Open Access. Powered by Scholars. Published by Universities.®
- Discipline
-
- Medicine and Health Sciences (7645)
- Medical Specialties (4846)
- Medical Sciences (4060)
- Life Sciences (2156)
- Biomedical Informatics (1643)
-
- Oncology (1598)
- Bioinformatics (1582)
- Medical Genetics (1089)
- Genetic Phenomena (897)
- Public Health (763)
- Diseases (610)
- Pediatrics (367)
- Social and Behavioral Sciences (357)
- Neurology (283)
- Physical Sciences and Mathematics (255)
- Cardiology (235)
- Mental and Social Health (227)
- Internal Medicine (187)
- Genetics and Genomics (183)
- Neurosciences (173)
- Endocrinology, Diabetes, and Metabolism (169)
- Psychiatry and Psychology (162)
- Cardiovascular Diseases (160)
- Biochemical Phenomena, Metabolism, and Nutrition (145)
- Surgery (145)
- Psychology (133)
- Medical Molecular Biology (131)
- Dietetics and Clinical Nutrition (126)
- Data Science (124)
- Analytical, Diagnostic and Therapeutic Techniques and Equipment (120)
- Institution
-
- The Texas Medical Center Library (4464)
- Washington University School of Medicine (1381)
- Thomas Jefferson University (805)
- Children's Mercy Kansas City (369)
- University of Kentucky (337)
-
- Dartmouth College (227)
- University of Nebraska Medical Center (157)
- University of Plymouth (157)
- The Jackson Laboratory (140)
- Henry Ford Health (133)
- University of New Mexico (121)
- Providence (81)
- Old Dominion University (75)
- OhioHealth (42)
- University of South Carolina (40)
- Western University (39)
- Rowan University (38)
- Himmelfarb Health Sciences Library, The George Washington University (31)
- University of South Florida (23)
- Edith Cowan University (20)
- Parkview Health (19)
- Southern Illinois University Carbondale (19)
- Touro College and University System (14)
- West Virginia University (14)
- Yale University (14)
- University of the Pacific (13)
- Missouri University of Science and Technology (11)
- SUNY Geneseo (11)
- Wright State University (11)
- Philadelphia College of Osteopathic Medicine (10)
- Publication Year
- Publication
-
- Faculty, Staff and Student Publications (2609)
- Faculty, Staff and Students Publications (1435)
- 2020-Current year OA Pubs (1122)
- Manuscripts, Articles, Book Chapters and Other Papers (369)
- Open Access Publications (248)
-
- Dartmouth Scholarship (227)
- Children’s Nutrition Research Center Staff Publications (106)
- The Texas Heart Institute Journal (106)
- Articles, Abstracts, and Reports (81)
- Center for Medical Ethics and Health Policy Staff Publications (76)
- Pathology Research and Scholarship (68)
- Department of Medicine Faculty Papers (57)
- School of Psychology (51)
- Peninsula Medical School (49)
- Wills Eye Hospital Papers (48)
- Department of Neurology Faculty Papers (45)
- Duncan NRI Faculty and Staff Publications (45)
- Faculty Publications (43)
- Faculty Research 2024 (35)
- Department of Radiation Oncology Faculty Papers (34)
- Journal Articles: Epidemiology (34)
- Pediatrics Faculty Publications (34)
- Pediatrics Research and Scholarship (34)
- Staff and Researcher Publications (33)
- Department of Pathology, Anatomy, and Cell Biology Faculty Papers (31)
- Faculty Research 2025 (30)
- Department of Biochemistry and Molecular Biology Faculty Papers (29)
- Department of Emergency Medicine Faculty Papers (27)
- Journal Articles: Biochemistry & Molecular Biology (27)
- Journal Articles: Pulmonary & Critical Care Med (27)
- Publication Type
Articles 5521 - 5550 of 8948
Full-Text Articles in Entire DC Network
Cross-Species Efficacy Of Enzyme Replacement Therapy For Cln1 Disease In Mice And Sheep, Hemanth R. Nelvagal, Sophie H. Wang, Elizabeth M. Eultgen, Keigo Takashash, Steven Q. Le, Rachel Nesbitt, Joshua T. Dearborn, Patricia I. Dickson, Mark S. Sands, Jonathan D. Cooper, Et Al.
Cross-Species Efficacy Of Enzyme Replacement Therapy For Cln1 Disease In Mice And Sheep, Hemanth R. Nelvagal, Sophie H. Wang, Elizabeth M. Eultgen, Keigo Takashash, Steven Q. Le, Rachel Nesbitt, Joshua T. Dearborn, Patricia I. Dickson, Mark S. Sands, Jonathan D. Cooper, Et Al.
2020-Current year OA Pubs
CLN1 disease, also called infantile neuronal ceroid lipofuscinosis (NCL) or infantile Batten disease, is a fatal neurodegenerative lysosomal storage disorder resulting from mutations in the CLN1 gene encoding the soluble lysosomal enzyme palmitoyl-protein thioesterase 1 (PPT1). Therapies for CLN1 disease have proven challenging because of the aggressive disease course and the need to treat widespread areas of the brain and spinal cord. Indeed, gene therapy has proven less effective for CLN1 disease than for other similar lysosomal enzyme deficiencies. We therefore tested the efficacy of enzyme replacement therapy (ERT) by administering monthly infusions of recombinant human PPT1 (rhPPT1) to PPT1-deficient …
Federated Learning Algorithms For Generalized Mixed-Effects Model (Glmm) On Horizontally Partitioned Data From Distributed Sources, Wentao Li, Jiayi Tong, Md Monowar Anjum, Noman Mohammed, Yong Chen, Xiaoqian Jiang
Federated Learning Algorithms For Generalized Mixed-Effects Model (Glmm) On Horizontally Partitioned Data From Distributed Sources, Wentao Li, Jiayi Tong, Md Monowar Anjum, Noman Mohammed, Yong Chen, Xiaoqian Jiang
Faculty, Staff and Student Publications
OBJECTIVES: This paper developed federated solutions based on two approximation algorithms to achieve federated generalized linear mixed effect models (GLMM). The paper also proposed a solution for numerical errors and singularity issues. And showed the two proposed methods can perform well in revealing the significance of parameter in distributed datasets, comparing to a centralized GLMM algorithm from R package ('lme4') as the baseline model.
METHODS: The log-likelihood function of GLMM is approximated by two numerical methods (Laplace approximation and Gaussian Hermite approximation, abbreviated as LA and GH), which supports federated decomposition of GLMM to bring computation to data. To solve …
Hsf1 Is A Driver Of Leukemia Stem Cell Self-Renewal In Acute Myeloid Leukemia, Qianze Dong, Nick Borcherding, Et Al.
Hsf1 Is A Driver Of Leukemia Stem Cell Self-Renewal In Acute Myeloid Leukemia, Qianze Dong, Nick Borcherding, Et Al.
2020-Current year OA Pubs
Acute myeloid leukemia (AML) is maintained by self-renewing leukemic stem cells (LSCs). A fundamental problem in treating AML is that conventional therapy fails to eliminate LSCs, which can reinitiate leukemia. Heat shock transcription factor 1 (HSF1), a central regulator of the stress response, has emerged as an important target in cancer therapy. Using genetic Hsf1 deletion and a direct HSF1 small molecule inhibitor, we show that HSF1 is specifically required for the maintenance of AML, while sparing steady-state and stressed hematopoiesis. Mechanistically, deletion of Hsf1 dysregulates multifaceted genes involved in LSC stemness and suppresses mitochondrial oxidative phosphorylation through downregulation of …
Combined Trip13 And Aurora Kinase Inhibition Induces Apoptosis In Human Papillomavirus-Driven Cancers, Soma Ghosh, Tuhina Mazumdar, Wei Xu, Reid T Powell, Clifford Stephan, Li Shen, Pooja A Shah, Curtis R Pickering, Jeffery N Myers, Jing Wang, Mitchell J Frederick, Faye M Johnson
Combined Trip13 And Aurora Kinase Inhibition Induces Apoptosis In Human Papillomavirus-Driven Cancers, Soma Ghosh, Tuhina Mazumdar, Wei Xu, Reid T Powell, Clifford Stephan, Li Shen, Pooja A Shah, Curtis R Pickering, Jeffery N Myers, Jing Wang, Mitchell J Frederick, Faye M Johnson
Faculty, Staff and Student Publications
PURPOSE: Human papillomavirus (HPV) causes >5% of cancers, but no therapies uniquely target HPV-driven cancers.
EXPERIMENTAL DESIGN: We tested the cytotoxic effect of 864 drugs in 16 HPV-positive and 17 HPV-negative human squamous cancer cell lines. We confirmed apoptosis in vitro and in vivo using patient-derived xenografts. Mitotic pathway components were manipulated with drugs, knockdown, and overexpression.
RESULTS: Aurora kinase inhibitors were more effective in vitro and in vivo in HPV-positive than in HPV-negative models. We hypothesized that the mechanism of sensitivity involves retinoblastoma (Rb) expression because the viral oncoprotein E7 leads to Rb protein degradation, and basal Rb protein …
Ctpathway: A Crosstalk-Based Pathway Enrichment Analysis Method For Cancer Research, Haizhou Liu, Mengqin Yuan, Ramkrishna Mitra, Xu Zhou, Min Long, Wanyue Lei, Shunheng Zhou, Yu-E Huang, Fei Hou, Christine M. Eischen, Wei Jiang
Ctpathway: A Crosstalk-Based Pathway Enrichment Analysis Method For Cancer Research, Haizhou Liu, Mengqin Yuan, Ramkrishna Mitra, Xu Zhou, Min Long, Wanyue Lei, Shunheng Zhou, Yu-E Huang, Fei Hou, Christine M. Eischen, Wei Jiang
Department of Cancer Biology Faculty Papers
Background: Pathway enrichment analysis (PEA) is a common method for exploring functions of hundreds of genes and identifying disease-risk pathways. Moreover, different pathways exert their functions through crosstalk. However, existing PEA methods do not sufficiently integrate essential pathway features, including pathway crosstalk, molecular interactions, and network topologies, resulting in many risk pathways that remain uninvestigated.
Methods: To overcome these limitations, we develop a new crosstalk-based PEA method, CTpathway, based on a global pathway crosstalk map (GPCM) with >440,000 edges by combing pathways from eight resources, transcription factor-gene regulations, and large-scale protein-protein interactions. Integrating gene differential expression and crosstalk effects in …
Prevalence Of Polypharmacy And Associated Adverse Outcomes And Risk Factors Among Children With Asthma In The Usa: A Cross-Sectional Study, Luyu Xie, Andrew Gelfand, Caitlin C Murphy, M Sunil Mathew, Folefac Atem, George L Delclos, Sarah Messiah
Prevalence Of Polypharmacy And Associated Adverse Outcomes And Risk Factors Among Children With Asthma In The Usa: A Cross-Sectional Study, Luyu Xie, Andrew Gelfand, Caitlin C Murphy, M Sunil Mathew, Folefac Atem, George L Delclos, Sarah Messiah
Faculty, Staff and Student Publications
OBJECTIVE: to estimate the prevalence of polypharmacy, identify risk factors and examine related adverse outcomes in the US children with asthma.
DESIGN, SETTING AND PARTICIPANTS: This population-based, cross-sectional study included 1776 children with asthma from the 2011-2020 National Health and Nutrition Examination Surveys.
EXPOSURES: Polypharmacy is defined as taking ≥2 medications concurrently for ≥1 day over the past 30 days.
MAIN OUTCOMES AND MEASURES: (1) Weighted prevalence estimates of polypharmacy in children with asthma; (2) asthma attacks and emergency department (ED) visits.
RESULTS: The estimated prevalence of polypharmacy in the US children with asthma was 33.49% (95% CI 31.81% to …
2022 Practice Recommendation Updates From The World Consensus Conference On Bia-Alcl, Fabio Santanelli Di Pompeo, Mark W Clemens, Michael Atlan, Giovanni Botti, Peter G Cordeiro, Daphne De Jong, Arianna Di Napoli, Dennis Hammond, Cara L Haymaker, Steven M Horwitz, Kelly Hunt, Peter Lennox, Patrick Mallucci, Roberto N Miranda, Alexandre M Munhoz, Eric Swanson, Suzanne D Turner, Guido Firmani, Michail Sorotos
2022 Practice Recommendation Updates From The World Consensus Conference On Bia-Alcl, Fabio Santanelli Di Pompeo, Mark W Clemens, Michael Atlan, Giovanni Botti, Peter G Cordeiro, Daphne De Jong, Arianna Di Napoli, Dennis Hammond, Cara L Haymaker, Steven M Horwitz, Kelly Hunt, Peter Lennox, Patrick Mallucci, Roberto N Miranda, Alexandre M Munhoz, Eric Swanson, Suzanne D Turner, Guido Firmani, Michail Sorotos
Faculty, Staff and Student Publications
BACKGROUND: Laboratory and clinical research on breast implant-associated anaplastic large cell lymphoma (BIA-ALCL) is rapidly evolving. Changes in standard of care and insights into best practice were recently presented at the 3rd World Consensus Conference on BIA-ALCL.
OBJECTIVES: The authors sought to provide practice recommendations from a consensus of experts, supplemented with a literature review regarding epidemiology, etiology, pathogenesis, diagnosis, treatment, socio-psychological aspects, and international authority guidance.
METHODS: A literature search of all manuscripts between 1997 and August 2021 for the above areas of BIA-ALCL was conducted with the PubMed database. Manuscripts in different languages, on non-human subjects, and/or discussing …
Structural And Functional Diversity Of Type Iv Secretion Systems, Melissa R Cruz, Shane Cristy, Shantanu Guha, Giuseppe Buda De Cesare, Elena Evdokimova, Hiram Sanchez, Dominika Borek, Pedro Miramón, Junko Yano, Paul L Fidel, Alexei Savchenko, David R Andes, Peter J Stogios, Michael C Lorenz, Danielle A Garsin
Structural And Functional Diversity Of Type Iv Secretion Systems, Melissa R Cruz, Shane Cristy, Shantanu Guha, Giuseppe Buda De Cesare, Elena Evdokimova, Hiram Sanchez, Dominika Borek, Pedro Miramón, Junko Yano, Paul L Fidel, Alexei Savchenko, David R Andes, Peter J Stogios, Michael C Lorenz, Danielle A Garsin
Faculty, Staff and Student Publications
Fungal pathogens are a continuing challenge due to few effective antifungals and a rise in resistance. In previous work, we described the inhibition of Candida albicans virulence following exposure to the 68 amino acid bacteriocin, EntV, secreted by Enterococcus faecalis. Here, to optimize EntV as a potential therapeutic and better understand its antifungal features, an X-ray structure is obtained. The structure consists of six alpha helices enclosing a seventh 16 amino acid helix (α7). The individual helices are tested for antifungal activity using in vitro and nematode infection assays. Interestingly, α7 retains antifungal, but not antibacterial activity and is also …
Mendelian Gene Identification Through Mouse Embryo Viability Screening, Pilar Cacheiro, Carl Henrik Westerberg, Jesse Mager, Mary E Dickinson, Lauryl M J Nutter, Violeta Muñoz-Fuentes, Chih-Wei Hsu, Ignatia B Van Den Veyver, Ann M Flenniken, Colin Mckerlie, Stephen A Murray, Lydia Teboul, Jason D Heaney, K C Kent Lloyd, Louise Lanoue, Robert E Braun, Jacqueline K White, Amie K Creighton, Valerie Laurin, Ruolin Guo, Dawei Qu, Sara Wells, James Cleak, Rosie Bunton-Stasyshyn, Michelle Stewart, Jackie Harrisson, Jeremy Mason, Hamed Haseli Mashhadi, Helen Parkinson, Ann-Marie Mallon, Damian Smedley
Mendelian Gene Identification Through Mouse Embryo Viability Screening, Pilar Cacheiro, Carl Henrik Westerberg, Jesse Mager, Mary E Dickinson, Lauryl M J Nutter, Violeta Muñoz-Fuentes, Chih-Wei Hsu, Ignatia B Van Den Veyver, Ann M Flenniken, Colin Mckerlie, Stephen A Murray, Lydia Teboul, Jason D Heaney, K C Kent Lloyd, Louise Lanoue, Robert E Braun, Jacqueline K White, Amie K Creighton, Valerie Laurin, Ruolin Guo, Dawei Qu, Sara Wells, James Cleak, Rosie Bunton-Stasyshyn, Michelle Stewart, Jackie Harrisson, Jeremy Mason, Hamed Haseli Mashhadi, Helen Parkinson, Ann-Marie Mallon, Damian Smedley
Center for Medical Ethics and Health Policy Staff Publications
Background: The diagnostic rate of Mendelian disorders in sequencing studies continues to increase, along with the pace of novel disease gene discovery. However, variant interpretation in novel genes not currently associated with disease is particularly challenging and strategies combining gene functional evidence with approaches that evaluate the phenotypic similarities between patients and model organisms have proven successful. A full spectrum of intolerance to loss-of-function variation has been previously described, providing evidence that gene essentiality should not be considered as a simple and fixed binary property.
Methods: Here we further dissected this spectrum by assessing the embryonic stage at which homozygous …
Whole Genome Sequence Analysis Of Blood Lipid Levels In >66,000 Individuals, Margaret Sunitha Selvaraj, Xihao Li, Zilin Li, Akhil Pampana, David Y Zhang, Joseph Park, Stella Aslibekyan, Joshua C Bis, Jennifer A Brody, Brian E Cade, Lee-Ming Chuang, Ren-Hua Chung, Joanne E Curran, Lisa De Las Fuentes, Paul S De Vries, Ravindranath Duggirala, Barry I Freedman, Mariaelisa Graff, Xiuqing Guo, Nancy Heard-Costa, Bertha Hidalgo, Chii-Min Hwu, Marguerite R Irvin, Tanika N Kelly, Brian G Kral, Leslie Lange, Xiaohui Li, Martin Lisa, Steven A Lubitz, Ani W Manichaikul, Preuss Michael, May E Montasser, Alanna C Morrison, Take Naseri, Jeffrey R O'Connell, Nicholette D Palmer, Patricia A Peyser, Muagututia S Reupena, Jennifer A Smith, Xiao Sun, Kent D Taylor, Russell P Tracy, Michael Y Tsai, Zhe Wang, Yuxuan Wang, Wei Bao, John T Wilkins, Lisa R Yanek, Wei Zhao, Donna K Arnett, John Blangero, Eric Boerwinkle, Donald W Bowden, Yii-Der Ida Chen, Adolfo Correa, L Adrienne Cupples, Susan K Dutcher, Patrick T Ellinor, Myriam Fornage, Stacey Gabriel, Soren Germer, Richard Gibbs, Jiang He, Robert C Kaplan, Sharon L R Kardia, Ryan Kim, Charles Kooperberg, Ruth J F Loos, Karine A Viaud-Martinez, Rasika A Mathias, Stephen T Mcgarvey, Braxton D Mitchell, Deborah Nickerson, Kari E North, Bruce M Psaty, Susan Redline, Alexander P Reiner, Ramachandran S Vasan, Stephen S Rich, Cristen Willer, Jerome I Rotter, Daniel J Rader, Xihong Lin, Gina M Peloso, Pradeep Natarajan
Whole Genome Sequence Analysis Of Blood Lipid Levels In >66,000 Individuals, Margaret Sunitha Selvaraj, Xihao Li, Zilin Li, Akhil Pampana, David Y Zhang, Joseph Park, Stella Aslibekyan, Joshua C Bis, Jennifer A Brody, Brian E Cade, Lee-Ming Chuang, Ren-Hua Chung, Joanne E Curran, Lisa De Las Fuentes, Paul S De Vries, Ravindranath Duggirala, Barry I Freedman, Mariaelisa Graff, Xiuqing Guo, Nancy Heard-Costa, Bertha Hidalgo, Chii-Min Hwu, Marguerite R Irvin, Tanika N Kelly, Brian G Kral, Leslie Lange, Xiaohui Li, Martin Lisa, Steven A Lubitz, Ani W Manichaikul, Preuss Michael, May E Montasser, Alanna C Morrison, Take Naseri, Jeffrey R O'Connell, Nicholette D Palmer, Patricia A Peyser, Muagututia S Reupena, Jennifer A Smith, Xiao Sun, Kent D Taylor, Russell P Tracy, Michael Y Tsai, Zhe Wang, Yuxuan Wang, Wei Bao, John T Wilkins, Lisa R Yanek, Wei Zhao, Donna K Arnett, John Blangero, Eric Boerwinkle, Donald W Bowden, Yii-Der Ida Chen, Adolfo Correa, L Adrienne Cupples, Susan K Dutcher, Patrick T Ellinor, Myriam Fornage, Stacey Gabriel, Soren Germer, Richard Gibbs, Jiang He, Robert C Kaplan, Sharon L R Kardia, Ryan Kim, Charles Kooperberg, Ruth J F Loos, Karine A Viaud-Martinez, Rasika A Mathias, Stephen T Mcgarvey, Braxton D Mitchell, Deborah Nickerson, Kari E North, Bruce M Psaty, Susan Redline, Alexander P Reiner, Ramachandran S Vasan, Stephen S Rich, Cristen Willer, Jerome I Rotter, Daniel J Rader, Xihong Lin, Gina M Peloso, Pradeep Natarajan
Faculty, Staff and Student Publications
Blood lipids are heritable modifiable causal factors for coronary artery disease. Despite well-described monogenic and polygenic bases of dyslipidemia, limitations remain in discovery of lipid-associated alleles using whole genome sequencing (WGS), partly due to limited sample sizes, ancestral diversity, and interpretation of clinical significance. Among 66,329 ancestrally diverse (56% non-European) participants, we associate 428M variants from deep-coverage WGS with lipid levels; ~400M variants were not assessed in prior lipids genetic analyses. We find multiple lipid-related genes strongly associated with blood lipids through analysis of common and rare coding variants. We discover several associated rare non-coding variants, largely at Mendelian lipid …
Cue-Induced Cocaine Craving Enhances Psychosocial Stress And Vice Versa In Chronic Cocaine Users, Ann-Kathrin Kexel, Bruno Kluwe-Schiavon, Markus R Baumgartner, Etna J E Engeli, Monika Visentini, Clemens Kirschbaum, Erich Seifritz, Beate Ditzen, Leila M Soravia, Boris B Quednow
Cue-Induced Cocaine Craving Enhances Psychosocial Stress And Vice Versa In Chronic Cocaine Users, Ann-Kathrin Kexel, Bruno Kluwe-Schiavon, Markus R Baumgartner, Etna J E Engeli, Monika Visentini, Clemens Kirschbaum, Erich Seifritz, Beate Ditzen, Leila M Soravia, Boris B Quednow
Faculty, Staff and Student Publications
Stress and craving, it has been found, contribute to the development and maintenance of and relapse in cocaine use disorder. Chronic cocaine users (CU), previous research has shown, display altered physiological responses to psychosocial stress and increased vegetative responding to substance-related cues. However, how psychosocial stress and cue-induced craving interact in relation to the CU's physiological responses remains largely unknown. We thus investigated the interaction between acute psychosocial stress and cocaine-cue-related reactivity in 47 CU and 38 controls. In a crossed and balanced design, the participants were randomly exposed to a video-based cocaine-cue paradigm and the Trier Social Stress Test …
Role Of Stem Cell Transplant In Cd30+ Ptcl Following Frontline Brentuximab Vedotin Plus Chp Or Chop In Echelon-2., Kerry J Savage, Steven M Horwitz, Ranjana Advani, Jacob Haaber Christensen, Eva Domingo-Domenech, Giuseppe Rossi, Franck Morschhauser, Onder Alpdogan, Cheolwon Suh, Kensei Tobinai, Andrei Shustov, Marek Trneny, Sam Yuen, Pier Luigi Zinzani, Lorenz Trümper, Tim Ilidge, Owen A O'Connor, Barbara Pro, Harry Miao, Veronica Bunn, Keenan Fenton, Michelle Fanale, Markus Puhlmann, Swaminathan Iyer
Role Of Stem Cell Transplant In Cd30+ Ptcl Following Frontline Brentuximab Vedotin Plus Chp Or Chop In Echelon-2., Kerry J Savage, Steven M Horwitz, Ranjana Advani, Jacob Haaber Christensen, Eva Domingo-Domenech, Giuseppe Rossi, Franck Morschhauser, Onder Alpdogan, Cheolwon Suh, Kensei Tobinai, Andrei Shustov, Marek Trneny, Sam Yuen, Pier Luigi Zinzani, Lorenz Trümper, Tim Ilidge, Owen A O'Connor, Barbara Pro, Harry Miao, Veronica Bunn, Keenan Fenton, Michelle Fanale, Markus Puhlmann, Swaminathan Iyer
Department of Medical Oncology Faculty Papers
Peripheral T-cell lymphomas (PTCLs) are a heterogeneous group of aggressive non-Hodgkin lymphomas, the majority of which have high relapse rates following standard therapy. Despite use of consolidative stem cell transplant (SCT) following frontline therapy, there remains no consensus on its utility. The double-blind randomized phase 3 ECHELON-2 study (#NCT01777152; clinicaltrials.gov) demonstrated improved progression-free survival (PFS) and overall survival with frontline brentuximab vedotin plus cyclophosphamide, doxorubicin, and prednisone (A+CHP). Herein, we conducted an exploratory subgroups analysis of the impact of consolidative SCT on PFS in patients with previously untreated CD30+ PTCL (ALK- anaplastic large cell lymphoma [ALCL] and non-ALCL) …
Evolution And Modulation Of Antigen-Specific T Cell Responses In Melanoma Patients, Jani Huuhtanen, Liang Chen, Emmi Jokinen, Henna Kasanen, Tapio Lönnberg, Anna Kreutzman, Katriina Peltola, Micaela Hernberg, Chunlin Wang, Cassian Yee, Harri Lähdesmäki, Mark M Davis, Satu Mustjoki
Evolution And Modulation Of Antigen-Specific T Cell Responses In Melanoma Patients, Jani Huuhtanen, Liang Chen, Emmi Jokinen, Henna Kasanen, Tapio Lönnberg, Anna Kreutzman, Katriina Peltola, Micaela Hernberg, Chunlin Wang, Cassian Yee, Harri Lähdesmäki, Mark M Davis, Satu Mustjoki
Faculty, Staff and Student Publications
Analyzing antigen-specific T cell responses at scale has been challenging. Here, we analyze three types of T cell receptor (TCR) repertoire data (antigen-specific TCRs, TCR-repertoire, and single-cell RNA + TCRαβ-sequencing data) from 515 patients with primary or metastatic melanoma and compare it to 783 healthy controls. Although melanoma-associated antigen (MAA) -specific TCRs are restricted to individuals, they share sequence similarities that allow us to build classifiers for predicting anti-MAA T cells. The frequency of anti-MAA T cells distinguishes melanoma patients from healthy and predicts metastatic recurrence from primary melanoma. Anti-MAA T cells have stem-like properties and frequent interactions with regulatory …
Amyloid Β, Lipid Metabolism, Basal Cholinergic System, And Therapeutics In Alzheimer's Disease, Victoria Campos-Peña, Pavel Pichardo-Rojas, Talía Sánchez-Barbosa, Emma Ortíz-Islas, Citlali Ekaterina Rodríguez-Pérez, Pedro Montes, Gerardo Ramos-Palacios, Daniela Silva-Adaya, Rafael Valencia-Quintana, Jorge Francisco Cerna-Cortes, Danira Toral-Rios
Amyloid Β, Lipid Metabolism, Basal Cholinergic System, And Therapeutics In Alzheimer's Disease, Victoria Campos-Peña, Pavel Pichardo-Rojas, Talía Sánchez-Barbosa, Emma Ortíz-Islas, Citlali Ekaterina Rodríguez-Pérez, Pedro Montes, Gerardo Ramos-Palacios, Daniela Silva-Adaya, Rafael Valencia-Quintana, Jorge Francisco Cerna-Cortes, Danira Toral-Rios
2020-Current year OA Pubs
The presence of insoluble aggregates of amyloid β (Aβ) in the form of neuritic plaques (NPs) is one of the main features that define Alzheimer's disease. Studies have suggested that the accumulation of these peptides in the brain significantly contributes to extensive neuronal loss. Furthermore, the content and distribution of cholesterol in the membrane have been shown to have an important effect on the production and subsequent accumulation of Aβ peptides in the plasma membrane, contributing to dysfunction and neuronal death. The monomeric forms of these membrane-bound peptides undergo several conformational changes, ranging from oligomeric forms to beta-sheet structures, each …
A Dpagt1 Missense Variant Causes Degenerative Retinopathy Without Myasthenic Syndrome In Mice, Lillian F Hyde, Yang Kong, Lihong Zhao, Sriganesh Ramachandra Rao, Jieping Wang, Lisa Stone, Andrew Njaa, Gayle B. Collin, Mark P. Krebs, Bo Chang, Steven J Fliesler, Patsy M. Nishina, Juergen K. Naggert
A Dpagt1 Missense Variant Causes Degenerative Retinopathy Without Myasthenic Syndrome In Mice, Lillian F Hyde, Yang Kong, Lihong Zhao, Sriganesh Ramachandra Rao, Jieping Wang, Lisa Stone, Andrew Njaa, Gayle B. Collin, Mark P. Krebs, Bo Chang, Steven J Fliesler, Patsy M. Nishina, Juergen K. Naggert
Faculty Research 2022
Congenital disorders of glycosylation (CDG) are a heterogenous group of primarily autosomal recessive mendelian diseases caused by disruptions in the synthesis of lipid-linked oligosaccharides and their transfer to proteins. CDGs usually affect multiple organ systems and vary in presentation, even within families. There is currently no cure, and treatment is aimed at ameliorating symptoms and improving quality of life. Here, we describe a chemically induced mouse mutant,
Infant Behavioral State And Stool Microbiome In Infants Receiving Lactocaseibacillus Rhamnosus Gg In Formula: Randomized Controlled Trial, Robert J Shulman, Maciej Chichlowski, Fabiola Gutierrez Orozco, Cheryl L Harris, Jennifer L Wampler, Nicholas A Bokulich, Carol Lynn Berseth
Infant Behavioral State And Stool Microbiome In Infants Receiving Lactocaseibacillus Rhamnosus Gg In Formula: Randomized Controlled Trial, Robert J Shulman, Maciej Chichlowski, Fabiola Gutierrez Orozco, Cheryl L Harris, Jennifer L Wampler, Nicholas A Bokulich, Carol Lynn Berseth
Faculty, Staff and Students Publications
BACKGROUND: Our aim was to evaluate infant behavioral state, stool microbiome profile and calprotectin in infants with infantile colic receiving a partially hydrolyzed protein formula with or without added Lacticaseibacillus (formerly Lactobacillus) rhamnosus GG (LGG).
METHODS: In this single-center, double-blind, controlled, parallel, prospective study, term infants (14-28 days of age) identified with colic (using modified Wessel's criteria: cried and/or fussed ≥ 3 h/day for ≥ 3 days/week, in a one-week period) were randomized to receive one of two formulas over a three-week feeding period: marketed partially hydrolyzed cow's milk-based infant formula (PHF, n = 35) or a similar formula with …
Feasibility Of A Novel Non-Invasive Swab Technique For Serial Whole-Exome Sequencing Of Cervical Tumors During Chemoradiation Therapy, Julianna K Bronk, Chiraag Kapadia, Xiaogang Wu, Bhavana V Chapman, Rui Wang, Tatiana V Karpinets, Xingzhi Song, Andrew M Futreal, Jianhua Zhang, Ann H Klopp, Lauren E Colbert
Feasibility Of A Novel Non-Invasive Swab Technique For Serial Whole-Exome Sequencing Of Cervical Tumors During Chemoradiation Therapy, Julianna K Bronk, Chiraag Kapadia, Xiaogang Wu, Bhavana V Chapman, Rui Wang, Tatiana V Karpinets, Xingzhi Song, Andrew M Futreal, Jianhua Zhang, Ann H Klopp, Lauren E Colbert
Faculty, Staff and Student Publications
BACKGROUND: Clinically relevant genetic predictors of radiation response for cervical cancer are understudied due to the morbidity of repeat invasive biopsies required to obtain genetic material. Thus, we aimed to demonstrate the feasibility of a novel noninvasive cervical swab technique to (1) collect tumor DNA with adequate throughput to (2) perform whole-exome sequencing (WES) at serial time points over the course of chemoradiation therapy (CRT).
METHODS: Cervical cancer tumor samples from patients undergoing chemoradiation were collected at baseline, at week 1, week 3, and at the completion of CRT (week 5) using a noninvasive swab-based biopsy technique. Swab samples were …
The Recurrent De Novo C.2011c>T Missense Variant In Mtss2 Causes Syndromic Intellectual Disability, Yan Huang, Gabrielle Lemire, Lauren C Briere, Fang Liu, Marja W Wessels, Xueqi Wang, Matthew Osmond, Oguz Kanca, Shenzhao Lu, Frances A High, Melissa A Walker, Lance H Rodan, Undiagnosed Diseases Network, Care4rare Canada Consortium, Kristin D Kernohan, David A Sweetser, Kym M Boycott, Hugo J Bellen
The Recurrent De Novo C.2011c>T Missense Variant In Mtss2 Causes Syndromic Intellectual Disability, Yan Huang, Gabrielle Lemire, Lauren C Briere, Fang Liu, Marja W Wessels, Xueqi Wang, Matthew Osmond, Oguz Kanca, Shenzhao Lu, Frances A High, Melissa A Walker, Lance H Rodan, Undiagnosed Diseases Network, Care4rare Canada Consortium, Kristin D Kernohan, David A Sweetser, Kym M Boycott, Hugo J Bellen
Duncan NRI Faculty and Staff Publications
MTSS2, also known as MTSS1L, binds to plasma membranes and modulates their bending. MTSS2 is highly expressed in the central nervous system (CNS) and appears to be involved in activity-dependent synaptic plasticity. Variants in MTSS2 have not yet been associated with a human phenotype in OMIM. Here we report five individuals with the same heterozygous de novo variant in MTSS2 (GenBank: NM_138383.2: c.2011C>T [p.Arg671Trp]) identified by exome sequencing. The individuals present with global developmental delay, mild intellectual disability, ophthalmological anomalies, microcephaly or relative microcephaly, and shared mild facial dysmorphisms. Immunoblots of fibroblasts from two affected individuals revealed that the …
Tryptophan Oxidation In Young Children With Environmental Enteric Dysfunction Classified By The Lactulose Rhamnose Ratio, Nirupama Shivakumar, Jean W Hsu, Sindhu Kashyap, Tinku Thomas, Anura V Kurpad, Farook Jahoor
Tryptophan Oxidation In Young Children With Environmental Enteric Dysfunction Classified By The Lactulose Rhamnose Ratio, Nirupama Shivakumar, Jean W Hsu, Sindhu Kashyap, Tinku Thomas, Anura V Kurpad, Farook Jahoor
Faculty, Staff and Students Publications
BACKGROUND: In young children, associations between linear growth faltering, environmental enteric dysfunction (EED), and the plasma kynurenine (Kyn)/tryptophan (Trp) ratio (KTR) have led to the proposal that higher Trp catabolism in response to intestinal/systemic inflammation limits Trp availability for protein synthesis, resulting in impaired growth.
OBJECTIVES: We sought to estimate the Trp oxidation rate and the Trp conversion rate to Kyn in young children with and without EED.
METHODS: Children aged 18-24 mo, from urban slums, were assigned to EED (n = 19) or no-EED (n = 26) groups on the basis of a urinary lactulose/rhamnose ratio (LRR) cutoff based …
Single-Cell Sequencing Reveals Trajectory Of Tumor-Infiltrating Lymphocyte States In Pancreatic Cancer, Aislyn Schalck, Donastas Sakellariou-Thompson, Marie-Andrée Forget, Emi Sei, Tara G Hughes, Alexandre Reuben, Shanshan Bai, Min Hu, Tapsi Kumar, Mark W Hurd, Matthew H G Katz, Ching-Wei D Tzeng, Shubham Pant, Milind Javle, David R Fogelman, Anirban Maitra, Cara L Haymaker, Michael P Kim, Nicholas E Navin, Chantale Bernatchez
Single-Cell Sequencing Reveals Trajectory Of Tumor-Infiltrating Lymphocyte States In Pancreatic Cancer, Aislyn Schalck, Donastas Sakellariou-Thompson, Marie-Andrée Forget, Emi Sei, Tara G Hughes, Alexandre Reuben, Shanshan Bai, Min Hu, Tapsi Kumar, Mark W Hurd, Matthew H G Katz, Ching-Wei D Tzeng, Shubham Pant, Milind Javle, David R Fogelman, Anirban Maitra, Cara L Haymaker, Michael P Kim, Nicholas E Navin, Chantale Bernatchez
Faculty, Staff and Student Publications
Pancreatic ductal adenocarcinoma (PDAC) has few effective treatments. Immunotherapy, an attractive alternative strategy, remains challenging with the lack of knowledge on the tumor-infiltrating lymphocyte (TIL) landscape in PDAC. To generate a reference of T-cell subpopulations, we profiled 80,000 T cells from 57 PDAC samples, 22 uninvolved/normal samples, and cultured TIL using single-cell transcriptomic and T-cell receptor analysis. These data revealed 20 cell states and heterogeneous distributions of TIL populations. The CD8+ TIL contained a putative transitional GZMK+ population based on T-cell receptor clonotype sharing, and cell-state trajectory analysis showed similarity to a GZMB+PRF1+ cytotoxic and a CXCL13+ dysfunctional population. Statistical …
Single-Cell Transcriptomic Profiling Reveals The Tumor Heterogeneity Of Small-Cell Lung Cancer, Yanhua Tian, Qingqing Li, Zhenlin Yang, Shu Zhang, Jiachen Xu, Zhijie Wang, Hua Bai, Jianchun Duan, Bo Zheng, Wen Li, Yueli Cui, Xin Wang, Rui Wan, Kailun Fei, Jia Zhong, Shugeng Gao, Jie He, Carl M Gay, Jianjun Zhang, Jie Wang, Fuchou Tang
Single-Cell Transcriptomic Profiling Reveals The Tumor Heterogeneity Of Small-Cell Lung Cancer, Yanhua Tian, Qingqing Li, Zhenlin Yang, Shu Zhang, Jiachen Xu, Zhijie Wang, Hua Bai, Jianchun Duan, Bo Zheng, Wen Li, Yueli Cui, Xin Wang, Rui Wan, Kailun Fei, Jia Zhong, Shugeng Gao, Jie He, Carl M Gay, Jianjun Zhang, Jie Wang, Fuchou Tang
Faculty, Staff and Student Publications
Small-cell lung cancer (SCLC) is the most aggressive and lethal subtype of lung cancer, for which, better understandings of its biology are urgently needed. Single-cell sequencing technologies provide an opportunity to profile individual cells within the tumor microenvironment (TME) and investigate their roles in tumorigenic processes. Here, we performed high-precision single-cell transcriptomic analysis of ~5000 individual cells from primary tumors (PTs) and matched normal adjacent tissues (NATs) from 11 SCLC patients, including one patient with both PT and relapsed tumor (RT). The comparison revealed an immunosuppressive landscape of human SCLC. Malignant cells in SCLC tumors exhibited diverse states mainly related …
Towards A Common Lexicon For Equity, Diversity, And Inclusion Work In Academic Medicine, José E Rodríguez, Edgar Figueroa, Kendall M Campbell, Judy C Washington, Octavia Amaechi, Tanya Anim, Kari-Claudia Allen, Krys Foster, Maia Hightower, Yury Parra, Maria H Wusu, William A Smith, Mary Ann Villarreal, Linda H Pololi
Towards A Common Lexicon For Equity, Diversity, And Inclusion Work In Academic Medicine, José E Rodríguez, Edgar Figueroa, Kendall M Campbell, Judy C Washington, Octavia Amaechi, Tanya Anim, Kari-Claudia Allen, Krys Foster, Maia Hightower, Yury Parra, Maria H Wusu, William A Smith, Mary Ann Villarreal, Linda H Pololi
Department of Family & Community Medicine Faculty Papers
Differential rewarding of work and experience has been a longtime feature of academic medicine, resulting in a series of academic disparities. These disparities have been collectively called a cultural or minority "tax," and, when considered beyond academic medicine, exist across all departments, colleges, and schools of institutions of higher learning-from health sciences to disciplines located on university campuses outside of medicine and health. A shared language can provide opportunities for those who champion this work to pool resources for larger impacts across the institution. This article aims to catalog the terms used across academic medicine disciplines to establish a common …
Distinct Immune Signature Predicts Progression Of Vestibular Schwannoma And Unveils A Possible Viral Etiology, Moran Amit, Tongxin Xie, Frederico O Gleber-Netto, Patrick J Hunt, Gautam U Mehta, Diana Bell, Deborah A Silverman, Ismail Yaman, Yi Ye, Jared K Burks, Gregory N Fuller, Paul W Gidley, Marc-Elie Nader, Shaan M Raza, Franco Demonte
Distinct Immune Signature Predicts Progression Of Vestibular Schwannoma And Unveils A Possible Viral Etiology, Moran Amit, Tongxin Xie, Frederico O Gleber-Netto, Patrick J Hunt, Gautam U Mehta, Diana Bell, Deborah A Silverman, Ismail Yaman, Yi Ye, Jared K Burks, Gregory N Fuller, Paul W Gidley, Marc-Elie Nader, Shaan M Raza, Franco Demonte
Faculty, Staff and Student Publications
BACKGROUND: The management of sub-totally resected sporadic vestibular schwannoma (VS) may include observation, re-resection or irradiation. Identifying the optimal choice can be difficult due to the disease's variable progression rate. We aimed to define an immune signature and associated transcriptomic fingerprint characteristic of rapidly-progressing VS to elucidate the underpinnings of rapidly progressing VS and identify a prognostic model for determining rate of progression.
METHODS: We used multiplex immunofluorescence to characterize the immune microenvironment in 17 patients with sporadic VS treated with subtotal surgical resection alone. Transcriptomic analysis revealed differentially-expressed genes and dysregulated pathways when comparing rapidly-progressing VS to slowly or …
Differential Patterns And Outcomes Of 20.6 Million Cardiovascular Emergency Department Encounters For Men And Women In The United States., Zahra Raisi-Estabragh, Ofer Kobo, Ayman Elbadawi, Poonam Velagapudi, Garima Sharma, Renee P Bullock-Palmer, Steffen E Petersen, Laxmi S Mehta, Waqas Ullah, Ariel Roguin, Louise Y Sun, Mamas A Mamas
Differential Patterns And Outcomes Of 20.6 Million Cardiovascular Emergency Department Encounters For Men And Women In The United States., Zahra Raisi-Estabragh, Ofer Kobo, Ayman Elbadawi, Poonam Velagapudi, Garima Sharma, Renee P Bullock-Palmer, Steffen E Petersen, Laxmi S Mehta, Waqas Ullah, Ariel Roguin, Louise Y Sun, Mamas A Mamas
Division of Cardiology Faculty Papers
Background We describe sex-differential disease patterns and outcomes of >20.6 million cardiovascular emergency department encounters in the United States. Methods and Results We analyzed primary cardiovascular encounters from the Nationwide Emergency Department Sample between 2016 and 2018. We grouped cardiovascular diagnoses into 15 disease categories. The sample included 48.7% women; median age was 67 (interquartile range, 54-78) years. Men had greater overall baseline comorbidity burden; however, women had higher rates of obesity, hypertension, and cerebrovascular disease. For women, the most common emergency department encounters were essential hypertension (16.0%), hypertensive heart or kidney disease (14.1%), and atrial fibrillation/flutter (10.2%). For men, …
Racial And Ethnic Differences In The Association Of Low-Carbohydrate Diet With Mortality In The Multi-Ethnic Study Of Atherosclerosis, Seung-Won Oh, Alexis C Wood, Seung-Sik Hwang, Matthew Allison
Racial And Ethnic Differences In The Association Of Low-Carbohydrate Diet With Mortality In The Multi-Ethnic Study Of Atherosclerosis, Seung-Won Oh, Alexis C Wood, Seung-Sik Hwang, Matthew Allison
Children’s Nutrition Research Center Staff Publications
Importance: Evidence linking low-carbohydrate diets (LCDs) to mortality is limited among multiethnic populations.
Objective: To evaluate the association between LCDs and mortality by race and ethnicity.
Design, setting, and participants: The Multi-Ethnic Study of Atherosclerosis is a large, population-based prospective cohort study of adults aged 45 to 84 years recruited from 6 US communities. A total of 6109 participants without baseline cardiovascular disease were included in this analysis. Baseline data were collected from July 2000 to August 2002, with follow-up completed by December 2017. The data were analyzed between May 2021 and April 2022.
Exposures: Food frequency questionnaires were used …
Shared Brain And Genetic Architectures Between Mental Health And Physical Activity, Wei Zhang, Sarah E Paul, Anderson Winkler, Ryan Bogdan, Janine D Bijsterbosch
Shared Brain And Genetic Architectures Between Mental Health And Physical Activity, Wei Zhang, Sarah E Paul, Anderson Winkler, Ryan Bogdan, Janine D Bijsterbosch
2020-Current year OA Pubs
Physical activity is correlated with, and effectively treats various forms of psychopathology. However, whether biological correlates of physical activity and psychopathology are shared remains unclear. Here, we examined the extent to which the neural and genetic architecture of physical activity and mental health are shared. Using data from the UK Biobank (N = 6389), we applied canonical correlation analysis to estimate associations between the amplitude and connectivity strength of subnetworks of three major neurocognitive networks (default mode, DMN; salience, SN; central executive networks, CEN) with accelerometer-derived measures of physical activity and self-reported mental health measures (primarily of depression, anxiety disorders, …
Covid-19 Pandemic And Infant Neurodevelopmental Impairment: A Systematic Review And Meta-Analysis, Kamran Hessami, Amir Hossein Norooznezhad, Sonia Monteiro, Enrico R Barrozo, Abolfazl Shirdel Abdolmaleki, Sara E Arian, Nikan Zargarzadeh, Lara S Shekerdemian, Kjersti M Aagaard, Alireza A Shamshirsaz
Covid-19 Pandemic And Infant Neurodevelopmental Impairment: A Systematic Review And Meta-Analysis, Kamran Hessami, Amir Hossein Norooznezhad, Sonia Monteiro, Enrico R Barrozo, Abolfazl Shirdel Abdolmaleki, Sara E Arian, Nikan Zargarzadeh, Lara S Shekerdemian, Kjersti M Aagaard, Alireza A Shamshirsaz
Faculty, Staff and Students Publications
IMPORTANCE: Primary studies proposed that aberrant maternal antiviral immunity and/or giving birth in quarantine, such as during the ongoing COVID-19 pandemic, may be associated with the risk of neurodevelopmental impairment (NDI) in offspring.
OBJECTIVES: To evaluate the associations of birth and being raised during the COVID-19 pandemic with risk of NDI among infants and to assess the association of gestational exposure to SARS-CoV-2 with risk of NDI.
DATA SOURCES: PubMed, Web of Science, Scopus, Embase, and preprint servers were systematically searched from inception to March 25, 2022.
STUDY SELECTION: Studies evaluating the neurodevelopment of infants born during the SARS-CoV-2 pandemic …
Dietary Interventions For Gastroparesis: A Systematic Review, Debra Eseonu, Tanya Su, Keya Lee, Bruno P Chumpitazi, Robert J Shulman, Ruben Hernaez
Dietary Interventions For Gastroparesis: A Systematic Review, Debra Eseonu, Tanya Su, Keya Lee, Bruno P Chumpitazi, Robert J Shulman, Ruben Hernaez
Faculty, Staff and Students Publications
Gastroparesis (Gp) is a delay in gastric emptying in the absence of a mechanical obstruction and has the capacity to cause symptoms that significantly impact a patient's quality of life. Dietary interventions are the first-line treatment in Gp, but the efficacy of different diets is unclear. This systematic review seeks to determine the effectiveness of dietary interventions on clinical outcomes in Gp. A literature search of MEDLINE Ovid from 1 March 2008 to 1 October 2021 was conducted to identify randomized controlled trials, cohort studies, and cross-sectional studies that reported dietary interventions in Gp. From the initial search, 2789 studies …
Animals, Quality And The Pursuit Of Relevance., Karen L. Svenson, Stephen D Krasinski, Michael Ellis, Nadia Rosenthal, Edison Liu, Kenneth H Fasman
Animals, Quality And The Pursuit Of Relevance., Karen L. Svenson, Stephen D Krasinski, Michael Ellis, Nadia Rosenthal, Edison Liu, Kenneth H Fasman
Faculty Research 2022
In 2021, the National Institutes of Health Advisory Committee to the Director (ACD) announced recommendations to improve the reproducibility of biomedical research using animals. In response, The Jackson Laboratory faculty and institutional leaders identified key strategies to further address this important issue. Taking inspiration from the evolution of clinical trials over recent decades in response to similar challenges, we identified opportunities for improvement, including establishment of common standards, use of genetically diverse populations, requirement for robust study design with appropriate statistical methods, and improvement in public databases to facilitate meta-analyses. In this Perspective, we share our response to ACD recommendations, …
Netbce: An Interpretable Deep Neural Network For Accurate Prediction Of Linear B-Cell Epitopes, Haodong Xu, Zhongming Zhao
Netbce: An Interpretable Deep Neural Network For Accurate Prediction Of Linear B-Cell Epitopes, Haodong Xu, Zhongming Zhao
Faculty, Staff and Student Publications
Identification of B-cell epitopes (BCEs) plays an essential role in the development of peptide vaccines and immuno-diagnostic reagents, as well as antibody design and production. In this work, we generated a large benchmark dataset comprising 124,879 experimentally supported linear epitope-containing regions in 3567 protein clusters from over 1.3 million B cell assays. Analysis of this curated dataset showed large pathogen diversity covering 176 different families. The accuracy in linear BCE prediction was found to strongly vary with different features, while all sequence-derived and structural features were informative. To search more efficient and interpretive feature representations, a ten-layer deep learning framework …