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2413 citation(s) found for "Yu, Jason W".

Comparative outcomes of arteriovenous malformations treatment in eloquent versus non-eloquent brain: A multicenter study with propensity-score weighting
Adeeb, Nimer , Abdalrazeq, Hammam , Salim, Hamza , Aslan, Assala , Tjoumakaris, Stavropoula I, Ogilvy, Christopher S. , Başkaya, Mustafa K. , Kondziolka, Douglas, Sheehan, Jason P. , Riina, Howard A. , Abushehab, Abdallah, Naamani, Kareem El, Ironside, Natasha , Gummadi, Sanjeev, Ataoglu, Cagdas , Keleş, Abdullah , Muram, Sandeep , Sconzo, Daniel , Rezai, Arwin, Alwakaa, Omar , Park, Min S. , Erginoğlu, Ufuk , Sen, Rajeev , Griessenaur, Christoph, Burkhardt, Jan‐Karl , Starke, Robert M., Sekhar, Laligam N., Altschul, David , Haranhalli, Neil , McAvoy, Malia , Zeineddine, Hussein A. , Abla, Adib A. , Atallah, Elias , Rosenwasser, Robert H. , Stapleton, Christopher J. , Koch, Matthew, Srinivasan, Visish M. , Bulsara, Ketan R., Kim, Louis J. , Pukenas, Bryan , Smith, Edward R. , Alaraj, Ali , Patel, Aman B. , Notarianni, Christina , Lawton, Michael T. , Guthikonda, Bharat , Salim, Hamza , Dmytriw, Adam A , Levitt, Michael R , Chen, Peng R , Alaraj, Ali , Guthikonda, Bharat , Jabbour, Pascal , Abla, Adib , Altschul, David J , Ogilvy, Christopher S , Alwakaa, Omar , Keles, Abdullah , Erginoglu, Ufuk , Smith, Edward , Burkhardt, Jan‐Karl , Musmar, Basel , Roy, Joanna M. , Tjoumakaris, Stavropoula , Kandregula, Sandeep , Dmytriw, Adam A. , Naamani, Kareem El , Abdelsalam, Ahmed , Kumbhare, Deepak , Essibayi, Muhammed Amir , Tos, Salem M , Mantziaris, Georgios , Hanalıoğlu, Şahin , Pöppe, Johannes , Sen, Rajeev D, Griessenauer, Christoph J. , Sekhar, Laligam N. , Levitt, Michael R. , Gooch, Michael Reid , Koch, Matthew J. , Blackburn, Spiros , Kim, Louis J. , Choudhri, Omar , Mosimann, Pascal J , Aziz‐Sultan, Mohammad Ali , Savardekar, Amey Rajan , Cuellar, Hugo , Morcos, Jacques J. , Jabbour, Pascal

Mayo Clinic

International Journal of Stroke | February 14, 2025 | Volume: 20 | Issue: 7 | Pages: 852-863

10.1177/17474930251323503 | PMID 39948730 Get It

Background: Arteriovenous malformations (AVMs) are complex vascular anomalies with a high risk of hemorrhage and neurological deficits, especially when located in eloquent brain regions. The eloquence of an AVM location is a critical factor in the treatment planning, influencing both the risk of complications and long-term functional outcomes. This study aims to compare outcomes between eloquent and non-eloquent AVMs. Methods: This multicenter, retrospective study utilized data from the Multicenter International Study for Treatment of Brain AVMs (MISTA) consortium. Patients with eloquent and non-eloquent AVMs were compared on baseline characteristics, angiographic outcomes, and functional outcomes using the modified Rankin Scale (mRS). Propensity score weighting (IPTW) was applied to adjust for confounding variables. Results: The study included 1013 patients, with 498 (49.2%) AVMs located in eloquent regions and 515 (50.8%) in non-eloquent regions. In unadjusted analysis, eloquent AVMs had lower complete obliteration rates (67.6% vs 79.5%, OR: 0.53, 95% CI: 0.39–0.72, p < 0.001) and higher complication rates (24.5% vs 19.0%, OR: 1.38, 95% CI: 1.02–1.86, p = 0.03) compared to non-eloquent AVMs. After IPTW adjustment, eloquent AVMs continued to show significantly higher odds of overall complications (OR: 1.68, 95% CI: 1.12–2.52, p = 0.01) and symptomatic complications (OR: 1.77, 95% CI: 1.12–2.80, p = 0.01). Secondary analysis within the eloquent group indicated that embolization was linked to an elevated risk of complications. Surgery and radiosurgery showed comparable functional outcomes at last follow-up and complications rates with higher complete obliteration rates in surgery. Conclusion: AVMs in eloquent brain areas present higher risks of complications and lower obliteration rates, emphasizing the need for cautious, individualized treatment planning. Within the eloquent group, embolization increased the risk of complications, while surgery and radiosurgery showed comparable functional outcomes at last follow-up and complication rates with higher complete obliteration rates in surgery. These findings highlight the importance of location in AVM management and support further research focusing on comparing treatment strategies for AVMs in eloquent brain areas.
A Report of Two Uncommon Cases of Mycobacterium chelonae with Localized and Disseminated Skin and Soft Tissue Infection
Prada, Libardo Rueda , Gorasevic, Marko, Gavrancic, Tatjana , Rajani, Aayushi J. , Sluzevich, Jason C. , Nair-Collins, Sangeeta, Durvasula, Ravi , Rueda Prada, Libardo , Durvasula, Ravi V, Sluzevich, Jason C , Rajani, Aayushi J

Mayo Clinic

Infectious Disease Reports | February 10, 2025 | Volume: 17 | Issue: 1 | Pages: 13

10.3390/idr17010013 | PMID 39997465 Get It

Background: Mycobacterium chelonae is a ubiquitous, rapidly growing, nontuberculous mycobacteria that primarily affects immunocompromised patients. The most common presentation is an atypical, chronic skin and soft tissue infection. Due to its high resistance rate, early diagnosis based on clinical suspicion, risk factor assessment, and exposure history is crucial for initiating appropriate multi-drug treatment. Methods: We report two cases of M. chelonae skin and soft tissue infections, one presenting with localized disease and the other with disseminated involvement. One case had a specific exposure to fish-related activities, a risk factor more commonly associated with Mycobacterium marinum infections rather than M. chelonae. Results: One of the cases involved osteomyelitis and tenosynovitis which are rare presentations of M. chelonae infection. While the limbs are the most commonly affected sites in disseminated M. chelonae infections, involvement of the lower extremities, as seen in one of our cases, is rarely reported. Treatment posed challenges due to antibiotic resistance and patient tolerance. However, in both cases where follow up was possible, prolonged multi-drug therapy led to complete resolution of the lesions. Conclusions: These cases highlight the importance of considering M. chelonae in chronic skin and soft tissue infections, especially in patient with relevant exposures or immunosupression. Uncommon presentations require a high index of suspicion. Given the challenges of treatment resistance and patient tolerance, prolonged multi-drug therapy remains essential for successful outcomes.
Efficacy and safety of preoperative embolization in surgical treatment of brain arteriovenous malformations: a multicentre study with propensity score matching
Salim, Hamza , Hamdan, Dawoud, Adeeb, Nimer , Aslan, Assala , Musmar, Basel , Ogilvy, Christopher S. , Dmytriw, Adam A. , Ataoglu, Cagdas , Erginoğlu, Ufuk , Naamani, Kareem El, Sheehan, Jason P. , Ironside, Natasha , Gummadi, Sanjeev, Keleş, Abdullah , Muram, Sandeep , Sconzo, Daniel , Rezai, Arwin, Alwakaa, Omar , Sen, Rajeev , Başkaya, Mustafa K. , Tjoumakaris, Stavropoula , Atallah, Elias , Riina, Howard A. , Abushehab, Abdallah, Swaid, Christian, Burkhardt, Jan‐Karl , Starke, Robert M., Altschul, David , Haranhalli, Neil , McAvoy, Malia , Abla, Adib A. , Stapleton, Christopher J. , Koch, Matthew J. , Srinivasan, Visish M. , Cochran, Joseph, Pukenas, Bryan , Smith, Edward R. , Moehlenbruch, Markus, Alaraj, Ali , Patel, Aman B. , Yedavalli, Vivek , Cuellar, Hugo H, Lawton, Michael T. , Guthikonda, Bharat , Aslan, Assala , Musmar, Basel , Ogilvy, Christopher S , Dmytriw, Adam A , Essibayi, Muhammed Amir , Alwakaa, Omar , Griessenauer, Christoph J , Jabbour, Pascal , Altschul, David J , Koch, Matthew J , Chen, Peng R , Orbach, Darren B , Alaraj, Ali , Yedavalli, Vivek S , Abla, Adib , Salim, Hamza , Keles, Abdullah , Erginoglu, Ufuk , Smith, Edward , Hamdan, Dawoud , Kandregula, Sandeep , Abdelsalam, Ahmed , Kondziolka, Douglas , Naamani, Kareem El , Kumbhare, Deepak , Essibayi, Muhammed Amir , Tos, Salem M , Rezai, Arwin, Pöppe, Johannes , Sen, Rajeev D, Griessenauer, Christoph J. , Jabbour, Pascal , Sekhar, Laligam N. , Levitt, Michael R. , Blackburn, Spiros , Choudhri, Omar , Orbach, Darren B. , Mosimann, Pascal J , Aziz‐Sultan, Mohammad Ali , Wintermark, Max , Savardekar, Amey Rajan , Morcos, Jacques J.

Mayo Clinic

Journal of Neurology, Neurosurgery & Psychiatry | February 6, 2025 | Volume: 96 | Issue: 8 | Pages: 766-774

10.1136/jnnp-2024-334974 | PMID 39915091 Get It

Background Brain arteriovenous malformations (AVMs) are abnormal connections between feeding arteries and draining veins, associated with significant risks of haemorrhage, seizures and other neurological deficits. Preoperative embolization is commonly used as an adjunct to microsurgical resection, with the aim of reducing intraoperative complications and improving outcomes. However, the efficacy and safety of this approach remain controversial. Methods This study is a subanalysis of the Multicenter International Study for Treatment of Brain AVMs consortium. We retrospectively analysed 486 patients with brain AVMs treated with microsurgical resection between January 2010 and December 2023. Patients were divided into two groups: those who underwent microsurgery alone (n=245) and those who received preoperative embolization, followed by microsurgery (n=241). Propensity score matching was employed, resulting in 288 matched patients (144 in each group). The primary outcomes were rates of complete AVM obliteration and functional outcomes (measured by the modified Rankin Scale (mRS)). Secondary outcomes included complication rates, mortality, hospital length of stay and postsurgical rupture. Results After matching, the complete obliteration rate was 97% with no significant difference between the microsurgery-only group and the preoperative embolization group (p=0.12). The proportion of patients with an mRS score of 0–2 at the last follow-up was similar in both groups (83% vs 84%; p=0.67). The median hospital stay was significantly longer for the embolisation group (9 days vs 7 days; p=0.017). Complication rates (24% vs 22%; p=0.57) and mortality rates (4.9% vs 2.1%; p=0.20) were comparable between the two groups. No significant differences were observed in postsurgical rupture, recurrence or retreatment rates. Conclusions In this large multicentre study, preoperative embolization did not significantly improve AVM obliteration rates, functional outcomes or reduce complications compared with microsurgery alone.
Endovascular Treatment of Stroke Due to Medium-Vessel Occlusion
Goyal, Mayank , Möhlenbruch, Markus , Nimjee, Shahid M. , Buck, Brian , Kennedy, James , Zhang, Liqun , Hametner, Christian , Nardai, Sándor , Zafar, Atif , Diprose, William K. , Vatanpour, Shabnam , Stebner, Alexander, Bosshart, Salome , Uchida, Kazutaka , Ryckborst, Karla J., Fahed, Robert, Hu, Sherry , Zaidi, Syed , Lee, Vivien , Teal, Rachel, Trivedi, Anurag , Ogungbemi, Ayokunle, Orosz, Péter , Abdalkader, Mohamad , Taschner, Christian , Tarpley, Jason , Poli, Sven , Sahlas, Demetrios J. , Burns, Paul , Marigold, Richard , Amole, Adewumi, Field, Thalia S. , Settecase, Fabio , Lenzsér, Gábor, Asdaghi, Negar , Lobotesis, Kyriakos , Siddiqui, Adnan H. , Berrouschot, J., Ebersole, Koji , Schneider, Hauke , Mandzia, Jennifer, Klostranec, Jesse , Jadun, Changez, Patankar, Tufail , Sauvageau, Eric , Lenthall, Robert , Peeling, Lissa, Budzik, Ronald F. , Lee, Seon-Kyu, Perry, Richard , Hlaing, Thant , Singh, Paul, Hill, Michael D. , Vakharia, Kunal , Harston, George , Möhlenbruch, Markus A , Nimjee, Shahid M , Buck, Brian H , Kennedy, James , Zhang, Liqun , Hametner, Christian , Diprose, William , Vatanpour, Shabnam , Stebner, Alexander , Bosshart, Salome , Singh, Nishita , Hu, Sherry X , Vollherbst, Dominik F , Lee, Vivien H , Rempel, Jeremy L , Teal, Rachel , Trivedi, Anurag , Bode, Felix J , Abdalkader, Mohamad , Poli, Sven , Singh, Ravinder-Jeet , Lopez, George , Schaafsma, Joanna D , Marigold, Richard , Field, Thalia S , Settecase, Fabio , Ortega-Gutierrez, Santiago , Mokin, Maxim , Ebersole, Koji , Schneider, Hauke , Yoo, Albert J , Klostranec, Jesse , Lenthall, Robert , Huynh, Thien , Budzik, Ronald , Levitt, Michael R , Jahromi, Babak S , Hill, Michael D , Siddiqui, Adnan H , Ospel, Johanna M. , Ganesh, Aravind , Dowlatshahi, Dar , Volders, David , Jumaa, Mouhammad , Booth, Thomas Calvert , Shankar, Jai , Dorn, Franziska , Sebastian, Ivy Anne , Fahed, Robert , Lynch, Jeremy , Bode, Felix J. , Pham, Mirko , Leacy, Reade De , Chen, Michael , Reich, Arno , Swartz, Richard H. , Yoo, Albert J. , Huynh, Thien , Makalanda, Levansri , Levitt, Michael R. , Jahromi, Babak S. , Demchuk, Andrew M.

Mayo Clinic

New England Journal of Medicine | February 5, 2025 | Volume: 392 | Issue: 14 | Pages: 1385-1395

10.1056/nejmoa2411668 | PMID 39908448 Get It

The landscape of autosomal-dominant Alzheimer’s disease: global distribution and age of onset
Liu, Haiyan , Marsh, Thomas W. , Shi, Xinyu , Bowling, Kevin M. , Ziegemeier, Ellen , Wang, Guoqiao , Cao, Yuchen , Aristel, Alisha, Li, Jessie, Dickson, Alexa , Perrin, Richard J. , Goate, Alison , Fernández, María Victoria , Day, Gregory S. , Doering, Michelle , Daniels, Alisha , Hassenstab, Jason , Supnet, Charlene , Xiong, Chengjie , Berman, Sarah , Ryan, Natalie S. , Huey, Edward D. , Noble, James M. , Roh, Jee Hoon , Laske, Christoph , Sánchez‐Valle, Raquel , Méndez, Patricio Chrem, Chhatwal, Jasmeer P. , Farlow, Martin R. , Xiong, Chengjie , Gordon, Brian A , Ibanez, Laura , Vöglein, Jonathan , Roh, Jee Hoon , Ikeuchi, T , Sánchez-Valle, Raquel , Chhatwal, Jasmeer , Xiong, Chengjie , Rosa-Neto, Pedro , Schofield, Peter R , Bateman, Randall J , Cruchaga, Carlos , Day, Gregory S , Hassenstab, Jason , Fernandez, Maria , Goate, Alison M , Supnet-Bell, Charlene , Berman, Sarah , Noble, James M , Renton, Alan , Gordon, Brian A. , Benzinger, Tammie L.S. , Allegri, Ricardo , Fox, Nick C. , Vöglein, Jonathan , Jucker, Mathias , Ikeuchi, Takeshi , Schofield, Peter R. , Lee, Jae‐Hong , Levey, Allan I. , Lopera, Francisco Javier , Martins, Ralph N. , Niimi, Yoshiki , Bateman, Randall J. , Karch, Celeste M. , McDade, Eric , Llibre‐Guerra, Jorge J.

Mayo Clinic

Brain | February 4, 2025 | Volume: 148 | Issue: 7 | Pages: 2429-2440

10.1093/brain/awaf038 | PMID 39903689 Get It

Abstract We present a comprehensive global analysis of genetic variants associated with autosomal-dominant Alzheimer’s disease (ADAD). A total of 550 variants in the APP, PSEN1 and PSEN2 genes were identified, of which 279 were classified as pathogenic or likely pathogenic based on American College of Medical Genetics and Genomics and the Association for Molecular Pathology criteria, utilizing data from the Dominantly Inherited Alzheimer Network (DIAN), literature and public databases. Symptomatic age at onset (AAO) data were estimated for 227 of these variants, allowing detailed characterization of their frequency, pathogenicity and AAO. Importantly, 226 variants met eligibility criteria for inclusion in disease-modifying clinical trials. Furthermore, we demonstrated the predictive value of mean variant AAO and parental AAO in predicting symptomatic AAO, validated against converters who became symptomatic during follow-up in the DIAN Observational Study. This dataset provides critical insights into the global landscape of ADAD and reveals the genetic and AAO heterogeneity of ADAD variants while refining variant trial eligibility criteria.
Predictors of Mortality in Antiphospholipid Antibody–Positive Patients: Prospective Results From Antiphospholipid Syndrome Alliance for Clinical Trials and International Networking Clinical Database and Repository
Ahmadzadeh, Yasaman , Magder, Larry S., Paredes, D. , Tektonidou, Maria G. , Sciascia, Savino , Andréoli, Laura , Signorelli, Flávio , Fortin, Paul R. , Barilaro, Giuseppe , Clarke, Ann E. , Atsumi, Tatsuya , López-Pedrera, C. , Branch, D. Ware , Willis, Rohan , Kello, Nina , Zhang, Zhuoli , Rodríguez-Almaraz, Esther , Artım-Esen, Bahar , Pazzola, Giulia, Thaler, Jonathan , Barber, Megan R.W. , Roubey, Robert, Cohen, Hannah, Petri, Michelle , Erkan, Doruk , Tektonidou, Maria G , Sciascia, Savino , Andreoli, Laura , Fortin, Paul R , Clarke, Ann E , Zhang, Zhuoli , Duarte-García, Alí , Radin, Massimo , Petri, Michelle , Erkan, Doruk , Ahmadzadeh, Yasaman , Magder, Larry S., Andrade, Danieli , Pengo, Vittorio , Efthymiou, Maria , Belmont, H. Michael , Knight, Jason S , Gea, Josep Pardos , Pons‐Estel, Guillermo , Shi, Hui , Duarte‐García, Alí , Thaler, Jonathan, Skeith, Leslie , Meroni, PierLuigi , Bertolaccini, Maria Laura , Cohen, Hannah

Mayo Clinic

Arthritis Care & Research | February 3, 2025 | Volume: 77 | Issue: 6 | Pages: 760-766

10.1002/acr.25503 | PMID 39895040 Get It

ObjectiveThe objective was to determine the mortality rate as well as the causes and predictors of death in antiphospholipid antibody (aPL)–positive patients with and without antiphospholipid syndrome (APS) classification.MethodsThe inclusion criterion for the multicenter international Antiphospholipid Syndrome Alliance for Clinical Trials and International Networking (APS ACTION) registry is positive aPLs according to the Revised Sapporo Classification Criteria tested within one year before enrollment. Patients are observed every 12 ± 3 months with clinical data and blood collection. For this prospective analysis, we first analyzed the causes of death for patients reported as “deceased.” Secondly, we analyzed risk factors for death using the adjusted Cox proportional hazards model and calculated survival probability using the Kaplan‐Meier model based on different age groups.ResultsOf 967 patients, 43 (5%) were deceased after a median follow‐up of 5.3 years. Based on the univariate analysis, deceased patients, compared to living patients, were more likely to be older and have a history of arterial thrombosis, catastrophic APS, concomitant systemic autoimmune diseases (SAIDs), and baseline cardiovascular disease (CVD) risk factors. Based on the Cox proportional hazards model adjusted for age and for each of the strongest predictors of death, arterial thrombosis (hazard ratio [HR] 2.94, 95% confidence interval [CI] 1.50–5.76), concomitant SAIDs (HR 2.97, 95% 1.56–5.63), and baseline any CVD risk factor (HR 2.43, 95% CI 1.05–5.71) were significantly associated with mortality.ConclusionIn our cohort of persistently aPL‐positive patients, the mortality rate was 5% after a median follow‐up of five years and was highest for patients ≥60 years old at registry entry. History of arterial thrombosis, concomitant SAIDs, and baseline any CVD risk factor independently predicted future death.
Abstract TP215: Impact of Carotid Stenosis on Cerebral Glucose Metabolism
Vallamchetla, Sai Krishna , Jain, Manoj , Young, Jason , Shourav, Md Manjurul Islam , Abdelkader, Omar, Lin, Michelle J.

Mayo Clinic

Stroke | January 30, 2025 | Volume: 56 | Issue: Suppl_1 | Pages: No page available

10.1161/str.56.suppl_1.tp215 Get It

Background: Carotid stenosis has been associated with stroke and cognitive impairment. It remains unclear if hypometablism, a marker for neurodegeneration, may be in the mechanistic pathway in the association between carotid stenosis and cognitive decline. This study aims to investigate whether patients with carotid stenosis exhibit reduced cerebral glucose metabolism, using 18-FDG PET imaging as a sensitive measure of brain’s glucose metabolism. Methods: We have identified 138 patients from one health care system who underwent 18-FDG PET imaging and had extracranial carotid imaging (doppler ultrasound/CT angiography/MR angiography) within 1 year of PET scan. Severity of carotid stenosis was defined using NASCET criteria as <50% (mild), 50-69% (moderate), >70% (high-grade). Cerebral glucose metabolism was quantified by measuring standardized uptake value ratio (SUVR) after normalizing to pons in 12 different regions of interest (ROI). Hypometabolism was defined using the cutoff of SUVR <1.41. SUVR and hypometabolism measures were compared across severity of carotid stenosis. Results: Of 138 patients identified, 54 were excluded due to indeterminant ipsilateral hemisphere status. Mild, moderate and severe stenosis was present in 86.9%, 4.8%, 8.3%, respectively. The analysis revealed a numerically reduced cerebral glucose metabolism in patients with moderate to severe carotid stenosis compared to control subjects (Table 1). The most pronounced decrease in FDG uptake was observed in regions supplied by the affected carotid artery, particularly the ipsilateral cortical areas. There was a numerically increased risk of hypometabolism with increasing carotid stenosis: Adjusted odds of hypometabolism ipsilateral to the carotid stenosis were 2.90, 5.56 across patients with moderate and high-grade carotid stenosis in sensorimotor cortex (trend-P=0.095). These findings were consistent across different regions supplied by the stenotic carotid artery but attenuated in territories supplied by unaffected posterior arteries (Table 2). Conclusions: FDG-PET imaging demonstrates reduced glucose metabolism in patients with carotid stenosis, suggesting that cerebral hypoperfusion may contribute to the metabolic disturbances observed in these patients. These results underscore the importance of early detection and management of carotid stenosis to mitigate potential cerebral metabolic deficits and the associated risk of dementia and ischemic stroke.
Performance of Creatinine and Cystatin-Based Equations on Estimating Measured GFR in People with Hematological and Solid Cancers
Titan, Silvia , Lieske, John C. , Meeusen, Jeffrey W. , Thorson, Stacy , Lin, Yi , Nowakowski, Grzegorz S. , Barreto, Jason N. , Frazee, Erin N. , Ruddy, Kathryn J. , Leung, Nelson , Titan, Silvia M , Frazee, Erin N , Rule, Andrew D , Herrmann, Sandra M , Leung, Nelson , Lieske, John C , Lin, Yi , Thorson, Stacy , Rule, Andrew D. , Herrmann, Sandra M.

Mayo Clinic

Clinical Journal of the American Society of Nephrology | January 28, 2025 | Volume: 20 | Issue: 3 | Pages: 358-366

10.2215/cjn.0000000616 | PMID 39874103 Get It

Key Points Studies on GFR assessment in people with cancer are needed. In this study, the creatinine–cystatin C equations performed better than other equations, and this was observed in solid and hematological cancers. Our findings give support to the preferential use of creatinine and cystatin C–based equations in people with cancer. Background GFR assessment is important in clinical practice with implications for diagnosis, prognostication, and drug dosing. People with cancer are at risk of imprecision in GFR estimation. This cross-sectional study evaluated the performance of various creatinine and cystatin C–based equations in comparison with measured GFR (mGFR) in people with cancer. Methods We retrieved data for all adult patients who had mGFR by urinary iothalamate clearance between 2011 and 2023 at Mayo Clinic and use of an electronic health record diagnosis code for cancer within 2 years before mGFR. The CKD Epidemiology Collaboration (CKD-EPI), European Kidney Function Consortium, and Cockcroft–Gault equations were computed, along with performance metrics (bias, precision, and root mean square error [RMSE]. Confidence intervals were generated by bootstrapping, and analysis were stratified by solid and hematological cancers. Results From all adults with cancer and mGFR, 1145 had both creatinine and cystatin C available within 7 days of mGFR. Among all equations, the creatinine–cystatin C CKD-EPI equation provided the best performance, with small bias (median, 3.0; 95% confidence interval, 2.3 to 3.8) and higher precision (RMSE, 14.5) compared with creatinine-only or cystatin C–only equations (RMSE varying from 16.6 to 20), and this was also true in solid and hematological cancers. The creatinine–cystatin European Kidney Function Consortium equation had a similar performance to CKD-EPI, Cockcroft–Gault showed worst precision (30% of people with errors above 30%), and cystatin C CKD-EPI equation was the most biased, prone to underestimation of mGFR. Conclusions In our cohort of patients with mGFR and cancer, the CKD-EPI creatinine–cystatin C equation performed best for GFR assessment, and this was true for both solid and hematological cancers. Our findings give support for the preferential use of creatinine and cystatin C–based equations instead of creatinine-only or cystatin C–only equations in people with cancer. Podcast This article contains a podcast at https://www.asn-online.org/media/podcast/CJASN/2025_03_25_CJASNMar20.3.3252025.mp3
Large Language Models on Radiation Oncology Tasks: Small Fine-Tuned Models vs. Large Vanilla Model
Wang, P. , Liu, Tianming , Wang, Peilong , Liu, Zhengliang , Holmes, Jason , Liu, Wei

Mayo Clinic

No container title available | January 28, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.36227/techrxiv.173808198.86649534/v1 Get It

Purpose: This study compares the performance of small, fine-tuned LLMs with the large original models on two radiation oncology clinical tasks: treatment modality selection and ICD-10 code prediction. Methods: We used data of 403 treatment modality selection cases and 377 ICD-10 code prediction cases. The models used were fine-tuned LLaMA 2 7B and Mistral 7B, as well as the larger LLaMA 3.1 70B and 405B models for comparison. We evaluated the accuracy of all models on these two tasks. Results: Both fine-tuned LLaMA 2 7B and Mistral 7B outperformed LLaMA 3.1 70B and 405B in treatment modality selection task. The fine-tuned LLaMA 2 7B and Mistral 7B models achieved accuracy comparable to the larger models in ICD-10 code prediction. Conclusions: Small models, fine-tuned with radiation oncology data, can achieve performance comparable to-or even surpass-that of larger models.