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1012 citation(s) found for "Zhao, Yu".

Targeting Androgen Receptor as a Novel Radiosensitizing Therapy to Improve Long-Term Survival and Anti-tumor Immunity in Glioblastoma via TGF-β/Smad3 Axis Reprogramming
Zhang, C., Kaushal, Jyoti , Zhao, Nan, Liu, K., Wang, F., Chen, Jie , Guan, Bingjie , Wang, Shuo, Hei, Tom, Wang, Tony, Lei, Yuguo, lin, c, Zhang, Chi , Zhang, Chi , Hei, Tom , Zhao, Nan, Khan, Rubayat Islam , Aizenberg, Michele R.

Mayo Clinic

No container title available | February 5, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-8585892/v1 | PMID 41674836 Get It

Abstract Glioblastoma (GBM) remains the most aggressive primary adult brain cancer with limited therapeutic options. Our prior research demonstrated that androgen receptor antagonists (ARAs) enhance survival in GBM mouse models by preferentially suppressing glioma stem cells. This study investigates the potential of ARAs as radiosensitizers in combination with radiotherapy (RT). Combined effects of ARAs and RT were evaluated using an orthotopic GBM mouse model. RNA-Seq and TCGA analyses delineated AR-associated regulatory networks, while integrated cellular and molecular approaches utilizing human and mouse GBM cell lines, as well as in patient-derived primary high-grade glioma cultures, interrogated signaling and immune paradigms. ARA treatment induced G2/M cell cycle arrest, apoptosis, and downregulated DNA repair genes, with AR expression correlating with the DNA repair and TGF-β pathway. In both immortalized GBM cell lines and primary high-grade glioma cultured cells, ARAs in combination with RT showed only a modest enhancement of radiosensitivity. However, in an orthotopic GBM mouse model, ARA + RT demonstrated a strong synergy, achieving 100% long-term survival, compared to less than 50% with ARA alone and 0% with RT alone. Mechanistically, ARA modulated the TGF-β pathway, durably switching from Smad3 linker to c-terminal phosphorylation (pSmad3C) and inhibiting LIF/STAT3 axis. Distinct TGF-βs ligand expression patterns were observed in ARA-treated GBM cells. A protein–protein interaction noted between AR and Smad3, which was disrupted following ARA treatment, leading to elevated protein levels and nuclear localization of pSmad3C (S423/425), indicating normalization/activation of the TGF-β/pSmad3C-dependent anti-tumorigenic cascade. Comprehensive analyses in GBM cell lines and mouse model tissues demonstrated pathway reprogramming characterized by elevated TGF-β2 and increased pSmad3C. Tissue analysis revealed immune activation in the tumor microenvironment, while peripheral blood and spleen showed systemic immune responses following ARA + RT. Our study provides novel insights into how ARAs enhance RT efficacy through immunomodulation involving TGF-β/pSmad3C cascade, offering therapeutic implications in GBM.
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.
Mapping Microvascular Flow via Radon Transform Ultrasound: Technical Advances and Pilot Application
Yin, Jingyi , Huang, Lijie, Zhang, Jingke , DeRuiter, Ryan M., Zhu, Xiang-yang, Krier, James D., Kim, Y, Zhao, Y., Ji, Kaipeng , Lerman, L. O., Chen, S., Huang, Chengwu , Zhao, Yanzhe , Huang, Chengwu , Zhang, Jingke , Huang, Lijie, Lok, U‐Wai , DeRuiter, Ryan M. , Lucien, Fabrice , Lerman, Lilach O.

Mayo Clinic

BME Frontiers | January 30, 2026 | Volume: 7 | Issue: No issue available | Pages: No page available

10.34133/bmef.0234 | PMID 42317226 Get It

Objective: This study aims to develop a contrast-free, high-sensitivity ultrasound method, denoted as Radon transform-based flow measurement (R-Flow), for in vivo mapping of microvascular flow vectors and for establishing R-Flow-derived vector-field metrics to noninvasively quantify microcirculatory patterns in liver cirrhosis. Impact Statement: R-Flow enables robust, contrast-free imaging of microvascular dynamics and demonstrates translational feasibility in the human liver. Its direction-aware indices offer pilot in vivo quantification of flow redistribution and remodeling, providing unique insights into hepatic flow dynamics. Introduction: Microvascular dysfunction is a hallmark of many diseases, yet noninvasive visualization and quantitative assessment of abnormal microcirculation remain limited. Methods: R-Flow leverages Radon transform to decode red blood cell dynamics from the spatiotemporal domain of ultrasound flow signals, reconstructing velocity vectors at microvascular scale. From these vector maps, unique direction-aware indices are further derived to characterize flow distribution and heterogeneity. Results: Validated across simulations, phantoms, and in vivo studies, R-Flow provides robust velocity estimation across a wide range (1 to 60 mm/s). Notably, it enables high-sensitivity microvascular flow vector mapping of human liver, showing strong agreement with references ( r > 0.9). In a rat model, these direction-aware indices revealed a shift from healthy multipath perfusion in control livers to directionally biased vascular pattern in cirrhotic livers, demonstrating significant correlation with pathological indicators. Conclusion: R-Flow enables noninvasive, contrast-free mapping of microvascular blood flow velocity and offers a promising approach for high-resolution assessment of microvascular flow characteristics.
The Association Between the C-Reactive Protein-Albumin-Lymphocyte Index and Gallstone Disease: A Cross-Sectional Study
Liu, Xingxing , Li, Kang , Zeng, Yonghua , Ying, X.N. , Zhao, Yu , Zhou, Xiaodong , Chen, Youxiang , Zeng, Chunyan , Zhu, Liang , Luo, Yixing , Chen, Youxiang , Ying, Xiaolong

Mayo Clinic

Clinical and Translational Gastroenterology | January 26, 2026 | Volume: 17 | Issue: 3 | Pages: e00979

10.14309/ctg.0000000000000979 | PMID 41586504 Get It

INTRODUCTION: This study used the novel C-reactive protein-albumin-lymphocyte (CALLY) index to explore its relationship with the risk of developing gallstones. METHODS: This study conducted a cross-sectional analysis of the National Health and Nutrition Examination Survey data from 2017 to 2020; multivariable logistic regression examined the CALLY-gallstone association. Restricted cubic splines tested nonlinearity. Subgroup and mediation analyses explored population variations and mediating effects (Conicity, lipid accumulation product, and a body shape index). Receiver operating characteristic curves compared CALLY, systemic immune inflammation index, systemic inflammatory response index, and aggregate index of systemic inflammation predictive performance. RESULTS: After comprehensive adjustments, the highest CALLY quartile had significantly lower gallstone risk vs the lowest (odds ratio 0.56, 95% confidence interval 0.34–0.94). Restricted cubic splines revealed a linear inverse correlation. Subgroup analyses generally supported this inverse relationship. Mediation analysis identified the Conicity index as the strongest mediator (21.47%, P < 0.001), followed by lipid accumulation product and a body shape index (10.72% each, P < 0.001). Receiver operating characteristic analysis showed CALLY (area under the curve = 0.604) outperformed systemic immune inflammation index (0.540), systemic inflammatory response index (0.550), and aggregate index of systemic inflammation (0.546). DISCUSSION: A significant inverse association exists between the CALLY index and gallstone prevalence. The CALLY index demonstrates superior predictive ability compared with other indices, suggesting its potential utility as an objective biomarker for early gallstone risk identification.
Tenapanor is associated with earlier and sustained symptom relief in IBS-C: a post hoc analysis
Lacy, Brian E., Shin, Andrea S., Cangemi, David J. , Yang, Yang, Zhao, Suling , Rosenbaum, David P. , Lacy, Brian E , Lacy, Brian E. , Shin, Andrea

Mayo Clinic

Therapeutic Advances in Gastroenterology | January 25, 2026 | Volume: 19 | Issue: No issue available | Pages: No page available

10.1177/17562848251414831 | PMID 41601848 Get It

Background: In patients with irritable bowel syndrome with constipation (IBS-C), rapid, sustained relief from constipation and abdominal symptoms, such as pain, discomfort, and bloating, can improve quality of life. Objective: This post hoc analysis evaluates the time to constipation and abdominal symptom relief achieved with tenapanor. Design: Post hoc analysis of data pooled from three randomized placebo-controlled studies (phase IIb, T3MPO-1, and T3MPO-2) of tenapanor 50 mg twice daily in patients with IBS-C. Methods: The time to first response for complete spontaneous bowel movement (CSBM) frequency, abdominal pain, discomfort, bloating, and 3-item abdominal score (AS3) were assessed. The AS3 was derived as the average of the weekly scores for abdominal pain, discomfort, and bloating. Cumulative incidences of response over time were estimated using the Kaplan–Meier method. A Cox proportional hazards model was used to assess the effect of baseline and demographic characteristics on the time to first response. Results: Among 1372 patients with IBS-C (684 tenapanor; 688 placebo), median time to first CSBM response was 2 weeks, and median time to abdominal pain, discomfort, bloating, or AS3 response was 4–5 weeks in those treated with tenapanor, with 67.8%–76.7% achieving first response in CSBM frequency and abdominal symptoms by week 12. These time frames were shorter than those observed with the placebo (4 weeks for CSBM and 6–8 weeks for pain, discomfort, bloating, and AS3), of whom 59.1%–69.4% achieved the first response in CSBM and abdominal symptoms by week 12. Higher weekly response rates were observed with tenapanor than with placebo for all endpoints in each week of the 12-week treatment period. Conclusion: This novel post hoc analysis demonstrates that, compared with placebo, tenapanor reduces the time to first response in CSBM frequency and abdominal symptoms and consistently increases the weekly response rate during 12 weeks of treatment. Trial registration: NCT01923428; NCT02621892; NCT02686138.
Palopegteriparatide for adults with chronic hypoparathyroidism: skeletal dynamics through 3 years of the phase 2 PaTH forward trial
Rubin, Mishaela R. , Clarke, B.L. , Khan, Aliya, Schwarz, Peter, Vokes, Tamara , Ahmed, Intekhab, Palermo, Andrea, Cetani, F., Pagotto, Uberto , Zhao, Carol, Ominsky, Michael S. , Lai, Bryant, Ukena, Jenny, Shu, Aimee D , Rejnmark, L, Schwarz, Peter , Palermo, Andrea , Clarke, Bart L , Khan, Aliya A , Schwarz, Peter , Palermo, Andrea , Cetani, Filomena , Pagotto, Uberto , Shu, Aimee D , Rejnmark, Lars , Hofbauer, Lorenz C. , Khan, Aliya , Zhao, Carol, Ukena, Jenny, Rejnmark, Lars

Mayo Clinic

Journal of Bone and Mineral Research | January 22, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1093/jbmr/zjag013 | PMID 41636590 Get It

Abstract Hypoparathyroidism is an endocrine disease caused by insufficient levels of PTH, which acts directly on bone and kidney and indirectly on the intestine to regulate calcium and phosphate balance. In clinical trials, palopegteriparatide (TransCon PTH) treatment enabled independence from conventional therapy (no active vitamin D, ≤600 mg/d calcium) and maintained serum biochemistries within normal ranges. The current analyses describe patterns of change in BMD, serum bone turnover markers, and serum and urine calcium in adults with chronic hypoparathyroidism treated with palopegteriparatide through 3 years of the PaTH Forward trial. Baseline BMD Z-scores for the LS, TH, FN, and 1/3 distal radius were above zero, indicating bone mass exceeding age-adjusted normative values. BMD decreased from these elevated baseline levels with palopegteriparatide treatment, with larger reductions during the first 26 weeks and modest declines thereafter. Mean BMD Z-scores at week 162 remained above zero for all 4 sites. Participants with lower baseline BMD (Z-scores below −1 and T-scores below −2.5) generally exhibited lesser declines in BMD versus those with higher baseline BMD. Palopegteriparatide treatment was associated with early increases in bone resorption (serum C-terminal telopeptide of type I collagen, CTx) and bone formation (serum procollagen type 1 N-terminal propeptide, P1NP) that peaked at weeks 12 and 26, respectively, followed by declines to levels moderately higher than baseline at week 162. Mean CTx and P1NP in the overall population and the subgroup of postmenopausal women were below their upper limits of normal from weeks 58-162. At week 162, mean serum and median urine calcium remained within normal ranges and 91% of participants were independent from conventional therapy. These results suggest that long-term palopegteriparatide therapy in adults with chronic hypoparathyroidism gradually returns the skeleton toward its natural state thereby enhancing the skeleton’s contribution to calcium homeostasis.
Prognostic factors for 90-day survival after stereotactic radiosurgery for brain metastasis patients
Loron, Ali Gharibi , Chow, William, Pumford, Andrew D., Zhao, Conan , Keough, Michael B. , You, Hyo Bin , Do, Bobby, Schwartz, Jenna , Foote, Robert L., Mahajan, Anita , Stien, Kathy J., Link, Michael J., Yan, Elizabeth Mary, Brown, Paul D., Pollock, Bruce E., Parney, I., Chow, William D, Zhao, Conan Y, Pumford, Andrew D. , Foote, Robert L. , Routman, David M. , Link, Michael J. , Burns, Terry C. , Yan, Elizabeth, Pollock, Bruce E.

Mayo Clinic

Journal of Neurosurgery | January 22, 2026 | Volume: 144 | Issue: 4 | Pages: 979-987

10.3171/2025.8.jns25859 | PMID 41569738 Get It

OBJECTIVE Brain metastases significantly impact neurocognitive function and overall survival. Stereotactic radiosurgery (SRS) is a cornerstone of treatment for patients with limited metastases and expected survival beyond 3 months. Despite current guidelines, up to 20% of patients with brain metastases undergoing SRS have been reported to die within 90 days. This study retrospectively evaluated prognostic factors associated with 90-day survival after SRS, aiming to improve patient selection. METHODS The authors retrospectively analyzed a cohort of 1546 patients who underwent Gamma Knife SRS for brain metastases at their institution between 2015 and 2023. One hundred seventy patients who survived less than 90 days after SRS were identified and case matched to 170 patients who survived over 90 days. Measured variables included patient demographic characteristics, tumor characteristics, treatment history, functional status, and control of the primary cancer. The authors modeled post-SRS 90-day survival using binomial and multivariate logistic regression. RESULTS Multivariate analysis highlighted Karnofsky Performance Score (KPS) < 70 (OR 17.4, p < 0.001), prior whole-brain radiation (OR 6, p = 0.004), and focal neurological deficits (OR 3.02, p = 0.003) as significant predictors of poor survival, whereas CNS progression before SRS (OR 0.22, p < 0.001) and control of systemic cancer (OR 0.556, p = 0.002) were associated with survival < 90 days. The predictive model demonstrated acceptable performance with an area under the curve (AUC) of 0.85, accuracy of 80%, sensitivity of 87%, and specificity of 71%. CONCLUSIONS Key predictors of 90-day survival after SRS for brain metastases include functional status (KPS), control of systemic cancer, CNS progression status, and focal neurological deficits. These findings are complementary factors that can assist in making decisions and SRS patient selection.
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.
Abstract PR036: The TIP60 acetyltransferase complex is a critical dependency in neuroendocrine prostate cancer through its role as a critical coactivator of MYCL downstream of ASCL1
Sun, Zhen, Zhao, Jimmy L. , Ismail, Wazim M., Khan, Zahra, Han, Teng , Young, Serina, Lange, Matthew , Gaspar-Maia, Alexandre, Sawyers, C., Ismail, Wazim, Khan, Zahra F., Nandakumar, Subhiksha , Koche, Richard P , Gaspar‐Maia, Alexandre , Sawyers, Charles L.

Mayo Clinic

Cancer Research | January 20, 2026 | Volume: 86 | Issue: 2_Supplement | Pages: PR036-PR036

10.1158/1538-7445.prostateca26-pr036 Get It

Abstract Neuroendocrine prostate cancer (NEPC) is an increasingly prevalent manifestation of acquired resistance to next generation AR signaling inhibitors (ARSI), that arises via transformation from advanced prostate adenocarcinoma (PRAD) through a mechanism called lineage plasticity. Through characterization of isogenic PRAD and NEPC mouse tumoroid models generated using human-relevant driver mutations (Pten-/-;Rb1-/-;Trp53-/-), we revealed an extensive epigenetic reprogramming in NEPC versus PRAD, particular at enhancers. CRISPR screens focused on TFs and coactivators revealed a NEPC lineage TF survival network comprised of ASCL1, NFIB, SOX1/11, FOXA1/2 and MYCL with exquisite dependency on the TIP60 acetyltransferase complex. During the PRAD-to-NEPC transition, FOXA1, NFIB and TIP60 chromatin binding redistributes to NEPC specific enhancers, resulting in expression of NEPC target genes in a coordinate fashion with ASCL1 functioning as master regulator, culminating in activation of MYCL. MYCL then directly recruits the TIP60 complex to target sites, where it acts as a requisite MYCL coactivator for target gene activation for NEPC growth/survival. The acetyltransferase activity of TIP60 and acetylation of its substrate H2A.Z are both required for NEPC survival, as well as two chromatin reader subunits of the TIP60 complex, BRD8 and YEATS4. Targeted chemical degradation of TIP60 revealed &gt;500-fold dependency in NEPC relative to normal prostate, credentialing the TIP60 complex as a potential therapeutic target in NEPC. Citation Format: Zhen Sun, Jimmy L. Zhao, Wazim M. Ismail, Zahra F. Khan, Teng Han, Subhiksha Nandakumar, Serina Young, Matthew Lange, Richard Koche, Alexandre Gaspar-Maia, Charles L. Sawyers. The TIP60 acetyltransferase complex is a critical dependency in neuroendocrine prostate cancer through its role as a critical coactivator of MYCL downstream of ASCL1 [abstract]. In: Proceedings of the AACR Special Conference in Cancer Research: Innovations in Prostate Cancer Research and Treatment; 2026 Jan 20-22; Philadelphia PA. Philadelphia (PA): AACR; Cancer Res 2026;86(2_Suppl):Abstract nr PR036.
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.