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Qu Y, Li X, Li J, Yu Z, Shen R. Combining network pharmacology and experimental verification to study the anti-colon cancer effect and mechanism of sulforaphene. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2024; 104:8769-8779. [PMID: 39023003 DOI: 10.1002/jsfa.13703] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/25/2024] [Revised: 05/11/2024] [Accepted: 06/13/2024] [Indexed: 07/20/2024]
Abstract
BACKGROUND Sulforaphene is a derivative of glucosinolate and a potential bioactive substance used for treating colon cancer. This study aimed to evaluate the potential inhibitory effect and mechanisms of sulforaphene in human colon cancer Caco-2 cells. Network pharmacology, molecular docking, and experimental verification were performed to elucidate potential sulforaphene mechanisms in the treatment of this condition. RESULT Network pharmacology predicted 27 intersection target genes between sulforaphene and colon cancer cell inhibition. Key sulforaphene targets associated with colon cancer cell inhibition were identified as EGFR, MAPK14, MCL1, GSK3B, PARP1, PTPRC, NOS2, CTSS, TLR9, and CTSK. Gene ontology functional enrichment analysis revealed that the above genes were primarily related to the positive regulation of peptidase activity, cytokine production in the inflammatory response, and the cell receptor signaling pathway. Kyoto Encyclopedia of Genes and Genomes enrichment analysis indicated that sulforaphene mainly inhibited the proliferation of cancer cells by affecting apoptosis as well as the signaling pathways of PD-1, Toll-like receptor, T cell receptor, and P13k-Akt. Molecular docking results further confirmed that CTSS, GSK3B, and NOS2 were significantly up-regulated and had good binding affinity with sulforaphene. In vitro experiments also indicated that sulforaphene had a significant inhibitory effect on human colon cancer Caco-2 cells. CONCLUSION This paper revealed the pharmacodynamic mechanism of sulforaphene in the treatment of colon cancer for the first time. It provides scientific insight into the development of sulforaphene as a medicinal resource. © 2024 Society of Chemical Industry.
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Affiliation(s)
- Yang Qu
- College of Food Science and Technology, Bohai University, Jinzhou, China
| | - Xiuxia Li
- College of Food Science and Technology, Bohai University, Jinzhou, China
| | - Jianrong Li
- College of Food Science and Technology, Bohai University, Jinzhou, China
| | - Zhangfu Yu
- Hangzhou Xiaoshan Agriculture Development Co., Ltd., Hangzhou, China
| | - Ronghu Shen
- Hangzhou Xiaoshan Agriculture Development Co., Ltd., Hangzhou, China
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2
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Wilcher KE, Page ERH, Privette Vinnedge LM. The impact of the chromatin binding DEK protein in hematopoiesis and acute myeloid leukemia. Exp Hematol 2023; 123:18-27. [PMID: 37172756 PMCID: PMC10330528 DOI: 10.1016/j.exphem.2023.05.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Revised: 05/03/2023] [Accepted: 05/07/2023] [Indexed: 05/15/2023]
Abstract
Hematopoiesis is an exquisitely regulated process of cellular differentiation to create diverse cell types of the blood. Genetic mutations, or aberrant regulation of gene transcription, can interrupt normal hematopoiesis. This can have dire pathological consequences, including acute myeloid leukemia (AML), in which generation of the myeloid lineage of differentiated cells is interrupted. In this literature review, we discuss how the chromatin remodeling DEK protein can control hematopoietic stem cell quiescence, hematopoietic progenitor cell proliferation, and myelopoiesis. We further discuss the oncogenic consequences of the t(6;9) chromosomal translocation, which creates the DEK-NUP214 (aka: DEK-CAN) fusion gene, during the pathogenesis of AML. Combined, the literature indicates that DEK is crucial for maintaining homeostasis of hematopoietic stem and progenitor cells, including myeloid progenitors.
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Affiliation(s)
- Katherine E Wilcher
- Division of Oncology, Cancer and Blood Diseases Institute, Cincinnati Children's Hospital Medical Center, Cincinnati, OH; Current: Wright State University Boonshoft School of Medicine, Fairborn, OH
| | - Evan R H Page
- Division of Oncology, Cancer and Blood Diseases Institute, Cincinnati Children's Hospital Medical Center, Cincinnati, OH
| | - Lisa M Privette Vinnedge
- Division of Oncology, Cancer and Blood Diseases Institute, Cincinnati Children's Hospital Medical Center, Cincinnati, OH; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH.
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3
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Wang T, Chen X, Zhang J, Feng Q, Huang M. Deep multimodality-disentangled association analysis network for imaging genetics in neurodegenerative diseases. Med Image Anal 2023; 88:102842. [PMID: 37247468 DOI: 10.1016/j.media.2023.102842] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Revised: 03/01/2023] [Accepted: 05/15/2023] [Indexed: 05/31/2023]
Abstract
Imaging genetics is a crucial tool that is applied to explore potentially disease-related biomarkers, particularly for neurodegenerative diseases (NDs). With the development of imaging technology, the association analysis between multimodal imaging data and genetic data is gradually being concerned by a wide range of imaging genetics studies. However, multimodal data are fused first and then correlated with genetic data in traditional methods, which leads to an incomplete exploration of their common and complementary information. In addition, the inaccurate formulation in the complex relationships between imaging and genetic data and information loss caused by missing multimodal data are still open problems in imaging genetics studies. Therefore, in this study, a deep multimodality-disentangled association analysis network (DMAAN) is proposed to solve the aforementioned issues and detect the disease-related biomarkers of NDs simultaneously. First, the imaging data are nonlinearly projected into a latent space and imaging representations can be achieved. The imaging representations are further disentangled into common and specific parts by using a multimodal-disentangled module. Second, the genetic data are encoded to achieve genetic representations, and then, the achieved genetic representations are nonlinearly mapped to the common and specific imaging representations to build nonlinear associations between imaging and genetic data through an association analysis module. Moreover, modality mask vectors are synchronously synthesized to integrate the genetic and imaging data, which helps the following disease diagnosis. Finally, the proposed method achieves reasonable diagnosis performance via a disease diagnosis module and utilizes the label information to detect the disease-related modality-shared and modality-specific biomarkers. Furthermore, the genetic representation can be used to impute the missing multimodal data with our learning strategy. Two publicly available datasets with different NDs are used to demonstrate the effectiveness of the proposed DMAAN. The experimental results show that the proposed DMAAN can identify the disease-related biomarkers, which suggests the proposed DMAAN may provide new insights into the pathological mechanism and early diagnosis of NDs. The codes are publicly available at https://github.com/Meiyan88/DMAAN.
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Affiliation(s)
- Tao Wang
- School of Biomedical Engineering, Southern Medical University, Guangzhou 510515, China
| | - Xiumei Chen
- School of Biomedical Engineering, Southern Medical University, Guangzhou 510515, China
| | - Jiawei Zhang
- School of Biomedical Engineering, Southern Medical University, Guangzhou 510515, China
| | - Qianjin Feng
- School of Biomedical Engineering, Southern Medical University, Guangzhou 510515, China; Guangdong Provincial Key Laboratory of Medical Image Processing, Southern Medical University, Guangzhou 510515, China; Guangdong Province Engineering Laboratory for Medical Imaging and Diagnostic Technology, Southern Medical University, Guangzhou 510515, China.
| | - Meiyan Huang
- School of Biomedical Engineering, Southern Medical University, Guangzhou 510515, China; Guangdong Provincial Key Laboratory of Medical Image Processing, Southern Medical University, Guangzhou 510515, China; Guangdong Province Engineering Laboratory for Medical Imaging and Diagnostic Technology, Southern Medical University, Guangzhou 510515, China.
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4
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Greene AN, Solomon MB, Privette Vinnedge LM. Novel molecular mechanisms in Alzheimer's disease: The potential role of DEK in disease pathogenesis. Front Aging Neurosci 2022; 14:1018180. [PMID: 36275000 PMCID: PMC9582447 DOI: 10.3389/fnagi.2022.1018180] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Accepted: 09/20/2022] [Indexed: 11/13/2022] Open
Abstract
Alzheimer's disease and age-related dementias (AD/ADRD) are debilitating diseases that exact a significant physical, emotional, cognitive, and financial toll on the individual and their social network. While genetic risk factors for early-onset AD have been identified, the molecular and genetic drivers of late-onset AD, the most common subtype, remain a mystery. Current treatment options are limited for the 35 million people in the United States with AD/ADRD. Thus, it is critically important to identify novel molecular mechanisms of dementia-related pathology that may be targets for the development of new interventions. Here, we summarize the overarching concepts regarding AD/ADRD pathogenesis. Then, we highlight one potential molecular driver of AD/ADRD, the chromatin remodeling protein DEK. We discuss in vitro, in vivo, and ex vivo findings, from our group and others, that link DEK loss with the cellular, molecular, and behavioral signatures of AD/ADRD. These include associations between DEK loss and cellular and molecular hallmarks of AD/ADRD, including apoptosis, Tau expression, and Tau hyperphosphorylation. We also briefly discuss work that suggests sex-specific differences in the role of DEK in AD/ADRD pathogenesis. Finally, we discuss future directions for exploiting the DEK protein as a novel player and potential therapeutic target for the treatment of AD/ADRD.
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Affiliation(s)
- Allie N. Greene
- Neuroscience Graduate Program, University of Cincinnati College of Medicine, Cincinnati, OH, United States
| | - Matia B. Solomon
- Neuroscience Graduate Program, University of Cincinnati College of Medicine, Cincinnati, OH, United States
- Department of Psychology, University of Cincinnati, Cincinnati, OH, United States
| | - Lisa M. Privette Vinnedge
- Division of Oncology, Cancer and Blood Diseases Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, United States
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, United States
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5
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Wen Q, Verheijen M, Wittens MMJ, Czuryło J, Engelborghs S, Hauser D, van Herwijnen MHM, Lundh T, Bergdahl IA, Kyrtopoulos SA, de Kok TM, Smeets HJM, Briedé JJ, Krauskopf J. Lead-exposure associated miRNAs in humans and Alzheimer's disease as potential biomarkers of the disease and disease processes. Sci Rep 2022; 12:15966. [PMID: 36153426 PMCID: PMC9509380 DOI: 10.1038/s41598-022-20305-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Accepted: 09/12/2022] [Indexed: 11/23/2022] Open
Abstract
Alzheimer's disease (AD) is a neurodegenerative disease that eventually affects memory and behavior. The identification of biomarkers based on risk factors for AD provides insight into the disease since the exact cause of AD remains unknown. Several studies have proposed microRNAs (miRNAs) in blood as potential biomarkers for AD. Exposure to heavy metals is a potential risk factor for onset and development of AD. Blood cells of subjects that are exposed to lead detected in the circulatory system, potentially reflect molecular responses to this exposure that are similar to the response of neurons. In this study we analyzed blood cell-derived miRNAs derived from a general population as proxies of potentially AD-related mechanisms triggered by lead exposure. Subsequently, we analyzed these mechanisms in the brain tissue of AD subjects and controls. A total of four miRNAs were identified as lead exposure-associated with hsa-miR-3651, hsa-miR-150-5p and hsa-miR-664b-3p being negatively and hsa-miR-627 positively associated. In human brain derived from AD and AD control subjects all four miRNAs were detected. Moreover, two miRNAs (miR-3651, miR-664b-3p) showed significant differential expression in AD brains versus controls, in accordance with the change direction of lead exposure. The miRNAs' gene targets were validated for expression in the human brain and were found enriched in AD-relevant pathways such as axon guidance. Moreover, we identified several AD relevant transcription factors such as CREB1 associated with the identified miRNAs. These findings suggest that the identified miRNAs are involved in the development of AD and might be useful in the development of new, less invasive biomarkers for monitoring of novel therapies or of processes involved in AD development.
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Affiliation(s)
- Qingfeng Wen
- Department of Toxicogenomics, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht, The Netherlands.
- MHeNS, School for Mental Health and Neuroscience, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht, The Netherlands.
| | - Marcha Verheijen
- Department of Toxicogenomics, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht, The Netherlands
- MHeNS, School for Mental Health and Neuroscience, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht, The Netherlands
| | - Mandy Melissa Jane Wittens
- Department of Biomedical Sciences, Institute Born-Bunge, University of Antwerp, Universiteitsplein 1, 2610, Antwerpen, Belgium
- Neuroprotection and Neuromodulation (NEUR), Center for Neurosciences (C4N), Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, 1090, Brussel, Belgium
- Department of Neurology, and Brussels Integrated Center for Brain and Memory (Bru-BRAIN), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090, Brussel, Belgium
| | - Julia Czuryło
- Department of Toxicogenomics, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht, The Netherlands
| | - Sebastiaan Engelborghs
- Department of Biomedical Sciences, Institute Born-Bunge, University of Antwerp, Universiteitsplein 1, 2610, Antwerpen, Belgium
- Neuroprotection and Neuromodulation (NEUR), Center for Neurosciences (C4N), Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, 1090, Brussel, Belgium
- Department of Neurology, and Brussels Integrated Center for Brain and Memory (Bru-BRAIN), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090, Brussel, Belgium
| | - Duncan Hauser
- Department of Toxicogenomics, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht, The Netherlands
| | - Marcel H M van Herwijnen
- Department of Toxicogenomics, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht, The Netherlands
| | - Thomas Lundh
- Division of Occupational and Environmental Medicine, Lund University Hospital, Lund, Sweden
| | - Ingvar A Bergdahl
- Section of Sustainable Health, Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | | | - Theo M de Kok
- Department of Toxicogenomics, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht, The Netherlands
| | - Hubert J M Smeets
- Department of Toxicogenomics, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht, The Netherlands
- MHeNS, School for Mental Health and Neuroscience, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht, The Netherlands
- School for Oncology and Developmental Biology (GROW), Maastricht University, Maastricht, The Netherlands
| | - Jacco Jan Briedé
- Department of Toxicogenomics, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht, The Netherlands
- MHeNS, School for Mental Health and Neuroscience, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht, The Netherlands
| | - Julian Krauskopf
- Department of Toxicogenomics, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht, The Netherlands
- MHeNS, School for Mental Health and Neuroscience, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht, The Netherlands
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Greene AN, Nguyen ET, Paranjpe A, Lane A, Privette Vinnedge LM, Solomon MB. In silico gene expression and pathway analysis of DEK in the human brain across the lifespan. Eur J Neurosci 2022; 56:4720-4743. [PMID: 35972263 PMCID: PMC9730547 DOI: 10.1111/ejn.15791] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Revised: 07/15/2022] [Accepted: 08/08/2022] [Indexed: 11/30/2022]
Abstract
DEK, a chromatin-remodelling phosphoprotein, is associated with various functions and biological pathways in the periphery, including inflammation, oncogenesis, DNA repair, and transcriptional regulation. We recently identified an association between DEK loss and central nervous system diseases, such as Alzheimer's. To understand DEK's potential role in disease, it is critical to characterize DEK in healthy human brain to distinguish between neural DEK expression and function in healthy versus diseased states like dementia. We utilized two public databases, BrainCloud and Human Brain Transcriptome, and analysed DEK mRNA expression across the lifespan in learning and memory relevant brain regions. Since DEK loss induces phenotypes associated with brain ageing (e.g., DNA damage and apoptosis), we hypothesized that neural DEK expression may be highest during foetal development and lower in elderly individuals. In agreement with this hypothesis, DEK was most prominently expressed during foetal development in all queried forebrain areas, relative to other ages. Consistent with its roles in the periphery, pathways related to DEK in the brain were associated with cellular proliferation, DNA replication and repair, apoptosis, and inflammation. We also found novel neural development-relevant pathways (e.g., synaptic transmission, neurite outgrowth, and myelination) to be enriched from genes correlated with DEK expression. These findings suggest that DEK is important for human brain development. Overall, we highlight age-related changes in neural DEK expression across the human lifespan and illuminate novel biological pathways associated with DEK that are distinct from normal brain ageing. These findings may further our understanding of how DEK impacts brain function and disease susceptibility.
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Affiliation(s)
- Allie N. Greene
- Neuroscience Graduate Program, University of Cincinnati College of Medicine, Cincinnati, OH, USA 45267
| | | | - Aditi Paranjpe
- Division of Biomedical Informatics, Bioinformatics Collaborative Services, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, United States
| | - Adam Lane
- Division of Bone Marrow Transplantation and Immune Deficiency, Cancer and Blood Diseases Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH 45229
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45267
| | - Lisa M. Privette Vinnedge
- Division of Oncology, Cancer and Blood Diseases Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH 45229
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45267
| | - Matia B. Solomon
- Neuroscience Graduate Program, University of Cincinnati College of Medicine, Cincinnati, OH, USA 45267
- Department of Psychology, University of Cincinnati, Cincinnati, OH 45237
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7
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Dysregulated miRNAs in Progression and Pathogenesis of Alzheimer's Disease. Mol Neurobiol 2022; 59:6107-6124. [PMID: 35867206 DOI: 10.1007/s12035-022-02950-z] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Accepted: 06/28/2022] [Indexed: 10/17/2022]
Abstract
Alzheimer's disease (AD) is a progressive degeneration of neurons due to the accumulation of amyloid-β peptide (Aβ) and hyper-phosphorylation of tau protein in the neuronal milieu leading to increased oxidative stress and apoptosis. Numerous factors contribute towards the progression of AD, including miRNA, which are 22-24 nucleotides long sequence which acts as critical regulators of cellular processes by binding to 3' UTR of mRNA, regulating its expression post-transcriptionally. This review aims to determine the miRNA with the most significant dysregulation in the brain and cerebrospinal fluid (CSF) of human patients. A systemized inclusion/exclusion criterion has been utilized based on selected keywords followed by screening of those articles to conclude a list of 8 highly dysregulated miRNAs based on the fold change of AD vs control patients, which could be used in clinical testing as these miRNAs play central role in the pathophysiology of AD. Furthermore, a network study of highly dysregulated miRNA estimated the association of these miRNA in the mediation of Aβ generation and aggregation, inhibition of autophagy, reduction of Aβ clearance, microglial and astrocytic activation, neuro-inflammation, tau hyper-phosphorylation, and synaptic loss.
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You Y, Hersh SW, Aslebagh R, Shaffer SA, Ikezu S, Mez J, Lunetta KL, Logue MW, Farrer LA, Ikezu T. Alzheimer's disease associated AKAP9 I2558M mutation alters posttranslational modification and interactome of tau and cellular functions in CRISPR-edited human neuronal cells. Aging Cell 2022; 21:e13617. [PMID: 35567427 PMCID: PMC9197405 DOI: 10.1111/acel.13617] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Revised: 02/28/2022] [Accepted: 04/04/2022] [Indexed: 12/01/2022] Open
Abstract
Alzheimer's disease (AD) is a pervasive neurodegeneration disease with high heritability. In this study, we employed CRISPR-Cas9-engineered technology to investigate the effects of a rare mutation (rs144662445) in the A kinase anchoring protein 9 (AKAP9) gene, which is associated with AD in African Americans (AA), on tau pathology and the tau interactome in SH-SY5Y P301L neuron-like cells. The mutation significantly increased the level of phosphorylated tau, specifically at the site Ser396/Ser404. Moreover, analyses of the tau interactome measured by affinity purification-mass spectrometry revealed that differentially expressed tau-interacting proteins in AKAP9 mutant cells were associated with RNA translation, RNA localization and oxidative activity, recapitulating the tau interactome signature previously reported with human AD brain samples. Importantly, these results were further validated by functional studies showing a significant reduction in protein synthesis activity and excessive oxidative stress in AKAP9 mutant compared with wild type cells in a tau-dependent manner, which are mirrored with pathological phenotype frequently seen in AD. Our results demonstrated specific effects of rs14462445 on mis-processing of tau and suggest a potential role of AKAP9 in AD pathogenesis.
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Affiliation(s)
- Yang You
- Departments of Pharmacology & Experimental TherapeuticsBoston University School of MedicineBostonMassachusettsUSA
- Department of NeuroscienceMayo Clinic FloridaJacksonvilleFloridaUSA
| | - Samuel W. Hersh
- Departments of Pharmacology & Experimental TherapeuticsBoston University School of MedicineBostonMassachusettsUSA
| | - Roshanak Aslebagh
- Department of Biochemistry and Molecular PharmacologyUniversity of Massachusetts Medical SchoolWorcesterMassachusettsUSA
- Mass Spectrometry FacilityUniversity of Massachusetts Medical SchoolShrewsburyMassachusettsUSA
| | - Scott A. Shaffer
- Department of Biochemistry and Molecular PharmacologyUniversity of Massachusetts Medical SchoolWorcesterMassachusettsUSA
- Mass Spectrometry FacilityUniversity of Massachusetts Medical SchoolShrewsburyMassachusettsUSA
| | - Seiko Ikezu
- Departments of Pharmacology & Experimental TherapeuticsBoston University School of MedicineBostonMassachusettsUSA
| | - Jesse Mez
- Department of NeurologyBoston University School of MedicineBostonMassachusettsUSA
| | - Kathryn L. Lunetta
- Department of BiostatisticsBoston University School of Public HealthBostonMassachusettsUSA
| | - Mark W. Logue
- Department of BiostatisticsBoston University School of Public HealthBostonMassachusettsUSA
- Department of PsychiatryBoston University School of MedicineBostonMassachusettsUSA
- Department of Medicine (Biomedical Genetics)Boston University School of MedicineBostonMassachusettsUSA
- National Center for PTSDBehavioral Sciences DivisionVA Boston Healthcare SystemBostonMassachusettsUSA
| | - Lindsay A. Farrer
- Department of NeurologyBoston University School of MedicineBostonMassachusettsUSA
- Department of BiostatisticsBoston University School of Public HealthBostonMassachusettsUSA
- Department of Medicine (Biomedical Genetics)Boston University School of MedicineBostonMassachusettsUSA
- Department of OphthalmologyBoston University School of MedicineBostonMassachusettsUSA
- Department of EpidemiologyBoston University School of Public HealthBostonMassachusettsUSA
| | - Tsuneya Ikezu
- Departments of Pharmacology & Experimental TherapeuticsBoston University School of MedicineBostonMassachusettsUSA
- Department of NeuroscienceMayo Clinic FloridaJacksonvilleFloridaUSA
- Center for Systems NeuroscienceBoston UniversityBostonMassachusettsUSA
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