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10819 citation(s) found for "Qi, Robert".

Chronic myelomonocytic leukemia in the young (aged 50 years and younger): Divergent clinical and molecular characteristics from the elderly
Ok, Chi Young , Natu, Anuya , Fathalla, Lamiaa A. , Symes, Emily , Barone, Paul , Shestakova, Anna , Foucar, Kathryn , Bueso‐Ramos, Carlos E. , Montalban‐Bravo, Guillermo , Patnaik, Mrinal M. , Hasserjian, Robert P. , Geyer, Julia T. , Bagg, Adam , Reichard, Kaaren K. , Wang, Sa A. , Bravo, Guillermo Montalban , Daneshpajouhnejad, Parnaz , Orazi, Attilio , Arber, Daniel A.

Cancer | November 14, 2025 | Volume: 131 | Issue: 22 | Pages: No page available

10.1002/cncr.70176 | PMID 41236405 Get It

ABSTRACT Background Chronic myelomonocytic leukemia (CMML) is largely a disease of individuals older than 50 years; its occurrence in patients aged 50 years and younger is rare. The authors sought to characterize the clinicopathologic features and genetic profile of young‐onset (age 50 years and younger) CMML (y‐CMML) compared with older onset (older than 50 years) CMML (o‐CMML). Methods The authors conducted a multi‐institutional study of 32 patients with y‐CMML and 119 patients with o‐CMML, analyzing clinical, morphologic, cytogenetic, and molecular data. Results Patients who had y‐CMML frequently presented with splenomegaly (59% vs. 11%; p < .001) and hepatomegaly (25% vs. 2%; p < .001) compared with those who had o‐CMML. Although the overall incidence of cytogenetic abnormalities was similar, patients who had y‐CMML exhibited distinct mutational patterns. PTPN11 mutations were significantly more common in y‐CMML (13% vs. 3%; p = .034) than in o‐CMML, whereas TET2 (6% vs. 57%; p < .001) and SRSF2 (16% vs. 46%; p = .002) mutations were significantly less frequent. In addition, multi‐hit TET2 (6% vs. 34%; p = .002) and TET2‐SRSF2 (3% vs. 29%; p = .003) co‐mutations were rare in y‐CMML. However, the molecular differences did not affect the CMML‐specific risk‐stratification categories because the clinical outcomes, including overall survival and leukemia‐free survival, did not differ between the two groups. Conclusions CMML in patients aged 50 years and younger is rare and presents with unique clinical and mutational features, suggesting a distinct pathogenesis.
Assessing the Learning Curve of the Vertebral Body Tethering in Idiopathic Scoliosis: A Multicenter Analysis
Vollano, Nicholas , Ezeonu, Samuel , Smit, Kevin , Parent, Stéfan, Miyanji, Firoz , Cho, Robert H. , Rodriguez-Olaverri, Juan Carlos, Group, on behalf of the Pediatric Spine Study, Larson, A. Noelle , El‐Hawary, Ron , Guillaume, Tenner J. , Truong, Walter H. , Cheung, Kmc , Group, on behalf of the Pediatric Spine Study

Journal of Pediatric Orthopaedics | November 13, 2025 | Volume: 46 | Issue: 3 | Pages: 147-153

10.1097/bpo.0000000000003150 | PMID 41230630 Get It

Background: Anterior vertebral body tethering (AVBT) is a promising fusionless alternative for treating idiopathic scoliosis; however, limited data exist on the learning curve for this procedure. Previous studies are limited by single-center and short-term complication data. This multicenter study assesses the learning curve by evaluating improvements in operative characteristics over time and radiographic measurements up to 2 years postoperatively. Methods: As recorded from a multicenter registry, surgeons with ≥10 index AVBT procedures for patients with idiopathic scoliosis aged 16 years and below were included. Relationships between case number and multiple surgical variables were determined using Pearson correlation and linear regression testing. For identification of an inflection point, consecutive cases were plotted against operative time per level and fitted with a locally weighted scatterplot smoothing curve. Independent samples t test and χ 2 test were used to compare outcomes between cases before and after the inflection point. Outcomes of interest included demographic, surgical, and radiographic information at the baseline, immediate postoperative, and 2-year timepointswhere available. Results: Eight surgeons and 325 index AVBT patients met the inclusion criteria. Inverse relationships were identified between case number and estimated blood loss, operative time, anesthesia time, and fluoroscopic time per level ( P < 0.005). The inflection point was identified at 15 cases. Operative time, anesthesia time, and fluoroscopy time per level were greater in the first 15 cases compared with those after ( P < 0.05). There were no significant differences in demographic variables, intraoperative complications, or length of stay between the early and late cases. Greater correction in the major coronal curve, minor coronal curve, and coronal balance occurred in the cases performed after the inflection point ( P < 0.05). Conclusions: AVBT is a safe alternative to posterior spinal fusion and demonstrates a predictable improvement in surgical performance over time. Large improvements can be expected during the first 15 AVBT cases performed with minimal differences in complications. Level of Evidence: Level III.
Integrated analysis of the safety of fecal microbiota, live-jslm in adults with recurrent Clostridioides difficile infection from five prospective clinical trials: an update
Lee, Christine , Feuerstadt, Paul , Louie, Thomas , Bancke, Lindy, Guthmueller, Beth, Harvey, Adam Charles , Hoeyer, Frederikke, Orenstein, Robert , Khanna, Sahil , Feuerstadt, Paul , Harvey, Adam, Dubberke, Erik R.

Therapeutic Advances in Gastroenterology | November 12, 2025 | Volume: 18 | Issue: No issue available | Pages: No page available

10.1177/17562848251395566 | PMID 41245385 Get It

Background: Fecal microbiota, live-jslm (RBL) is approved in the United States and Canada for prevention of recurrent Clostridioides difficile infection (rCDI) in adults following standard-of-care (SOC) antibiotic treatment. Objectives: Provide an updated integrated safety analysis, incorporating final safety data from Punch CD3-OLS. Design: Safety data were combined from five RBL trials: three phase II and two phase III trials. Methods: Adult participants had documented rCDI and completed SOC therapy before receiving one or two doses of RBL or placebo, rectally administered as one treatment course. Treatment-emergent adverse events (TEAEs) were recorded for ⩽6 months. Results: TEAEs were reported in 70.9% (845/1192) of RBL recipients; most TEAEs were mild to moderate and gastrointestinal in nature. Most serious TEAEs were related to preexisting conditions or CDI. There was no clustering of serious TEAEs. Most TEAEs leading to death were related to preexisting conditions. Conclusion: Overall, data demonstrate RBL has a favorable 6-month safety profile. Trial registration: ClinicalTrials.gov: NCT01925417; NCT02299570; NCT02589847; NCT03244644; NCT03931941.
Exome Sequencing Enhances Screening for Familial Hypercholesterolemia Within a Multi-Site Healthcare System
Samadder, N. Jewel , Schroeder, Mariah , Petersen, M. , Shamoun, Fadi , Kullo, Iftikhar J. , Curry, Timothy B. , Houwink, Elisa J. F. , Bublitz, Michelle L. , Bandel, Lorelei A. , Armasu, Sebastian M. , Ferber, Matthew J. , Olson, Rory J. , Tan-Arroyo, Jennifer , Morales‐Rosado, Joel A. , Klee, Eric W. , Kruisselbrink, Teresa , Egan, Jan B. , Kemppainen, Jennifer L., Bidwell, Jessa , Anderson, Jennifer L. , McAllister, Tammy M., Baudhuin, Linnea M. , Summer-Bolster, Jolene M., Voss, Molly M , Kullo, Iftikhar J , Vierkant, Robert A , Ferber, Matthew J , Olson, Rory , Arroyo, Jennifer , Morales-Rosado, Joel A , Klee, Eric W , Larson, Nicholas B , Kruisselbrink, Teresa M , Egan, Jan B , Bidwell, Jessa S , Baudhuin, Linnea M , Kunze, Katie L , Golafshar, Michael , Presutti, Richard J , Lazaridis, Konstantinos N , Houwink, Elisa J F , Schroeder, Mariah L , Vierkant, Robert A. , Larson, Nicholas B. , Kunze, Katie L. , Golafshar, Michael A. , Presutti, R. John , Lazaridis, Konstantinos N.

Circulation: Genomic and Precision Medicine | November 12, 2025 | Volume: 18 | Issue: 6 | Pages: No page available

10.1161/circgen.125.005174 | PMID 41221644 Get It

BACKGROUND: Familial hypercholesterolemia (FH) is an autosomal dominant genetic disorder that increases risk for premature coronary artery disease and has accessible and effective interventions. The Dutch lipid clinic network is currently the most used diagnostic criterion; however, genetic sequencing provides a definitive diagnosis of FH. The goals of this study were to determine whether germline genetic screening using exome sequencing could be used to efficiently identify individuals who were genotype positive for FH. METHODS: Participants were recruited from 3 geographically and racially diverse sites in the United States (Rochester, MN; Phoenix, AZ; and Jacksonville, FL). Participants underwent Exome+ sequencing (dba Helix, San Mateo, CA) and return of results for specific genetic findings in APOB , LDLR , or PCSK9 . A chart review was performed to collect demographics, personal, and family cardiovascular history. RESULTS: At the time of the study, 84 413 participants were enrolled in the Tapestry study. Annotation and interpretation of all variants in genes for FH resulted in the identification of 419 likely pathogenic and pathogenic variants (prevalence, 0.50%), which included 116 APOB , 298 LDLR , and 5 PCSK9 . Sixty-six percent were female, the mean body mass index was 27.3, with 12.3% reporting a history of diabetes. Hypertriglyceridemia (≥150 mg/dL) was present in 39.5% and reduced HDL (<50 mg/dL) was present in 56.7% of patients. 27.5% of patients were not on cholesterol-lowering medications, and only 10% of FH carriers were at goal low-density lipoprotein cholesterol levels. A history of coronary artery disease was reported in 22.4% of the cohort. Nearly 90% of these participants were newly diagnosed carriers of FH. Only 30.8% of confirmed genetic diagnoses of FH satisfied clinical (Dutch lipid clinic network) criteria for a diagnosis. CONCLUSIONS: Our results emphasize the need for wider utilization of germline genetic sequencing for enhanced screening and detection of individuals who have familial hypercholesterolemia. REGISTRATION: URL: https://www.clinicaltrials.gov ; Unique identifier: NCT05212428.
Meniscal Repair in the Setting of Revision Anterior Cruciate Ligament Reconstruction: 6-Year Follow-up Results From the MARS Cohort
Group;, MARS, Fox, Jake A. , Huston, Laura J. , Haas, Amanda K. , Cooper, Daniel E. , Dunn, Warren R. , Lantz, Brett A., Amendola, Annunziato , Annunziata, Christopher C., Arciero, Robert A. , Bach, Bernard R. , Baker, Champ L., Bartolozzi, Arthur R. , Baumgarten, Keith M. , Berg, Jeffrey H., Bernas, Geoffrey A., Brockmeier, Stephen F. , Bush‐Joseph, Charles A., Butler, J. Brad, Carey, James L. , Carpenter, James E. , Cole, Brian J. , Cooper, Jonathan M. , Creighton, R. Alexander , Flanigan, David C. , Frederick, Robert W., Ganley, Theodore J. , Gatt, Charles J. , Gecha, Steven R., Hame, Sharon L. , Hannafin, Jo A., Harner, Christopher D. , Harris, Norman Lindsay, Hechtman, Keith S., Hershman, Elliott B., Hoellrich, Rudolf G., Johnson, David C. , Kaeding, Christopher C., Kamath, Ganesh V. , Klootwyk, Thomas E., Levy, Bruce A. , Benjamin, C. , Maiers, G. Peter, Marx, Robert G. , Matava, Matthew J. , Mathien, Gregory M., McCormack, Robert G. , Miller, Bruce S., Nissen, Carl W. , O’Neill, Daniel F., Parker, Richard D., Purnell, Mark L., Ramappa, Arun J. , Rauh, Michael A. , Rettig, Arthur C., Sekiya, Jon K., Shea, Kevin G. , Slauterbeck, James R., Smith, Matthew V. , Svoboda, Col. Steven J., Taft, Timothy N., Tenuta, Joachim J., Tingstad, Edwin M., Vidal, Armando F. , Viskontas, Darius G., White, Richard A., Williams, James S., Wolcott, Michelle L., York, James J. , Wright, Rick W. , Svoboda, Steven J. , Group;, MARS, Pennings, Jacquelyn S. , Allen, Christina R. , DeBerardino, Thomas M. , Spindler, Kurt P , Stuart, Michael J., Brophy, Robert H. , Carpenter, James E., Cox, Charles L. , David, Tal S. , Flanigan, David C. , Giffin, J. Robert , Johnson, David C., Johnson, Timothy S. , Jones, Morgan H. , Kaeding, Christopher C. , Marx, Robert G. , McAllister, David R. , McCarty, Eric C. , Miller, Bruce S., Owens, Brett D. , Sherman, Orrin H. , Spang, Jeffrey T. , Vidal, Armando F. , Wolf, Brian R.

The American Journal of Sports Medicine | November 12, 2025 | Volume: 53 | Issue: 14 | Pages: 3435-3445

10.1177/03635465251387333 | PMID 41220248 Get It

Background: Meniscal preservation has been demonstrated to contribute to long-term knee health and has been a successful intervention in isolation and in patients with anterior cruciate ligament reconstruction (ACLR). The long-term results of meniscal repair in the setting of revision ACLR have yet to be documented. Purpose: To report the incidence of meniscal repair failures at the 6-year follow-up in a cohort of patients who underwent concurrent revision ACLR and primary meniscal repair. Study Design: Prospective cohort study; Level of evidence, 2. Methods: All revision ACLRs with concomitant primary meniscal repair cases from a multicenter group between 2006 and 2011 were selected. Six-year follow-up was obtained to determine whether any subsequent surgery had occurred since their initial revision ACLR. If so, operative reports were obtained, whenever possible, to verify pathological condition and treatment. Results: In total, 221 patients from 1234 revision ACLRs underwent concurrent primary meniscal repairs (18% of the cohort). There were 238 repairs performed: 173 medial and 65 lateral. The majority of these repairs (n = 181; 76%) were performed with an all-inside technique. Six-year surgical follow-up was obtained in 77% (171/221) of the cohort, or 189 of 238 (79%) of the repairs (136 medial, 53 lateral). The meniscal repair failure rate, defined as reoperation, was 16% (31/189) at 6 years. Of the 31 failures, 28 were medial (24 all-inside, 4 inside-out; 28/136 = 20.6% failure rate) and 3 were lateral (2 all-inside, 1 inside-out; 3/53 = 5.7% failure rate). Three medial failures were treated in conjunction with a subsequent repeat revision ACLR. Medial tears underwent reoperation for failure at a significantly higher rate than lateral tears (20.6% vs 5.7%; P = .01) and had a significantly shorter survival time compared with lateral tears ( P = .02). No difference was found between the failure and nonfailure groups when it came to tear type, tear length, repair technique utilized, suture/implant type, or number of sutures used between the 2 groups. Conclusion: Meniscal repair in the revision ACLR setting has a 16% failure rate at 6 years. Failure rates for medial tears (20.6%) were found to be higher than that for lateral tears (5.7%), which aligns with previous studies in both the revision and primary ACLR setting.
Diffusion Alterations at the Gray Matter/White Matter Boundary in Traumatic Encephalopathy Syndrome
Wiegand, Tim L. T. , Pankatz, Lara, Arciniega, Hector , Jung, Leonard , Tuz‐Zahra, Fatima , Lubeck, Haley, Rojczyk, Philine , Schuhmacher, Luisa Sophie, Buring, J. E., Pasternak, Ofer , Cetin-Karayumak, Suheyla, McKee, Ann C. , Balcer, Laura J. , Bernick, Charles , Coleman, Michael J. , Colasurdo, Elizabeth A. , Lin, Alexander , Peskind, Elaine R. , Blennow, Kaj, Zetterberg, Henrik, Alosco, Michael L. , Cummings, Jeffrey L., Reiman, Eric M. , Stern, Robert , Shenton, Martha E., Bouix, Sylvain , Katz, Douglas I. , Tripodis, Yorghos , Karayumak, Suheyla Cetin , Rathi, Yogesh , Adler, Charles H. , Ashton, Nicholas J. , Blennow, Kaj , Zetterberg, Henrik , Stern, Robert A., Koerte, Inga K

Journal of Neurotrauma | November 12, 2025 | Volume: 43 | Issue: 3-4 | Pages: 224-235

10.1177/08977151251393966 | PMID 41218808 Get It

Chronic traumatic encephalopathy (CTE) is a neurodegenerative disease associated with exposure to repetitive head impacts (RHI). In CTE, hyperphosphorylated tau (p-tau) aggregates are found in neurons at the depth of cortical sulci close to the gray matter/white matter (GM/WM) boundary. To date, CTE can only be diagnosed postmortem by neuropathological examination. Traumatic encephalopathy syndrome (TES) is the clinical syndrome purported to be associated with CTE pathology. The aim of this study is to investigate microstructural properties at the GM/WM boundary in individuals with a history of exposure to RHI and clinical features of CTE (i.e., TES). Diffusion magnetic resonance imaging (dMRI), TES diagnoses, and cerebrospinal fluid (CSF) biomarkers were acquired from 165 male former American football players (age: 57.29 ± 8.23 years) from the DIAGNOSE CTE Research Project, a multicenter, observational cohort study. Fractional anisotropy (FA) was measured at the GM/WM boundary of the whole brain. In addition, a widely used method (tract-based spatial statistics [TBSS]) was applied to measure FA of central WM. We used analyses of covariance to test associations between FA and TES. Furthermore, we used linear regressions to test associations between FA and nine CSF biomarkers (i.e., p-tau-181, -217, -231, total tau, amyloid β [Aβ] 1–40 , Aβ 1–42 , glial fibrillary acidic protein [GFAP], neurofilament light [NfL], and soluble triggering receptor expressed on myeloid cells-2 [sTREM2]). We report an association between higher FA at the GM/WM boundary and higher levels of certainty for CTE pathology ( F (1, 147) = 5.781, 95% confidence interval (CI) = 0.0003–0.003, p = 0.035) as well as neurobehavioral dysregulation ( F (1, 148) = 7.559, 95% CI = 0.001–0.009, p = 0.020), and functional dependence/dementia ( F (1, 148) = 5.046, 95% CI = 0.0004–0.006, p = 0.039). In addition, we report an association between higher FA at the GM/WM boundary and higher CSF p-tau-181 (β = 0.272, 95% CI = 0.078–0.466, p = 0.029) and p-tau-217 (β = 0.295, 95% CI = 0.102–0.488, p = 0.027). FA of the central WM was not associated with TES diagnoses. Taken together, these findings suggest that dMRI at the GM/WM boundary could be used to investigate microstructural alterations suggestive of tau pathology-associated neurodegeneration in individuals with TES, the clinical presentation of CTE. Future studies are needed to validate this approach and to identify clinically useful cutoff values for dMRI metrics.
Transcriptional pause release at enhancers mediates cell identity
Ekstrom, Thomas L. , Johnsen, Steven A. , Johnsen, Steven A

NAR Cancer | November 11, 2025 | Volume: 7 | Issue: 4 | Pages: No page available

10.1093/narcan/zcaf039 | PMID 41230003 Get It

Abstract This short review highlights recent findings related to transcription factor-mediated RNA polymerase II (Pol II) pause release at enhancers and its role in regulating cell identity. We discuss how the transcriptional state of Pol II, either paused or released, shapes enhancer–promoter interactions, thereby influencing gene expression programs that define cell identity. We further summarize current knowledge of DNA-binding transcription factors that regulate Pol II pause release at enhancers and explore how this process influences cell identity. We propose a novel concept of therapy-induced molecular amnesia, where temporary inhibition of enhancer-proximal Pol II pause release and enhancer RNA transcription affects enhancer–promoter interactions differently in distinct cellular contexts. In some contexts, preservation of enhancer–promoter interactions allows rapid transcriptional reactivation and maintenance of cell identity upon recovery. In other contexts, repeated inhibition of enhancer RNA transcription leads to the permanent dissociation of enhancer–promoter interactions and loss of cell identity. Our model suggests that manipulating Pol II pause release at enhancers could selectively reverse certain aggressive tumor cell identities, limit tumor cell plasticity, and improve therapy responsiveness.
TMIC-25. SMAC Mimetic Targets Glioblastoma Stem Cells and Reprograms the Associated Tumor Microenvironment
Wu, Qiong , Du, Dongliang , Chen, Jianan , Berglund, Anders , Macaulay, Robert , Etame, Arnold B.

Neuro-Oncology | November 11, 2025 | Volume: 27 | Issue: Supplement_5 | Pages: v449-v449

10.1093/neuonc/noaf201.1780 Get It

Abstract Glioblastoma (GBM) is a highly treatment-resistant malignancy characterized by its poor prognosis and intrinsic resistance to therapy, driven largely by glioblastoma stem cells (GSCs) and an immunosuppressive tumor microenvironment (TME). This dual resistance plays a significant role in the failure of current treatment strategies. Consequently, there is an urgent need for novel therapeutic approaches that can effectively target GSCs while simultaneously reshaping the TME to promote anti-tumor immunity. In this study, we investigated the dual therapeutic potential of Xevinapant, a lead SMAC mimetic, through a combination of in vitro, in vivo, and single-cell transcriptomic analyses. We found that Xevinapant demonstrated potent anti-tumor activity through inducing dose-dependent apoptosis and significantly reduced cell viability in both human and mouse GSCs. In vivo administration of Xevinapant led to significant tumor suppression and extended overall survival in orthotopic models. Notably, our single-cell RNA sequencing result revealed that Xevinapant activated immune effector cell responses, contributing to the reprogramming of the immunosuppressive TME. Immune cell activation (both lymphoid and myeloid lineages) was further validated by flow cytometry using tumor-derived cells. To overcome potential therapeutic resistance, we derived Xevinapant-specific gene expression signatures and queried the LINCS database to identify small molecules with synergistic effects. Our analysis identified a promising compound ST-059620 that, when used in combination with Xevinapant, enhanced therapeutic efficacy and overcame resistance. Taken together, our findings highlight the dual mechanism of action of Xevinapant in targeting both tumor-intrinsic and microenvironmental resistance mechanisms. These results support the continued clinical development of Xevinapant and provide a strong rationale for combination strategies aimed at improving treatment efficacy in GBM.
IMG-87. Differentiation of IDH-Wildtype Glioblastoma and Primary Central Nervous System Lymphoma Using 3D Deep Learning on MRI
Moassefi, Mana, Decker, Paul A. , Kosel, Matthew, Ruff, Michael W. , Farooq, Umar , Jenkins, Robert B. , Eckel‐Passow, Jeanette E. , Moassefi, Mana , Conte, Gian Marco , Decker, Paul A. , Burns, Terry C. , Farooq, Umar, Derdeyn, Colin P. , Habermann, Thomas M. , Cerhan, James R. , Slager, Susan L. , Vaubel, Rachael A. , Lachance, Daniel Honore , Erickson, Bradley J. , Tobin, W. Oliver

Neuro-Oncology | November 11, 2025 | Volume: 27 | Issue: Supplement_5 | Pages: v294-v294

10.1093/neuonc/noaf201.1166 Get It

Abstract Glioblastoma, IDH-wildtype (GBM), and primary central nervous system lymphoma (PCNSL) are two aggressive brain tumors with distinct treatment strategies but overlapping imaging features on MRI. Accurate preoperative differentiation remains a clinical challenge, due to their overlapping imaging features, even when advanced MRI techniques are employed. This study explored deep learning approaches leveraging multi-sequence MRI to distinguish GBM from PCNSL. Models were developed utilizing 146 PCNSL cases, which were matched to146 GBM by age, sex and year of diagnosis. A 3D-DenseNet121 convolutional neural network was trained using two analytical strategies: (i) loss-based model selection and (ii) ensemble prediction using five-fold cross-validation. Model performance was evaluated on an independent validation set of 256 GBM and 37 PCNSL from the same institution as well as 36 PCNSL cases from an external institution. All MRIs were preprocessed using the FeTS pipeline. Using the independent validation cohort, area under the receiver operating characteristic curve (AUC) and 95% confidence intervals (CI) were computed overall and stratified by demographic characteristics. Using both T1 post-contrast (T1Gd) and T2-weighted images, the loss-based model achieved AUC=0.83 (95% CI: 0.77-0.88) and the ensemble model yielded an AUC=0.82 (95% CI: 0.76-0.89). Model performance was similar across males and females; however, model performance was better for subjects older than 50 years of age versus younger than 50. When using only T1Gd images, the loss-based model dropped to AUC=0.55 (95% CI: 0.48-0.63), whereas the ensemble model had AUC=0.79 (95% CI: 0.72-0.85). Models trained with only T2 images achieved AUCs of 0.67 (95% CI: 0.60-0.73) (loss-based) and 0.75 (95% CI: 0.69-0.82) (ensemble). These results highlight the added value of the multi-sequence input. Our results confirm the feasibility of using automated deep learning models to differentiate GBM from PCNSL. Notably, the model generalized well to external MRI data, emphasizing its potential utility as a diagnostic aid in real-world clinical workflows.