1
|
Hou F, Bian X, Jing D, Gao H, Zhu F. Hypoxia, hypoxia-inducible factors and inflammatory bowel diseases. Gastroenterol Rep (Oxf) 2024; 12:goae030. [PMID: 38638288 PMCID: PMC11023819 DOI: 10.1093/gastro/goae030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Revised: 02/07/2024] [Accepted: 03/13/2024] [Indexed: 04/20/2024] Open
Abstract
Adequate oxygen supply is essential for maintaining the body's normal physiological function. In chronic inflammatory conditions such as inflammatory bowel disease (IBD), insufficient oxygen reaching the intestine triggers the regulatory system in response to environmental changes. However, the pathogenesis of IBD is still under investigation. Recent research has highlighted the significant role of hypoxia in IBD, particularly the involvement of hypoxia-inducible factors (HIF) and their regulatory mechanisms, making them promising therapeutic targets for IBD. This review will delve into the role of hypoxia, HIF, and the associated hypoxia-inflammatory microenvironment in the context of IBD. Potential interventions for addressing these challenging gastrointestinal inflammatory diseases will also be discussed within this framework.
Collapse
Affiliation(s)
- Fei Hou
- Department of Critical Liver Diseases, Liver Research Center, Beijing Friendship Hospital, Capital Medical University, Beijing, P. R. China
| | - Xixi Bian
- Department of Gastroenterology, Affiliated Hospital of Jining Medical University, Jining Medical University, Jining, Shandong, P. R. China
- Clinical Medical College of Jining Medical University, Department of Clinical Medicine, Jining Medical University, Jining, Shandong, P. R. China
| | - Dehuai Jing
- Department of Gastroenterology, Affiliated Hospital of Jining Medical University, Jining Medical University, Jining, Shandong, P. R. China
| | - Huikuan Gao
- Department of Cardiology, Beijing Friendship Hospital, Capital Medical University, Beijing, P. R. China
| | - Fengqin Zhu
- Department of Gastroenterology, Affiliated Hospital of Jining Medical University, Jining Medical University, Jining, Shandong, P. R. China
| |
Collapse
|
2
|
Chen Y, Liu M, Dong Z. Preferential Ribosome Loading on the Stress-Upregulated mRNA Pool Shapes the Selective Translation under Stress Conditions. PLANTS 2021; 10:plants10020304. [PMID: 33562590 PMCID: PMC7915710 DOI: 10.3390/plants10020304] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/28/2020] [Revised: 01/30/2021] [Accepted: 02/02/2021] [Indexed: 01/17/2023]
Abstract
The reprogramming of gene expression is one of the key responses to environmental stimuli, whereas changes in mRNA do not necessarily bring forth corresponding changes of the protein, which seems partially due to the stress-induced selective translation. To address this issue, we systematically compared the transcriptome and translatome using self-produced and publicly available datasets to decipher how and to what extent the coordination and discordance between transcription and translation came to be in response to wounding (self-produced), dark to light transition, heat, hypoxia, Pi starvation and the pathogen-associated molecular pattern (elf18) in Arabidopsis. We found that changes in total mRNAs (transcriptome) and ribosome-protected fragments (translatome) are highly correlated upon dark to light transition or heat stress. However, this close correlation was generally lost under other four stresses analyzed in this study, especially during immune response, which suggests that transcription and translation are differentially coordinated under distinct stress conditions. Moreover, Gene Ontology (GO) enrichment analysis showed that typical stress responsive genes were upregulated at both transcriptional and translational levels, while non-stress-specific responsive genes were changed solely at either level or downregulated at both levels. Taking wounding responsive genes for example, typical stress responsive genes are generally involved in functional categories related to dealing with the deleterious effects caused by the imposed wounding stress, such as response to wounding, response to water deprivation and response to jasmonic acid, whereas non-stress-specific responsive genes are often enriched in functional categories like S-glycoside biosynthetic process, photosynthesis and DNA-templated transcription. Collectively, our results revealed the differential as well as targeted coordination between transcriptome and translatome in response to diverse stresses, thus suggesting a potential model wherein preferential ribosome loading onto the stress-upregulated mRNA pool could be a pacing factor for selective translation.
Collapse
|
3
|
Liu PJ, Harris JM, Marchi E, D'Arienzo V, Michler T, Wing PAC, Magri A, Ortega-Prieto AM, van de Klundert M, Wettengel J, Durantel D, Dorner M, Klenerman P, Protzer U, Giotis ES, McKeating JA. Hypoxic gene expression in chronic hepatitis B virus infected patients is not observed in state-of-the-art in vitro and mouse infection models. Sci Rep 2020; 10:14101. [PMID: 32839523 PMCID: PMC7445281 DOI: 10.1038/s41598-020-70865-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2020] [Accepted: 07/31/2020] [Indexed: 02/07/2023] Open
Abstract
Hepatitis B virus (HBV) is the leading cause of hepatocellular carcinoma (HCC) worldwide. The prolyl hydroxylase domain (PHD)-hypoxia inducible factor (HIF) pathway is a key mammalian oxygen sensing pathway and is frequently perturbed by pathological states including infection and inflammation. We discovered a significant upregulation of hypoxia regulated gene transcripts in patients with chronic hepatitis B (CHB) in the absence of liver cirrhosis. We used state-of-the-art in vitro and in vivo HBV infection models to evaluate a role for HBV infection and the viral regulatory protein HBx to drive HIF-signalling. HBx had no significant impact on HIF expression or associated transcriptional activity under normoxic or hypoxic conditions. Furthermore, we found no evidence of hypoxia gene expression in HBV de novo infection, HBV infected human liver chimeric mice or transgenic mice with integrated HBV genome. Collectively, our data show clear evidence of hypoxia gene induction in CHB that is not recapitulated in existing models for acute HBV infection, suggesting a role for inflammatory mediators in promoting hypoxia gene expression.
Collapse
Affiliation(s)
- Peter Jianrui Liu
- Nuffield Department of Medicine Research Building, University of Oxford, Oxford, OX3 7LF, UK
| | - James M Harris
- Nuffield Department of Medicine Research Building, University of Oxford, Oxford, OX3 7LF, UK
| | - Emanuele Marchi
- Medawar Building, University of Oxford, South Parks Road, Oxford, OX1 3SY, UK
| | - Valentina D'Arienzo
- Nuffield Department of Medicine Research Building, University of Oxford, Oxford, OX3 7LF, UK
| | - Thomas Michler
- Institute of Virology, Technical University of Munich/Helmholtz Zentrum München, Trogerstrasse 30, 81675, Munich, Germany
| | - Peter A C Wing
- Nuffield Department of Medicine Research Building, University of Oxford, Oxford, OX3 7LF, UK
| | - Andrea Magri
- Nuffield Department of Medicine Research Building, University of Oxford, Oxford, OX3 7LF, UK
| | - Ana Maria Ortega-Prieto
- Section of Molecular Virology, Department of Infectious Diseases, Imperial College London, London, W2 1PG, UK
| | - Maarten van de Klundert
- Institute of Virology, Technical University of Munich/Helmholtz Zentrum München, Trogerstrasse 30, 81675, Munich, Germany
| | - Jochen Wettengel
- Institute of Virology, Technical University of Munich/Helmholtz Zentrum München, Trogerstrasse 30, 81675, Munich, Germany
| | - David Durantel
- Cancer Research Center of Lyon (CRCL), INSERM U1052, and University of Lyon (UCBL1), Lyon, France
| | - Marcus Dorner
- Section of Molecular Virology, Department of Infectious Diseases, Imperial College London, London, W2 1PG, UK
| | - Paul Klenerman
- Medawar Building, University of Oxford, South Parks Road, Oxford, OX1 3SY, UK
| | - Ulrike Protzer
- Institute of Virology, Technical University of Munich/Helmholtz Zentrum München, Trogerstrasse 30, 81675, Munich, Germany
| | - Efstathios S Giotis
- Section of Molecular Virology, Department of Infectious Diseases, Imperial College London, London, W2 1PG, UK
- School of Life Sciences, University of Essex, Colchester, C04 3SQ, UK
| | - Jane A McKeating
- Nuffield Department of Medicine Research Building, University of Oxford, Oxford, OX3 7LF, UK.
| |
Collapse
|
4
|
Fischer S, Di Liddo A, Taylor K, Gerhardus JS, Sobczak K, Zarnack K, Weigand JE. Muscleblind-like 2 controls the hypoxia response of cancer cells. RNA (NEW YORK, N.Y.) 2020; 26:648-663. [PMID: 32127384 PMCID: PMC7161353 DOI: 10.1261/rna.073353.119] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2019] [Accepted: 02/27/2020] [Indexed: 05/03/2023]
Abstract
Hypoxia is a hallmark of solid cancers, supporting proliferation, angiogenesis, and escape from apoptosis. There is still limited understanding of how cancer cells adapt to hypoxic conditions and survive. We analyzed transcriptome changes of human lung and breast cancer cells under chronic hypoxia. Hypoxia induced highly concordant changes in transcript abundance, but divergent splicing responses, underlining the cell type-specificity of alternative splicing programs. While RNA-binding proteins were predominantly reduced, hypoxia specifically induced muscleblind-like protein 2 (MBNL2). Strikingly, MBNL2 induction was critical for hypoxia adaptation by controlling the transcript abundance of hypoxia response genes, such as vascular endothelial growth factor A (VEGFA) MBNL2 depletion reduced the proliferation and migration of cancer cells, demonstrating an important role of MBNL2 as cancer driver. Hypoxia control is specific for MBNL2 and not shared by its paralog MBNL1. Thus, our study revealed MBNL2 as central mediator of cancer cell responses to hypoxia, regulating the expression and alternative splicing of hypoxia-induced genes.
Collapse
Affiliation(s)
- Sandra Fischer
- Department of Biology, Technical University of Darmstadt, Darmstadt, 64287, Germany
| | - Antonella Di Liddo
- Buchmann Institute for Molecular Life Sciences, Goethe University Frankfurt, Frankfurt am Main, 60438, Germany
| | - Katarzyna Taylor
- Department of Gene Expression, Institute of Molecular Biology and Biotechnology, Faculty of Biology, Adam Mickiewicz University, Poznan, 61-614, Poland
| | - Jamina S Gerhardus
- Department of Biology, Technical University of Darmstadt, Darmstadt, 64287, Germany
| | - Krzysztof Sobczak
- Department of Gene Expression, Institute of Molecular Biology and Biotechnology, Faculty of Biology, Adam Mickiewicz University, Poznan, 61-614, Poland
| | - Kathi Zarnack
- Buchmann Institute for Molecular Life Sciences, Goethe University Frankfurt, Frankfurt am Main, 60438, Germany
| | - Julia E Weigand
- Department of Biology, Technical University of Darmstadt, Darmstadt, 64287, Germany
| |
Collapse
|
5
|
Alexaki A, Kames J, Hettiarachchi GK, Athey JC, Katneni UK, Hunt RC, Hamasaki-Katagiri N, Holcomb DD, DiCuccio M, Bar H, Komar AA, Kimchi-Sarfaty C. Ribosome profiling of HEK293T cells overexpressing codon optimized coagulation factor IX. F1000Res 2020; 9:174. [PMID: 33014344 PMCID: PMC7509596 DOI: 10.12688/f1000research.22400.2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/09/2020] [Indexed: 12/30/2022] Open
Abstract
Ribosome profiling provides the opportunity to evaluate translation kinetics at codon level resolution. Here, we describe ribosome profiling data, generated from two HEK293T cell lines. The ribosome profiling data are composed of Ribo-seq (mRNA sequencing data from ribosome protected fragments) and RNA-seq data (total RNA sequencing). The two HEK293T cell lines each express a version of the
F9 gene, both of which are translated into identical proteins in terms of their amino acid sequences. However, these
F9 genes vary drastically in their codon usage and predicted mRNA structure. We also provide the pipeline that we used to analyze the data. Further analyzing this dataset holds great potential as it can be used i) to unveil insights into the composition and regulation of the transcriptome, ii) for comparison with other ribosome profiling datasets, iii) to measure the rate of protein synthesis across the proteome and identify differences in elongation rates, iv) to discover previously unidentified translation of peptides, v) to explore the effects of codon usage or codon context in translational kinetics and vi) to investigate cotranslational folding. Importantly, a unique feature of this dataset, compared to other available ribosome profiling data, is the presence of the
F9 gene in two very distinct coding sequences.
Collapse
Affiliation(s)
- Aikaterini Alexaki
- Center for Biologics Evaluation and Research, Food and Drug Administration, USA, Silver Spring, MD, 20993, USA
| | - Jacob Kames
- Center for Biologics Evaluation and Research, Food and Drug Administration, USA, Silver Spring, MD, 20993, USA
| | - Gaya K Hettiarachchi
- Center for Biologics Evaluation and Research, Food and Drug Administration, USA, Silver Spring, MD, 20993, USA
| | - John C Athey
- Center for Biologics Evaluation and Research, Food and Drug Administration, USA, Silver Spring, MD, 20993, USA
| | - Upendra K Katneni
- Center for Biologics Evaluation and Research, Food and Drug Administration, USA, Silver Spring, MD, 20993, USA
| | - Ryan C Hunt
- Center for Biologics Evaluation and Research, Food and Drug Administration, USA, Silver Spring, MD, 20993, USA
| | - Nobuko Hamasaki-Katagiri
- Center for Biologics Evaluation and Research, Food and Drug Administration, USA, Silver Spring, MD, 20993, USA
| | - David D Holcomb
- Center for Biologics Evaluation and Research, Food and Drug Administration, USA, Silver Spring, MD, 20993, USA
| | - Michael DiCuccio
- National Center of Biotechnology Information, National Institutes of Health, USA, Bethesda, MD, 20892, USA
| | - Haim Bar
- Department of Statistics, University of Connecticut, Storrs, CT, 06269, USA
| | - Anton A Komar
- Center for Gene Regulation in Health and Disease, Cleveland State University, Cleveland, OH, 44115, USA
| | - Chava Kimchi-Sarfaty
- Center for Biologics Evaluation and Research, Food and Drug Administration, USA, Silver Spring, MD, 20993, USA
| |
Collapse
|
6
|
Hunt R, Hettiarachchi G, Katneni U, Hernandez N, Holcomb D, Kames J, Alnifaidy R, Lin B, Hamasaki-Katagiri N, Wesley A, Kafri T, Morris C, Bouché L, Panico M, Schiller T, Ibla J, Bar H, Ismail A, Morris H, Komar A, Kimchi-Sarfaty C. A Single Synonymous Variant (c.354G>A [p.P118P]) in ADAMTS13 Confers Enhanced Specific Activity. Int J Mol Sci 2019; 20:ijms20225734. [PMID: 31731663 PMCID: PMC6888508 DOI: 10.3390/ijms20225734] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2019] [Revised: 11/09/2019] [Accepted: 11/13/2019] [Indexed: 12/18/2022] Open
Abstract
Synonymous variants within coding regions may influence protein expression and function. We have previously reported increased protein expression levels ex vivo (~120% in comparison to wild-type) from a synonymous polymorphism variant, c.354G>A [p.P118P], of the ADAMTS13 gene, encoding a plasma protease responsible for von Willebrand Factor (VWF) degradation. In the current study, we investigated the potential mechanism(s) behind the increased protein expression levels from this variant and its effect on ADAMTS13 physico-chemical properties. Cell-free assays showed enhanced translation of the c.354G>A variant and the analysis of codon usage characteristics suggested that introduction of the frequently used codon/codon pair(s) may have been potentially responsible for this effect. Limited proteolysis, however, showed no substantial influence of altered translation on protein conformation. Analysis of post-translational modifications also showed no notable differences but identified three previously unreported glycosylation markers. Despite these similarities, p.P118P variant unexpectedly showed higher specific activity. Structural analysis using modeled interactions indicated that subtle conformational changes arising from altered translation kinetics could affect interactions between an exosite of ADAMTS13 and VWF resulting in altered specific activity. This report highlights how a single synonymous nucleotide variation can impact cellular expression and specific activity in the absence of measurable impact on protein structure.
Collapse
Affiliation(s)
- Ryan Hunt
- Hemostasis Branch, Division of Plasma Protein Therapeutics, Office of Tissues and Advanced Therapies, Center for Biologics Evaluation & Research, US FDA, Silver Spring, MD 20993, USA
| | - Gaya Hettiarachchi
- Hemostasis Branch, Division of Plasma Protein Therapeutics, Office of Tissues and Advanced Therapies, Center for Biologics Evaluation & Research, US FDA, Silver Spring, MD 20993, USA
| | - Upendra Katneni
- Hemostasis Branch, Division of Plasma Protein Therapeutics, Office of Tissues and Advanced Therapies, Center for Biologics Evaluation & Research, US FDA, Silver Spring, MD 20993, USA
| | - Nancy Hernandez
- Hemostasis Branch, Division of Plasma Protein Therapeutics, Office of Tissues and Advanced Therapies, Center for Biologics Evaluation & Research, US FDA, Silver Spring, MD 20993, USA
| | - David Holcomb
- Hemostasis Branch, Division of Plasma Protein Therapeutics, Office of Tissues and Advanced Therapies, Center for Biologics Evaluation & Research, US FDA, Silver Spring, MD 20993, USA
| | - Jacob Kames
- Hemostasis Branch, Division of Plasma Protein Therapeutics, Office of Tissues and Advanced Therapies, Center for Biologics Evaluation & Research, US FDA, Silver Spring, MD 20993, USA
| | - Redab Alnifaidy
- Hemostasis Branch, Division of Plasma Protein Therapeutics, Office of Tissues and Advanced Therapies, Center for Biologics Evaluation & Research, US FDA, Silver Spring, MD 20993, USA
| | - Brian Lin
- Hemostasis Branch, Division of Plasma Protein Therapeutics, Office of Tissues and Advanced Therapies, Center for Biologics Evaluation & Research, US FDA, Silver Spring, MD 20993, USA
| | - Nobuko Hamasaki-Katagiri
- Hemostasis Branch, Division of Plasma Protein Therapeutics, Office of Tissues and Advanced Therapies, Center for Biologics Evaluation & Research, US FDA, Silver Spring, MD 20993, USA
| | - Aaron Wesley
- Gene Therapy Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
- Present Address: Department of Emergency Medicine, Banner University Medical Center, The University of Arizona, Tucson, AZ 85724, USA
| | - Tal Kafri
- Gene Therapy Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | | | - Laura Bouché
- Department of Life Sciences, Imperial College London, South Kensington Campus, London SW7 2AZ, UK
- Present Address: Antikor Biopharma Ltd., Stevenage Bioscience Catalyst, Gunnels Wood Road, Stevenage SG1 2FX, UK
| | - Maria Panico
- BioPharmaSpec Ltd., St. Saviour JE2 7LA, UK or or
- Department of Life Sciences, Imperial College London, South Kensington Campus, London SW7 2AZ, UK
| | - Tal Schiller
- Hemostasis Branch, Division of Plasma Protein Therapeutics, Office of Tissues and Advanced Therapies, Center for Biologics Evaluation & Research, US FDA, Silver Spring, MD 20993, USA
| | - Juan Ibla
- Departments of Cardiac Surgery and Anesthesiology, Perioperative and Pain Medicine, Boston Children’s Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - Haim Bar
- Department of Statistics, University of Connecticut, Storrs, CT 06269, USA
| | - Amra Ismail
- Center for Gene Regulation in Health and Disease, Department of Biological, Geological & Environmental Sciences, Cleveland State University, Cleveland, OH 44115, USA
| | - Howard Morris
- BioPharmaSpec Ltd., St. Saviour JE2 7LA, UK or or
- Department of Life Sciences, Imperial College London, South Kensington Campus, London SW7 2AZ, UK
| | - Anton Komar
- Center for Gene Regulation in Health and Disease, Department of Biological, Geological & Environmental Sciences, Cleveland State University, Cleveland, OH 44115, USA
| | - Chava Kimchi-Sarfaty
- Hemostasis Branch, Division of Plasma Protein Therapeutics, Office of Tissues and Advanced Therapies, Center for Biologics Evaluation & Research, US FDA, Silver Spring, MD 20993, USA
- Correspondence: ; Tel.: +1-(240)-402-8203
| |
Collapse
|
7
|
Alexaki A, Hettiarachchi GK, Athey JC, Katneni UK, Simhadri V, Hamasaki-Katagiri N, Nanavaty P, Lin B, Takeda K, Freedberg D, Monroe D, McGill JR, Peters R, Kames JM, Holcomb DD, Hunt RC, Sauna ZE, Gelinas A, Janjic N, DiCuccio M, Bar H, Komar AA, Kimchi-Sarfaty C. Effects of codon optimization on coagulation factor IX translation and structure: Implications for protein and gene therapies. Sci Rep 2019; 9:15449. [PMID: 31664102 PMCID: PMC6820528 DOI: 10.1038/s41598-019-51984-2] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2019] [Accepted: 10/09/2019] [Indexed: 11/16/2022] Open
Abstract
Synonymous codons occur with different frequencies in different organisms, a phenomenon termed codon usage bias. Codon optimization, a common term for a variety of approaches used widely by the biopharmaceutical industry, involves synonymous substitutions to increase protein expression. It had long been presumed that synonymous variants, which, by definition, do not alter the primary amino acid sequence, have no effect on protein structure and function. However, a critical mass of reports suggests that synonymous codon variations may impact protein conformation. To investigate the impact of synonymous codons usage on protein expression and function, we designed an optimized coagulation factor IX (FIX) variant and used multiple methods to compare its properties to the wild-type FIX upon expression in HEK293T cells. We found that the two variants differ in their conformation, even when controlling for the difference in expression levels. Using ribosome profiling, we identified robust changes in the translational kinetics of the two variants and were able to identify a region in the gene that may have a role in altering the conformation of the protein. Our data have direct implications for codon optimization strategies, for production of recombinant proteins and gene therapies.
Collapse
Affiliation(s)
- Aikaterini Alexaki
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - Gaya K Hettiarachchi
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - John C Athey
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - Upendra K Katneni
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - Vijaya Simhadri
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - Nobuko Hamasaki-Katagiri
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - Puja Nanavaty
- Center for Gene Regulation in Health and Disease, Cleveland State University, Cleveland, OH, USA
| | - Brian Lin
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - Kazuyo Takeda
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - Darón Freedberg
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - Dougald Monroe
- University of North Carolina at Chapel hill, Chapel hill, NC, USA
| | - Joseph R McGill
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | | | - Jacob M Kames
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - David D Holcomb
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - Ryan C Hunt
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - Zuben E Sauna
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | | | | | - Michael DiCuccio
- National Center of Biotechnology Information, National Institutes of Health, Bethesda, MD, USA
| | - Haim Bar
- Department of Statistics, University of Connecticut, Storrs, CT, USA
| | - Anton A Komar
- Center for Gene Regulation in Health and Disease, Cleveland State University, Cleveland, OH, USA
| | - Chava Kimchi-Sarfaty
- Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA.
| |
Collapse
|