Swiss Federal Institute of Technology in LausanneSwitzerland
Pascal Frossard is a Full Professor at the Department of Electrical Engineering in the School of Engineering (STI) at EPFL, with a courtesy appointment in the School of Computer and Communication Sciences. He founded and directs the LTS4 laboratory since 2003, co-leads the EPFL AI Center and Swiss Data Science Center, and serves as Associate Dean for Research at STI. Research Focus: Machine Learning, Graph Signal Processing, AI Applications in Healthcare, Computer Vision Academic Leadership: IEEE Fellow, ELLIS Fellow, Conference Chair roles Key Projects: Digital Pathology for Oncology, Cardiac Digital Twins, Robust Machine Learning Research Interests: His work bridges signal processing, machine learning, and applied mathematics, emphasizing biomedical applications. Recent research includes adversarial robustness in classifiers, network representation learning, and 360-degree video analysis. Scientific Awards: IEEE Fellow ELLIS Fellow Leadership in IEEE technical committees Advising & Grants: Supervised 20+ PhD students and postdocs. Secured major grants from PHRT, Hasler Foundation, FNS-Sinergia, Armasuisse, Google, and Cisco.
Daniel Finley is a Professor of Cell Biology at Harvard Medical School (HMS), leading the Finley Lab focused on the ubiquitin-proteasome pathway and related regulatory mechanisms. He holds academic appointments within the Department of Cell Biology and sits on the Scientific Advisory Boards of Proteostasis and X-Chem Pharmaceuticals. His research investigates proteasome function, ubiquitin-like proteins, and proteostasis roles in diseases like Alzheimer’s and ALS. Dr. Finley earned his undergraduate degree in biochemistry from Harvard University and a Ph.D. in molecular biology from MIT. After postdoctoral training at MIT, he joined HMS in 1988. His lab explores topics including erythroid proteome remodeling, mitochondrial dysfunction, and neurodegenerative disease mechanisms. Key research areas include: (1) Ubiquitin-proteasome pathway regulation, (2) Proteasome structure/function, (3) Nonproteolytic roles of ubiquitination, and (4) Pathophysiological roles of proteostasis defects in diseases. His work bridges basic cell biology with translational medicine, particularly in neurodegeneration and anemia. Finley has secured NIH funding for projects like 'Regulation of Proteasome Activity' (R35GM145246) and 'Erythrocyte maturation through global proteome remodeling' (R01HL153970). Collaborations with industry and academic partners extend his impact in drug discovery and proteasome-targeted therapies. His lab’s contributions include defining ubiquitin chain editing mechanisms, identifying USP14’s role in mitophagy, and elucidating proteostasis defects in Alzheimer's models. Research tools developed include advanced cryo-EM analyses of proteasomal structures and functional assays for ubiquitin system enzymes.
Alexis Battle is an Associate Professor at Johns Hopkins University with appointments in Biomedical Engineering , Computer Science , and Genetic Medicine (secondary). She directs the Malone Center for Engineering in Healthcare and serves as Deputy Director of the Data Science and AI Institute . Educated at Stanford University (PhD in Computer Science, 2013), Battle transitioned to academia after leadership roles at Google. Research Focus: Battle’s work bridges genomics and machine learning , emphasizing the impact of genetic variation on human health. Her lab develops tools like Watershed to predict functional effects of rare variants, aiming to enhance rare disease diagnosis. Key themes include non-coding DNA analysis , personalized genomics , and systems biology , with applications in cardiovascular disease and neurodegenerative disorders . Publications & Awards: Over 60 peer-reviewed articles in journals like Nature , Science , and Genome Biology , with recent emphasis on single-cell transcriptomics , multiomics integration , and telomere biology . Recipient of the President’s Frontier Award (2022), Microsoft Investigator Fellowship (2019), and Searle Scholar (2016). Scientific Awards: 2022 President’s Frontier Award 2019 Microsoft Investigator Fellowship 2019 Johns Hopkins Discovery Award 2017 Johns Hopkins Catalyst Award 2016 Searle Scholar Advising & Funding: Mentors 11 PhD students, 3 undergraduates, and postdoctoral fellows. Her research is funded by NIH, Searle Scholars, and institutional grants. The Battle Lab collaborates on projects like the GTEx Consortium , focusing on gene regulation and clinical genomics .
Dr. Giulia Biancon is an Assistant Professor Adjunct in the Department of Medical Oncology and Hematology at Yale School of Medicine. She holds a PhD from the University of Milan (2019) and is a member of the Halene Lab, focusing on RNA biology and hematologic malignancies. Her research combines high-throughput methodologies to study RNA mechanisms in diseases like myeloid leukemias and splicing factor mutations. Education: PhD in Molecular Biology from the University of Milan (2019). Research Interests: RNA splicing, stress granules in cancer, epitranscriptomics, clonal hematopoiesis, and the interplay between genetic mutations and cellular pathways in blood cancers. Awards: 2024 Eclipse Award, 2022 ASH Abstract Achievement Award, and 2022 RNA Society Best Poster Award. Her work has been published in journals like Cell Reports , Blood , and Molecular Cell . Labs/Teams: Principal member of the Halene Lab and coordinator at the Yale Center for RNA Science and Medicine. Collaborates with institutions like the SeroNet network for immunology studies.
Kathryn Roeder is the UPMC University Professor of Statistics and Life Sciences at Carnegie Mellon University (CMU), affiliated with the Dietrich College of Humanities and Social Sciences and the Departments of Statistics & Data Science and Computational Biology. Her research focuses on developing statistical methods for genetic and genomic data, particularly in identifying autism risk genes and analyzing single-cell multi-omic data. She earned her Ph.D. in Statistics from Penn State University and has been at CMU since 1994, previously serving as Vice Provost for Faculty (2015–2019). Education: Ph.D. in Statistics, Penn State University (1988) B.S. in Wildlife Resources, University of Idaho (1982) Research Interests: Her work integrates modern statistical techniques (high-dimensional statistics, machine learning, networks) to study complex diseases like autism and schizophrenia. Recent efforts include tools for analyzing single-cell RNA-seq and proteomic data, such as UNICORN, DAWN, and SCEPTRE. Key Awards: COPSS Distinguished Achievement Award (2020) National Academy of Sciences Member (2019) COPSS Presidents’ Award (1997) AAAS Fellow (2020) Advising & Grants: She has advised over 20 Ph.D. students, many contributing to landmark studies in autism genetics. Her grants include NIH funding for projects like the Autism Sequencing Consortium. Current research teams focus on computational biology and statistical genetics. Labs & Collaborations: Her lab develops software tools (e.g., TADA, MIND) and collaborates with the Autism Sequencing Consortium and iPSYCH-BROAD Consortium on large-scale genomic studies.
Rotem Karni, PhD, is an Associate Professor of Genetics at the Perelman School of Medicine, University of Pennsylvania, Philadelphia. He leads a research lab focused on understanding how alternative RNA splicing contributes to cancer and genetic diseases, with a strong emphasis on translating these findings into RNA-based therapies. Karni's lab develops decoy oligonucleotides, small molecules, and splice-switching technologies to modulate splicing factors and enhance immunotherapy. Education BSc in Biological Chemistry from The Hebrew University of Jerusalem (1997) PhD in Biological Chemistry from The Hebrew University of Jerusalem, Israel (2002) Postdoctoral Fellowship at Cold Spring Harbor Laboratory, NY (2002-2007) Karni's research explores the deregulation of alternative splicing in oncogenesis, particularly how splicing factors like RBFOX2 and S6K1 influence metastasis, DNA repair, and immune checkpoint modulation. His team investigates m6A RNA modifications for stabilizing mutant genes, with applications in Duchenne Muscular Dystrophy and pancreatic cancer. The lab's work is commercialized through biotech companies: SKIP Therapeutics, Andlit Therapeutics, and RNAble. Selected Research Trends RNA mis-splicing and neoantigen generation (2025) Splicing factor inhibition for tumor suppression (2023) Metastatic splicing signatures in pancreatic cancer (2023) Immune checkpoint splicing in cancer immunotherapy (2021) m6A modulation for mRNA stabilization (2023) Advising & Collaborations Karni has mentored numerous PhD and postdoctoral researchers, many of whom now hold leadership roles in academia, biotech, and medical institutions globally. His lab collaborates extensively on projects involving RNA innovation, including partnerships with the Institute for RNA Innovation. Contact Department of Genetics & Institute for RNA Innovation, One uCity Square, Room 4018, Philadelphia, PA 19104 Phone: 215-898-5072 Email: Rotem.Karni@Upenn.edu
Jessica Williams, PhD is an Assistant Professor in the Department of Neurosciences at the Cleveland Clinic Lerner Research Institute (LRI) with additional faculty appointments at Case Western Reserve University, Kent State University, and Cleveland State University. She serves as the Cleveland Clinic liaison for Kent State University and represents the Clinic on the Executive Council for the Brain Health Institute and the Biomedical Sciences Graduate Program Executive Committee. Education: Postdoctoral Fellowship in Neuroimmunology, Washington University School of Medicine (2017) Ph.D. in Immunology, The Ohio State University (2011) M.S. in Physiology, Purdue University (2006) B.S. in Biology/Chemistry, Lindenwood University (2004) Dr. Williams' research focuses on neuroimmune interactions during multiple sclerosis, particularly examining regional responses of CNS glia to immune stimuli and astrocyte-immune crosstalk. Her lab employs murine MS models, primary human and murine cell analyses, and MS patient lesion assessment to investigate cytokine-mediated neuroprotection and CNS repair mechanisms. Recent work highlights protective astrocyte functions mediated by traditionally deleterious cytokines. Analysis of her 15 most recent publications reveals consistent focus on neuroimmune crosstalk in MS, with increasing emphasis on astrocyte heterogeneity, cytokine signaling (particularly IFNγ), and novel therapeutic targets like immunoproteasomes. Key themes include regional CNS differences in immune responses, glial cell repair mechanisms, and translating basic findings into potential MS therapies. Scientific Awards: Lerner Research Institute Excellence in Education Award (2022) Mentor of the Year Award (2023) Dr. Williams actively mentors the next generation of scientists as evidenced by her CIMER Trained Mentor certification and the graduation of PhD student Brandon Smith. Her research is supported by significant funding from the NIH, National MS Society, W.M. Keck Foundation, Brain Health Research Institute, and Neurological and Vision Impact Area. She regularly serves on study sections for the NIH, National MS Society, and Department of Defense. The Williams Laboratory investigates the interplay between immune and central nervous systems during MS, with current projects examining cytokine-mediated neuroimmune crosstalk for CNS repair and regionally distinct glial responses to inflammation. The lab employs advanced techniques including murine MS models and primary human cell analyses to identify novel therapeutic pathways for MS patients.
Jennifer L. Clarke is a Professor in the Department of Statistics at the University of Nebraska–Lincoln and Director of the Quantitative Life Science Initiative. She holds leadership roles in enabling big data integration across the University of Nebraska system through collaborative research programs. Her affiliations include the Institute of Agriculture and Natural Resources (IANR) and the College of Agriculture and Natural Resources. Dr. Clarke's research focuses on statistical methodology for high-dimensional data, computational biology, bioinformatics, and bacterial genomics. Her work bridges statistical innovation with applications in oncology, microbiome analysis, and agricultural phenomics. Key areas include predictive modeling, machine learning, and genomic/metagenomic data integration. Her recent publications span cancer biomarker discovery, plant phenotyping methodologies, and microbial community analysis, reflecting her interdisciplinary approach. Articles emphasize translational applications like therapeutic target identification and precision agriculture. Dr. Clarke leads initiatives fostering collaboration between statisticians and domain scientists, including the Quantitative Life Science Initiative and contributions to the Agricultural Genome-to-Phenome Initiative (AG2PI). Her work advances data-driven solutions for healthcare and food security challenges. Notable projects include developing statistical tools for microbiome studies, analyzing root architecture via 3D imaging, and investigating cranberry-derived compounds' cancer-inhibitory mechanisms. Her methodological contributions include hybrid clustering techniques and predictive model validation frameworks.
David Serre is a Professor in the Department of Microbiology and Immunology at the University of Maryland School of Medicine, with an additional appointment at the Institute for Genome Sciences. His research focuses on developing genomic approaches to study eukaryotic pathogens, particularly Plasmodium vivax, the leading cause of malaria outside Africa. His laboratory investigates parasite responses to antimalarial drugs, host immune responses, and mosquito vector biology using genomic and transcriptomic techniques. Education 1997–2000: Engineering degree in Chemistry, École Nationale Supérieure de Chimie, Montpellier, France 2000–2004: PhD in Biology, Max Planck Institute for Evolutionary Anthropology, Leipzig, Germany 2004–2007: Postdoctoral fellowship, McGill University and Genome Quebec Innovation Centre, Montreal, Canada Research Focus Dr. Serre’s work integrates genomics to study Plasmodium vivax’s drug resistance, relapse mechanisms, and interactions with hosts and vectors. Key areas include: Genomic assays to characterize parasite drug responses Transcriptomic analysis of host immune responses Genomic studies of Anopheles mosquitoes as malaria vectors Recent Trends in Publications Recent work highlights genomic and transcriptomic approaches to dissect Plasmodium vivax biology, including: Single-cell RNA sequencing to resolve transcript isoforms and stage-specific expression Analysis of relapse dynamics and drug resistance mechanisms Microbiome studies in mosquitoes and environmental contexts Grants & Advising No explicit grants or advisee names are listed in the provided text. Collaborators include institutions like the Max Planck Institute, McGill University, and the Institute for Genome Sciences. Labs & Teams His lab is affiliated with the University of Maryland School of Medicine and the Institute for Genome Sciences, focusing on genomic and molecular approaches to infectious diseases.
Peter A. Jones is President and Chief Scientific Officer at the Van Andel Institute (VAI) in Grand Rapids, Michigan, where he leads the Department of Epigenetics. He previously served as Director of the USC Norris Comprehensive Cancer Center from 1993 to 2011 and has been a central figure in advancing epigenetics research, particularly in cancer. His laboratory investigates DNA methylation, chromatin dynamics, and epigenetic therapies. Research Interests: Dr. Jones's work centers on epigenetic mechanisms in cancer, including DNA methylation, histone modifications, nucleosome positioning, and the therapeutic potential of epigenetic drugs. His research has pioneered the use of DNA methylation inhibitors like 5-azacytidine and explored viral mimicry as a mechanism for immune activation in cancer. He also studies transposable elements and their role in gene regulation and immune response. Publication Trends: His recent publications (2021–2024) reveal a strong focus on the interplay between epigenetics and immunotherapy, particularly how DNA methyltransferase inhibitors (DNMTi) induce viral mimicry, enhance immune recognition, and improve responses to checkpoint blockade. Studies span hematological malignancies, solid tumors, and T cell biology, with frequent collaboration with Stephen Baylin and others. Scientific Awards: Member, National Academy of Sciences Member, National Academy of Medicine Fellow, AACR Academy Fellow, AAAS Fellow, American Academy of Arts and Sciences Kirk A. Landon Award for Basic Cancer Research (2009) Medal of Honor, American Cancer Society (2011) Outstanding Investigator Grant, NCI Harvey Prize (2024) Advising and Grants: Dr. Jones mentors multiple postdoctoral fellows, graduate students, and research scientists. His lab is supported by major grants, including the VAI-SU2C Epigenetics Dream Team, which has launched 15 clinical trials. He has received sustained funding from the National Cancer Institute and collaborates with institutions worldwide to advance epigenetic therapies. Labs and Teams: He leads the Peter Jones Laboratory at VAI, a multidisciplinary team investigating epigenetic regulation in cancer. The lab includes computational biologists, clinical researchers, and molecular biologists, working on both basic mechanisms and translational applications. The team is part of larger collaborative initiatives such as the VAI-SU2C Epigenetics Dream Team and the International Linked Clinical Trials Program.
Dr. Gabriele Schweikert is a Senior Lecturer and Principal Investigator with a joint appointment between the Division of Computational Biology in the School of Life Sciences at University of Dundee and Cyber Valley in Tuebingen. Her research focuses on applying machine learning techniques to understand epigenetic mechanisms and molecular processes in living cells. Dr. Schweikert completed her PhD at the Max Planck Institute Tuebingen working with Schoelkopf, Weigel, and Raetsch labs on machine learning for computational gene finding. She subsequently joined Adrian Bird's lab at the Wellcome Trust Center for Cell Biology in Edinburgh, a pioneer in epigenomic research. Prior to her current position, she held prestigious Marie Curie and EMBO Fellowships at the School of Informatics, University of Edinburgh. Her research interests center on using machine learning to decode epigenetic mechanisms that determine cellular identity and function. She investigates how cells with identical DNA can differentiate into specialized cell types through epigenetic regulation, with particular focus on applications in understanding tumorigenesis where epigenetic machinery malfunctions. Her work combines high-throughput epigenomic data with advanced computational approaches to address complex biological questions. Analysis of her recent publications reveals a strong focus on epigenomic data analysis, machine learning applications in biology, and computational approaches to understanding gene regulation. Her work spans from fundamental epigenetic mechanisms to practical applications in disease research, with growing emphasis on individual-specific epigenomic analysis and explainable AI in biomedical contexts. UKRI Future Leaders Fellowship (2020, £1.6 million) Marie Curie Fellowship EMBO Fellowship Dr. Schweikert actively supervises PhD students and has received significant research funding for projects including 'Machine Learning Methods to Re-Annotate Histone Modifications,' 'Unlocking The Alternative Splicing Code,' and 'GPU-Based Machine Learning System For Fundamental Biological Research.' She is involved in multiple interdisciplinary collaborations and frequently presents her work at major conferences including ELLIS Health program retreat, Epigenetics Meetings, and RECOMB workshops. She maintains active research laboratories in both Dundee and Tuebingen, fostering international collaboration between computational biologists, machine learning experts, and experimental biologists to advance our understanding of epigenetic regulation in health and disease.
Brent Page is an Associate Professor (tenured) in the Faculty of Pharmaceutical Sciences at the University of British Columbia (UBC) and maintains a research group at the Karolinska Institute , Department of Oncology and Pathology. His dual affiliation underpins a trans-Atlantic program that integrates cutting-edge chemical biology with medicinal chemistry for anti-cancer drug discovery. Education & Training PhD in Chemistry – University of Toronto (2013) HBSc in Chemistry (Honours) – University of British Columbia (2008) CIHR Postdoctoral Fellow – Karolinska Institute, Sweden (2008–2016) Assistant Professor (non-independent) – Karolinska Institute, Department of Oncology-Pathology (2017–2021) Research Focus Dr. Page’s laboratory operates at the interface of medicinal chemistry and chemical biology , aiming to identify and optimize small-molecule inhibitors for proteins previously considered “undruggable.” Core targets include STAT3, CLIC3, NUDT5/15 and SRPK3 . The group employs cellular thermal shift assays , isothermal ligand-induced resolubilization (ILIRA) , and CeTEAM technologies to quantify target engagement and refine structure–activity relationships in physiologically relevant models of breast cancer, triple-negative breast cancer, leukemia and atopic diseases . Funding & Collaborations His program is supported by Canadian Institutes of Health Research (CIHR) and other national and international agencies. Dr. Page actively participates in UBC’s Accelerated Translational Opioid Research Cluster and welcomes interdisciplinary collaborations and undergraduate research involvement. Equity, Diversity & Inclusion Committed to fostering an inclusive environment, Dr. Page mandates EDI training for all lab members and actively encourages participation from equity-deserving groups.
Donald Rio holds the Richard and Rhoda Goldman Distinguished Chair in the Biological Sciences and is a Professor of Biochemistry, Biophysics, and Structural Biology. He is affiliated with the Division of Biochemistry and Molecular Biology and the Center for Integrative Genetics. His lab focuses on nucleic acid transactions, including transposable element mobilization (P elements) and RNA binding protein mechanisms controlling alternative splicing. Research highlights include studies on THAP9 proteins in humans/zebrafish, cryo-EM structural analysis of transposase-DNA complexes, and splicing regulation in neurodegenerative diseases like ALS and Parkinson’s. His work combines biochemical, genetic, and computational approaches, including the development of the Junction Usage Model (JUM) for splicing analysis. Research interests span transposition mechanisms linked to HIV integration, immune system recombination, and evolutionary genome dynamics. His team investigates how RNA binding proteins like hnRNPA1 influence splicing in disease contexts, with projects involving CRISPR-based models and patient RNA-seq data analysis. Collaborations include studies on splicing accuracy across tissues and age, and the impact of splicing defects in neurodegenerative disorders. Key awards include the Goldman Chair. His lab’s contributions bridge fundamental molecular mechanisms with translational applications in genetic disease modeling and drug discovery. Recent work focuses on isogenic stem cell models (iSCORE-PD) for Parkinson’s research and structural biology insights into transposase function. Grants and projects involve NIH funding for ALS splicing studies and collaborations with institutions like the Buck Institute. His lab actively publishes in top journals such as Genome Research , PNAS , and Nature , with a strong emphasis on cryo-EM and bioinformatic methods.
Hong Han is an Assistant Professor in the Department of Biochemistry & Biomedical Sciences within McMaster University's Faculty of Health Sciences and a member of the Centre for Discovery in Cancer Research (CDCR). She holds a Canada Research Chair and leads the Han Lab, which focuses on cancer biology, RNA regulation, and innovative high-throughput technologies for therapeutic discovery. Dr. Han earned her Ph.D. from the University of Toronto (2010-2016) and has established herself as a leading researcher in glioblastoma and alternative splicing regulation. Her interdisciplinary research integrates cancer biology, RNA science, and multilayer gene regulation to uncover mechanisms underlying cancer progression and treatment resistance. Her laboratory pioneers integrated technological platforms for large-scale genetic/drug screening and ultra-high-throughput single-cell profiling. The research focuses on three main areas: alternative splicing regulation in cancer (particularly glioblastoma and prostate cancer), multilayer mechanisms of glioblastoma heterogeneity and microenvironment evolution, and multiplexed screening approaches for therapeutic discovery in treatment-resistant cancers. Analysis of Dr. Han's recent publications reveals a strong emphasis on single-cell technologies to characterize glioblastoma heterogeneity, minimal residual disease states, and tumor-immune interactions. Her work increasingly bridges basic RNA biology with translational applications, particularly in developing novel therapeutic strategies targeting splicing networks and immune evasion mechanisms. Canada Research Chair Dr. Han teaches Advanced Techniques in the Biomedical Sciences (BIOCHEM 734). Her research program is supported by multiple funding sources, as evidenced by her extensive publication record in high-impact journals including Nature, Cell, Molecular Cell, and Nature Communications. She employs a comprehensive approach combining in vitro, in vivo, and patient cohort studies with cutting-edge genomic technologies. The Han Lab has developed innovative multiplexed screening platforms that enable simultaneous interrogation of thousands of conditions, ranging from CAR-T cells to small molecule therapeutics. This approach accelerates the discovery of novel cancer targets and therapeutic strategies for treatment-resistant cancers.
University of Illinois Urbana-ChampaignUnited States
Pablo Perez-Pinera is an Associate Professor in Biomedical and Translational Sciences at the Carle Illinois College of Medicine, University of Illinois. He leads the Genome Engineering and Transcriptional Regulation Laboratory, focusing on developing gene editing technologies for treating neurodegenerative and neuromuscular diseases. His research integrates cutting-edge genome engineering tools with innovative delivery systems to address previously incurable conditions. Dr. Perez-Pinera's research interests center on developing CRISPR-based genome editing technologies for therapeutic applications. His laboratory specializes in base editing approaches for exon skipping, particularly targeting diseases like Duchenne muscular dystrophy, Huntington's disease, Parkinson's disease, Alzheimer's disease, and ALS. His team develops novel delivery systems using AAV vectors to enable precise in vivo genome editing, with a particular focus on neurological and muscular disorders. The lab's work bridges fundamental molecular biology with translational applications, aiming to move promising technologies from bench to bedside. His laboratory has made significant contributions to the field of therapeutic genome editing, particularly in developing the SPLICER platform for efficient exon skipping through simultaneous splice site editing. His publications demonstrate expertise in base editing for neurodegenerative diseases, with multiple first-author and corresponding author papers in high-impact journals. His research has been supported by several NIH grants including R01 GM131272, UL1 TR001422, R01 GM141296, among others. Dr. Perez-Pinera actively mentors a diverse team of researchers including postdoctoral fellows, graduate students, and undergraduates. His laboratory includes researchers such as Devyani Swami (Postdoctoral Fellow), Michael Gapinske, Jackson Winter, Shraddha Shirguppe, Angelo Miskalis, and others who contribute to various aspects of genome engineering research. His grant funding supports both basic research on genome editing mechanisms and translational work toward therapeutic applications. The Genome Engineering and Transcriptional Regulation Laboratory maintains state-of-the-art facilities for molecular biology, cell culture, and in vivo studies. The team collaborates extensively with clinicians and researchers across the University of Illinois campus to translate genome editing discoveries into potential therapies for patients suffering from neurodegenerative and neuromuscular conditions.