Citations

Clear

305 citation(s) found for "Wan, Yu".

Multi-trait polygenic scores for COPD and COPD exacerbations implicate druggable proteins
Zhang, Chengyue , He, Yixuan, Zhang, Jingzhou, Feldman, William B. , Ding, Yi , Pasaniuc, Bogdan, Chang, Diana, Chen, Qingwen , Lasky-Su, Jessica, Hecker, Julian, Tobin, Martin D., Chen, Jing , Kalra, S. , Pratte, Katherine A., Im, Hae Kyung, Wan, Emily S., Manichaikul, Ani, Silverman, Edwin K., Bowler, Russell P., Lange, Leslie A., Ortega, Victor E., Cho, Michael H., Moll, Matthew R., Konigsberg, Iain R. , Zhang, Jingzhou , Chikowore, Tinashe , Hu, Xiaowei , Paşaniuc, Bogdan , Lasky‐Su, Jessica , Tobin, Martin D. , Pratte, Katherine , Wan, Emily S. , Manichaikul, Ani , Silverman, Edwin K. , Bowler, Russell P. , Lange, Leslie A., Ortega, Victor E. , Martin, Alicia R. , Cho, Michael H. , Moll, Matt

Mayo Clinic

JCI Insight | February 19, 2026 | Volume: 11 | Issue: 7 | Pages: No page available

10.1172/jci.insight.199951 | PMID 41712304 Get It

BACKGROUND We constructed multi-trait polygenic risk scores (PRSs) predicting chronic obstructive pulmonary disease (COPD) and exacerbations, validated their performance in diverse cohorts, and identified PRS-related proteins for potential therapeutic targeting. METHODS PRSmix + , a multi-trait PRS framework, is used to train a composite PRS (PRS multi ) in COPDGene non-Hispanic White participants ( n = 6,647). Associations of PRS multi with COPD status (GOLD 2–4 vs. GOLD 0 or ICD) and exacerbation frequency were tested in COPDGene African American ( n = 2,466), ECLIPSE ( n = 1,858), Mass General Brigham Biobank ( n = 15,152), and All of Us ( n = 118,566). Protein prediction models were applied to GWAS summary statistics from traits contributing to PRS multi and were validated with proteomic data in COPDGene ( n = 5,173) and UK Biobank ( n = 5,012). RESULTS PRSmix + selected 7 traits for PRS multi . In multivariable models, PRS multi was associated with COPD status (meta-analysis random effects [RE] OR 1.58 [95% CI: 1.28–1.94]) and exacerbation frequency (meta-analysis RE β 0.21 [95% CI: 0.11–0.31]), with higher effect sizes observed in smoking-enriched cohorts. PRS multi outperformed traditional single-trait PRS in all tested cohorts. Using protein prediction models, we identified 73 proteins associated with the PRSs that were also validated with measured protein levels in COPDGene and UK Biobank. Of these proteins, 25 were linked to approved or investigational drugs. Notable targets include RAGE/sRAGE, IL1RL1, and SCARF2, all implicated in COPD pathogenesis and exacerbations. CONCLUSIONS Multi-trait PRS improves prediction of COPD and exacerbation risk. Integration with proteomic data identifies druggable protein targets, offering a promising avenue for precision medicine in COPD management. TRIAL REGISTRATION COPDGene: ClinicalTrials.gov NCT00608764; ECLIPSE: ClinicalTrials.gov NCT00292552.
Continuous At-Home Monitoring of Nighttime Bed Behavior in Frontotemporal Dementia
Paolillo, Emily W., Wise, Amy, Kaye, Jeffrey A., Beattie, Zachary , Dhanam, Sreya, Casaletto, Kaitlin B. , Saloner, Rowan, Mendez, Mario F., Vandevrede, Lawren, Ljubenkov, Peter A. , Seeley, William W., Gorno-Tempini, Maria Luisa, Miller, Bruce L., Heuer, Hilary W. , Forsberg, Leah K., Kornak, John , Boeve, Bradley F., Boxer, Adam L., Rosen, Howard J., Walsh, Christine M., Staffaroni, Adam M., Abdullah, Muhammad, Apostolova, Liana , Ece, Bayram, Botha, Hugo, Brushaber, Danielle , Clark, David, Considine, Ciaran , Darby, R. Ryan , Day, Gregory S., Dickerson, Bradford, Dickson, Dennis, Domoto-Reilly, Kimiko, Dwosh, Emily , Faber, Kelley , Fagan, Anne M. , Fields, Julie A. , Fong, Jamie C., Foroud, Tatiana M., Galasko, Douglas R., Gavrilova, Ralitza, Gendron, Tania, Geschwind, Daniel, Ghoshal, Nupur , Goldman, Jill, Graff-Radford, Jonathan, Graff-Radford, Neill, Grant, Ian M., Grossman, Murray, Hales, Chadwick M., Hall, Matthew, Honig, Lawrence S., Hsiung, Ging-Yuek (Robin), Huang, Eric S., Huey, Edward D, Irwin, David, Johnson, Noah, Jones, David T., Kantarci, Kejal, Knopman, David, Kolander, Tyler, Kwan, Justin Y., Lago, Argentina Lario , Lapid, Maria, Lavigne, Shannon B., Lee, Suzee, Litvan, Irene, Lucente, Diane , Mackenzie, Ian R., Masdeu, Joseph C. , Massimo, Lauren , McGinnis, Scott, McMillan, Corey T., Mester, Carly, Miyagawa, Toji , Molden, Joie, Onyike, Chiadi, Pascual, Belen, Paulson, Henry, Petrucelli, Leonard, Pressman, Peter, Rademakers, Rosa, Ramanan, Vijay, Ramos, Eliana Marisa , Rankin, Katherine P., Rao, Meghana, Rascovsky, Katya, Rhoads, Kristoffer , Ritter, Aaron, Rogalski, Emily, Rojas, Julio C., Savica, Rodolfo, Snyder, Allison, Sullivan, Anna Campbell, Syrjanen, Jeremy, Tartaglia, M. Carmela, Taylor, Jack, Weintraub, Sandra, Wint, Dylan , Wong, Bonnie, Yokoyama, Jennifer, Mendez, Mario F. , VandeVrede, Lawren , Paolillo, Emily W. , Wise, Amy B. , Saloner, Rowan , Forsberg, Leah Kathleen, VandeVrede, Lawren , Mendez, Mario , Paolillo, Emily W , Kaye, Jeffrey , Au-Yeung, Wan-Tai Michael , Dhanam, Sreya , Seeley, William W. , Gorno‐Tempini, Maria Luisa , Forsberg, Leah K. , Kremers, Walter K. , Boeve, Bradley F. , Boxer, Adam L. , Rosen, Howard J. , Walsh, Christine M. , Staffaroni, Adam M. , Appleby, Brian S. , Barmada, Sami , Bozoki, Andrea C , Domoto‐Reilly, Kimiko , Galasko, Douglas , Gavrilova, Ralitza H. , Gendron, Tania F. , Geschwind, Daniel H., Graff‐Radford, Jonathan , Graff‐Radford, Neill R. , Grossman, Murray, Hales, Chadwick M. , Hall, Matthew , Honig, Lawrence, Hsiung, Ging‐Yuek Robin , Huey, Edward D. , Irwin, David J. , Kantarci, Kejal , Knopman, David, Kwan, Justin , Lavigne, Shannon B., Léger, Gabriel C. , Litvan, Irene , Mackenzie, Ian R. , Masdeu, Joseph C , McMillan, Corey T. , Mester, Carly , Molden, Joie, Pantelyat, Alexander , Pascual, Belén , Petrucelli, Leonard , Pressman, Peter , Rademakers, Rosa, Rankin, Katherine P. , Rao, Meghana , Rascovsky, Katya, Roberson, Erik D. , Rogalskı, Emily , Rojas, Julio C. , Savica, Rodolfo , Snyder, Allison , Syrjanen, Jeremy A. , Tartaglia, Maria Carmela , Taylor, Jack C. , Tipton, Philip W. , Vandebergh, Marijne , Weıntraub, Sandra , Wong, Bonnie

Mayo Clinic

Neurology Open Access | February 18, 2026 | Volume: 2 | Issue: 1 | Pages: No page available

10.1212/wn9.0000000000000068 | PMID 41987885 Get It

A Purified Platelet-Derived Exosome Product for Chronic Wound Healing: A Novel Therapeutic Strategy and Next-Generation Delivery Platform
Wan, Rou , Nishimura, Ken , Zhao, Chunfeng, Moran, Steven L. , Zhao, Chunfeng , Zhao, Chunfeng , Behfar, Atta

Mayo Clinic

Pharmaceutics | February 9, 2026 | Volume: 18 | Issue: 2 | Pages: 222

10.3390/pharmaceutics18020222 | PMID 41754964 Get It

Chronic wounds remain a major unmet clinical challenge, often failing to progress to normal healing due to persistent inflammation, impaired angiogenesis, and cellular senescence. Exosomes have recently been investigated as promising acellular therapeutics capable of restoring intercellular communication and promoting tissue regeneration. Among these, the Purified Exosome Product (PEP) represents a next-generation, platelet-derived exosome formulation manufactured under Good Manufacturing Practice (GMP) conditions with high purity, stability, and reproducibility. This review summarizes the current advances in exosome-based chronic wound therapeutics and PEP delivery systems and their translational potentials. Incorporation of PEP into bioengineered carriers such as fibrin sealant, collagen scaffolds, and hyaluronic acid (HA) hydrogels enables localized and sustained exosome release, significantly prolonging therapeutic effects and improving regenerative outcomes. Fibrin-based PEP delivery achieved complete wound closure and functional skin regeneration in animal models, while collagen and HA-based systems showed promising results for injectable and dermatologic applications. Beyond its intrinsic healing effects, PEP may also serve as a nanocarrier for other drugs, offering a future direction in chronic wound management.
Functional genomics identifies therapeutic options, biomarkers, and resistance mechanisms for high-grade gliomas
Lin, Wan-Hsin, Kosari, Farhad , Smadbeck, James B. , Barrett, Michael T. , Feathers, Ryan, Hall, Jamie, Sadeghian, Dorsay , Johnson, Sarah H. , Harris, Faye R. , Berry, Taylor, McCune, Alexa, Murphy, Stephen James, Kinsella, Lindsey, Ensign, Shannon P. Fortin, Yang, Lin , Emanuel, Angela, Jones, Leila A., Schaefer-Klein, Janet, Ida, Cristiane M., Sherman, Wendy, Porter, Alyx B. , Rosenfeld, Steven, Kizilbash, Sani H., Jaeckle, Kurt A. , Mrugala, Maciej M., Borad, Mitesh, Bendok, Bernard R., Quiñones-Hinojosa, A., Cheville, John C. , Vasmatzis, George , Anastasiadis, Panos Z. , Ensign, Shannon P. Fortin , Mansfield, Aaron S , Ensign, Shannon P. Fortin , Sotiriou, Sotiris , Haydu, Lauren E. , Moniz‐Garcia, Diogo , Ida, Cristiane M., Salomao, Marcela , Kizilbash, Sani H. , Mrugala, Maciej M., Mansfield, Aaron S. , Borad, Mitesh J. , Bendok, Bernard R. , Burns, Terry C. , Quiñones‐Hinojosa, Alfredo

Mayo Clinic

No container title available | February 3, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.02.01.701806 | PMID 41676502 Get It

Abstract High-grade gliomas (HGGs) are aggressive tumors with poor outcomes and limited treatment options. Here, we combined genomic and transcriptomic tumor profiling with drug testing in a patient-derived 3-dimensional culture model to identify individualized treatments and predictive biomarkers. Activity of single agents targeting frequently dysregulated glioma pathways was relatively poor ex vivo and generally reflected historical patient data. However, compounds targeting PI3K, epigenetic, and survival/senescence signaling were effective in some cases. Drug sensitivity correlated with transcriptional rather than genomic features and suggested heterogeneity as a resistance mechanism. Bromodomain and extraterminal domain inhibition was particularly effective in tumors enriched in the mesenchymal transcriptional subtype, promoted proneural transition, and was overcome by upregulated PI3K signaling. Notably, combinations were largely effective, with 6 strategies exhibiting stronger efficacy than corresponding single agents in most cases (58-77%). This study identifies HGG vulnerabilities and associated biomarkers, resistance mechanisms, and effective combination strategies that warrant further clinical validation. Graphical Abstract
Epigenetic Regulation of Higher-Order Chromatin Structure (HOCS) and Its Implication in Human Diseases
Ladel, Luisa, Sailo, Bethsebie, Das, Paromita, Tan, Wan Ying , Chhoda, Ankit , Tang, Haoyu, Ang-Olson, Olivia, He, Linda, John, Nithyla, Kratz, Jeremy D. , Sharma, Anup , Ahuja, Nita, Ang-Olson, Olivia , Kratz, Jeremy D , Lin, Ethan Samuel , Tang, Haoyu , Ahuja, Nita

Mayo Clinic

Cancers | February 2, 2026 | Volume: 18 | Issue: 3 | Pages: 483

10.3390/cancers18030483 | PMID 41681953 Get It

Higher-order chromatin structures (HOCS) are fundamental to genome organization, gene regulation, and cellular homeostasis. This review examines the epigenetic mechanisms shaping HOCS, including DNA methylation, histone modifications, chromatin remodeling, and RNA-based regulatory processes. We also discuss the role of architectural proteins in maintaining chromatin topology while allowing dynamic changes to chromatin structure, thereby influencing gene expression. Growing evidence indicates that disruptions in HOCS contribute to a diverse array of human diseases, including cancer, aging-related disorders, and congenital abnormalities, primarily through aberrant gene regulation. We further discuss the concept of distinct genomic areas, in which specific chromatin regions orchestrate three-dimensional (3D) genome dynamics, positioning them as potential biomarkers and therapeutic targets. By emphasizing chromatin architecture on a global scale rather than at the level of individual genes, this review underscores its emerging relevance to precision medicine. Finally, we synthesize current technical advances, outline future directions for leveraging chromatin topology in disease diagnosis and treatment, and highlight key biological insights to reshape our understanding of genome function.
Biomechanical Evaluation of Safe Incisions to Mitigate Failure in Tendon Repair
HSU, C. Y., Berglund, Lawrence J., Selim, Omar A., Wan, Rou , Moran, Steven Lawrance, Zhao, Chunfeng, Selim, Omar A., Brancaccio, Hanna , Zhao, Chunfeng

Mayo Clinic

Formosan Journal of Musculoskeletal Disorders | January 30, 2026 | Volume: 17 | Issue: 2 | Pages: 88-94

10.4103/fjmd.fjmd-d-25-00035 Get It

Background: Rupture at tendon repair sites in animal models impedes the study of healing. To address this, we investigated “safe incisions” – strategic partial transections to prevent rupture under excessive force. We hypothesized these would act as mechanical “fuses,” reducing repair site tension. Objectives: This in vitro biomechanical study optimized safe incision spacing to enhance tendon construct strength and minimize gap formation in a turkey flexor tendon model. Materials and Methods: Forty turkey flexor tendons were divided into five groups ( n = 8): Repaired without incisions, intact with 5 mm incisions, repaired with 5 mm incisions, intact with 10 mm incisions, and repaired with 10 mm incisions. Repairs used a modified Pennington suture. Safe incisions (opposing hemi-transections) with 5 mm or 10 mm longitudinal spacing were created proximally. Tendons were tested to failure at 1 mm/s, recording force-elongation, failure mode, gap formation (>2 mm at 10% strain), stiffness, and repair site elongation. Results: Repaired tendons without incisions (Group 1) showed 100% repair site failure (46.5 ± 10.96 N). With 5 mm safe incisions (Group 3), no repair site failures occurred (incision failure at 18.11 ± 10.96 N). 10 mm incisions (Group 5) offered partial protection (25% repair failure at 37.48 ± 11.35 N). Group 1 had higher gap formation (75% vs. 0% in Group 3, P < 0.01), stiffness, and repair site elongation than Groups 3 and 5. Gap formation force was similar for Group 1 (25.76 ± 9.18 N) and Group 5 (25.04 ± 12.21 N). Conclusions: In this in vitro model, 5 mm spaced safe incisions effectively shifted failure away from the repair and limited gap formation by reducing stiffness. 10 mm incisions provided partial protection. Strategically placed safe incisions show potential to protect tendon repairs from immediate rupture by enabling controlled lengthening at a weaker site. However, tendinopathy risk and clinical relevance require in vivo studies.
Outcomes for Sinonasal Undifferentiated Carcinoma (SNUC): An International Multi-Center Retrospective Cohort Study
Liu, Jacklyn , Takahashi, Yoko , Rehman, Umar , Turri-Zanoni, Mario, Mattavelli, Davide, Counsell, Nicholas , Ferrari, Marco, Rampinelli, Vittorio , Vermi, William , Lombardi, Davide , Saade, Rami , Park, Ki Wan , Emanuel, Oscar , Schartinger, Volker Hans , Franchi, Alessandro , Facco, Carla, Sessa, Fausto, Battocchio, Simonetta , Eriksen, Patrick René Gerhard , Haddouchi, Mohamed El, Maragliano, Roberta , Lelkaitis, Giedrius , Saraswathula, Anirudh, KAUR, RAMAN PREET, Mydlarz, Wojciech K. , Ishii, Masaru, Dave, Manas, Fenton, Tim R. , Lim, Alison E. , Okhovat, Saleh , Elegio, Gyleen, Pouvreau, Pierre, Thariat, Juliette, Digue, L., Ferrand, François-Régis, Costes-Martineau, Valerie, Castain, Claire, Kermadec, H. De , O’Neill, James Paul, Lacy, Peter D., Vaz, Francis, O’Flynn, Paul, Howard, David J., Stimpson, Paul, Wang, S, Royle, Gary , Steele, Christopher, Jay, A., Carnell, Dawn , Forster, Martin D., Thomson, David, Buchwald, Christian von, Lllorente, Jose Luis, Hermsen, Mario A., Jurmeister, Philipp , Capper, David, Gallia, Gary L. , Js, Tay, Mohyeldin, Ahmed, Fernandez-Miranda, Juan, LE, Q, West, Robert B., Patel, Z M, Hwang, P H, Facchetti, Fabio , Nicolai, Piero, Ferrarotto, Renata, Phan, Jack, Bossi, P., Castelnuovo, P., Moya-Plana, Antoine, Verillaud, B., Garnis, Cathie , Thamboo, Andrew , Olawuni, Felicia O., Moore, E.J., Choby, Garret M., Lal, Devyani, Akhave, Neal S. , Bell, Diana , Su, Shirley Y., Lund, Valerie J., London, Nyall R. , HANNA, Ehab, Lechner, Matt, Hwang, Peter H. , Thariat, Juliette , Phan, Jack , Le, Quynh‐Thu , Patel, Zara M. , Franchi, Alessandro , Su, Shirley Y. , Lund, Valerie J. , Lechner, Matt , Castelnuovo, Paolo , Ferrari, Marco , Turri‐Zanoni, Mario , Mattavelli, Davide , Moya‐Plana, Antoine , Rehman, Umar , Turri-Zanoni, Mario , Mattavelli, Davide , Ferrari, Marco , Schartinger, Volker H , Maragliano, Roberta , Lelkaitis, Giedrius , Fenton, Tim R , Thariat, Juliette , Ferrand, Francois-Regis , Howard, David J , Carnell, Dawn , Forster, Martin D , von Buchwald, Christian , Hermsen, Mario , Tay, Joshua K , Le, Quynh-Thu , Patel, Zara , Hwang, Peter H , Facchetti, Fabio , Phan, Jack , Bossi, Paolo , Castelnuovo, Paolo , Moya-Plana, Antoine , Olawuni, Felicia, Su, Shirley Y , Lund, Valerie J , Lechner, Matt , Sessa, Fausto , Bendtsen, Simone K. , Jakobsen, Kathrine Kronberg , Saraswathula, Anirudh , Ramanathan, Murugappan , Ishii, Masaru, Dupin, Charles Louis , Digue, Laurence, Costes‐Martineau, Valérie , Castain, Claire , Hintze, Justin , O'Flynn, Paul E., Steele, Christopher D. , Woods, Robbie , Llorente Pendás, José Luis , Capper, David , Nayak, Jayakar V. , Nicolai, Piero , Vérillaud, Benjamin , Choby, Garret , Hanna, Ehab Y.

Mayo Clinic

Cancers | January 26, 2026 | Volume: 18 | Issue: 3 | Pages: 366

10.3390/cancers18030366 | PMID 41681839 Get It

Background: Sinonasal undifferentiated carcinoma (SNUC) is an extremely rare, high-grade, and aggressive tumor of the sinonasal tract. Due to the rarity of this malignancy, current treatment guidelines are based on small and often/mainly single-center retrospective datasets. In the absence of a universally accepted standard of care for SNUC, treatment approaches vary across countries and institutions, reflecting real-world clinical practice. The primary aim of this study was to describe real-world treatment and outcomes for patients with confirmed SNUC. Methods: This was an international, multi-center, retrospective, observational cohort study that pooled patients into the largest SNUC dataset to date. Fifteen centers were enrolled to contribute data, including seven from Europe, four from the United States, three from the United Kingdom, and one from Canada. In the absence of a universally accepted standard of care for SNUC, treatment approaches varied across countries and institutions, reflecting real-world clinical practice. Patients included were those with histologically confirmed SNUC who were treated between 1997 and 2021. Results: This study yielded 485 patients treated for SNUC. The median age at diagnosis was 55.6 years (IQR: 44.5–67.6), and 63.7% were male. Most cases presented at advanced stages, with 70.8% as T4a or T4b. Overall survival (OS) outcomes were available for 412 patients, with a median follow-up of 26.0 months. The 5- and 10-year OS were 47.2% (95% CI: 40.8–53.3%) and 39.6% (95% CI: 32.5–46.6%), respectively. Advanced age, dichotomized T-stage (T4a/b vs. T1–3), M-stage, and orbital involvement were significant poor prognostic factors on univariable analysis (p’s < 0.01). On multivariable analysis, orbital involvement (HR: 2.73, 95% CI: 1.42–5.27, p = 0.003) and distance metastasis stage (HR: 3.00, 95% CI: 1.25–7.21, p = 0.014) were both independently associated with worse OS. Conclusions: This observational study presents the largest multi-center cohort analysis of SNUC to date, providing new insights into prognostic factors for a rare cancer treated at global centers of excellence. Orbital involvement and the presence of metastases are candidate independent risk factors associated with poorer OS.
Exploring Mechanisms of Calcific Tendonitis Using a Novel Turkey Model
Adam, Elameen, Bland, Joshua T. , Wan, Rou , Selim, Omar A., Tsukamoto, Ichiro, Reisdorf, Ramona L., Brosig, Maggie, Hooke, Alexander W. , Gingery, Anne , An, Kai‐Nan, Zhao, Chunfeng, Tsukamoto, Ichiro , Adam, Elameen A, Reisdorf, Ramona, Zhao, Chunfeng , Gingery, Anne , An, Kai‐Nan , Zhao, Chunfeng

Mayo Clinic

Journal of Orthopaedic Research | January 21, 2026 | Volume: 44 | Issue: 1 | Pages: No page available

10.1002/jor.70136 | PMID 41560286 Get It

ABSTRACT Calcific tendinopathy is a common musculoskeletal disorder marked by calcium deposition within tendons, often accompanied by pain, impaired mobility, and in severe cases, ossification. However, the mechanisms underlying tendon mineralization remain poorly understood. In contrast to pathological human calcification, turkeys naturally develop tendon mineralization during growth without signs of inflammation or ossification. This study had two phases: an observational phase to assess onset and progression of calcification, and an interventional phase to evaluate the role of mechanical loading. In the observational phase, flexor tendons were collected from turkeys aged 1–16 weeks in a serial sacrifice study and analyzed by Von Kossa staining and biomechanical testing. Calcification began at 7 weeks, localized within organized collagen matrices, progressed through Weeks 8–14, and peaked by 16 weeks. In the interventional phase, nine female turkeys were randomized at 4 weeks into a transection group ( n = 3), sham group ( n = 3), and control group ( n = 3). Transection at the muscle–tendon junction eliminated mechanical loading. At 16 weeks, tendons were analyzed by histology, quantitative RT‐PCR, ICP‐MS, and biomechanical testing. Transected tendons showed a near‐complete absence of mineralization, reduced expression of osteogenic markers (osteopontin, osteocalcin, Runx‐2), and significantly lower calcium, magnesium, and phosphorus levels. Biomechanical testing indicated reduced stress relaxation, stiffness, and Young's modulus in the transected group. Tendon calcification in turkeys functioned as a mechanically regulated, nonpathological process. The study established a relevant model for early tendon mineralization and offered a basis for developing load‐dependent therapies for human tendon disease.
Noise in the diagnosis of epilepsy by experts
Nascimento, Fábio A. , McLaren, John R. , Zhao, Wei, Katyal, Roohi , Sheikh, Irfan S., Kong, Wan Yee , Aljaafari, Danah , Barot, Nirav, Benbadis, Selim, Friedman, Daniel, Gavvala, Jay R. , Halford, Jonathan, Hogan, R. Edward, Kaplan, Peter W., Matthews, Rebecca, O'Donovan, Cormac, Stefan, Rampp, Sirven, Joseph I , Tatum, William O. , Williams, Jonathan, Yacubian, Elza Márcia, Yuan, Doyle, Beniczky, Sándor, Sibony, Olivier, Westover, M. Brandon, Benbadis, Selim R. , Westover, M. Brandon , McLaren, John R. , Benbadis, S , Karakis, Ioannis , Schuele, Stephan , Sirven, Joseph, Tatum, William O , Beniczky, Sándor , Westover, M Brandon , Gavvala, Jay R , Nascimento, Fábio A , Barot, Nirav, Friedman, Daniel , Halford, Jonathan J. , Hogan, R Edward , Kaplan, Peter W., Karakis, Ioannis , Maheshwari, Atul , Matthews, Rebecca, O'Donovan, Cormac, Williams, Jonathan, Yacubian, Elza Márcia, Yuan, Doyle , Sibony, Olivier

Mayo Clinic

Epileptic Disorders | January 20, 2026 | Volume: 28 | Issue: 2 | Pages: 457-469

10.1002/epd2.70181 | PMID 41556879 Get It

Abstract Objective To measure the relative levels of signal and noise in expert diagnosis of epilepsy. Methods Twenty multinational epileptologists independently reviewed 50 vignettes of adult and pediatric patients presenting with suspected seizure(s) on two separate occasions with a ≥30‐day washout period. Experts provided a diagnosis of epilepsy or non‐epilepsy based on clinical information and, if requested, routine EEG and neuroimaging data. Cases had an established clinical diagnosis of epilepsy or non‐epilepsy based on capture of habitual paroxysmal events on video‐EEG or long‐term clinical follow‐up. Experts' judgments were analyzed to decompose variability into different sources: signal (objective differences between cases), level noise (experts' bias toward over/under‐diagnosis), pattern noise (experts' idiosyncratic reactions to specific case features), and occasion noise (inconsistency across occasions). Results The probability of an expert making a different diagnosis for a given case on two different occasions was 16%. The probability of two different experts making a different diagnosis for the same case was 26%. Signal (case “difficulty”) accounted for 66–69% of total variation, with 31–34% attributable to noise. Level noise was the largest contributor in the absence of EEG/neuroimaging results (23%), while pattern noise dominated when test results were available (24%). Occasion noise contributed relatively little (1%) but was still sufficient to cause diagnostic reversals in 16–22% between occasions. Significance The degree of noise in expert diagnosis of epilepsy is substantial, stemming primarily from physicians' idiosyncratic interpretations of case features and variable dispositions toward over‐ or under‐diagnosis. Strategies to improve reliability are needed, including standardized data collection protocols and structured decision algorithms. For “difficult cases,” where expert reliability and accuracy are lowest, our findings support current clinical practice which favors early referral for video‐EEG monitoring over reliance on diagnostic anchoring. This diagnostic pathway may become more accessible with advances in EEG technology (e.g., wearable devices) and artificial intelligence.