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e20011 Background: The therapeutic landscape of lung cancer is rapidly evolving, presenting oncologists with the challenge of staying updated amidst an overwhelming influx of data. Clinical decision support (CDS) tools, including artificial intelligence (AI) and large language models (LLMs), may help bridge this gap. Evaluating the accuracy of LLMs in complex, real-world oncology scenarios is crucial to understanding their potential. Methods: Twenty-five de-identified lung cancer cases from the fellows’ clinic at Karmanos Cancer Institute, Detroit, MI, were analyzed. Two LLMs, GPT-4 (OpenAI) and Claude Opus (Anthropic), were assessed using advanced prompting techniques like persona-based and chain-of-thought prompting. Five board-certified lung cancer oncologists from NCI-designated centers evaluated LLM-generated responses based on accuracy, treatment recommendation comprehensiveness, and supportive care planning, using a 1–5 scale. Novel insights, the presence of fabricated information, and harmful recommendations were flagged as binary outcomes. Oncologists were blinded to the LLM source and actual treatment decisions. Results: Table 1 presents patient characteristics. GPT-4 achieved an average accuracy score of 4.2 (95% CI, 3.9–4.4), with 3.7 for comprehensiveness of medical/surgical treatment recommendations and 3.7 for supportive care planning. Six responses (32%) were flagged as potentially harmful, and two (8%) contained inaccuracies. Sixteen GPT-4 responses (64%) were rated trustworthy as a CDS tool. Claude Opus had an average accuracy score of 3.6 (95% CI, 3.1–4.1), scoring 3.6 for treatment recommendation comprehensiveness and 3.5 for supportive care planning. Nine responses (36%) were flagged for potential harm, and five (20%) included inaccuracies. Eleven Claude responses (44%) were deemed trustworthy. Significant differences were observed in accuracy (p=0.04) and trustworthiness (p=0.03) between models using McNemar's test. Other factors showed no statistical significance. Conclusions: GPT-4 outperformed Claude Opus in accuracy and trustworthiness, but both models demonstrated limitations, including harmful recommendations and inaccuracies. These findings highlight the need for improved LLM refinement before routine use as CDS tools in lung cancer treatment. Patient demographics and clinical characteristics. Category subcategory Number Median Age (range)- Yr 65 (26-78) Female 7 Male 18 Histology Adenocarcinoma 10 Squamous Cell Carcinoma (SCC) 7 Small Cell Carcinoma 6 Poorly Differentiated 2 Total 25 Stage NSCLC Stage 3 7 NSCLC Stage 4 13 Small Cell limited stage 3 Small Cell Extensive Stage 2

501 Background: EA1181 (NCT04266249) is a single-arm trial of neoadjuvant THP for patients with clinical anatomic stage II/III HER2+ breast cancer; patients with cT4 or cN3 disease were excluded . Assessing the primary endpoint, 3-year recurrence-free survival in patients with a pCR (ypT0/Tis, ypN0), requires longer follow-up. Here, we present results for the secondary objective of pCR rate and its relation to clinicopathologic factors and the HER2DX pCR likelihood score (Reveal Genomics) derived from gene expression and clinical features. Methods: Patients received 4 cycles of trastuzumab and pertuzumab (HP) with weekly paclitaxel (12 weeks) or docetaxel (q3w x 4), followed by surgery. Clinicopathologic features were assessed for all patients and HER2DX pCR score (stratified by ER status) was determined using the diagnostic biopsy in a representative subset of study participants. Results: 2175 patients were enrolled. Median age was 55 years (range 22-88 years); 58% had clinical stage IIA, 33% stage IIB, and 9% stage III. 45% had nodal involvement (mostly cN1). 781 tumors were HER2+/ER- and 1394 HER2+/ER+ (locally tested ). 2141 patients started THP, for whom the pCR rate was 44% overall, 63.7% in HER2+/ER- and 32.4% in HER2+/ER+ tumors. Disease progressed during THP in 16 patients (0.7%). The pCR rate varied inversely to the proportion of cells staining for ER among patients with HER2+/ER+ breast cancer: 1-10%+, 62.5%; 11-69%, 51.6%; ≥70%, 22.5% (p <0.001). The pCR rate was significantly associated with higher grade, especially in HER2+/ER+ disease. T and N stage did not significantly affect pCR rate. Among 569 patients assessed for the HER2DX pCR score, the pCR rate was significantly greater for patients with a higher vs lower score, regardless of ER status (Table). Further correlations and interactions will be presented. Conclusions: Neoadjuvant THP resulted in pCR in nearly two-thirds of pts with clinical stage II/III HER2+/ER- and in one-third with HER2+/ER+ breast cancer. There was no association with clinical stage. Lower ER expression and higher grade were associated with higher pCR rates. The HER2DX pCR score was a significant predictor of pCR, regardless of ER status. Clinical trial information: NCT04266249 . All Participants HER2+/ER- HER2+/ER+ # patients enrolled pCR rate (95% CI) # patients enrolled pCR rate (95% CI) # patients enrolled pCR rate (95% CI) Evaluable Cohort 2141 44%(42-46%) 774 64%(60-67%) 1367 32%(30-35%) HER2DX Cohort 569 48%(44- 52%) 230 69% (63-75%) 339 34%(29-39%) HER2DX pCR-high score 182 (32%) 68%(60-74%) 147 (64%) 70% (62-77%) 36 (11%) 58%(41-74%) HER2DX pCR-medium score 161 (28%) 67% (59- 74%) 70 (30%) 74%(62- 84%) 89 (26%) 61%(50-71%) HER2DX pCR-low score 226 (40%) 19%(14- 25%) 13 (6%) 31%(9-61%) 214 (63%) 18%(13-24%) P-value HER2DX score <0.001 0.010 <0.001

Metabolic dysfunction–associated steatotic liver disease (MASLD), formerly referred to as nonalcoholic fatty liver disease (NAFLD), is a growing but often unrecognized medical problem for people with diabetes (particularly type 2 diabetes, especially when associated with obesity). Liver health has not been at the forefront of complications tracked for disease prevention, as traditionally done for diabetic retinopathy, nephropathy, or neuropathy. However, liver steatosis affects approximately two out of three people with type 2 diabetes and places them at an increased risk for metabolic dysfunction–associated steatohepatitis (MASH), cirrhosis, hepatocellular carcinoma (HCC), and overall liver-related mortality. MASLD is also associated with extrahepatic cancers, atherosclerotic cardiovascular disease, and progression from prediabetes to type 2 diabetes and negatively impacts health-related quality of life. However, most individuals and their health care professionals remain unaware of the severe hepatic or extrahepatic health risks associated with MASLD and the need for early identification. In recognition of this knowledge gap and the rising prevalence of MASLD, this consensus report is a call to action to screen for liver fibrosis and risk stratify people with prediabetes or type 2 diabetes, in particular if obesity is also present. This consensus report explains the rationale for the recent MASLD nomenclature change, how to best risk stratify, current treatment and long-term monitoring options, the value of an interprofessional approach to disease management, and the impact of alcohol intake on liver health. More awareness about the health risks associated with MASLD and broad adoption of screening for liver fibrosis as a new standard of care hold promise for a future without cirrhosis for people with prediabetes and type 2 diabetes.

ABSTRACTBackgroundRenal medullary carcinoma (RMC) is an aggressive tumor associated with sickle cell trait. Despite treatment advances for other rare renal tumors, RMC survival remains poor. We aimed to describe the contemporary management and survival of children and adults with RMC.ProcedureIn this multicenter retrospective cohort study, Pediatric Surgical Oncology Research Collaborative sites searched their databases for patients diagnosed with RMC (2000–2022). Descriptive statistics were calculated and survival analyses performed using Kaplan–Meier and Cox regression.ResultsThirty‐four patients with RMC were identified. Median age was 19 years (IQR: 15–28; range: 7–52). Most were male (24/34; 71%), Black (27/32; 84%), had sickle cell trait or disease (30/33; 91%), presented with metastatic disease (27/34; 79%), and were symptomatic at presentation (32/34; 94%). Median overall survival (OS) was 24 months from diagnosis (16 months for children, 28 months for adults, p = 0.6). Receipt of platinum‐based chemotherapy (23/34; 68%) was associated with significantly higher OS than other regimens (35 vs. 5 months, p < 0.001). Nephrectomy (24/34; 71%) was associated with significantly improved OS compared with non‐operative management (34 vs. 7 months, p = 0.001). Immunotherapy, targeted therapy, or radiation therapy were not associated with significant differences in OS, nor were age, sex, race, sickle cell status, SMARCB1/INI‐1, stage, nephrectomy approach, retroperitoneal lymph node dissection, gross residual disease, margins, or tumor size.ConclusionsRMC survival remains poor despite newer therapies. Nephrectomy and platinum‐based chemotherapy should be considered in locally advanced and metastatic disease. Coordinated international cooperative group studies are needed to meaningfully improve RMC survival.

BACKGROUND Treatment of tubo-ovarian high-grade serous carcinoma (HGSC) includes cytoreductive surgery, platinum-based chemotherapy, and often poly(ADP-ribose) polymerase (PARP) inhibitors. While homologous recombination (HR) deficiency is a well-established predictor of therapy sensitivity, over 50% of HR-proficient HGSCs also exhibit sensitivity. Currently, there are no biomarkers to identify which HR-proficient HGSCs will be sensitive to standard-of-care therapy. Replication stress may serve as a key determinant of response. METHODS We evaluated phospho–RPA2-T21 (p-RPA2) foci via immunofluorescence as a biomarker of replication stress in formalin-fixed, paraffin-embedded HGSC samples collected at diagnosis from patients treated with platinum chemotherapy (discovery cohort, n = 31; validation cohort, n = 244) or PARP inhibitors ( n = 63). Recurrent HGSCs ( n = 38) were also analyzed. p-RPA2 score was calculated using automated imaging analysis. RESULTS Samples were defined as p-RPA2-high if more than 16% of cells had ≥2 p-RPA2 foci on automated analysis. In the discovery cohort, HR-proficient, p-RPA2-high HGSCs demonstrated significantly higher rates of a chemotherapy response score of 3 to platinum chemotherapy than HR-proficient, p-RPA2-low HGSCs. In the validation cohort, patients with HR-proficient, p-RPA2-high HGSCs had significantly longer survival after platinum treatment than those with HR-proficient, p-RPA2-low HGSCs. Additionally, the p-RPA2 assay effectively predicted survival outcomes in patients treated with PARP inhibitors and in recurrent HGSC samples. CONCLUSION Our study underscores the importance of considering replication stress markers, such as p-RPA2, alongside HR status in therapeutic planning. This approach has the potential to increase the number of patients receiving effective therapy while reducing unnecessary toxicity. FUNDING The Reproductive Scientist Development Program, GOG Foundation, Pilot Translational and Clinical Studies function of the Washington University Institute of Clinical and Translational Sciences, the Foundation for Barnes-Jewish Hospital, Washington University School of Medicine Dean’s Scholar Program, The Cancer Biology Pathway Training Grant (5T32CA113275-17), The Lucy, Anarcha, and Betsey (L.A.B.) Award from the Department of Obstetrics and Gynecology at Washington University School of Medicine, and Veterans Affairs Office of Research and Development (I01BX006020).

Background Diversifying the healthcare workforce is critical to achieving a healthier, more equitable society. Objectives The objective of this literature review was to examine and synthesize the literature on interventions to promote diversity, equity, and inclusion (DEI) in people who are currently enrolled in the workforce or in a terminal degree/training program and who are located in the following institution types: medical centers; healthcare organizations; and schools of dentistry, medicine, nursing, nurse practitioners, physician assistants, and public health. Methods A literature search was performed on November 2, 2023 in Ovid MEDLINE ® . We reviewed titles and abstracts of all retrieved articles from 2000 forward and the full text of articles included in the final review. We included English-language articles published in peer-reviewed journals that detailed 1 or more interventions to promote DEI in the United States and United States territories. All data included in the final review was extracted by a single investigator and charted using an Excel spreadsheet. Results The authors identified 55 articles for inclusion, 4 of which aggregated and analyzed data from many interventions. The remainder detailed 52 interventions across 25 states and Puerto Rico. Most articles did not include a comparison group (38, 69%). The types of interventions identified were: institutional change (14, 27%), mentorship (13, 25%), development programs (13, 25%), pathway programs (5, 10%), financial support (2, 4%), and workshops (2, 4%). Three (6%) interventions could not be categorized. Most studies detailed interventions in medicine (28, 54%) and nursing (11, 21%), focused on racial and ethnic (42, 81%) and/or sex (12, 23%) diversity, and targeted students (33, 64%) and/or faculty/staff (28, 54%). Conclusion Many different types of interventions have been trialed to promote workforce DEI in the United States healthcare workforce. These efforts must continue to achieve a diverse and equitable healthcare workforce.

Abstract Introduction The SleepImage is an HSAT device (sHSAT) that uses photoplethysmography and oxygen saturation data to generate an apnea hypopnea index (AHI). This sHSAT has been FDA cleared as a software-as-a-medical-device for use in children 2 years and older for diagnosing obstructive sleep apnea (OSA). To our knowledge this sHSAT has not been tested on children concurrent with the gold standard polysomnography (PSG). Methods This study evaluated 50 children 2-6 years of age with tonsillar hypertrophy and OSA symptoms with sHSAT during simultaneous in-lab PSG. Aims were to determine the technical feasibility of using sHSAT in this population and to compare sHSAT results to PSG. The primary endpoint was AHI by sHSAT compared to AHI by PSG and presence of OSA. Sensitivity analysis was performed for presence or absence of OSA diagnosis based on sHSAT versus PSG. Bland-Altman and concordance correlation calculations were used for comparisons. Results 50 patients, median age 4 (IQR 3-5), met criteria; 39 completed PSG and HSAT. The sensitivity with sHSAT for OSA prevalence based on proprietary categorization was 94.1%, specificity 22.7%, LR+ 1.22, and LR- 0.26, with PSG OSA prevalence of 43.6%. There was a 9% sHSAT total failure rate, and the device frequently fell off, resulting in TST difference of -226.9 ±182.8 min between sHSAT and PSG. PSG was trimmed to include only segments where HSAT was confirmed to be on before comparisons. Concordance correlation coefficient between sAHI and AHI-PSG was 0.52. The Bland-Altman analysis comparing sAHI and PSG AHI revealed a mean difference of 0.73 (95% confidence limits: -3.47 to 4.93). Considering only obstructive events, the Bland-Altman the sAHI vs the AHI-PSG shows a mean difference of 1.52 (95%CI -5.40 to 8.44). Conclusion This pilot study demonstrated challenges with feasibility in using the sHSAT in this age group given likelihood of technical difficulties leading to absent or truncated data. When compared with PSG, sHSAT demonstrated a high false-positive rate for diagnosis of OSA, particularly concerning if guiding surgical management. This topic is of considerable importance to the practice of pediatric sleep medicine; further investigation of technological advances in this area is imperative. Support (if any)

Abstract Introduction A previously published case report suggested that alcohol might cause false-negative results in home sleep apnea testing (HSAT) utilizing Peripheral Arterial Tonometry (PAT). Alcohol is consumed by nearly a third of people globally. Based on this, along with rapid growth in PAT HSAT utilization, we aimed to prospectively study the interaction between alcohol consumption and PAT HSAT technology. We hypothesized that alcohol use would significantly attenuate sleep disordered breathing metrics in contrast to existing literature suggesting alcohol may exacerbate sleep apnea. Methods We planned to recruit subjects (N=100) from Mayo Clinic Arizona sleep clinic who were being evaluated for sleep-disordered breathing and elected to undergo home sleep apnea testing (WatchPAT ONE). Participants were required to report social alcohol use (no more than 1-3 drinks per day). The first and second home sleep apnea test were conducted on separate nights (night 1: without alcohol; night 2: with alcohol). Patients also completed a questionnaire, detailing their normal alcohol intake as well as intake during the respective sleep tests. Statistical analysis included paired sample t-test as well as a descriptive analysis. Results A total of 75 subjects were recruited (mean age [± SD] 56.8 ± 11.9; 90.7% male; mean BMI 29.8 ± 5.8) and 56 patients completed both sleep tests. The mean apnea hypopnea index (AHI) was not statistically different (p=0.784) between night 1 and night 2 (without alcohol: 19.6/hour ± 21.0; with alcohol: 19.3 ± 21.5, respectively). Similarly, no statistically significant difference was found in the AHI during REM and NREM sleep. Conclusion Preliminary data does not suggest a statistically significant difference in AHI without or with alcohol. While no significant change in AHI was observed, this study highlights the need for further investigation into the impact alcohol may have on PAT technology. Further analyses and data enrichment are underway. Support (if any) Mayo Foundation

Background: Patients with severe and life-limiting illnesses transitioning out of the hospital often rely on family caregivers (FCGs) to manage communication with health care teams during hospitalizations and outpatient care. However, FCGs infrequently receive adequate training or support to prepare for these responsibilities. Effective communication between FCGs and health care teams is critical for preparing FCGs and reducing risks for poor outcomes. This study tested an eight-week intervention to improve FCG preparedness and communication practices during transitions out of the hospital. Methods: Conducted from 2018 to 2022, this randomized controlled trial included adult FCGs in rural areas in the United States (Minnesota, Wisconsin, and Iowa). FCGs caring for adults who received inpatient palliative care and were transitioning out of the hospital were eligible. The intervention group received teaching, guidance, and counseling from a palliative care nurse interventionist via video visits before and for eight weeks after discharge. The control group received monthly phone calls but no intervention. Outcomes included changes in FCG-reported preparedness for caregiving and communication with health care teams. Results: Of the 429 consented, 367 (183 intervention and 184 control participants) initiated the intervention; 164 had complete preparedness data, and 161 had complete communication data at baseline and eight weeks. In unadjusted analyses, the intervention group showed statistically significant improvements in preparedness but not communication practices. After adjusting for factors associated with care transitions, the findings persisted. Conclusion: Partnering rural FCGs with palliative care nurses via video can improve caregiver preparedness during care transitions. Improving communication practices may need more targeted strategies.

ABSTRACT Aim To describe interventions to mitigate weight bias among practicing healthcare providers and examine their effectiveness. Design An integrative review. Methods The framework of Whittemore and Knafl (2005) was utilised to identify and synthesise studies of weight bias interventions. Covidence reference management software facilitated screening using predetermined eligibility criteria that is, published in peer‐reviewed journals, reported in English, and described outcomes for weight bias mitigation interventions among healthcare providers with a professional practice licence. We evaluated study quality using Joanna Briggs Institute's Critical Appraisal Tools for qualitative and quantitative studies. Data Sources Five databases were searched (CINAHL, Embase, EBSCOhost, APA PsycINFO, and Scopus) in July 2024. Results Sixteen articles met the inclusion criteria. Four themes emerged: (1) active learning lessens weight bias more than passive learning, (2) multicomponent approaches yield better outcomes, (3) healthcare providers are willing to change their practices, and (4) explicit attitudes and beliefs are more amenable to change than implicit ones. Four sub‐themes within theme one included the use of in‐person workgroups; films, computer‐based, and podcast delivery; written modules; and physical characteristic modifications, such as the use of an adiposity empathy suit. Intervention designs using a theory‐based, active learning approach with repeated sessions were most successful at decreasing negative weight‐biased attitudes and beliefs. Conclusions Interventions that effectively reduce weight bias among practicing healthcare providers vary, yet evidence suggests that weight bias mitigation is achievable. These interventions offer strategies to improve patient‐centred care among patients living with obesity. Impact Healthcare providers often display weight bias. This review synthesises information on effective interventions for reducing bias, which may limit the subsequent negative patient outcomes associated with it. Reporting Method The Preferred Reporting Items for Systematic Reviews and Meta‐Analyses was the structure used for this paper. Patient or Public Contribution There were no patient or public contributions.