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van Zalm PW, Ahmed S, Fatou B, Schreiber R, Barnaby O, Boxer A, Zetterberg H, Steen JA, Steen H. Meta-analysis of published cerebrospinal fluid proteomics data identifies and validates metabolic enzyme panel as Alzheimer's disease biomarkers. Cell Rep Med 2023; 4:101005. [PMID: 37075703 PMCID: PMC10140596 DOI: 10.1016/j.xcrm.2023.101005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Revised: 10/10/2022] [Accepted: 03/17/2023] [Indexed: 04/21/2023]
Abstract
To develop therapies for Alzheimer's disease, we need accurate in vivo diagnostics. Multiple proteomic studies mapping biomarker candidates in cerebrospinal fluid (CSF) resulted in little overlap. To overcome this shortcoming, we apply the rarely used concept of proteomics meta-analysis to identify an effective biomarker panel. We combine ten independent datasets for biomarker identification: seven datasets from 150 patients/controls for discovery, one dataset with 20 patients/controls for down-selection, and two datasets with 494 patients/controls for validation. The discovery results in 21 biomarker candidates and down-selection in three, to be validated in the two additional large-scale proteomics datasets with 228 diseased and 266 control samples. This resulting 3-protein biomarker panel differentiates Alzheimer's disease (AD) from controls in the two validation cohorts with areas under the receiver operating characteristic curve (AUROCs) of 0.83 and 0.87, respectively. This study highlights the value of systematically re-analyzing previously published proteomics data and the need for more stringent data deposition.
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Affiliation(s)
- Patrick W van Zalm
- Department of Pathology, Boston Children's Hospital, and Department of Pathology, Harvard Medical School, Boston, MA, USA; Department of Neuropsychology and Psychopharmacology, EURON, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, the Netherlands
| | - Saima Ahmed
- Department of Pathology, Boston Children's Hospital, and Department of Pathology, Harvard Medical School, Boston, MA, USA
| | - Benoit Fatou
- Department of Pathology, Boston Children's Hospital, and Department of Pathology, Harvard Medical School, Boston, MA, USA
| | - Rudy Schreiber
- Department of Neuropsychology and Psychopharmacology, EURON, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, the Netherlands
| | - Omar Barnaby
- Department of Pathology, Boston Children's Hospital, and Department of Pathology, Harvard Medical School, Boston, MA, USA
| | - Adam Boxer
- Memory and Aging Center, Department of Neurology, Weill Institute for Neuroscience, University of California, San Francisco, CA, USA
| | - Henrik Zetterberg
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden; Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden; UK Dementia Research Institute at UCL, London, UK; Department of Neurodegenerative Disease, UCL Institute of Neurology, London, UK
| | - Judith A Steen
- F.M. Kirby Neurobiology Center, Boston Children's Hospital, and Department of Neurology, Harvard Medical School, Boston, MA, USA; Neuroiology Program, Boston Children's Hospital, Boston, MA, USA
| | - Hanno Steen
- Department of Pathology, Boston Children's Hospital, and Department of Pathology, Harvard Medical School, Boston, MA, USA; Neuroiology Program, Boston Children's Hospital, Boston, MA, USA.
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Wu YJ, Guernon J, McClure A, Luo G, Rajamani R, Ng A, Easton A, Newton A, Bourin C, Parker D, Mosure K, Barnaby O, Soars MG, Knox RJ, Matchett M, Pieschl R, Herrington J, Chen P, Sivarao D, Bristow LJ, Meanwell NA, Bronson J, Olson R, Thompson LA, Dzierba C. Discovery of non-zwitterionic aryl sulfonamides as Nav1.7 inhibitors with efficacy in preclinical behavioral models and translational measures of nociceptive neuron activation. Bioorg Med Chem 2017; 25:5490-5505. [DOI: 10.1016/j.bmc.2017.08.012] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2017] [Revised: 08/04/2017] [Accepted: 08/08/2017] [Indexed: 01/12/2023]
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Prisic S, Hwang H, Dow A, Barnaby O, Pan TS, Lonzanida JA, Chazin WJ, Steen H, Husson RN. Zinc regulates a switch between primary and alternative S18 ribosomal proteins in Mycobacterium tuberculosis. Mol Microbiol 2015; 97:263-80. [PMID: 25858183 DOI: 10.1111/mmi.13022] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/02/2015] [Indexed: 12/21/2022]
Abstract
The Mycobacterium tuberculosis genome encodes five putative 'alternative' ribosomal proteins whose expression is repressed at high Zn(2+) concentration. Each alternative protein has a primary homologue that is predicted to bind Zn(2+). We hypothesized that zinc triggers a switch between these paired homologous proteins and therefore chose one of these pairs, S18-1/S18-2, to study mechanisms of the predicted competition for their incorporation into ribosomes. Our data show that Zn(2+)-depletion causes accumulation of both S18-2 mRNA and protein. In contrast, S18-1 mRNA levels are unchanged to slightly elevated under Zn(2+)-limited conditions. However, the amount of S18-1 protein is markedly decreased. We further demonstrate that both S18 proteins interact with ribosomal protein S6, a committed step in ribosome biogenesis. Zn(2+) is absolutely required for the S18-1/S6 interaction while it is dispensable for S18-2/S6 dimer formation. These data suggest a model in which S18-1 is the dominant ribosome constituent in high zinc conditions, e.g. inside of phagosomes, but that it can be replaced by S18-2 when zinc is deficient, e.g. in the extracellular milieu. Consequently, Zn(2+)-depletion may serve as a signal for building alternative ribosomes when M. tuberculosis is released from macrophages, to allow survival in the extracellular environment.
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Affiliation(s)
- Sladjana Prisic
- Division of Infectious Diseases, Boston Children's Hospital/Harvard Medical School, Boston, MA.,Department of Microbiology, University of Hawaii at Manoa, Honolulu, HI
| | - Hyonson Hwang
- Department of Pathology, Boston Children's Hospital/Harvard Medical School, Boston, MA
| | - Allexa Dow
- Department of Microbiology, University of Hawaii at Manoa, Honolulu, HI
| | - Omar Barnaby
- Department of Pathology, Boston Children's Hospital/Harvard Medical School, Boston, MA
| | - Tenny S Pan
- Department of Microbiology, University of Hawaii at Manoa, Honolulu, HI
| | | | - Walter J Chazin
- Center for Structural Biology, Vanderbilt University, Nashville, TN, USA
| | - Hanno Steen
- Department of Pathology, Boston Children's Hospital/Harvard Medical School, Boston, MA
| | - Robert N Husson
- Division of Infectious Diseases, Boston Children's Hospital/Harvard Medical School, Boston, MA
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Bennike T, Ayturk U, Haslauer CM, Froehlich JW, Proffen B, Barnaby O, Birkelund S, Murray MM, Warman ML, Stensballe A, Steen H. A normative study of the synovial fluid proteome from healthy porcine knee joints. J Proteome Res 2014; 13:4377-87. [PMID: 25160569 PMCID: PMC4184458 DOI: 10.1021/pr500587x] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2014] [Indexed: 12/13/2022]
Abstract
Synovial fluid in an articulating joint contains proteins derived from the blood plasma and proteins that are produced by cells within the joint tissues, such as synovium, cartilage, ligament, and meniscus. The proteome composition of healthy synovial fluid and the cellular origins of many synovial fluid components are not fully understood. Here, we present a normative proteomics study using porcine synovial fluid. Using our optimized method, we identified 267 proteins with high confidence in healthy synovial fluid. We also evaluated mRNA expression data from tissues that can contribute to the synovial fluid proteome, including synovium, cartilage, blood, and liver, to better estimate the relative contributions from these sources to specific synovial fluid components. We identified 113 proteins in healthy synovial fluid that appear to be primarily derived from plasma transudates, 37 proteins primarily derived from synovium, and 11 proteins primarily derived from cartilage. Finally, we compared the identified synovial fluid proteome to the proteome of human plasma, and we found that the two body fluids share many similarities, underlining the detected plasma derived nature of many synovial fluid components. Knowing the synovial fluid proteome of a healthy joint will help to identify mechanisms that cause joint disease and pathways involved in disease progression.
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Affiliation(s)
- Tue Bennike
- Department of Pathology and Proteomics
Center, Department of Orthopaedic Surgery, Department of Urology, and Howard Hughes
Medical Institute, Boston Children’s
Hospital, Boston, Massachusetts 02115, United States
- Department
of Health Science and Technology, Aalborg
University, Aalborg DK-9220, Denmark
| | - Ugur Ayturk
- Department of Pathology and Proteomics
Center, Department of Orthopaedic Surgery, Department of Urology, and Howard Hughes
Medical Institute, Boston Children’s
Hospital, Boston, Massachusetts 02115, United States
- Department
of Genetics, Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Carla M. Haslauer
- Department of Pathology and Proteomics
Center, Department of Orthopaedic Surgery, Department of Urology, and Howard Hughes
Medical Institute, Boston Children’s
Hospital, Boston, Massachusetts 02115, United States
| | - John W. Froehlich
- Department of Pathology and Proteomics
Center, Department of Orthopaedic Surgery, Department of Urology, and Howard Hughes
Medical Institute, Boston Children’s
Hospital, Boston, Massachusetts 02115, United States
| | - Benedikt
L. Proffen
- Department of Pathology and Proteomics
Center, Department of Orthopaedic Surgery, Department of Urology, and Howard Hughes
Medical Institute, Boston Children’s
Hospital, Boston, Massachusetts 02115, United States
| | - Omar Barnaby
- Department of Pathology and Proteomics
Center, Department of Orthopaedic Surgery, Department of Urology, and Howard Hughes
Medical Institute, Boston Children’s
Hospital, Boston, Massachusetts 02115, United States
| | - Svend Birkelund
- Department
of Health Science and Technology, Aalborg
University, Aalborg DK-9220, Denmark
| | - Martha M. Murray
- Department of Pathology and Proteomics
Center, Department of Orthopaedic Surgery, Department of Urology, and Howard Hughes
Medical Institute, Boston Children’s
Hospital, Boston, Massachusetts 02115, United States
| | - Matthew L. Warman
- Department of Pathology and Proteomics
Center, Department of Orthopaedic Surgery, Department of Urology, and Howard Hughes
Medical Institute, Boston Children’s
Hospital, Boston, Massachusetts 02115, United States
- Department
of Genetics, Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Allan Stensballe
- Department
of Health Science and Technology, Aalborg
University, Aalborg DK-9220, Denmark
| | - Hanno Steen
- Department of Pathology and Proteomics
Center, Department of Orthopaedic Surgery, Department of Urology, and Howard Hughes
Medical Institute, Boston Children’s
Hospital, Boston, Massachusetts 02115, United States
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Penas C, Ramachandran V, Simanski S, Lee C, Madoux F, Rahaim RJ, Chauhan R, Barnaby O, Schurer S, Hodder P, Steen J, Roush WR, Ayad NG. Casein kinase 1δ-dependent Wee1 protein degradation. J Biol Chem 2014; 289:18893-903. [PMID: 24817118 DOI: 10.1074/jbc.m114.547661] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Eukaryotic mitotic entry is controlled by Cdk1, which is activated by the Cdc25 phosphatase and inhibited by Wee1 tyrosine kinase, a target of the ubiquitin proteasome pathway. Here we use a reporter of Wee1 degradation, K328M-Wee1-luciferase, to screen a kinase-directed chemical library. Hit profiling identified CK1δ-dependent Wee1 degradation. Small-molecule CK1δ inhibitors specifically disrupted Wee1 destruction and arrested HeLa cell proliferation. Pharmacological inhibition, siRNA knockdown, or conditional deletion of CK1δ also reduced Wee1 turnover. Thus, these studies define a previously unappreciated role for CK1δ in controlling the cell cycle.
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Affiliation(s)
- Clara Penas
- From the Center for Therapeutic Innovation, Department of Psychiatry and Behavioral Sciences and
| | - Vimal Ramachandran
- From the Center for Therapeutic Innovation, Department of Psychiatry and Behavioral Sciences and
| | | | - Choogon Lee
- the Department of Biological Sciences, College of Medicine, Florida State University, Tallahassee, Florida 32306, and
| | - Franck Madoux
- Lead Identification Division, Translational Research Institute, and
| | - Ronald J Rahaim
- Department of Chemistry, Scripps Florida, Jupiter, Florida 33458
| | - Ruchi Chauhan
- the Department of Neurology, Children's Hospital, Boston, Boston, Massachusetts 02115
| | - Omar Barnaby
- the Department of Neurology, Children's Hospital, Boston, Boston, Massachusetts 02115
| | - Stephan Schurer
- Department of Pharmacology, University of Miami, Miami, Florida 33136
| | - Peter Hodder
- Lead Identification Division, Translational Research Institute, and
| | - Judith Steen
- the Department of Neurology, Children's Hospital, Boston, Boston, Massachusetts 02115
| | - William R Roush
- Department of Chemistry, Scripps Florida, Jupiter, Florida 33458
| | - Nagi G Ayad
- From the Center for Therapeutic Innovation, Department of Psychiatry and Behavioral Sciences and
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Hage DS, Anguizola J, Barnaby O, Jackson A, Yoo MJ, Papastavros E, Pfaunmiller E, Sobansky M, Tong Z. Characterization of drug interactions with serum proteins by using high-performance affinity chromatography. Curr Drug Metab 2011; 12:313-28. [PMID: 21395530 PMCID: PMC3174051 DOI: 10.2174/138920011795202938] [Citation(s) in RCA: 60] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2010] [Accepted: 11/23/2010] [Indexed: 11/22/2022]
Abstract
The binding of drugs with serum proteins can affect the activity, distribution, rate of excretion, and toxicity of pharmaceutical agents in the body. One tool that can be used to quickly analyze and characterize these interactions is high-performance affinity chromatography (HPAC). This review shows how HPAC can be used to study drug-protein binding and describes the various applications of this approach when examining drug interactions with serum proteins. Methods for determining binding constants, characterizing binding sites, examining drug-drug interactions, and studying drug-protein dissociation rates will be discussed. Applications that illustrate the use of HPAC with serum binding agents such as human serum albumin, α(1)-acid glycoprotein, and lipoproteins will be presented. Recent developments will also be examined, such as new methods for immobilizing serum proteins in HPAC columns, the utilization of HPAC as a tool in personalized medicine, and HPAC methods for the high-throughput screening and characterization of drug-protein binding.
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Affiliation(s)
- David S Hage
- Department of Chemistry, University of Nebraska, Lincoln, NE 68588-0304, USA.
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