Khan, Muhammad Ali

e18609 Background: Anemia is a frequent complication of myelofibrosis (MF) and is embedded in widely used prognostic systems, yet contemporary real-world estimates of its association with long-term survival and leukemic transformation remain limited. We evaluated the impact of baseline anemia (hemoglobin [Hb] <10 g/dL) on overall survival (OS) and risk of transformation to acute myeloid leukemia (AML) in adults with MF. Methods: We performed a retrospective cohort study using the TriNetX Research Network, identifying adults (≥18 years) with myelofibrosis and stratifying them by anemia status at index (Hb <10 g/dL). Patients with the outcome of interest prior to each analytic window were excluded. To minimize confounding, cohorts were 1:1 propensity score–matched using nearest-neighbor matching with a caliper of 0.1 pooled standard deviations of the logit of the propensity score, adjusting for demographic factors, comorbidities, iron supplementation, leukocyte count, and platelet count. Balance was assessed using standardized mean differences <0.1. The primary outcome was all-cause mortality and the secondary outcome was transformation to AML, assessed at 1, 3, and 5 years. Risk estimates were calculated, and survival analyses were performed using Kaplan–Meier curves and Cox proportional hazards models, with statistical significance defined as a two-sided p<0.05. Results: After matching, 18,504 patients with MF were identified, of which 51.6% were females and 48.3% were males. The mortality rate in patients with anemia was higher than in those without at years 1, 3, and 5: 21.4%, 33.2%, and 39%, respectively, versus 5.4%, 12%, and 16.9%, respectively. The prevalence of transformation to AML was also higher in patients with anemia at 3.7%, 4.9%, and 5.3% at years 1, 3, and 5, respectively, versus 0.1%, 0.3%, and 0.4% in patients without anemia at those same time points. The HR for mortality in MF patients with anemia when compared to those without anemia at years 1, 3, 5 was statistically significant at 4.57 (95% CI 4.14-5.05, log-rank p<0.01), 3.51 (95% CI 3.28-3.76, log-rank p<0.01), and 3.04 (95% CI 2.87-3.23, log-rank p<0.01) respectively. The HR for transformation to AML in patients with MF with anemia versus those without anemia was statistically significant at years 1, 3 and 5, with HRs of 34.96 (95% CI 19.17-63.75, log-rank p<0.01) 20.75 (95% CI 13.97-30.83, log-rank p<0.01) and 17.07 (95% CI 12.11-24.07, log-rank p<0.01), respectively. Conclusions: In this large, propensity-matched real-world EHR analysis, baseline Hb <10 g/dL was associated with substantially worse OS and a markedly higher risk of AML transformation through 5 years. These findings support anemia as a pragmatic risk marker to inform risk-adapted monitoring, supportive care, and therapeutic decision-making in MF.

e18608 Background: Myelofibrosis (MF) is a myeloproliferative neoplasm (MPN) that is characterized by bone marrow fibrosis and inefficient hematopoiesis, leading to extramedullary hematopoiesis. Leukocytosis, a common disease manifestation and a minor criterion for the diagnosis of MF, has been associated with poorer clinical outcomes. This study evaluates the long term impact of leukocytosis on clinical outcomes at different time points in the real-world population of patients with MF. Methods: We conducted a retrospective cohort study using de-identified EHR data from the TriNetX Global Federated Health Research Network. Adults (≥18 years) with myelofibrosis were identified using ICD-10 and ICD-O-3 codes and stratified into leukocytosis (WBC ≥25.0 ×10³/µL; L+) and non-leukocytosis (L−) cohorts at the index diagnosis. Patients with prior or current hematopoietic stem cell transplantation were excluded. Cohorts were propensity score–matched 1:1 for demographics, comorbidities, and baseline laboratory values. Outcomes at 1, 3, and 5 years included all-cause mortality, pulmonary embolism, venous thromboembolism, and transformation to acute myeloid leukemia, with hazard ratios estimated using Cox proportional hazards models. Results: After matching, 13237 patients with MF were identified, of whom 52.12% were male, and 47.8% were female. The mean age in L+ and L- was 66.5 +/- 16.6 years and 68.1 +/- 15.5 years, respectively. The mean hemoglobin in L+ was 10.9+/- 2.8 g/dL, and in L- was 12.9+/- 2.3 g/dL. The mean platelet count in L+ was 303.4+/- 294.9 and in L- was 239.5+/- 151.4 ×10³/µL. HR for all-cause mortality in L+ when compared to L- at years 1, 3, and 5 were statistically significant at 4.079 (95% CI 3.691-4.508), 3.215 (95% CI 2.982-3.466), and 2.787 (95% CI 2.608-2.978), respectively, with log-rank p < 0.01. The HR for PE in L+ when compared to L- was statistically significant at years 1, 3, and 5 at 2.014 (95% CI 1.455-2.787), 1.883 (95% CI 1.451-2.787) and 1.659 (95% CI 1.318-2.088) with log-rank p<0.01. HR for VTE in L+ when compared to L- was statistically significant at years 1, 3, and 5 at 2.501 (95% CI 1.937-3 .229), 1.802 (95% CI 1.491-2.178), and 1.561 (95% CI 1.32-1.847) with log-rank p<0.01. Risk of transformation to AML in L+ when compared to L- at years 1, 3, and 5 was significant with HRs being 9.806 (95% CI 6.575-14.627), 8.823 (95% CI 6.334-12.29), 9.371 (95% CI 6.813-12.891) with log-rank p<0.01. Conclusions: In this large real-world, propensity-matched cohort, leukocytosis in myelofibrosis was associated with significantly higher risks of all-cause mortality, thromboembolic events, and transformation to acute myeloid leukemia across 1-, 3-, and 5-year time points. These findings underscore leukocytosis as a powerful adverse prognostic marker in MF and highlight the need for closer surveillance and risk-adapted therapeutic strategies in this high-risk population.

e18607 Background: Progression to myelofibrosis (MF) is associated with worse survival and influences treatment decisions, yet predictors of fibrotic progression in polycythemia vera (PV) and essential thrombocythemia (ET) remain poorly characterized. Methods: Patients with pathologically confirmed PV or ET were identified from a retrospective chart review. Demographics (age, sex, race, ethnicity), clinical features (thrombosis and bleeding history, performance status, symptom burden, organomegaly), bone marrow pathology (cellularity, trilineage hematopoiesis, megakaryocyte proliferation and atypia, fibrosis grade), molecular markers ( JAK2 , CALR , MPL , ASXL1 , EZH2 , TET2 , SRSF2 , IDH1/2 , SF3B1 , TP53 ), cytogenetics, laboratory values, and treatment history (phlebotomy, hydroxyurea, interferon, ruxolitinib) at first bone marrow biopsy were recorded. MF progression was defined as hematologist-confirmed transformation to MF. Kaplan-Meier analyses estimated median MF-free survival (MFS), defined as time to MF progression or death. Univariable followed by multivariable Cox proportional regression were performed to identify candidate MFS predictors. The proportional hazards assumption was assessed using Schoenfeld residuals. Hazard ratios (HR) with 95% confidence intervals (CI) were computed, with p<0.05 indicating statistical significance. Results: A total of 505 PV and 198 ET patients were identified. The majority were White (PV: 92%; ET: 86%). PV patients were predominantly male (54%) whereas ET patients were predominantly female (66%). MF progression occurred in 160 (32%) PV and 32 (16%) ET patients. Death was observed in 139 (28%) PV and 10 (5%) ET patients. Median MFS was 158.5 months (95% CI: 143.0-183.0) for PV and 308.0 months (95% CI: 175.0-NR) for ET. In PV, older age at diagnosis (HR 1.04; 95% CI: 1.02-1.07; p<0.001) and shorter time since PV or ET diagnosis to biopsy (HR 0.995; 95% CI: 0.990-0.999; p=0.048) independently predicted worse MFS. In ET, bone marrow hypercellularity (HR 5.67, 95% CI: 1.40-23.0, p=0.015) independently predicted worse MFS. Conclusions: PV patients demonstrated shorter MFS compared to ET. Older age at diagnosis in PV, whereas bone marrow hypercellularity in ET was significantly associated with fibrotic progression or death. Active surveillance of at-risk patients may facilitate early detection and timely treatment initiation. Disease Variable HR (95%CI) P-value PV Age at diagnosis 1.04 (1.02-1.07) <0.001 Time since PV or ET diagnosis to biopsy 0.995 (0.990-0.999) 0.048 ET Bone marrow hypercellularity 5.67 (1.40-23.0) 0.015

e18605 Background: Patients with myelofibrosis (MF), especially those with marked leukocytosis, face increased risk for thrombotic complications such as pulmonary embolism (PE) and venous thromboembolism (VTE). Hydroxyurea (HU) is often used to control blood counts. However, evidence for HU reducing thrombotic events in MF is limited, and contemporary real-world data on its impact in MF populations with significant leukocytosis remain sparse. Methods: We conducted a retrospective cohort study using the TriNetX research network. Adult patients with MF and leukocytosis (white blood cell count ≥25×10⁹/L) were identified. Patients with prior allogeneic hematopoietic stem cell transplantation were excluded. HU-exposed patients were compared with non-exposed patients using 1:1 propensity score matching. Matching criteria included age, sex, race, comorbidities, and baseline laboratory values when available. The study included 3,590 patients (1,795 per cohort). Primary outcomes were time to PE and VTE at 1, 3, and 5 years. Hazard ratios (HR) with 95% confidence intervals (CI) were estimated using Cox proportional hazards models. Results: In the propensity-matched cohort, HU exposure was not associated with a statistically significant reduction in thrombotic events. For PE, hazard ratios were numerically higher in the HU-exposed group at 1 year (1.5% vs 1.0%; HR 1.40, 95% CI 0.76–2.56; p=0.278) and 3 years (2.2% vs 1.8%; HR 1.29, 95% CI 0.80–2.08; p=0.289), with a modest increase observed at 5 years (2.8% vs 1.9%; HR 1.57, 95% CI 1.01–2.45; p=0.04). For VTE, no statistically significant differences were observed between HU-exposed and non-exposed patients at any time point (1 year: HR 0.95, 95% CI 0.63–1.44; p=0.821; 3 years: HR 0.97, 95% CI 0.69–1.36; p=0.85; 5 years: HR 1.14, 95% CI 0.84–1.57; p=0.40). Overall, PE and VTE event rates remained low and comparable between cohorts. Conclusions: In this large real-world cohort of patients with myelofibrosis and significant leukocytosis, hydroxyurea exposure was not associated with a statistically significant reduction in thrombotic events, including PE or VTE, over short- or long-term follow-up. Thrombotic event rates were low and generally comparable between hydroxyurea-exposed and non-exposed patients, with no consistent pattern suggesting a protective effect of cytoreductive therapy. Although a modest increase in PE risk was observed at 5 years, this finding was isolated and lacked a consistent temporal pattern, limiting its clinical interpretability. These findings suggest that the role of hydroxyurea in modifying thrombotic risk among MF patients with leukocytosis remains uncertain and highlight the need for individualized treatment decisions and further studies to better define its impact on thrombotic outcomes in this population.

e17004 Background: Living clinical practice guidelines offer the opportunity to keep recommendations aligned with the latest evidence, but they also present a fundamental challenge: as evidence accumulates, panelists cannot sustainably query and synthesize a growing body of literature. In developing ASCO's living metastatic castration-resistant prostate cancer (mCRPC) guideline, we encountered this challenge firsthand. To address it, we developed and evaluated an interactive agentic framework that enables guideline panelists to query evidence in natural language and retrieve structured facts, tables, and figures—with the goal of extending this tool as a clinician-facing companion to enhance guideline accessibility. Methods: The mCRPC systematic review dataset supporting ASCO's clinical practice guideline was used, comprising 212 structured columns capturing trial characteristics, patient populations, and outcomes extracted from 188 references across 88 clinical trials. A large language model (LLM)-based agentic framework was developed employing a coding agent that translates natural language queries into executable scripts for structured evidence retrieval. Claude (Haiku 4.5, Sonnet 4.5, and Opus 4.5) served as the core LLM agents. We constructed a benchmark of 50 fact-based queries with gold-standard answers targeting trial identification, treatment modalities, and endpoint characteristics (e.g., "Which trials evaluated systemic monotherapy?"). Performance was evaluated using exact-match accuracy for final answers, and precision, recall, and F1 score for trial-level retrieval. Results: Across 50 queries, exact-match accuracy ranged from 82% to 86%. Haiku 4.5 and Sonnet 4.5 each achieved 82% (42/50), while Opus 4.5 achieved 86% (43/50). Precision ranged from 0.93–0.97, recall from 0.94–0.96, and F1 scores from 0.91–0.94. Conclusions: This agentic framework enables scalable, auditable, natural language interrogation of guideline evidence, addressing a critical bottleneck in living guideline maintenance. For panelists, it supports rapid, reproducible evidence surveillance during recommendation development. For clinicians, it offers a foundation for an interactive companion tool that transforms static guidelines into queryable resources—enabling personalized evidence retrieval at the point of care. LLM EM Precision Recall F1 claude-haiku-4-5 0.82(42/50) 0.95 0.94 0.91 claude-sonnet-4-5 0.82(42/50) 0.97 0.96 0.93 claude-opus-4-5 0.86(43/50) 0.93 0.96 0.94