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Enhancing Relation Extraction for COVID-19 Vaccine Shot-Adverse Event Associations with Large Language Models
Li, Yiming , Viswaroopan, Deepthi , He, William , Li, Jianfu , Zuo, Xu , Xu, Hua, Li, Yiming , Tao, Cui

Mayo Clinic

No container title available | March 17, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-6201919/v1 | PMID 40166033 Get It

Abstract Objective The rapid evolution of the COVID-19 virus has led to the development of different vaccine shots, each designed to combat specific variants and enhance overall efficacy. While vaccines have been crucial in controlling the spread of the virus, they can also cause adverse events (AEs). Understanding these relationships is vital for vaccine safety monitoring and surveillance. Methods In our study, we collected data from the Vaccine Adverse Event Reporting System (VAERS) and social media platforms (Twitter and Reddit) to extract relationships between COVID-19 vaccine shots and adverse events. The dataset comprised 771 relation pairs, enabling a comprehensive analysis of adverse event patterns. We employed state-of-the-art GPT models, including GPT-3.5 and GPT-4, alongside traditional models such as Recurrent Neural Networks (RNNs) and BioBERT, to extract these relationships. Additionally, we used two sets of post-processing rules to further refine the extracted relations. Evaluation metrics including precision, recall, and F1-score were used to assess the performance of our models in extracting these relationships accurately. Results The most commonly reported AEs following the primary series of COVID-19 vaccines include arm soreness, fatigue, and headache, while the spectrum of AEs following boosters is more diverse. In relation extraction, fine-tuned GPT-3.5 with Sentence-based Relation Identification achieved the highest precision of 0.94 and a perfect recall of 1, resulting in an impressive F1 score of 0.97. Conclusion This study advances biomedical informatics by showing how large language models and deep learning models can extract relationships between vaccine shots and adverse events from VAERS and social media. These findings improve vaccine safety monitoring and clinical practice by enhancing our understanding of post-vaccination symptoms. The study sets a precedent for future research in natural language processing and biomedical informatics, with potential applications in pharmacovigilance and clinical decision-making.
An intraneural ganglion cyst of the dorsal cutaneous branch of the ulnar nerve arising from the wrist: support for the articular origin. Illustrative case
O’Driscoll, Christopher J. L., Spinner, Robert J. , Amrami, Kimberly K. , O’Driscoll, Christopher J. L., Bishop, Allen T.

Mayo Clinic

Journal of Neurosurgery: Case Lessons | March 17, 2025 | Volume: 9 | Issue: 11 | Pages: No page available

10.3171/case24569 | PMID 40096735 Get It

BACKGROUND The articular theory of the formation of intraneural cysts has significant supporting evidence at common locations but has been less accepted at rarer sites. There have been only 5 cases in the literature documenting an intraneural ganglion cyst in the dorsal cutaneous branch of the ulnar nerve (DCBUN), with only 1 case documenting a joint connection. In this report, the authors present a second case with a proven joint connection in support of the articular theory. OBSERVATIONS The authors report the case of a 73-year-old man who developed a large intraneural ganglion cyst within the DCBUN along the palmar ulnar aspect of his left wrist. Magnetic resonance imaging demonstrated an articular connection to the distal radioulnar joint. During surgery, the intraneural ganglion cyst was resected and the articular branch was disconnected. The patient recovered and returned to work 4 weeks postoperatively. LESSONS This case further supports the articular theory as the explanation for intraneural ganglion cysts, even at unusual locations. https://thejns.org/doi/10.3171/CASE24569
Surgical management of tic-induced myelopathy and the importance of perioperative tic control: illustrative cases
Pumford, Andrew D. , Levy, Hannah A. , Reed, Ryder R., Fogelson, Jeremy L. , Elder, Benjamin D. , Helgeson, Melvin D. , Freedman, Brett A. , Sebastian, Arjun S. , Pinter, Zachariah W.

Mayo Clinic

Journal of Neurosurgery: Case Lessons | March 17, 2025 | Volume: 9 | Issue: 11 | Pages: No page available

10.3171/case24751 | PMID 40096740 Get It

BACKGROUND Degenerative cervical myelopathy (DCM) is the most common cause of adult spinal cord dysfunction. Tourette syndrome (TS) represents a rare cause of DCM that is incompletely characterized in the literature. Patients with TS might develop repetitive involuntary cervical movements that can accelerate spondylotic changes. Therefore, patients with myelopathy secondary to TS or other tic disorders might exhibit DCM symptoms at younger ages. The present study examines the surgical management of DCM secondary to TS in the literature and describes the outcomes of 3 patients who were treated for DCM secondary to TS. OBSERVATIONS In these 3 described cases, fractures led to DCM in 2 patients, while cervical spondylosis led to DCM in 1 patient, all associated with TS. Treating motor tics with medications or deep brain stimulation (DBS) provided effective tic management. All 3 patients experienced improvements in their neurological symptoms following surgery, consistent with other reports in the literature. LESSONS When treating patients with cervical myelopathy secondary to TS, the authors recommend prioritizing motor tic management prior to considering secondary interventions such as surgery. According to the authors, treating motor tics with medications or DBS provides effective tic management. This approach allows for an uncomplicated postoperative course and satisfactory relief of cervical myelopathy. https://thejns.org/doi/10.3171/CASE24751
Interleukin 8 as a Causal Link Between Aging and Impaired Influenza Antibody Responses in Older Adults
Quach, Huy Quang , Goergen, Krista M., Grill, Diane E. , Ovsyannikova, Inna G. , Kennedy, Richard , Poland, Gregory A. , Kennedy, Richard B.

Mayo Clinic

The Journal of Infectious Diseases | March 17, 2025 | Volume: 232 | Issue: 3 | Pages: 718-726

10.1093/infdis/jiaf148 | PMID 40091229 Get It

Abstract Background Antibody responses to MF59-adjuvanted (MF59Flu) and high-dose (HDFlu) influenza vaccines have been well-characterized in older adults, yet corresponding cellular immune response data remain limited. Methods Blood samples were collected from 106 MF59Flu recipients and 112 HDFlu recipients at 4 time points: before vaccination (day 0) and on days 1, 8, and 28 postvaccination. Antibody responses were assessed in serum samples using a hemagglutination inhibition assay. Eight proinflammatory cytokines and chemokines, including IFN-α2a, IFN-γ, IP-10, MCP-1, MIP-1α, IL-1β, IL-6, and IL-8, were quantified from peripheral blood mononuclear cells using a multiplex assay. Associations between cytokine/chemokine secretion levels and antibody responses were examined, along with the effect of sex, age, body mass index (BMI), and cytomegalovirus infection status. Results Age was positively correlated with IL-8 levels on day 1 (r = 0.24, P < .001) and the change in IL-8 levels from day 0 to day 1 (r = 0.16, P = .021). Notably, the change in IL-8 levels was negatively associated with day 28 hemagglutination inhibition titers (r = −0.15, P = .026). Causal mediation analysis demonstrated that IL-8 exerted significant causal mediation effects on antibody responses at both day 8 (P = .046) and day 28 (P = .0045). No significant effects of other cytokines and chemokines, vaccine type, sex, or BMI on antibody responses were observed. Conclusions Our findings underscore IL-8 as a potential mediator of antibody responses to influenza vaccination in older adults, suggesting that IL-8 inhibition could serve as a molecular intervention to improve antibody responses in this high-risk population.
Representation of neuro-oncology in American neurology departments: An analysis of Grand Rounds and perspectives from faculty and residents
Neil, Elizabeth , Bruhnding, Aubree , Ahmed, Zubair , Kumthekar, Priya , Blondin, Nicholas, Patel, Chirag B, Hsu, Sigmund, Wang, Feng , Rosen, Noah , Burish, Mark J. , Corbin, Zachary , Patel, Chirag B. , Neil, Elizabeth C , Kumthekar, Priya , Grommes, Christian , Patel, Chirag B, Miao, Hongyu , Singh, Rashmi B. Halker

Mayo Clinic

Neuro-Oncology Practice | March 17, 2025 | Volume: 12 | Issue: 6 | Pages: 1121-1129

10.1093/nop/npaf033 | PMID 41458932 Get It

Abstract Background Neuro-oncology education in American neurology departments is highly variable, with no clear guidelines on appropriate practices. To better understand its current state, we focus on the perspective of departmental Grand Rounds (GR), views of adult neurology residency program directors (ANRPD), neuro-oncologists, and residents. Methods First, we obtained GR series from academic years 2017–2018 and 2018–2019 via an online search and direct emails to neurology residency programs. Second, two online surveys were dispensed to ANRPD and neuro-oncologists. Third, a cohort of neurology residents completed surveys with pre/post-didactic tests. Results Neuro-oncology consisted of 7% (28/ 411) GR in 2017–2018 and 6% (29/463) in 2018–2019; approximately 20% of institutions had no neuro-oncology GR. Twenty neuro-oncologists and 25 of the 175 ANRPDs completed the surveys. Respondents thought 1-to-4 GR annually was adequate. Thirty-five residents completed the survey. Residents might consider neuro-oncology with more exposure (77%, 27/35) and a stronger knowledge base (57%, 20/35). After 8-hours of didactics, residents demonstrated significant (P = .019) pre-/post-test improvement. Conclusions Here, we begin to define the status of several aspects of neuro-oncology education: 1 in 5 academic institutions do not have any neuro-oncology GR lectures annually, and both ANRPDs and neuro-oncologists agree that 1-to-4 lectures annually are adequate. Residents overwhelmingly stated they would be more interested in neuro-oncology with more exposure, and a pilot study of 8 hours of didactic did show knowledge improvement. While these initial datasets require confirmation in larger studies, it suggests that small changes to the current state at some institutions could have a meaningful impact.
Left Atrial to Coronary Sinus Shunting in More Advanced Heart Failure with Preserved Ejection Fraction
Houston, Brian A. , Kahwash, Rami , Urey, Marcus A. , Amoroso, Nicholas , Hibbert, Benjamin , Zahr, Firas , Gray, William A. , Hibbert, Benjamin , Tedford, Ryan J. , Lindenfeld, JoAnn , Butler, Javed

Mayo Clinic

ESC Heart Failure | March 16, 2025 | Volume: 12 | Issue: 4 | Pages: 2583-2590

10.1002/ehf2.15270 | PMID 40090887 Get It

Abstract Aims Inter-atrial shunt device therapy has shown mixed results in clinical trials, with clinical ‘non-responders’ typically showing features of more advanced heart failure. We aimed to analyse the haemodynamic and clinical response of a novel left atrial to coronary sinus (LA-CS) shunt device in patients with higher natriuretic peptide (NP) levels, a marker of disease severity. Methods and results An analysis population (n = 95) of patients from the ALT-FLOW early feasibility study with left ventricular ejection fraction >40% and 1-year follow up was analysed. The cohort was divided into low and high subgroups based on NP levels [b-type natriuretic peptide (BNP) and n-terminal pro BNP (NT-proBNP)]. The mean BNP and NT-proBNP levels for low versus high subgroups were 64.2 ± 34.3 versus 261 ± 103 and 322 ± 269 versus 2050 ± 1070 pg/mL, respectively. Patients in the high NP subgroup had evidence of more advanced disease including worse haemodynamic profiles, lower estimated glomerular filtration rate, and higher percentages of atrial fibrillation. The high NP subgroup experienced significant improvements in KCCQ-OSS and NYHA functional class (P < 0.0001 and P < 0.001, respectively) and to a similar magnitude compared with the low NP subgroup. Compared with pre-implant baseline, workload adjusted pulmonary artery wedge pressure at peak exercise declined in the high NP subgroup (PCWL, 164.1 vs. 96.0 mmHg/W/kg at 6 months, P < 0.003) as well as the low NP subgroup (115.9 vs. 65.9 mmHg/W/keg at 6 months, P < 0.001). Importantly, in both NP subgroups, there was preservation of cardiac index through 6 months as well as right ventricular structure (right ventricular diastolic dimension) and function (tricuspid annular systolic plane excursion) through 1 year. Conclusions The quality-of-life, haemodynamic, and functional class improvements along with stable right heart function seen in ALT-FLOW study of LA-CS shunt remain consistent in the subgroup with highest NP levels. This suggests that shunting location could influence outcomes in symptomatic heart failure patients.
Deciphering lung adenocarcinoma evolution and the role of LINE-1 retrotransposition
Yin, Jinhu , Leduc, Charles , Sholl, Lynette M. , McElderry, John, Hartman, Caleb , Rosenbaum, Jennifer, Colón-Matos, Frank J. , Miraftab, Mona , Caporaso, Neil E. , Wong, Maria Pik , Leung, Kin Chung, Hsiung, Chao A. , Chen, Chih-Yi, Edell, Eric S. , Santamaría, Jacobo Martínez, Mańczuk, Marta , Mukeria, Anush, Shangina, Oxana , Заридзе, Давид , Mates, Dana, Milosavljević, Saša , Savić, Milan , Gaborieau, Valérie , Hofman, Paul L. , Yang, Lixing , Shi, Jianxin , Brown, Kevin M. , Rothman, Nathaniel , Choi, Jiyeon , Lan, Qing , Wedge, David C. , Landi, Maria Teresa , Chen, Chih‐Yi , Manczuk, Marta , Chen, Chih-Yi , Leduc, Charles , Zhang, Tongwu , Zhao, Wei , Wirth, Christopher, Díaz‐Gay, Marcos , Cecati, Monia , Marchegiani, Francesca , Hoang, Phuc H. , Baine, Marina K , Travis, William D. , Joubert, Philippe , Sang, Jian , Klein, Alyssa , Khandekar, Azhar , Saha, Monjoy , Lee, Olivia W. , Jones, Kristine , Santamaría, Jacobo Martínez, Schabath, Matthew B. , Yendamuri, Sai S , Lissowska, Jolanta , Świątkowska, Beata , Holcátová, Ivana , Milosavljevic, Sasa , Bossé, Yohan , Gould Rothberg, Bonnie E , Christiani, David C. , Brennan, Paul Martin , Liu, Geoffrey , Hofman, Paul , Homer, Robert , Yang, Soo-Ryum , Pesatori, Angela C , Consonni, Dario , Zhu, Bin , Chanock, Stephen Jacob , Alexandrov, Ludmil B. , Cardelli, Maurizio , Nowak, Martin A.

Mayo Clinic

No container title available | March 16, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1101/2025.03.14.643063 | PMID 40161734 Get It

ABSTRACT Understanding lung cancer evolution can identify tools for intercepting its growth. In a landscape analysis of 1024 lung adenocarcinomas (LUAD) with deep whole-genome sequencing integrated with multiomic data, we identified 542 LUAD that displayed diverse clonal architecture. In this group, we observed an interplay between mobile elements, endogenous and exogenous mutational processes, distinct driver genes, and epidemiological features. Our results revealed divergent evolutionary trajectories based on tobacco smoking exposure, ancestry, and sex. LUAD from smokers showed an abundance of tobacco-related C:G>A:T driver mutations in KRAS plus short subclonal diversification. LUAD in never smokers showed early occurrence of copy number alterations and EGFR mutations associated with SBS5 and SBS40a mutational signatures. Tumors harboring EGFR mutations exhibited long latency, particularly in females of European-ancestry (EU_N). In EU_N, EGFR mutations preceded the occurrence of other driver genes, including TP53 and RBM10. Tumors from Asian never smokers showed a short clonal evolution and presented with heterogeneous repetitive patterns for the inferred mutational order. Importantly, we found that the mutational signature ID2 is a marker of a previously unrecognized mechanism for LUAD evolution. Tumors with ID2 showed short latency and high L1 retrotransposon activity linked to L1 promoter demethylation. These tumors exhibited an aggressive phenotype, characterized by increased genomic instability, elevated hypoxia scores, low burden of neoantigens, propensity to develop metastasis, and poor overall survival. Re-activated L1 retrotransposition-induced mutagenesis can contribute to the origin of the mutational signature ID2, including through the regulation of the transcriptional factor ZNF695 , a member of the KZFP family. The complex nature of LUAD evolution creates both challenges and opportunities for screening and treatment plans.
Loss of BCL7A permits IRF4 transcriptional activity and cellular growth in multiple myeloma
Chakraborty, Chandraditya , Talluri, Srikanth, Binder, Moritz , Morelli, Eugenio , Encinas, Jessica , Derebail, Sanika, Samur, Anıl Aktaş , Epstein, Charles B. , Anderson, Kenneth C., Shammas, Masood A. , Fulciniti, Mariateresa , Munshi, Nikhil , Epstein, Charles , Shammas, Masood , Binder, Moritz , Morelli, Eugenio , Encinas Mayoral, Jessica , Anderson, Kenneth C. , Samur, Mehmet

Mayo Clinic

Blood | March 16, 2025 | Volume: 146 | Issue: 1 | Pages: 104-114

10.1182/blood.2024026588 | PMID 40090008 Get It

Abstract Multiple myeloma (MM) is a complex hematological malignancy characterized by genomic changes and transcriptomic dysregulation. Initial exome sequencing approaches have failed to identify any single, frequent (>25%) mutation in the coding genome. However, using whole-genome sequencing, we found that one of the genomic regions most frequently mutated (62% of the patients with MM) was the 5′ untranslated region and/or intron 1 of the BCL7A gene. RNA-sequencing data from a large cohort suggest a loss of BCL7A expression in a large majority of patients with MM as compared with normal plasma cells. BCL7A loss of function in a panel of MM cell lines led to a highly proliferative phenotype in vitro and in vivo, whereas its ectopic expression significantly reduced cell viability, suggesting a tumor suppressor function for BCL7A in MM. We studied the cellular and molecular effects of BCL7A loss and observed that it endows myeloma cells with proliferative potential in cooperation with the plasma cell–defining transcription factor IRF4. BCL7A is involved in a direct protein-protein interaction with IRF4, limiting its DNA-binding activity. Loss of BCL7A thus enhances the expression of IRF4-associated cytokines and reduces mitochondrial metabolism and reactive oxygen species levels. Our study therefore suggests that BCL7A loss provides the necessary molecular change to allow IRF4-mediated transcriptional activity and MM cell growth and survival.
Normothermic Machine Perfusion Improves Outcomes for Donation After Cardiac Death Allografts With Extended Donor Warm Ischemia Time
Li, Xingjie , Ohara, Stephanie , Reddy, Kunam S. , Mathur, Amit K. , Nguyen, Michelle , Ohara, Stephanie Y , Jadlowiec, Caroline , Mathur, Amit , Nguyen, Michelle C , Chang, Yu‐Hui , Jadlowiec, Caroline C.

Mayo Clinic

Clinical Transplantation | March 16, 2025 | Volume: 39 | Issue: 3 | Pages: No page available

10.1111/ctr.70133 | PMID 40089898 Get It

ABSTRACT Introduction Donation after circulatory death (DCD) allografts are underutilized in liver transplantation (LT) due to increased risk of complications. These risks stem from ischemic injury sustained during the total donor warm ischemia time (tDWIT), historically limited to 30 min. Normothermic machine perfusion (NMP) can mitigate these risks and facilitate LT of DCD grafts with extended tDWIT. We aimed to compare outcomes of DCD allografts with extended tDWIT preserved on NMP versus static cold storage (SCS). Methods This single‐center study included adult DCD LT with tDWIT ≥ 30 from 2019 to 2023. Outcomes of NMP and SCS were compared including EAD, IC, graft survival, and patient survival. Results Among 68 DCD LT with tDWIT ≥ 30, 64.7% ( n = 44) were preserved with NMP and 35.3% ( n = 24) with SCS. No differences in donor or recipient demographics were observed. The median tDWIT was 33 min for NMP and 30.5 min for SCS ( p < 0.01). Despite longer tDWIT, the NMP group had lower rates of EAD (4.5% vs. 66.7%, p < 0.01) and IC (2.3% vs. 29.2%, p < 0.01). One‐year graft survival was higher in NMP ( p < 0.01), and 1‐year patient survival was comparable between groups ( p = 0.18). Conclusion NMP challenges traditional tDWIT constraints and can increase the pool of viable DCD allografts for transplantation.
Role of Long Chain Acyl-CoA Synthetases in MASH-driven Hepatocellular Carcinoma and Ferroptosis
Classon, Peyton, Taner, Timuçin , Povero, Davide , Wixom, Alexander Q. , Mancipe, Natalia Calixto , Graham, Rondell P. , Zhao, Yu , Tran, Nguyen H.

Mayo Clinic

No container title available | March 16, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1101/2025.03.13.642692 Get It

ABSTRACT Metabolic-associated steatohepatitis-driven hepatocellular carcinoma (MASH-HCC) incidence is rapidly rising worldwide. Lipid metabolic reprogramming is a hallmark of solid tumors to satisfy cancer high metabolic demand. However, it may confer sensitivity to ferroptosis, a cell death mode driven by iron-dependent lipid peroxidation. In this report, we describe the lipid metabolic landscape in MASH-HCC and characterize long chain acyl-CoA synthetases (ACSLs), a family of enzymes involved in synthesis of cellular lipids. Bulk RNA-sequencing, single-cell RNA-sequencing, spatial transcriptomics and immunohistochemistry analyses of human MASH-HCC were integrated to identify differentially expressed lipid metabolism genes. Ferroptosis in vitro was assessed in human HCC cell lines. A characterization of ACSLs was also conducted at the single-cell level in a diet-induced experimental murine model of MASH-HCC. Our analysis revealed that in human MASH-HCC, ACSLs exhibit a heterogeneous expression, with ACSL4 notably enriched in tumor tissues, contrasting with ACSL5 upregulation in non-cancerous MASH. We identified a unique lipid metabolic gene signature of MASH-HCC, which included genes associated with ferroptosis vulnerability. In vitro , ACSL4 upregulation was associated with increased ferroptosis sensitivity in human HCC cell lines. Lastly, single-cell RNA-sequencing revealed elevated ACSL4 expression in immune cells in a murine MASH-HCC model, suggesting a role of ACSL4 in shaping the tumor immune microenvironment. Overall, this report offers new insights into lipid metabolic landscape and ferroptosis sensitivity for novel MASH-HCC treatments. GRAPHICAL ABSTRACT