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964 citation(s) found for "Zhou, Yu".

Abstract 145: CRISPRi-Perturb-seq In Endothelial Cells Links Atherosclerosis Risk Loci To Novel Klf2/4 Regulatory Genes
Gupta, Rajat M. , Schnitzler, Gavin R., Kang, Helen , Fang, Shi, Lee, Vivian S. , Zheng, Tony, Barry, Aurelie , Angom, Ramcharan Singh , Lee-Kim, Vivian, Ma, Rosa, Zhou, Ronghao , Mukhopadhyay, Debabrata , Engreitz, J

Mayo Clinic

Arteriosclerosis, Thrombosis, and Vascular Biology | October 2, 2023 | Volume: 43 | Issue: Suppl_1 | Pages: No page available

10.1161/atvb.43.suppl_1.145 Get It

Introduction: Genome-wide association studies (GWAS) have discovered >300 associations for CAD. Few loci are functionally characterized and may represent new mechanisms of disease. Hypothesis: Can an unbiased transcriptional screen for the >2000 candidate GWAS genes in endothelial cells (ECs) identify causal genes and disease-relevant pathways at CAD GWAS loci. Methods: We applied CRISPRi-Perturb-seq to knock down expression of genes within 500 Kb of coronary artery disease GWAS loci (2,300 genes in total) and measure their transcriptomic effects using single-cell RNA-seq. Validation of candidate causal genes was conducted in primary human ECs and zebrafish. Results: We identified 50 programs of co-expressed genes, which represent core cellular pathways (i.e. ribosome biogenesis) and 13 EC-specific pathways such as flow response and angiogenesis. The EC-specific programs show the greatest contribution to CAD heritability. 5 EC-specific programs have the greatest number of GWAS candidate genes. We find that 43 of 306 CAD GWAS signals converge onto these 5 gene programs, and all are regulated by genes in the cerebral cavernous malformations (CCM) pathway—which coordinates KLF2/4 transcriptional responses in endothelial cells, but has not been linked to CAD risk. The strongest regulator of these programs is TLNRD1 , which we show is a new CAD gene and novel regulator of the CCM pathway. TLNRD1 loss-of-function alters actin organization and barrier function in endothelial cells in vitro , and heart development in zebrafish in vivo . Conclusions: High-throughput functional analysis of 2,300 genes proximal to CAD GWAS loci prioritized pathways—such as angiogenesis and EC migration—that are regulated by multiple risk SNPs. Our study identifies new genes that likely influence risk for CAD, identifies convergence of CAD genes into certain pathways in endothelial cells, and prioritizes study of genes in the CCM-signaling pathway for contribution to CAD risk.
Soluble TREM2 triggers microglial dysfunction in neuromyelitis optica spectrum disorders
Qin, Chuan, Dong, Ming‐Hao , Yang, Sheng , Zhang, Hang , You, Yun‐Fan , Zhou, Luo‐Qi , Chu, Yun‐Hui, Tang, Yue , Pang, Xiao‐Wei, Wu, Long‐Jun , Wang, Wei , Wu, Long-Jun , Wang, Wei , Qin, Chuan, Chen, Man, Tian, Dai‐Shi

Mayo Clinic

Brain | September 22, 2023 | Volume: 147 | Issue: 1 | Pages: 163-176

10.1093/brain/awad321 | PMID 37740498 Get It

Abstract Microglia-mediated neuroinflammation contributes to acute demyelination in neuromyelitis optica spectrum disorders (NMOSD). Soluble triggering receptor expressed on myeloid cells 2 (sTREM2) in the CSF has been associated with microglial activation in several neurodegenerative diseases. However, the basis for this immune-mediated attack and the pathophysiological role of sTREM2 in NMOSD remain to be elucidated. Here, we performed Mendelian randomization analysis and identified a genetic association between increased CSF sTREM2 and NMOSD risk. CSF sTREM2 was elevated in patients with NMOSD and was positively correlated with neural injury and other neuroinflammation markers. Single-cell RNA sequencing of human macrophage/microglia-like cells in CSF, a proxy for microglia, showed that increased CSF sTREM2 was positively associated with microglial dysfunction in patients with NMOSD. Furthermore, we demonstrated that sTREM2 is a reliable biomarker of microglial activation in a mouse model of NMOSD. Using unbiased transcriptomic and lipidomic screens, we identified that excessive activation, overwhelmed phagocytosis of myelin debris, suppressed lipid metabolism and enhanced glycolysis underlie sTREM2-mediated microglial dysfunction, possibly through the nuclear factor kappa B (NF-κB) signalling pathway. These molecular and cellular findings provide a mechanistic explanation for the genetic association between CSF sTREM2 and NMOSD risk and indicate that sTREM2 could be a potential biomarker of NMOSD progression and a therapeutic target for microglia-mediated neuroinflammation.
You are not lab rats at teaching hospitals: A systematic review of resident and fellow participation leads to improved colonoscopy
Chen, Yue , Ma, Shaodi , Liu, M. , Yau, Vicky , Kim, Na Hyun , Kailas, Sujatha, Lowe, Scott , Bentley, Rachel , Chen, Shuya , Liu, Jie , Meng, Muzi , Huang, Yuting , Zhou, Qin , Wu, Yuyan , Liu, Mengqing , Huang, Yuting , Sun, Chenyu

Mayo Clinic

Journal of Evidence-Based Medicine | September 22, 2023 | Volume: 16 | Issue: 3 | Pages: 332-341

10.1111/jebm.12554 | PMID 37735811 Get It

AbstractBackgroundParticipation in colonoscopies is an essential aspect of endoscopic training. The purpose of this study was to explore the impact of fellow/trainee participation on colonoscopy outcomes.MethodsThis meta‐analysis was registered on the International Prospective Register of Systematic Reviews (PROSPERO). From database inception to July 2022, studies investigating fellow involvement and colonoscopy outcomes were searched across Cochrane library, PubMed, and other databases. The random‐effects model was applied to generate more conservative estimates. Sensitive analysis was conducted to explore whether the result would depend on a particular study. Egger's test and Begg's test were used to estimate the potential for publication bias.ResultsSeventeen studies including 30,062 participants were included. We found that fellow/trainee involvement enhanced the overall rates of adenoma detection and polyp detection (OR = 1.26, 95% CI = 1.14–1.40, p < 0.001; OR = 1.29, 95% CI = 1.02–1.63, p = 0.020, respectively). The mean number of adenoma/polyps per colonoscopy was also higher with fellow/trainee participation (MD = 0.12, 95% CI = 0.08–0.17, p < 0.001; MD = 0.15, 95% CI = 0.02–0.28, p = 0.020, respectively).ConclusionIn addition to its educational purpose, fellow or trainee involvement is associated with beneficial effects on colonoscopy outcomes.
Integrated safety analysis of filgotinib for ulcerative colitis: Results from SELECTION and SELECTIONLTE
Schreiber, Stefan , Rogler, Gerhard , Watanabe, Mamoru , Vermeire, Séverine , Maaser, Christian , Faes, Margaux , Hoek, Paul Van , Hsieh, Jeremy, Moerch, Ulrik, Haas, Angela de, Rudolph, Christine , Oortwijn, Alessandra , Loftus, Edward V. , Danese, Silvio , Oortwijn, Alessandra , Loftus, Edward V , Vermeire, Séverine , Danese, Silvio , Zhou, Yan

Mayo Clinic

Alimentary Pharmacology & Therapeutics | September 18, 2023 | Volume: 58 | Issue: 9 | Pages: 874-887

10.1111/apt.17674 | PMID 37718932 Get It

Summary Background Filgotinib 200 mg (FIL200) is an approved treatment for adults with moderately to severely active ulcerative colitis (UC). Aim To report integrated safety data from the phase 2b/3 SELECTION study (NCT02914522) and its ongoing long‐term extension study SELECTIONLTE (NCT02914535). Methods Safety outcomes were analysed in adults with moderately to severely active UC who received FIL200, filgotinib 100 mg (FIL100) or placebo once daily throughout the 11‐week SELECTION induction study, the 47‐week SELECTION maintenance study (if applicable) and SELECTIONLTE (if applicable). Exposure‐adjusted incidence rates (EAIRs) per 100 censored patient‐years of exposure with 95% confidence intervals were reported for treatment‐emergent adverse events (AEs). Certain AE data were presented in subgroups, including age and prior biologic exposure status. Results This interim analysis included 1348 patients representing 3326.2 patient‐years of exposure. Baseline characteristics of patients entering SELECTION were similar across treatment groups. EAIRs for serious infection, thromboembolic events and major adverse cardiovascular events (MACE) were consistently low across treatment groups. Most patients with MACE had cardiovascular risk factors. The EAIR for herpes zoster was numerically higher for FIL200 than for placebo. Infection incidences were numerically higher in biologic‐experienced than biologic‐naive patients. Higher incidences of certain AEs in patients 65 years of age or older were as expected. Four deaths occurred, including three cardiovascular deaths, none of which was considered related to filgotinib. Conclusion FIL200 and FIL100 were well tolerated with no unexpected safety signals in patients with moderately to severely active UC, regardless of previous biologic exposure or age. ClinicalTrials.gov Identifiers (NCT numbers) NCT02914522, NCT02914535.
Remotely Delivered Cancer Genetic Testing in the Making Genetic Testing Accessible (MAGENTA) Trial
Swisher, Elizabeth M. , Rayes, Nadine , Peterson, Christine B. , Norquist, Barbara M. , Coffin, Tara B. , Gavin, Kathleen , Polinsky, Deborah , Crase, Jamie , Blank, Stephanie V. , Olopade, Olufunmilayo I. , Law, Sherman , D’Andrea, Alan D. , Lu, Karen H. , Olopade, Olufunmilayo I , Swisher, Elizabeth M , Peterson, Christine , Norquist, Barbara , D'Andrea, Alan , Bowen, Deborah J. , Bakkum‐Gamez, Jamie N. , Munsell, Mark F. , Nebgen, Denise R. , Fleming, Gini F. , Zhou, Alicia Yiran , Levine, Douglas A.

Mayo Clinic

JAMA Oncology | September 14, 2023 | Volume: 9 | Issue: 11 | Pages: 1547

10.1001/jamaoncol.2023.3748 | PMID 37707822 Get It

Importance Requiring personalized genetic counseling may introduce barriers to cancer risk assessment, but it is unknown whether omitting counseling could increase distress. Objective To assess whether omitting pretest and/or posttest genetic counseling would increase distress during remote testing. Design, Setting, and Participants Making Genetic Testing Accessible (MAGENTA) was a 4-arm, randomized noninferiority trial testing the effects of individualized pretest and/or posttest genetic counseling on participant distress 3 and 12 months posttest. Participants were recruited via social and traditional media, and enrollment occurred between April 27, 2017, and September 29, 2020. Participants were women aged 30 years or older, English-speaking, US residents, and had access to the internet and a health care professional. Previous cancer genetic testing or counseling was exclusionary. In the family history cohort, participants had a personal or family history of breast or ovarian cancer. In the familial pathogenic variant (PV) cohort, participants reported 1 biological relative with a PV in an actionable cancer susceptibility gene. Data analysis was performed between December 13, 2020, and May 31, 2023. Intervention Participants completed baseline questionnaires, watched an educational video, and were randomized to 1 of 4 arms: the control arm with pretest and/or posttest genetic counseling, or 1 of 3 study arms without pretest and posttest counseling. Genetic counseling was provided by phone appointments and testing was done using home-delivered saliva kits. Main Outcomes and Measures The primary outcome was participant distress measured by the Impact of Event Scale 3 months after receiving the results. Secondary outcomes included completion of testing, anxiety, depression, and decisional regret. Results A total of 3839 women (median age, 44 years [range 22-91 years]), most of whom were non-Hispanic White and college educated, were randomized, 3125 in the family history and 714 in the familial PV cohorts. In the primary analysis in the family history cohort, all experimental arms were noninferior for distress at 3 months. There were no statistically significant differences in anxiety, depression, or decisional regret at 3 months. The highest completion rates were seen in the 2 arms without pretest counseling. Conclusions and Relevance In the MAGENTA clinical trial, omitting individualized pretest counseling for all participants and posttest counseling for those without PV during remote genetic testing was not inferior with regard to posttest distress, providing an alternative care model for genetic risk assessment. Trial Registration ClinicalTrials.gov Identifier: NCT02993068
International Consensus Statement on Allergy and Rhinology: Sinonasal Tumors
Adappa, Nithin D. , Beswick, Daniel M. , London, Nyall R. , Su, Shirley Y. , Wang, Marilene B. , Alexiev, Borislav A. , Antognoni, Paolo , Alonso‐Basanta, Michelle , Batra, Pete S., Bhayani, Mihir K. , Bell, Diana , Betz, Christian , Callejas, Claudio , Casiano, Roy R. , Chatzinakis, Vasileios , Chen, Simon , Chowdhury, Naweed I. , Citardi, Martin J. , Cohen, Marc A. , Dagan, Roi , Dalfino, Gianluca , Dassi, Camila , Almeida, John R. de , Tos, Angelo Paolo Dei , DelGaudio, John M. , Ebert, Charles S. , Eloy, Jean Anderson , Evans, James J., Fang, Christina H. , Farrell, Nyssa Fox , Ferrari, Marco , Fischbein, Nancy J. , Folbe, Adam J. , Fox, Meha G. , Lund, Valerie J. , Gallia, Gary L. , Gardner, Paul A. , Getz, Anne E., Govindaraj, Satish, Gray, Stacey T. , Gross, Bradley A. , Guo, Ruifeng , Ha, Patrick K. , Halderman, Ashleigh A. , Hanna, Ehab Y., Harvey, Richard J. , Hernandez, Stephen, Hopkins, Claire , Huang, Zhigang , Huang, Zhenxiao , Humphreys, Ian M. , Hwang, Peter H. , Iloreta, Alfred Marc, Ishii, Masaru , Jafari, Aria , Kennedy, David W. , Khan, Mohemmed, Kimple, Adam J. , Kingdom, Todd T. , Knisely, Anna, Kuo, Ying‐Ju , Lamarre, Eric , Lan, Ming‐Ying , Le, Hien , Lee, Nancy Y. , Lee, Jivianne K., Lee, Victor , Levine, Corinna G. , Lin, Jin‐Ching , Lin, Derrick T., Locke, Tran B. , Luong, Amber , Magliocca, Kelly R. , Matnjani, G., Meço, Cem , Michel, Loren S. , Na'ara, Shorook, Nicolai, Piero , Nuss, Daniel W. , Nyquist, Gurston , Oakley, Gretchen M. , Omura, Kazuhiro , Orlandi, Richard R. , Otori, Nobuyoshi , Papagiannopoulos, Peter , Patel, Zara M. , Pfister, David G. , Rabinowitz, Mindy, Sanusi, Olabisi , Sargi, Zoukaa , Schafhausen, Philippe, Schlosser, Rodney J. , Sedaghat, Ahmad R. , Senior, Brent A. , Shrivastava, Raj , Sindwani, Raj , Smith, Timothy L. , Smith, Kristine A. , Solares, C. Arturo , Stamm, Aldo Cassol , Stölzel, Katharina , Sumer, Baran D. , Tajudeen, Bobby A. , Thorp, Brian D. , Tsang, Raymond K. , VanKoevering, Kyle K. , Welch, Kevin C. , Wise, Sarah K. , Witterick, Ian , Won, Tae‐Bin , Wong, Stéphanie , Woodworth, Bradford A. , Wormald, Peter‐John , Zhou, Bing , Adappa, Nithin D. , Chapurin, Nikita , Ayoub, Noel , Bitner, Benjamin F. , Chang, Michael T. , Kuan, Edward C , Wang, Eric W , Beswick, Daniel , Wang, Marilene B , Alt, Jeremiah A , Bleier, Benjamin , Callejas, Claudio , Choby, Garret , Dalfino, Gianluca , Eloy, Jean Anderson , Fang, Christina H , Farrell, Nyssa F , Ferrari, Marco , Georgalas, Christos , Grayson, Jessica W , Harvey, Richard J , Holtzman, Adam L. , Hopkins, Claire , Humphreys, Ian M , Hwang, Peter H , Jafari, Aria , Kimple, Adam J , Lal, Devyani , Lan, Ming-Ying , Luong, Amber U , Meço, Cem , Omura, Kazuhiro , Orlandi, Richard , Patel, Zara , Sedaghat, Ahmad R , Senior, Brent A , Smith, Timothy L , Smith, Kristine , Snyderman, Carl H , Tong, Charles C L , van Zele, Thibaut , Won, Tae-Bin , Woodworth, Bradford A , Yao, William C , Yeh, Chien-Fu , Zhou, Bing , Schlosser, Rodney J , Bitner, Benjamin , Guo, Ruifeng , Chang, Michael T , Su, Shirley Y , Locke, Tran Bao , Adappa, Nithin D. , Abuzeid, Waleed M. , Alt, Jeremiah A. , Bernal‐Sprekelsen, Manuel , Blay, Jean‐Yves , Bleier, Benjamin S. , Bonilla‐Velez, Juliana , Carrau, Ricardo L. , Castelnuovo, Paolo , Chandra, Rakesh Kumar , Chiu, Alexander G. , Choby, Garret , Dallan, Iacopo , El‐Sayed, Ivan H. , Fokkens, Wytske Johanna , Geltzeiler, Mathew , Grayson, Jessica W. , Gross, Bradley , Grube, Jordon G. , Hanna, Ehab Y., Ivan, Michael E , Khan, Mohemmed N., Lal, Devyani , Lechner, Matt , Lobo, Brian C. , Markovic, Svetomir N. , McKean, Erin L. , Mendenhall, William M , Phan, Jack , Psaltis, Alkis J. , Ramanathan, Murugappan , Rimmer, Ryan , Rosen, Marc R , Sreenath, Satyan B , Šurda, Pavol , Thompson, Lester D.�R. , Turner, Justin H. , Turri‐Zanoni, Mario , Udager, Aaron M , Yao, William C.

Mayo Clinic

International Forum of Allergy & Rhinology | September 2, 2023 | Volume: 14 | Issue: 2 | Pages: 149-608

10.1002/alr.23262 | PMID 37658764 Get It

Abstract Background Sinonasal neoplasms, whether benign and malignant, pose a significant challenge to clinicians and represent a model area for multidisciplinary collaboration in order to optimize patient care. The International Consensus Statement on Allergy and Rhinology: Sinonasal Tumors (ICSNT) aims to summarize the best available evidence and presents 48 thematic and histopathology‐based topics spanning the field. Methods In accordance with prior International Consensus Statement on Allergy and Rhinology documents, ICSNT assigned each topic as an Evidence‐Based Review with Recommendations, Evidence‐Based Review, and Literature Review based on the level of evidence. An international group of multidisciplinary author teams were assembled for the topic reviews using the Preferred Reporting Items for Systematic Reviews and Meta‐Analyses format, and completed sections underwent a thorough and iterative consensus‐building process. The final document underwent rigorous synthesis and review prior to publication. Results The ICSNT document consists of four major sections: general principles, benign neoplasms and lesions, malignant neoplasms, and quality of life and surveillance. It covers 48 conceptual and/or histopathology‐based topics relevant to sinonasal neoplasms and masses. Topics with a high level of evidence provided specific recommendations, while other areas summarized the current state of evidence. A final section highlights research opportunities and future directions, contributing to advancing knowledge and community intervention. Conclusion As an embodiment of the multidisciplinary and collaborative model of care in sinonasal neoplasms and masses, ICSNT was designed as a comprehensive, international, and multidisciplinary collaborative endeavor. Its primary objective is to summarize the existing evidence in the field of sinonasal neoplasms and masses.
Impact of prior therapies and subsequent transplantation on outcomes in adult patients with relapsed or refractory B-cell acute lymphoblastic leukemia treated with brexucabtagene autoleucel in ZUMA-3
Shah, Bijal , Cassaday, Ryan D. , Park, Jae H. , Oluwole, Olalekan O. , Leguay, Thibaut , Bishop, Michael R. , Topp, Max S. , Tzachanis, Dimitrios , O’Dwyer, Kristen M. , Arellano, Martha , Baer, Maria R. , Schiller, Gary J. , Abedi, Mehrdad , Stiff, Patrick J. , Jeyakumar, Deepa , Mao, Daqin , Adhikary, Sabina , Zhou, Lang, Schuberth, Petra, Khalid, Rita Damico, Ghobadia, Armin, Shah, Bijal , Oluwole, Olalekan O , Cassaday, Ryan D , Houot, Roch , Logan, Aaron C , Boissel, Nicolas , Bishop, Michael Russell , O'Dwyer, Kristin , Lin, Yi , Subklewe, Marion , Minnema, Monique C , Wierda, William G. , DeAngelo, Daniel J.

Mayo Clinic

Journal for ImmunoTherapy of Cancer | August 30, 2023 | Volume: 11 | Issue: 8 | Pages: e007118

10.1136/jitc-2023-007118 | PMID 37648261 Get It

Background Brexucabtagene autoleucel (brexu-cel) is an autologous anti-CD19 chimeric antigen receptor (CAR) T-cell therapy approved in the USA for adults with relapsed or refractory (R/R) B-cell acute lymphoblastic leukemia (B-ALL) and in the European Union for patients ≥26 years with R/R B-ALL. After 2 years of follow-up in ZUMA-3, the overall complete remission (CR) rate (CR+CR with incomplete hematological recovery (CRi)) was 73%, and the median overall survival (OS) was 25.4 months in 78 Phase 1 and 2 patients with R/R B-ALL who received the pivotal dose of brexu-cel. Outcomes by prior therapies and subsequent allogeneic stem cell transplantation (alloSCT) are reported. Methods Eligible adults had R/R B-ALL and received one infusion of brexu-cel (1×10⁶ CAR T cells/kg) following conditioning chemotherapy. The primary endpoint was the CR/CRi rate per central review. Post hoc subgroup analyses were exploratory with descriptive statistics provided. Results Phase 1 and 2 patients (N=78) were included with median follow-up of 29.7 months (range, 20.7–58.3). High CR/CRi rates were observed across all prior therapy subgroups examined: 1 prior line of therapy (87%, n=15) and ≥2 prior lines (70%, n=63); prior blinatumomab (63%, n=38) and no prior blinatumomab (83%, n=40); prior inotuzumab (59%, n=17) and no prior inotuzumab (77%, n=61); and prior alloSCT (76%, n=29) and no prior alloSCT (71%, n=49). The frequency of Grade ≥3 cytokine release syndrome, neurological events, and treatment-related Grade 5 adverse events were largely similar among prior therapy subgroups. Median duration of remission (DOR) in responders with (n=14) and without (n=43) subsequent alloSCT was 44.2 (95% CI, 8.1 to not estimable (NE)) and 18.6 months (95% CI, 9.4 to NE); median OS was 47.0 months (95% CI, 10.2 to NE) and not reached (95% CI, 23.2 to NE), respectively. Median DOR and OS were not reached in responders without prior or subsequent alloSCT (n=22). Conclusions In ZUMA-3, adults with R/R B-ALL benefited from brexu-cel, regardless of prior therapies and subsequent alloSCT status, though survival appeared better in patients without certain prior therapies and in earlier lines of therapy. Additional studies are needed to determine the impact prior therapies and subsequent alloSCT have on outcomes of patients who receive brexu-cel.
Self-trained deep convolutional neural network for noise reduction in CT
Zhou, Zhongxing , Yu, Lifeng , Inoue, Akitoshi , McCollough, Cynthia H , Yu, Lifeng , Inoue, Akitoshi , McCollough, Cynthia H.

Mayo Clinic

Journal of Medical Imaging | August 24, 2023 | Volume: 10 | Issue: 04 | Pages: No page available

10.1117/1.jmi.10.4.044008 | PMID 37636895 Get It

A cross-institutional evaluation on breast cancer phenotyping NLP algorithms on electronic health records
Zhou, Sicheng , Wang, Nan , Wang, Liwei , Sun, Ju , Zhang, Rui , Blaes, Anne , Liu, Hongfang

Mayo Clinic

Computational and Structural Biotechnology Journal | August 22, 2023 | Volume: 22 | Issue: No issue available | Pages: 32-40

10.1016/j.csbj.2023.08.018 | PMID 37680211 Get It

Abstract Objective Transformer-based language models are prevailing in the clinical domain due to their excellent performance on clinical NLP tasks. The generalizability of those models is usually ignored during the model development process. This study evaluated the generalizability of CancerBERT, a Transformer-based clinical NLP model, along with classic machine learning models, i.e., conditional random field (CRF), bi-directional long short-term memory CRF (BiLSTM-CRF), across different clinical institutes through a breast cancer phenotype extraction task. Materials and methods Two clinical corpora of breast cancer patients were collected from the electronic health records from the University of Minnesota (UMN) and Mayo Clinic (MC), and annotated following the same guideline. We developed three types of NLP models (i.e., CRF, BiLSTM-CRF and CancerBERT) to extract cancer phenotypes from clinical texts. We evaluated the generalizability of models on different test sets with different learning strategies (model transfer vs locally trained). The entity coverage score was assessed with their association with the model performances. Results We manually annotated 200 and 161 clinical documents at UMN and MC. The corpora of the two institutes were found to have higher similarity between the target entities than the overall corpora. The CancerBERT models obtained the best performances among the independent test sets from two clinical institutes and the permutation test set. The CancerBERT model developed in one institute and further fine-tuned in another institute achieved reasonable performance compared to the model developed on local data (micro-F1: 0.925 vs 0.932). Conclusions The results indicate the CancerBERT model has superior learning ability and generalizability among the three types of clinical NLP models for our named entity recognition task. It has the advantage to recognize complex entities, e.g., entities with different labels.
Indescribable Multi-Modal Spatial Evaluator
Kong, Lingke, Qi, X. Sharon , Shen, Qijin, Zhang, Jingyi , Hu, Yanle , Zhou, Qichao, Wang, Jiacheng

Mayo Clinic

2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) | August 22, 2023 | Volume: No volume available | Issue: No issue available | Pages: 9853-9862

10.1109/cvpr52729.2023.00950 Get It