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Defining clinically significant tumor size in sporadic vestibular schwannoma to inform timing of radiosurgery during wait-and-scan management: further evidence supporting size threshold surveillance
Carlson, Matthew L. , Marinelli, John P. , Babajanian, Eric E. , Daher, Ghazal S. , Dornhoffer, James R. , Khandalavala, Karl R. , Lohse, Christine M., Gompel, Jamie J. Van, Celda, María Peris, Neff, Brian A., Driscoll, Colin L. W., Link, Michael J., Lohse, Christine M. , Gompel, Jamie J. Van , Link, Michael J.

Journal of Neurosurgery | January 22, 2026 | Volume: 144 | Issue: 4 | Pages: 955-964

10.3171/2025.8.jns25830 | PMID 41569717 Get It

OBJECTIVE Wait-and-scan surveillance is now commonly employed for initial management of small- and medium-sized vestibular schwannomas. Although small differences in tumor size are unlikely to impact outcomes significantly, treatment with either radiosurgery or microsurgery is usually recommended following radiological detection of tumor growth. The objective of the current study was to identify potential inflection points in vestibular schwannoma tumor size, where the risks of treatment with single-fraction stereotactic radiosurgery (SRS) accelerate to inform timing of intervention. METHODS Adult (≥ 18 years old) patients with sporadic vestibular schwannoma who underwent SRS from 2000 through 2022 were included. RESULTS A total of 749 patients with a median age at SRS of 62 years were studied, the majority (n = 566 [76%]) of whom had tumors extending into the cerebellopontine angle (CPA) at SRS. The optimal tumor size cut point to predict SRS failure and need for salvage treatment was 4 mm or more of CPA extension (c-index 0.59, HR 3.60, p = 0.01). The optimal tumor size cut point to predict the outcome of facial nerve paresis was 13 mm or more of CPA extension, resulting in a c-index of 0.63 (HR 2.88, p = 0.01). Among patients with at least 3 months of surveillance before SRS, those with a tumor growth rate ≥ 2.5 mm/year were more likely to undergo salvage treatment than those with a growth rate < 2.5 mm/year, although this difference did not achieve statistical significance (HR 1.82, p = 0.18). CONCLUSIONS The risk of SRS failure requiring salvage treatment and the risk of post-SRS facial nerve paralysis increase at sizes of approximately 4 and 13 mm extension into the CPA, respectively, providing a size threshold anchor to help guide treatment decision-making regarding timing of SRS. Furthermore, rapid tumor growth during the initial wait-and-scan period may be associated with an increased risk of radiosurgical failure, which may influence choice of treatment.
Four-lead deep brain stimulation for multifocal drug-resistant epilepsy: surgical safety profile and preliminary effectiveness
Peters, Pierce A., Zhou, Roy , Singh, Raunak, Gregg, Nick M., Worrell, Gregory, Miller, Kai J. , Gompel, Jamie J. Van, Singh, Raunak , Gregg, Nick, Worrell, Gregory A. , Lundstrom, Brian N. , Gompel, Jamie J. Van

Journal of Neurosurgery | January 22, 2026 | Volume: 144 | Issue: 4 | Pages: 767-778

10.3171/2025.8.jns251288 | PMID 41569668 Get It

OBJECTIVE Deep brain stimulation (DBS) is emerging as an additional surgical option for refractory, multifocal epilepsy. Four-lead DBS systems can be used when seizure onset is poorly localized, generalized, or involves multiple targetable circuits. The goal of this study was to assess preliminary outcomes and complication rates in 4-lead DBS systems for treating epilepsy. METHODS A consecutive series of 32 patients with 4-lead DBS implants who had at least 6 months of follow-up was reviewed, and demographics, outcomes, and complications were abstracted. RESULTS Thirty-two patients implanted with 4 DBS leads (including off-label use) were included. The median age at surgery was 28.5 years, the median age at epilepsy diagnosis was 7.5 years, and 18 patients (56%) were women. The median epilepsy duration prior to implantation was 21 years. The most common seizure localization was frontotemporal (53%), followed by generalized (28%) and parietoccipital (13%). Prior vagus nerve stimulation had been trialed in 20 patients (63%), and an invasive stereotactic EEG recording was performed in 17 patients (59%). Eight patients had prior epilepsy surgery (25%). DBS targets included the anterior thalamic nucleus in combination with the centromedian thalamic nucleus, hippocampus, pulvinar nucleus, cingulate, insula, and globus pallidus. The median surgical duration was 5 hours 22 minutes, with a median operating room time of 8 hours 21 minutes. The median postoperative follow-up was 27 (interquartile range 17–41) months. Three patients experienced transient neurological deficits and 2 patients required intraoperative lead repositioning. There were no infections or hemorrhages. Most patients benefited from stimulation (22% Engel class I, 22% class II, 28% class III, and 28% class IV). The median patient-reported seizure reduction rate was 70%, with a responder rate of 72%. One patient elected to have the system explanted. CONCLUSIONS Four-lead DBS is safe and can achieve meaningful improvement in challenging cases of multifocal epilepsy with a low complication rate.
mRNA Therapy for Alport Syndrome
Parrett, Brian J. , Barry, Michael A.

No container title available | January 22, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.01.20.700554 | PMID 41648584 Get It

Abstract Alport syndrome is caused by mutations in the type IV collagen genes COL4A3, COL4A4, and COL4A5 which are expressed in podocytes in the glomerulus of the kidney. Mutation of these genes disrupts blood filtration by the kidney leading to proteinuria and kidney failure. There is no cure for Alport Syndrome. Current therapies do not treat the genetic cause of the disease, but instead aim to delay the disease by reducing blood pressure in the kidney. Here we tested the ability of mRNA therapy to treat the disease. Mice with X-linked Alport syndrome (XLAS) due to mutation of Col4A5 were treated intravenously with lipid nanoparticles (LNPs) carrying three mRNAs encoding COL4A3, COL4A4, and COL4A5 to produce trimeric collagen IV repair proteins. This intravenous mRNA therapy significantly reduced proteinuria and blood urea nitrogen. Protection against the syndrome was maintained provided that LNP-mRNA injections were continued. However, efficacy was lost when therapy was terminated. These data provide proof of principle to apply a genetic mRNA therapy to halt progression of Alport syndrome in a mouse model of XLAS. These data also demonstrate that damage to the kidney filtration barrier can be leveraged to deliver large molecular therapies to podocytes and other cells within the kidney to treat Alport syndrome and other kidney genetic diseases.
Setting the Standard in Robotic Whipple Surgery
Pfister, Matthias , Li, Zhihao, Araujo, Raphael L. C., Chaudhari, V., Chérif, Rim , Foroutani, Laleh , Ginesini, Michael, Iben-Khayat, Abdallah , Lee, Boram, Nunez, Ricardo, Takishita, Chie, Vigia, Emanuel , Watanabe, Yusuke , Wakabayashi, Taiga , Alseidi, A., Benedetto, Fabrizio Di, Boggi, Ugo, Brustia, Dr Raffaele, Cheung, Tan-To, Dillhoff, Mary E., Goh, BrianK P, Han, Ho-Seong, Ielpo, Benedetto, Lee, Jae Hoon, Machado, Marcel A., Marques, Hugo Pinto, Mejia, Alejandro, Nakamura, Masafumi, Pessaux, Patrick, Polanco, Patricio M., Saint-Marc, Olivier, Shrikhande, S., Wakabayashi, Go, Clavien, Pierre-Alain, Marques, Hugo P. , Li, Zhihao , Ielpo, Benedetto , Clavien, Pierre-Alain , Li, Zhihao , Abbassi, Fariba , Cherif, Rim, Giannone, Fabio , Ginesini, Michael , Underwood, Patrick W. , Vivian, Elaina , Benedetto, Fabrizio Di , Boggi, Ugo , Brustia, Raffaele , Dillhoff, Mary , Goh, Brian K P , Han, Ho-Seong , Lee, Jae Hoon , Martinie, John B. , Mejia, Alejandro , Nagakawa, Yuichi , Nakamura, Masafumi , Pessaux, Patrick , Polanco, Patricio Marcelo , Saint‐Marc, Olivier , Shrikhande, S., Wakabayashi, Go , Clavien, Pierre‐Alain

Annals of Surgery | January 21, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1097/sla.0000000000007014 | PMID 41562520 Get It

Objective: To establish international benchmark values for relevant outcome parameters in robotic Whipple. Summary Background Data: For safe adoption of surgical innovation, robust quality control is essential. Benchmarking is a validated tool for assessing surgical performance. Recent international consensus identified establishing benchmark values for robotic Whipple as top priority. Methods: We analyzed consecutive patients undergoing robotic Whipple between 2020-2023 with a minimum one-year follow-up. Reference centers were required to perform ≥15 cases/year, be scientifically active in the field, and maintain a prospective database. Benchmark criteria included benign or resectable malignant disease without neoadjuvant therapy, arterial resection, major co-morbidities, or significant previous abdominal surgery. Benchmarks were established for 13 outcome parameters. Result: The benchmark cohort comprised 418 patients from 12 centers across four continents. Benchmark values were: conversion rate ≤4.3%, transfusion rate ≤2.1%, 6-month mortality ≤2.2%, major complications ≤23.2%, and CCI® ≤20.9. Clinically relevant pancreatic fistula (grade B/C) and hemorrhage (grade B/C) rates were ≤23.6% and ≤12.7%, respectively. For pancreatic ductal adenocarcinoma (n=123), the benchmark for lymph node yield was ≥20. Higher surgical difficulty was associated with increased overall postoperative morbidity (R 2 =0.38, P =0.019), higher center caseload with reduced pancreas-specific complications (R 2 =0.28, P =0.044). Independent POPF predictors included duct diameter ≤4 mm (OR 1.37, 95% CI: 1.03, 1.82), anticoagulation (OR 2.45, 95% CI: 1.47, 3.99), and indication other than PDAC (OR 2.33, 95% CI: 1.68, 3.27). Conclusions: This study establishes the first international benchmarks for robotic Whipple, demonstrating oncologic outcomes and morbidity comparable to open surgery with the benefits of minimally invasive surgery.
Longitudinal Peripheral Blood Transcriptomics Reveal Novel Signatures During Cardiac Allograft Rejection
Ghazal, Rachad , Wang, Min, Cao, Jenny Jia Ling, Vyas, Hridyanshu , Liu, Duan , Nair, Asha , Wang, Li , Yip, D., Patel, Parag C., Steidley, D. Eric , Hardaway, Brian , Clavell, Alfredo L., Kushwaha, Sudhir S. , Eisen, Howard J., Pereira, Naveen, Srinivas, Akshatha N. , Steidley, David E, Hardaway, Brian W, Pereira, Naveen L , Liu, Duan , Ghazal, Rachad , Srinivas, Akshatha N., Smith, Byron H. , Yip, Daniel , Patel, Parag C. , Clavell, Alfredo L. , Park, Walter D. , Stegall, Mark D. , Eisen, Howard J.

Transplantation Direct | January 20, 2026 | Volume: 12 | Issue: 2 | Pages: e1882

10.1097/txd.0000000000001882 | PMID 41567756 Get It

Background. Acute cellular rejection (ACR) remains a major cause of morbidity after heart transplantation despite advances in immunosuppression. Whole genome transcriptomic profiling offers a systems-based, unbiased approach to elucidate the molecular mechanisms underlying ACR. However, noninvasive, longitudinal biomarker assessments capable of capturing the temporal dynamics of rejection biology remain scarce. Methods. RNA sequencing of peripheral blood from heart transplant recipients before, during, and after ACR was compared with nonrejection controls. Pathway analysis was conducted using differentially expressed genes (DEGs), and a machine learning approach was applied to assess gene-based prediction of ACR. Results. A total of 235 rejection-specific significant DEGs and 863 postrejection DEGs (false discovery rate < 0.05) were identified. During ACR, DEGs were enriched for T-cell activation/differentiation, apoptosis, and B-cell receptor signaling pathways. By combining the 2 sets of DEGs, a panel of 71 common genes was identified that reflected the significant, longitudinal transcriptomic dynamics of ACR. In an elastic net machine learning–based classifier, DYNLL1 and SERF2 were identified as ACR predictive genes, and achieved a cross-validated area under the receiver operating characteristic curve of 0.63. Conclusions. Peripheral blood transcriptomics identify dynamic temporal responses in ACR including T- and B-cell pathways with potential ACR predictive genes that warrant further investigation.
Western pediatric cervical spine study: an observational prospective Western Pediatric Surgery Research Consortium and Western Trauma Association multicenter study protocol
Kahan, Anastasia Morgan, Padilla, Benjamin E, Patwardhan, Utsav M , Larsen, Kezlyn, Lee, Justin H, Ostlie, Daniel J. , Jensen, Aaron R. , Ignacio, Romeo C. , Chao, Stephanie D. , Ravindra, Vijay M. , Swendiman, Robert A. , Iyer, Rajiv R. , Brockmeyer, Douglas L. , Kelley-Quon, Lorraine I, Yorkgitis, Brian K. , Inaba, Kenji, Kahan, Anastasia M , Kahan, Anastasia Morgan , Chao, Stephanie D , Russell, Katie , Eldredge, R Scott , Padilla, Benjamin E. , Presson, Angela P. , Melhado, Caroline G. , Kelley‐Quon, Lorraine I. , Escobar, Mauricio Antonio , Inaba, Kenji , Russell, Katie W.

Trauma Surgery & Acute Care Open | January 20, 2026 | Volume: 11 | Issue: 1 | Pages: e001728

10.1136/tsaco-2024-001728 | PMID 41573663 Get It

Background In pediatric patients presenting after blunt trauma, the incidence of clinically significant cervical spine injury (CSI) is approximately 1%. Although multidetector CT (MDCT) is widely accepted for cervical spine clearance in adults, its utility in children remains uncertain. The purpose of this study is to evaluate the sensitivity of MDCT in identifying clinically significant CSI in pediatric patients, stratified by age groups: adolescents (12 years to 17 years) and children (0 years to 11 years). Methods We designed a national, multicenter, prospective observational study to assess the diagnostic performance of MDCT in detecting clinically significant CSI in pediatric trauma patients. Data are being collected from participating centers on imaging findings, clinical outcomes, and the presence of confirmed CSIs after blunt trauma. The analysis plan includes stratification by age group and calculation of sensitivity, specificity, and predictive values of MDCT for CSI. Results This abstract outlines the background, methodology, and analytical framework of the study. Data collection and analysis are ongoing. This study represents the largest known cohort of pediatric patients undergoing cervical spine imaging after blunt trauma and is the first prospective study of its kind focused exclusively on this population. Conclusions This study will provide critical data to inform guidelines for pediatric cervical spine clearance after blunt trauma. By evaluating the sensitivity of MDCT in detecting clinically significant CSI, the findings aim to support evidence-based imaging strategies and improve the safety and efficiency of pediatric trauma care.
Frontline aspiration versus stent retriever thrombectomy for M2 occlusions: Insights from the STAR registry
Gaub, Michael , Kasem, Rahim Abo , Maier, Ilko , Rai, Ansaar, Jabbour, Pascal, Kim, Joon-Tae, Wolfe, Stacey Q , Starke, Robert M, Psychogios, Marios-Nikos, Goyal, Nitin, Dye, Justin , Alaraj, Ali, Ezzeldin, Mohamad , Yoshimura, Shinichi, Fiorella, David, Tanweer, Omar, Romano, Daniele G, Navia, Pedro, Cuellar, Hugo H, Polifka, Adam , Osbun, Joshua, Siddiqui, Fazeel , Moss, Mark, Mokin, Maxim, Matouk, Charles, Park, Min S, Brinjikji, Waleed, Dağlıoğlu, Ergün , Williamson, Richard, Altschul, D, Ogilvy, Christopher S, Levitt, Michael R, Gory, Benjamin, Paul, A, Kan, Peter, Casagrande, Walter, Chowdhry, Shakeel, Stiefel, Michael , Grandhi, Ramesh, Spiotta, Alejandro M , Mascitelli, Justin, Jabbour, Pascal , Ogilvy, Christopher S. , Alaraj, Ali , Altschul, David , Abo Kasem, Rahim , Jabbour, Pascal , Alaraj, Ali , Altschul, David J , Wolfe, Stacey Quintero , Ogilvy, Christopher S , Rai, Ansaar , Kim, Joon‐Tae , Howard, Brian M , Alawieh, Ali , Psychogios, Marios‐Nikos , Shaban, Amir , Fiorella, David , Tanweer, Omar , Romano, Daniele Giuseppe , Navía, Pedro , Fragata, Isabel , Osbun, Joshua W , Moss, Mark, Limaye, Kaustubh , Mokin, Maxim , Matouk, Charles , Brinjikji, Waleed , Williamson, Richard, Crosa, Roberto , Levitt, Michael R. , Gory, Benjamin , Paul, Alexandra R , Chowdhry, Shakeel , Grandhi, Ramesh , Mascitelli, Justin R

European Stroke Journal | January 20, 2026 | Volume: 11 | Issue: 1 | Pages: No page available

10.1093/esj/23969873251381924 | PMID 41614461 Get It

Abstract Background Recent trials have furthered uncertainty regarding the endovascular benefit for medium vessel occlusions (MeVO). Stent retrievers (SR) were employed in the first attempt in most interventional arm participants. We sought to compare outcomes in acute MCA M2 occlusions between frontline aspiration and SR, and to delineate procedural and anatomical covariates associated with differential treatment effect. Methods Retrospective analysis of a multicenter stroke thrombectomy cohort identified cases of MT for M2 occlusions. Unmatched and propensity score-matched (PSM) cohorts were generated comparing frontline aspiration to standalone and combined SR. The primary outcome was functional independence (mRS 0–2) at 90 days. Recanalization, symptomatic intracranial hemorrhage (sICH), mortality, and the effect of M2 laterality, division occlusion and procedure time were assessed. Results About 1734 patients with M2 occlusions underwent either frontline aspiration (n = 711) or SR/combined (n = 958) thrombectomy between 2013 and 2024. PSM analysis favored aspiration for functional independence (49.9% vs 44.0%, OR 1.27 (1.03–1.57)), complete recanalization (61.2% vs 48.7%, OR 1.66 (1.34–2.05)), complete first pass effect (35.0% vs 27.6%, OR 1.42 (1.13–1.78)), and sICH (3.5% vs 6.2%, OR 0.55 (0.33–0.91)), with no difference in mortality. Frontline aspiration had significantly shorter procedural times (median 28 [IQR 15–49.5] vs 51 [IQR 35–78] minutes; p &lt; 0.001). For every minute increase in procedure time, the probability of functional independence decreased significantly (p &lt; 0.001) less with frontline aspiration (0.35%) compared to SR/combined (1.61%). Conclusion Frontline aspiration for M2 occlusions resulted in better clinical and angiographic outcomes compared to SRs. Future trials for MeVO with a focus on contact aspiration thrombectomy may succeed where recent trials have failed.
Establishing Reference Values in Healthy Participants for the Cardiac Troponin T High-Sensitivity Gen 6 Assay: REF-TSIX Global Reference Study
Daniels, Lori B. , Mueller, Christian, Giannitsis, Evangelos, Meex, Steven J. R., Buehlmann, David, Dilba, Peter, Bendig, Garnet, Cole, Mette, Body, Richard, Christenson, Robert H, deFilippi, Christopher R, Inoue, Kenji, Jaffe, A S, McCarthy, Cian P. , McCord, J., Neumann, Johannes T, Omland, T., Papendick, Cynthia , Sandoval, Yader, Twerenbold, Raphael, Peacock, W Frank, Mills, Nicholas L, investigators, the TSIX, Jacobs, Michael B., Lucksinger, Gregg, Powell, Richard, Johnson, Daniel, Coleman, Hugh, Fein, M, Surber, Joseph, Vu, Jack B., Hassman, Michael, Hernandez, John, Kirstein, Judith, Tomaszewski, Christian, Runyon, Michael S. , Gong, Jonathan , Wein, D., Andrabi, Sara , Kopin, David , Larrain, Germain, Tahirkheli, Naheem, Clemency, Brian, Abdullah, Shuaib, Hira, Ravi S. , Klausner, H A, Mahler, Simon A. , Crystal, Chad, Headden, Gary, Chaille, Peter, Cannon, Chad Aaron, Limkakeng, Alexander, Tolia, Vaishal , Knapp, Barry J., Massoomi, Mohammad, Sandoval, Yader, Ko, Emily, Luzzi, Verónica, Christenson, Robert, Carson, Jennifer Powers , Cacioppo, F , Kolev, E., Petrov, Andrey, Hazarbasanov, Dobri , Simova, lana, Magimaiseelan, Luci Suganthi, Kosch, Christine, Klein, G, Mehltretter, Kai, Sauter, Joachim, Baumann, Sybille, Moeckel, Martin, Twerenbold, Raphael, Muller-Hennessen, Matthias, Biener, Moritz , Findeisen, P., Omland, Torbjøm, Wilczek-Kosowska, Urszula, Zimmer-Satora, Ewa, Krecipro-Nizińska, Ewa, Miró, O, Díaz, Víctor Jiménez , Mueller, C, Christ, Michael, Lynch, Stephen, BODY, R. A. F., Matsuki, Shunji, Eto, Takashi, Tanaka, Takanori, Hanada, Ryuzo, Nakagami, Takuo, Nakama, T, Kadota, K., Jing, Shan, Yu, Shuwen, Zhang, Hongxuan, Zhang, Jun, Huo, Yong, Zhang, Yan, Yan, Li, Jiang, Longyuan, Chen, Weiqiang, Huang, Jianying, Zhao, Yan, Guan, Ling, Yang, Yanhua, Zhang, Qin, Qiu, Zhaohui, Body, Richard , Neumann, Franz–Josef , Müller, Christian , Mueller, Christian , Body, Rick , Eggers, Kai M. , Jaffe, Allan S. , Neumann, Johannes T , Sandoval, Yader , Tan, Jack Wei Chieh , Than, Martin , Twerenbold, Raphael , Mills, Nicholas L , Daniels, Lori B , Giannitsis, Evangelos , Meex, Steven J.R. , Christenson, Robert H. , Cobbaert, Christa M. , deFilippi, Christopher R. , McCord, James , Omland, Torbjørn , Sandoval, Yader , Tan, Jack Wei Chieh , Than, Martin , Twerenbold, Raphael , Surber, Joseph, Tomaszewski, Christian, Clemency, Brian, Headden, Gary , Cannon, Chad, Knapp, Barry , Tran, Nam K , Niederdöckl, Jan Daniel , Kolev, Emil, Popov, Todor, Sauter, Joachim, Baumann, Sybille , Möeckel, Martin , Müller‐Hennessen, Matthias, Findeisen, Peter, Scharnhorst, Volkher , Omland, T, Krecipro-Nizińska, Ewa, Christ, Michael , Nakagami, Takuo, Huo, Yong

Clinical Chemistry | January 18, 2026 | Volume: 72 | Issue: 4 | Pages: 488-502

10.1093/clinchem/hvag011 | PMID 41564003 Get It

Abstract Background Measurement of cardiac troponin (cTn) using high-sensitivity assays is recommended for the diagnosis of myocardial infarction. We determined sex-specific and uniform 99th percentile upper reference limits (URLs) using the new Elecsys® Troponin T high-sensitivity Gen 6 assay in a global, healthy reference range cohort. Methods Lithium-heparin plasma and serum samples were prospectively collected from apparently healthy individuals aged ≥20 years across 34 global sites in the United States, Europe, China, and Japan. cTnT was measured using the Troponin T high-sensitivity Gen 6 assay on the Cobas® e 801 analyzer. Exclusion criteria were defined according to the 2022 IFCC guidance. Uniform and sex-specific 99th percentile URLs and nonparametric 95% CIs were determined in plasma and serum separately and combined. Results The final study population comprised 4147 participants (52.5% female) with a median (25th–75th percentiles) age of 48.0 (33.0–59.0) years; 45.8%, 47.9%, 5.2%, and 1.1% were White, Asian, Black, and other/unknown, respectively. For sample matrices combined (n = 8294), 81.0% and 99.2% of cTnT values were above the limit of detection in females and males, respectively. Sex-specific 99th percentile URLs (95% CI) were 18 (16–23) ng/L for females and 32 (28–35) ng/L for males; the uniform 99th percentile URL was 27 (24–31) ng/L. URLs were comparable in plasma and serum samples. Conclusions This study determined sex-specific and uniform 99th percentile URLs for the Troponin T high-sensitivity Gen 6 assay that were comparable irrespective of the matrix used in a large, global, healthy reference population.
MedMatch: a first step for the automation of large language model performance benchmarking for medication-related tasks
Blotske, Kaitlin , Zhao, Xingmeng , Cargile, Moriah , Tilley, Adeleine , Murray, Brian, Gao, Yanjun, Henry, Kelli , Smith, Susan E, Barreto, Erin, Bauer, Seth R. , Sohn, Sunghwan , Liu, Tianming, Smith, Susan , Murray, Brian , Henry, Kelli , Gao, Yanjun , Murray, Brian , Gao, Yanjun , Smith, Susan E , Frazee, Erin N , Bauer, Seth R , Liu, Tianming , Sikora, Andrea , Frazee, Erin N.

No container title available | January 15, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.01.13.26343949 | PMID 41646690 Get It

Abstract Background The accuracy and safety of generating medication orders by large language models (LLMs) must be demonstrated. Without standardization, performance evaluation is limited to time and resource-intensive clinician grading. This evaluation aimed to develop a standardized medication format that supports automated performance evaluation (MedMatch). Methods First, a survey of 40 medication prompts was given to clinicians to assess agreement in medication order communication. Second, a clinician panel developed a standardized medication format (MedMatch) for oral and intravenous medications. Third, a clinician-annotated dataset of medication prompts and standardized answers in the MedMatch format was developed for LLM testing. Finally, LLMs were retested with the same dataset, adjusted to exclude route information, to evaluate the appropriate categorization of medication route. Results The formal medication orders consistently showed low omission rates and high overlap for all entities, compared to the verbal and brief written communication types. Lexical overlap results demonstrated pattern norms amongst clinicians with entities appearing most commonly in positions 1-5 in the order of drug name, dose, unit, route, and frequency. In the second survey, the formal written group performed the highest with 78.3% of prompts considered appropriate as a computer-generated response. LLM accuracy on MedMatch order standardization was highest in oral solid (64.2-72.5%), intravenous intermittent (72.5-84.3%), and intravenous push (62.7-74.5%) categories. LLMs performed the worst at categorizing medication orders accurately into intravenous push (18-61%) and intravenous intermittent (51-100%) routes. Conclusions Standardized format for computer-based outputs may support automated performance analysis and enhance the clarity of medication communication.
Drug or Pokémon? Large language model performance in identification of fabricated medications
Henry, Kelli , Murray, Brian, Zhao, Xingmeng , Blotske, Kaitlin , Gao, Yanjun, Smith, Brooke, Smith, Susan , Barreto, Erin, Bauer, Seth R. , Sohn, Sunghwan , Liu, Tianming , Cohen, Mitch, Abdulnour, Raja-Elie E, Le, Khoa , Zhou, Hongjian , Clifton, David A. , Murray, Brian , Henry, Kelli , Gao, Yanjun , Smith, Brooke , Murray, Brian , Gao, Yanjun , Smith, Susan E , Frazee, Erin N , Bauer, Seth R , Bennett, Tell , Cohen, Mitch , Abdulnour, Raja-Elie E , Sikora, Andrea , Sohn, Sunghwan , Frazee, Erin N. , Celi, Leo Anthony , Liu, Fenglin

No container title available | January 14, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.01.12.26343930 | PMID 41646757 Get It

Abstract Background Large language models (LLMs) are increasingly used in medication-related tasks despite limited evidence supporting their accuracy and safety. LLMs are vulnerable to adversarial attacks and may confabulate in response to fabricated information in the prompt. Given the substantial risk of harm from medication errors, the purpose of this study was to establish a benchmark task to evaluate LLM performance in distinguishing fabricated from real medications. Methods Two datasets (brand and generic), each consisting of 250 medication lists were developed, each including 4-6 medications and one fabricated medication (specifically a Pokémon character), with complete dosing information provided. Six LLMs were evaluated (GPT-5-Chat, GPT-4o-mini, DrugGPT, Gemma-3-27B-IT, Llama-3.3-70B-Instruct, and Qwen3-32B). For each medication list, models were queried for dosing information and disease indication across three experimental conditions: standard decoding, standard decoding with mitigation prompting, and deterministic decoding (temperature = 0). Each experiment was performed in triplicate. Outputs were deemed confabulations if the LLM failed to recognize and reject the fabricated medication. The primary outcome was the rate of confabulations. Exact paired-permutation tests were used to compare confabulation rates across LLMs and prompting approaches. Results Confabulation rates under standard conditions ranged from 2.7% to 99.6%. DrugGPT demonstrated the lowest baseline confabulation rates (2.7-6.4%), whereas other models demonstrated substantially higher rates (47.2-99.6%). Mitigation prompting significantly reduced confabulation rates compared to standard and deterministic decoding across all tasks and datasets (p < 0.001): GPT-5-Chat achieved confabulation rates of 0% with mitigation prompting from baseline rates of 66.4-88.5%. Deterministic decoding did not substantially impact confabulation rates. Conclusions LLMs performing medication-related tasks are susceptible to confabulation in response to invalid or fabricated inputs, raising important safety concerns for clinical use. While mitigation prompting reduced confabulation rates, this study underscores the importance of robust safeguards when deploying LLMs in medication-related decision-making.