition and management of fevers in pediatric oncology patients. Interventions were tested with rapid tests of change. Relevant clinical characteristics, variables, and outcomes for all patients from pediatric oncology were tracked for all encounters of pediatric oncology patients presenting to the ED for acute illnesses. Results: At baseline,15.1% (n = 11/73) of ED visits for PFN were considered unnecessary due to patients not meeting clinical criteria for emergency evaluation. Post-interventions, unnecessary ED visits for PFN had decreased to 3.4% (n = 1/32). At baseline, 17.1% (n = 6/35) of hospitalizations were considered unnecessary due to patients not meeting clinical criteria for admission. Post-interventions, 7.7% (n = 2/26) of hospitalizations were considered unnecessary. There were no patient deaths from invasive bacterial infection among this cohort at baseline or after interventions. Conclusions: Multiple interventions including adoption of a higher, accepted fever threshold and risk stratified neutropenia definition for PFN was associated with a reduction of unnecessary ED visits and hospitalizations for PFN without an increase in mortality from invasive bacterial infection. The projected medical expense savings of approximately $144,000-$210,000 per year.

431 Background: The National Adult and Influenza Immunization Summit (NAIIS) promoted clinical subspecialist efforts toward vaccination assessment and recommendation as one strategy to increase adult vaccination rates. Problem Statement: Between August 1, 2022, and May 31, 2023, 0% (n=0/100) of patients seen in medical oncology at Mayo Clinic (Rochester, MN) and receiving chemotherapy for breast cancer had a documented comprehensive vaccination status assessment by breast medical oncology staff. Aim Statements: (1) To increase the rate of comprehensive vaccination status assessment performed by breast medical oncology staff from 0% to 75% of patients receiving chemotherapy for breast cancer by September 2024. (2) To increase the rate of documented vaccination recommendation for patients who were not up to date with recommended vaccinations from 0% to 50% by September 2024. Methods: We deployed multiple interventions including physician and nurse education; development of patient education materials; and a standard operating procedure (SOP) for vaccination status assessment, vaccination recommendation, and vaccine-related documentation. Our SOP utilized an Epic SmartPhrase with following elements: (1) SmartLink that autopopulated overdue vaccinations, (2) hidden tip text permitting the use to hyperlink to Health Maintenance, (3) SmartLists that captured nurse actions (e.g., provided education) and encounter outcomes (e.g., patient endorsed plans to receive vaccinations), and (4) scripting for immunization education. Results: Multi-faceted interventions were associated with an improvement in the documented rate of comprehensive vaccination status assessment from 0% (n=0/100) to 82.8% (n=101/122). Most patients (77.2%, n=78/101) were not up to date with recommended vaccinations. Recommendations for appropriate vaccinations were made for 80.8% (n=63/78) of patients who were not up to date. Only 19.2% (n=15/78) of patients who were not up to date endorsed intention to receive missing/recommended vaccines. Counterbalance: Nurses were able to assess vaccination status and make appropriate recommendations in less than 5 minutes per patient. There was no difference in nurse-reported workflow burden related to vaccination status assessment, recommendation, or documentation after intervention. Conclusions: This quality project aligned our breast medical oncology practice with vaccination-related care promoted by NAIIS. We increased rates of vaccination status assessment and vaccination recommendations without impacting nurse-reported workflow burden. Medical subspecialty clinic engagement in vaccination efforts is feasible.

Abstract Objectives To implementation an automated multi-institutional pipeline that delivers breast-cancer risk integrated with polygenic risk scores, monogenic variants, family history, and clinical factors, emphasizing operational challenges and their solutions. Materials and Methods A five-stage process was executed at ten sites. Data streams from REDCap surveys, PRS and monogenic reports, and MeTree pedigrees were normalized and forwarded through a REDCap plug-in to the CanRisk API. Results Integrated risk was returned to &gt;10 000 women; 3.6% were ≥25 % lifetime risk and 0.9% carried pathogenic variants. Pipeline generated score aligns well with manual generated ones. Major barriers such as heterogeneous pedigree formats, missing data, edge-case handling, and evolving model versions were identified and resolved through mapping rules, imputations, and iterative testing. Discussion Cross-platform data harmonization and stakeholder alignment were decisive for success. Borderline-risk communication and model-version drift remain open issues. Conclusion Large-scale PRS-integrated breast-cancer risk reporting is feasible but requires robust interoperability standards and iterative governance.

PURPOSE Older patients with ALL receiving conventional chemotherapy have poor survival due to toxic death and relapse. We hypothesized that a chemotherapy-free, targeted regimen using the anti-CD22 antibody-calicheamicin conjugate inotuzumab ozogamicin followed by the bispecific anti-CD19/CD3 T-cell engager blinatumomab would reduce toxic death and yield high rates of prolonged remission and survival. METHODS Eligible patients were age 60 years and older with untreated, Philadelphia chromosome (Ph)–negative, CD22-positive, B-cell ALL. Patients received up to two cycles of inotuzumab ozogamicin followed by four or five cycles of blinatumomab with intrathecal methotrexate CNS prophylaxis. The primary end point was 1-year event-free survival (EFS). RESULTS The 33 eligible patients had a median age of 71 years (range, 60-84) and a median CD22 expression of 92% (range, 21%-100%). Eight (24%) had previous chemotherapy or radiation for other cancers, six for multiple myeloma. The composite complete remission rate was 85% after two cycles of inotuzumab ozogamicin and 97% by the end of two cycles of blinatumomab. At a median follow-up of 30 months, the 1-year EFS and overall survival were 75% (95% CI, 61 to 92) and 85% (95% CI, 73 to 98), respectively. EFS was shorter with lower CD22 expression or detectable measurable residual disease at any time point. CONCLUSION Inotuzumab ozogamicin then blinatumomab without maintenance chemotherapy in older patients with untreated, Ph-negative, CD22-positive, B-cell ALL yields a high remission rate and excellent EFS. Given the lack of standard, safe, and effective therapies in this population, the regimen should be considered a standard treatment option.

Objective The primary lateral sclerosis ( PLS ) consensus diagnostic criteria and functional rating scale ( PLSFRS ) were recently established to facilitate and optimize future PLS clinical trials. We examined the trajectory of the PLSFRS and other functional outcome measures and biomarkers in the PLS Natural History Study ( PLS NHS ) to understand their performance in this prospective cohort. Methods The PLS NHS is a prospective, longitudinal, multicenter study of people living with PLS in different diagnostic categories: early (disease duration <2 years); probable (2–4 years); and definite PLS (4–15 years). PLSFRS scores and other functional outcome measures were collected at baseline, 3‐, 6‐, 9‐, and 12‐month follow‐up visits. Baseline characteristics were compared between the groups. The slopes of the PLSFRS and other functional outcome measures over 12 months were examined in the overall cohort and subgroups using linear mixed‐effect models. The associations between baseline characteristics and the rate of PLSFRS decline were analyzed with linear regression models. Results A total of 76 participants were included: early (n = 6); probable (n = 26); and definite (n = 44) PLS . Baseline PLSFRS total scores were highest in the early PLS group, followed by the probable and definite PLS groups. In the overall cohort, the PLSFRS total score declined by 0.33 points/month (95% confidence interval [0.27–0.39], adjusted p < 0.05). The rate of decline was steepest in the early PLS group, followed by the probable and definite PLS groups. Baseline neurofilament light chain level was associated with the rate of PLSFRS decline over 1 year ( p = 0.001). Interpretation In PLS, the rate of functional decline, as measured by the PLSFRS total score, is faster during the early phase of the disease. Neurofilament light might serve as a prognostic biomarker in PLS. ANN NEUROL 2026;99:418–428