51
|
Dzakah EE, Huang L, Xue Y, Wei S, Wang X, Chen H, Shui J, Kyei F, Rashid F, Zheng H, Yang B, Tang S. Host cell response and distinct gene expression profiles at different stages of Chlamydia trachomatis infection reveals stage-specific biomarkers of infection. BMC Microbiol 2021; 21:3. [PMID: 33397284 PMCID: PMC7784309 DOI: 10.1186/s12866-020-02061-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2020] [Accepted: 11/24/2020] [Indexed: 02/01/2023] Open
Abstract
Background Chlamydia trachomatis is the most common sexually transmitted infection and the bacterial agent of trachoma globally. C. trachomatis undergoes a biphasic developmental cycle involving an infectious elementary body and a replicative reticulate body. Little is currently known about the gene expression dynamics of host cell mRNAs, lncRNAs, and miRNAs at different stages of C. trachomatis development. Results Here, we performed RNA-seq and miR-seq on HeLa cells infected with C. trachomatis serovar E at 20 h post-infection (hpi) and 44 hpi with or without IFN-γ treatment. Our study identified and validated differentially expressed host cell mRNAs, lncRNAs, and miRNAs during infection. Host cells at 20 hpi showed the most differential upregulation of both coding and non-coding genes while at 44 hpi in the presence of IFN-γ resulted in a dramatic downregulation of a large proportion of host genes. Using RT-qPCR, we validated the top 5 upregulated mRNAs and miRNAs, which are specific for different stages of C. trachomatis development. One of the commonly expressed miRNAs at all three stages of C. trachomatis development, miR-193b-5p, showed significant expression in clinical serum samples of C. trachomatis-infected patients as compared to sera from healthy controls and HIV-1-infected patients. Furthermore, we observed significant upregulation of antigen processing and presentation, and T helper cell differentiation pathways at 20 hpi whereas T cell receptor, mTOR, and Rap1 pathways were modulated at 44 hpi. Treatment with IFN-γ at 44 hpi showed the upregulation of cytokine-cytokine receptor interaction, FoxO signaling, and Ras signaling pathways. Conclusions Our study documented transcriptional manipulation of the host cell genomes and the upregulation of stage-specific signaling pathways necessary for the survival of the pathogen and could serve as potential biomarkers in the diagnosis and management of the disease.
Collapse
Affiliation(s)
- Emmanuel Enoch Dzakah
- Dermatology Hospital of Southern Medical University, Guangzhou, China.,Department of Molecular Biology and Biotechnology, School of Biological Sciences, College of Agriculture and Natural Sciences, University of Cape Coast, Cape Coast, Ghana
| | - Liping Huang
- Guangdong Provincial Key Laboratory of Tropical Disease Research, School of Public Health, Southern Medical University, Guangzhou, China
| | - Yaohua Xue
- Dermatology Hospital of Southern Medical University, Guangzhou, China
| | - Shuai Wei
- Hefei National Laboratory for Physical Sciences at Microscale, the CAS Key Laboratory of Innate Immunity and Chronic Disease, School of Life Sciences, University of Science and Technology of China, Hefei, China
| | - Xiaolin Wang
- Hefei National Laboratory for Physical Sciences at Microscale, the CAS Key Laboratory of Innate Immunity and Chronic Disease, School of Life Sciences, University of Science and Technology of China, Hefei, China
| | - Hongliang Chen
- The First People's Hospital of Chenzhou, University of South China, Chenzhou, Hunan, China
| | - Jingwei Shui
- Guangdong Provincial Key Laboratory of Tropical Disease Research, School of Public Health, Southern Medical University, Guangzhou, China
| | - Foster Kyei
- Department of Molecular Biology and Biotechnology, School of Biological Sciences, College of Agriculture and Natural Sciences, University of Cape Coast, Cape Coast, Ghana
| | - Farooq Rashid
- Dermatology Hospital of Southern Medical University, Guangzhou, China
| | - Heping Zheng
- Dermatology Hospital of Southern Medical University, Guangzhou, China
| | - Bing Yang
- Dermatology Hospital of Southern Medical University, Guangzhou, China
| | - Shixing Tang
- Dermatology Hospital of Southern Medical University, Guangzhou, China. .,Guangdong Provincial Key Laboratory of Tropical Disease Research, School of Public Health, Southern Medical University, Guangzhou, China.
| |
Collapse
|
52
|
Saliva RNA biomarkers predict concussion duration and detect symptom recovery: a comparison with balance and cognitive testing. J Neurol 2021; 268:4349-4361. [PMID: 34028616 PMCID: PMC8505318 DOI: 10.1007/s00415-021-10566-x] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2021] [Revised: 04/14/2021] [Accepted: 04/15/2021] [Indexed: 11/25/2022]
Abstract
OBJECTIVE The goals of this study were to assess the ability of salivary non-coding RNA (ncRNA) levels to predict post-concussion symptoms lasting ≥ 21 days, and to examine the ability of ncRNAs to identify recovery compared to cognition and balance. METHODS RNA sequencing was performed on 505 saliva samples obtained longitudinally from 112 individuals (8-24-years-old) with mild traumatic brain injury (mTBI). Initial samples were obtained ≤ 14 days post-injury, and follow-up samples were obtained ≥ 21 days post-injury. Computerized balance and cognitive test performance were assessed at initial and follow-up time-points. Machine learning was used to define: (1) a model employing initial ncRNA levels to predict persistent post-concussion symptoms (PPCS) ≥ 21 days post-injury; and (2) a model employing follow-up ncRNA levels to identify symptom recovery. Performance of the models was compared against a validated clinical prediction rule, and balance/cognitive test performance, respectively. RESULTS An algorithm using age and 16 ncRNAs predicted PPCS with greater accuracy than the validated clinical tool and demonstrated additive combined utility (area under the curve (AUC) 0.86; 95% CI 0.84-0.88). Initial balance and cognitive test performance did not differ between PPCS and non-PPCS groups (p > 0.05). Follow-up balance and cognitive test performance identified symptom recovery with similar accuracy to a model using 11 ncRNAs and age. A combined model (ncRNAs, balance, cognition) most accurately identified recovery (AUC 0.86; 95% CI 0.83-0.89). CONCLUSIONS ncRNA biomarkers show promise for tracking recovery from mTBI, and for predicting who will have prolonged symptoms. They could provide accurate expectations for recovery, stratify need for intervention, and guide safe return-to-activities.
Collapse
|
53
|
Pourteymourfard Tabrizi Z, Jami MS. Selection of suitable bioinformatic tools in micro-RNA research. GENE REPORTS 2020. [DOI: 10.1016/j.genrep.2020.100893] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
|
54
|
miRNAs as Potential Biomarkers for Traumatic Brain Injury: Pathway From Diagnosis to Neurorehabilitation. J Head Trauma Rehabil 2020; 36:E155-E169. [PMID: 33201038 DOI: 10.1097/htr.0000000000000632] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
BACKGROUND Biomarkers that can advance precision neurorehabilitation of the traumatic brain injury (TBI) are needed. MicroRNAs (miRNAs) have biological properties that could make them well suited for playing key roles in differential diagnoses and prognoses and informing likelihood of responsiveness to specific treatments. OBJECTIVE To review the evidence of miRNA alterations after TBI and evaluate the state of science relative to potential neurorehabilitation applications of TBI-specific miRNAs. METHODS This scoping review includes 57 animal and human studies evaluating miRNAs after TBI. PubMed, Scopus, and Google Scholar search engines were used. RESULTS Gold standard analytic steps for miRNA biomarker assessment are presented. Published studies evaluating the evidence for miRNAs as potential biomarkers for TBI diagnosis, severity, natural recovery, and treatment-induced outcomes were reviewed including statistical evaluation. Growing evidence for specific miRNAs, including miR21, as TBI biomarkers is presented. CONCLUSIONS There is evidence of differential miRNA expression in TBI in both human and animal models; however, gaps need to be filled in terms of replication using rigorous, standardized methods to isolate a consistent set of miRNA changes. Longitudinal studies in TBI are needed to understand how miRNAs could be implemented as biomarkers in clinical practice.
Collapse
|
55
|
Chen Y, Herrold AA, Martinovich Z, Bari S, Vike NL, Blood AJ, Walter AE, Harezlak J, Seidenberg PH, Bhomia M, Knollmann-Ritschel B, Stetsiv K, Reilly JL, Nauman EA, Talavage TM, Papa L, Slobounov S, Breiter HC. Brain Perfusion Mediates the Relationship Between miRNA Levels and Postural Control. Cereb Cortex Commun 2020; 1:tgaa078. [PMID: 34296137 PMCID: PMC8153038 DOI: 10.1093/texcom/tgaa078] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2020] [Revised: 09/09/2020] [Accepted: 10/04/2020] [Indexed: 12/13/2022] Open
Abstract
Transcriptomics, regional cerebral blood flow (rCBF), and a virtual reality-based spatial motor task were integrated using mediation analysis in a novel demonstration of “imaging omics.” Data collected in National Collegiate Athletic Association (NCAA) Division I football athletes cleared for play before in-season training showed significant relationships in 1) elevated levels of miR-30d and miR-92a to elevated putamen rCBF, 2) elevated putamen rCBF to compromised Balance scores, and 3) compromised Balance scores to elevated microRNA (miRNA) levels. rCBF acted as a consistent mediator variable (Sobel’s test P < 0.05) between abnormal miRNA levels and compromised Balance scores. Given the involvement of these miRNAs in inflammation and immune function and that vascular perfusion is a component of the inflammatory response, these findings support a chronic inflammatory model in these athletes with 11 years of average football exposure. rCBF, a systems biology measure, was necessary for miRNA to affect behavior.
Collapse
Affiliation(s)
- Yufen Chen
- Center for Translational Imaging, Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Amy A Herrold
- Edward Hines Jr., VA Hospital, Research Service, Hines, IL 60141, USA
| | - Zoran Martinovich
- Mental Health Services and Policy Program, Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Sumra Bari
- Warren Wright Adolescent Center, Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Nicole L Vike
- Warren Wright Adolescent Center, Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Anne J Blood
- Mood and Motor Control Laboratory, Departments of Neurology and Psychiatry, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02129, USA
| | - Alexa E Walter
- Department of Kinesiology, Pennsylvania State University, University Park, PA 16802, USA
| | - Jaroslaw Harezlak
- Department of Epidemiology and Biostatistics, Indiana University, Bloomington, IN 47405, USA
| | - Peter H Seidenberg
- Departments of Orthopaedics & Rehabilitation and Family & Community Medicine, Penn State College of Medicine, Hershey, PA 17033, USA
| | - Manish Bhomia
- Department of Pathology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | | | - Khrystyna Stetsiv
- Warren Wright Adolescent Center, Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - James L Reilly
- Warren Wright Adolescent Center, Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Eric A Nauman
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN 47907, USA
| | - Thomas M Talavage
- School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN 47907, USA
| | - Linda Papa
- Department of Emergency Medicine, Orlando Regional Medical Center, Orlando, FL, USA
| | - Semyon Slobounov
- Department of Kinesiology, Pennsylvania State University, University Park, PA 16802, USA
| | - Hans C Breiter
- Warren Wright Adolescent Center, Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | | |
Collapse
|
56
|
Hicks SD, Onks C, Kim RY, Zhen KJ, Loeffert J, Loeffert AC, Olympia RP, Fedorchak G, DeVita S, Rangnekar A, Leddy J, Haider MN, Gagnon Z, McLoughlin CD, Badia M, Randall J, Madeira M, Yengo‐Kahn AM, Wenzel J, Heller M, Zwibel H, Roberts A, Johnson S, Monteith C, Dretsch MN, Campbell TR, Mannix R, Neville C, Middleton F. Diagnosing mild traumatic brain injury using saliva RNA compared to cognitive and balance testing. Clin Transl Med 2020; 10:e197. [PMID: 33135344 PMCID: PMC7533415 DOI: 10.1002/ctm2.197] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2020] [Revised: 09/14/2020] [Accepted: 09/23/2020] [Indexed: 01/01/2023] Open
Abstract
BACKGROUND Early, accurate diagnosis of mild traumatic brain injury (mTBI) can improve clinical outcomes for patients, but mTBI remains difficult to diagnose because of reliance on subjective symptom reports. An objective biomarker could increase diagnostic accuracy and improve clinical outcomes. The aim of this study was to assess the ability of salivary noncoding RNA (ncRNA) to serve as a diagnostic adjunct to current clinical tools. We hypothesized that saliva ncRNA levels would demonstrate comparable accuracy for identifying mTBI as measures of symptom burden, neurocognition, and balance. METHODS This case-control study involved 538 individuals. Participants included 251 individuals with mTBI, enrolled ≤14 days postinjury, from 11 clinical sites. Saliva samples (n = 679) were collected at five time points (≤3, 4-7, 8-14, 15-30, and 31-60 days post-mTBI). Levels of ncRNAs (microRNAs, small nucleolar RNAs, and piwi-interacting RNAs) were quantified within each sample using RNA sequencing. The first sample from each mTBI participant was compared to saliva samples from 287 controls. Samples were divided into testing (n = 430; mTBI = 201 and control = 239) and training sets (n = 108; mTBI = 50 and control = 58). The test set was used to identify ncRNA diagnostic candidates and create a diagnostic model. Model accuracy was assessed in the naïve test set. RESULTS A model utilizing seven ncRNA ratios, along with participant age and chronic headache status, differentiated mTBI and control participants with a cross-validated area under the curve (AUC) of .857 in the training set (95% CI, .816-.903) and .823 in the naïve test set. In a subset of participants (n = 321; mTBI = 176 and control = 145) assessed for symptom burden (Post-Concussion Symptom Scale), as well as neurocognition and balance (ClearEdge System), these clinical measures yielded cross-validated AUC of .835 (95% CI, .782-.880) and .853 (95% CI, .803-.899), respectively. A model employing symptom burden and four neurocognitive measures identified mTBI participants with similar AUC (.888; CI, .845-.925) as symptom burden and four ncRNAs (.932; 95% CI, .890-.965). CONCLUSION Salivary ncRNA levels represent a noninvasive, biologic measure that can aid objective, accurate diagnosis of mTBI.
Collapse
Affiliation(s)
- Steven D. Hicks
- Department of PediatricsPenn State College of MedicineHersheyPennsylvania
| | - Cayce Onks
- Department of Family MedicinePenn State College of MedicineHersheyPennsylvania
| | - Raymond Y. Kim
- Department of Orthopedics and RehabilitationPenn State College of MedicineHersheyPennsylvania
| | - Kevin J. Zhen
- Department of PediatricsPenn State College of MedicineHersheyPennsylvania
| | - Jayson Loeffert
- Department of Family MedicinePenn State College of MedicineHersheyPennsylvania
| | - Andrea C. Loeffert
- Department of PediatricsPenn State College of MedicineHersheyPennsylvania
| | - Robert P. Olympia
- Department of Emergency MedicinePenn State College of MedicineHersheyPennsylvania
| | | | | | | | - John Leddy
- UBMD Orthopedics and Sports Medicine, Jacobs School of Medicine and Biomedical SciencesState University of New YorkBuffaloNew York
| | - Mohammad N. Haider
- UBMD Orthopedics and Sports Medicine, Jacobs School of Medicine and Biomedical SciencesState University of New YorkBuffaloNew York
| | - Zofia Gagnon
- Department of Biomedical ScienceMarist CollegePoughkeepsieNew York
| | | | - Matthew Badia
- Department of Biomedical ScienceMarist CollegePoughkeepsieNew York
| | - Jason Randall
- Department of Environmental ScienceSchool of ScienceMarist CollegePoughkeepsieNew York
| | - Miguel Madeira
- Department of Biology, School of ScienceMarist CollegePoughkeepsieNew York
| | - Aaron M. Yengo‐Kahn
- Vanderbilt Sports Concussion CenterVanderbilt University Medical CenterNashvilleTennessee
| | - Justin Wenzel
- Vanderbilt Sports Concussion CenterVanderbilt University Medical CenterNashvilleTennessee
| | - Matthew Heller
- Department of Family MedicineNew York Institute of Technology College of Osteopathic MedicineOld WestburyNew York
| | - Hallie Zwibel
- Department of Family MedicineNew York Institute of Technology College of Osteopathic MedicineOld WestburyNew York
| | - Aaron Roberts
- Adena Bone and Joint CenterAdena Regional Medical CenterChillicotheOhio
| | - Samantha Johnson
- Adena Bone and Joint CenterAdena Regional Medical CenterChillicotheOhio
| | - Chuck Monteith
- Athletic Training DepartmentColgate UniversityHamiltonNew York
| | - Michael N. Dretsch
- US Army Medical Research Directorate‐WestWalter Reed Army Institute of ResearchJoint Base Lewis–McChordWashington
| | | | - Rebekah Mannix
- Division of Emergency Medicine, Boston Children's HospitalHarvard Medical SchoolBostonMassachusetts
| | - Christopher Neville
- Department of PT Education, Orthopedics, and NeuroscienceSUNY Upstate Medical UniversitySyracuseNew York
| | - Frank Middleton
- Department of Neuroscience and PhysiologySUNY Upstate Medical UniversitySyracuseNew York
| |
Collapse
|
57
|
Interest of blood biomarkers to predict lesions in medical imaging in the context of mild traumatic brain injury. Clin Biochem 2020; 85:5-11. [PMID: 32781055 DOI: 10.1016/j.clinbiochem.2020.08.001] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2019] [Revised: 08/04/2020] [Accepted: 08/06/2020] [Indexed: 12/21/2022]
Abstract
Mild traumatic brain injury (mTBI) is one of the common causes of emergency department visits around the world. Up to 90% of injuries are classified as mTBI. Cranial computed tomography (CCT) is a standard diagnostic tool for adults with mTBI. Alternatively, children can be admitted for inpatient observation with CCT scans performed only on those with clinical deterioration. The use of blood biomarkers is a supplementary tool for identifying patients at risk of intracerebral lesions who may need imaging. This review provides a contemporary clinical and laboratory framework for blood biomarker testing in mTBI management. The S100B protein is used routinely in the management of mTBI in Europe together with clinical guidelines. Due to its excellent negative predictive value, S100B protein is an alternative choice to CCT scanning for mTBI management under considered, consensual and pragmatic use. In this review, we propose points to help clinicians and clinical pathologists use serum S100B protein in the clinical routine. A review of the literature on the different biomarkers (GFAP, UCH-L1, NF [H or L], tau, H-FABP, SNTF, NSE, miRNAs, MBP, β trace protein) is also conducted. Some of these other blood biomarkers, used alone (GFAP, UCH-L1) or in combination (GFAP + H-FABP ± S100B ± IL10) can improve the specificity of S100B.
Collapse
|
58
|
Guedes VA, Devoto C, Leete J, Sass D, Acott JD, Mithani S, Gill JM. Extracellular Vesicle Proteins and MicroRNAs as Biomarkers for Traumatic Brain Injury. Front Neurol 2020; 11:663. [PMID: 32765398 PMCID: PMC7378746 DOI: 10.3389/fneur.2020.00663] [Citation(s) in RCA: 57] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2020] [Accepted: 06/02/2020] [Indexed: 12/12/2022] Open
Abstract
Traumatic brain injury (TBI) is a heterogeneous condition, associated with diverse etiologies, clinical presentations and degrees of severity, and may result in chronic neurobehavioral sequelae. The field of TBI biomarkers is rapidly evolving to address the many facets of TBI pathology and improve its clinical management. Recent years have witnessed a marked increase in the number of publications and interest in the role of extracellular vesicles (EVs), which include exosomes, cell signaling, immune responses, and as biomarkers in a number of pathologies. Exosomes have a well-defined lipid bilayer with surface markers that reflect the cell of origin and an aqueous core that contains a variety of biological material including proteins (e.g., cytokines and growth factors) and nucleic acids (e.g., microRNAs). The presence of proteins associated with neurodegenerative changes such as amyloid-β, α-synuclein and phosphorylated tau in exosomes suggests a role in the initiation and propagation of neurological diseases. However, mechanisms of cell communication involving exosomes in the brain and their role in TBI pathology are poorly understood. Exosomes are promising TBI biomarkers as they can cross the blood-brain barrier and can be isolated from peripheral fluids, including serum, saliva, sweat, and urine. Exosomal content is protected from enzymatic degradation by exosome membranes and reflects the internal environment of their cell of origin, offering insights into tissue-specific pathological processes. Challenges in the clinical use of exosomal cargo as biomarkers include difficulty in isolating pure exosomes, variable yields of the isolation processes, quantification of vesicles, and lack of specificity of exosomal markers. Moreover, there is no consensus regarding nomenclature and characteristics of EV subtypes. In this review, we discuss current technical limitations and challenges of using exosomes and other EVs as blood-based biomarkers, highlighting their potential as diagnostic and prognostic tools in TBI.
Collapse
Affiliation(s)
- Vivian A Guedes
- National Institute of Nursing Research, National Institutes of Health, Bethesda, MD, United States
| | - Christina Devoto
- National Institute of Nursing Research, National Institutes of Health, Bethesda, MD, United States
| | - Jacqueline Leete
- National Institute of Nursing Research, National Institutes of Health, Bethesda, MD, United States
| | - Delia Sass
- National Institute of Nursing Research, National Institutes of Health, Bethesda, MD, United States
| | - Jedidiah D Acott
- National Institute of Nursing Research, National Institutes of Health, Bethesda, MD, United States
| | - Sara Mithani
- National Institute of Nursing Research, National Institutes of Health, Bethesda, MD, United States
| | - Jessica M Gill
- National Institute of Nursing Research, National Institutes of Health, Bethesda, MD, United States
| |
Collapse
|
59
|
Ghai V, Fallen S, Baxter D, Scherler K, Kim TK, Zhou Y, Meabon JS, Logsdon AF, Banks WA, Schindler AG, Cook DG, Peskind ER, Lee I, Wang K. Alterations in Plasma microRNA and Protein Levels in War Veterans with Chronic Mild Traumatic Brain Injury. J Neurotrauma 2020; 37:1418-1430. [PMID: 32024417 PMCID: PMC7249467 DOI: 10.1089/neu.2019.6826] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023] Open
Abstract
Blast-related mild traumatic brain injury (mTBI) is considered the "signature" injury of the wars in Iraq and Afghanistan. Identifying biomarkers that could aid in diagnosis and assessment of chronic mTBI are urgently needed, as little progress has been made toward identifying blood-based biomarkers of repetitive mTBI in the chronic state. Addressing this knowledge gap is especially important in the population of military veterans who are receiving assessment and care often years after their last exposure. Circulating microRNAs (miRNAs), especially those encapsulated in extracellular vesicles (EVs), have gained interest as a source of biomarkers for neurological conditions. To identify biomarkers for chronic mTBI, we used next generation sequencing (NGS) to analyze miRNAs in plasma and plasma-derived EVs from 27 Iraq and Afghanistan war veterans with blast-related chronic mTBI, 11 deployed veteran non-TBI controls, and 31 civilian controls. We identified 32 miRNAs in plasma and 45 miRNAs in EVs that significantly changed in the chronic mTBI cohort compared with control groups. These miRNAs were predominantly associated with pathways involved in neuronal function, vascular remodeling, blood-brain barrier integrity, and neuroinflammation. In addition, the plasma proteome was analyzed and showed that the concentrations of C-reactive protein (CRP) and membrane metalloendopeptidase (MME) were elevated in chronic mTBI samples. These plasma miRNAs and proteins could potentially be used as biomarkers and provide insights into the molecular processes associated with the long-term health outcomes associated with blast-related chronic mTBI.
Collapse
Affiliation(s)
- Vikas Ghai
- Institute for Systems Biology, Seattle, Washington, USA
| | | | - David Baxter
- Institute for Systems Biology, Seattle, Washington, USA
| | | | - Taek-Kyun Kim
- Institute for Systems Biology, Seattle, Washington, USA
| | - Yong Zhou
- Institute for Systems Biology, Seattle, Washington, USA
| | - James S. Meabon
- Veterans Affairs Northwest Network Mental Illness, Research, Education, and Clinical Center, and Education, and Clinical Center, VA Puget Sound Health Care System (VAPSHCS), Seattle, Washington, USA.,Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, Washington, USA
| | - Aric F. Logsdon
- Geriatric Research, Education, and Clinical Center, VA Puget Sound Health Care System (VAPSHCS), Seattle, Washington, USA.,Division of Gerontology and Geriatric Medicine, Department of Medicine, and University of Washington School of Medicine, Seattle, Washington, USA
| | - William A. Banks
- Geriatric Research, Education, and Clinical Center, VA Puget Sound Health Care System (VAPSHCS), Seattle, Washington, USA.,Division of Gerontology and Geriatric Medicine, Department of Medicine, and University of Washington School of Medicine, Seattle, Washington, USA
| | - Abigail G. Schindler
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, Washington, USA.,Geriatric Research, Education, and Clinical Center, VA Puget Sound Health Care System (VAPSHCS), Seattle, Washington, USA
| | - David G. Cook
- Geriatric Research, Education, and Clinical Center, VA Puget Sound Health Care System (VAPSHCS), Seattle, Washington, USA.,Division of Gerontology and Geriatric Medicine, Department of Medicine, and University of Washington School of Medicine, Seattle, Washington, USA.,Department of Pharmacology, University of Washington School of Medicine, Seattle, Washington, USA
| | - Elaine R. Peskind
- Veterans Affairs Northwest Network Mental Illness, Research, Education, and Clinical Center, and Education, and Clinical Center, VA Puget Sound Health Care System (VAPSHCS), Seattle, Washington, USA.,Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, Washington, USA
| | - Inyoul Lee
- Institute for Systems Biology, Seattle, Washington, USA
| | - Kai Wang
- Institute for Systems Biology, Seattle, Washington, USA.,Address correspondence to: Kai Wang, PhD, Hood-Price Lab, Institute for Systems Biology, 401 Terry Avenue North, Seattle, WA 98109-5263, USA
| |
Collapse
|
60
|
miR-146a Mimics Ameliorates Traumatic Brain Injury Involving JNK and NF-κB Signaling Pathway. Neuromolecular Med 2020; 22:484-492. [DOI: 10.1007/s12017-020-08599-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2020] [Accepted: 04/06/2020] [Indexed: 02/07/2023]
|
61
|
Cash A, Theus MH. Mechanisms of Blood-Brain Barrier Dysfunction in Traumatic Brain Injury. Int J Mol Sci 2020; 21:ijms21093344. [PMID: 32397302 PMCID: PMC7246537 DOI: 10.3390/ijms21093344] [Citation(s) in RCA: 121] [Impact Index Per Article: 30.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Revised: 05/02/2020] [Accepted: 05/04/2020] [Indexed: 12/16/2022] Open
Abstract
Traumatic brain injuries (TBIs) account for the majority of injury-related deaths in the United States with roughly two million TBIs occurring annually. Due to the spectrum of severity and heterogeneity in TBIs, investigation into the secondary injury is necessary in order to formulate an effective treatment. A mechanical consequence of trauma involves dysregulation of the blood–brain barrier (BBB) which contributes to secondary injury and exposure of peripheral components to the brain parenchyma. Recent studies have shed light on the mechanisms of BBB breakdown in TBI including novel intracellular signaling and cell–cell interactions within the BBB niche. The current review provides an overview of the BBB, novel detection methods for disruption, and the cellular and molecular mechanisms implicated in regulating its stability following TBI.
Collapse
Affiliation(s)
- Alison Cash
- The Department of Biomedical Sciences and Pathobiology, Virginia-Maryland College of Veterinary Medicine, Blacksburg, VA 24061, USA;
| | - Michelle H. Theus
- The Department of Biomedical Sciences and Pathobiology, Virginia-Maryland College of Veterinary Medicine, Blacksburg, VA 24061, USA;
- The Center for Regenerative Medicine, Virginia-Maryland College of Veterinary Medicine, Blacksburg, VA 24061, USA
- Correspondence: ; Tel.: 1-540-231-0909; Fax: 1-540-231-7425
| |
Collapse
|
62
|
Wang ZQ, Li K, Huang J, Huo TT, Lv PY. MicroRNA Let-7i Is a Promising Serum Biomarker for Post-stroke Cognitive Impairment and Alleviated OGD-Induced Cell Damage in vitro by Regulating Bcl-2. Front Neurosci 2020; 14:215. [PMID: 32265630 PMCID: PMC7105869 DOI: 10.3389/fnins.2020.00215] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2019] [Accepted: 02/27/2020] [Indexed: 12/13/2022] Open
Abstract
Background The mechanism of post-stroke cognitive impairment (PSCI) has not been explained. We aimed to investigate whether miR-let-7i participates in the PSCI and illuminates its underlying role in oxygen–glucose deprivation (OGD)-induced cell apoptosis. Methods Blood samples from 36 subjects with PSCI and 38 with post-stroke cognitive normality (Non-PSCI) were collected to evaluate the differential expression of miR-let-7 family members, using qRT-PCT analysis. Spearman correlation was performed to estimate the correlation between the miR-1et-7i level and Montreal Cognitive Assessment (MoCA) score. Treatment of SH-SY5Y cells with OGD was used to induce cell apoptosis in vitro. Effects of miR-let-7i on OGD-induced cell apoptosis was estimated after transfection. The target gene of miR-let-7i was analyzed by dual luciferase reporter gene assay. Results The expression of miR-let-7i was up-regulated in PSCI patients compared with Non-PSCI (p < 0.001) and negatively correlated with MoCA score (r = −0.643, p < 0.001). When exposed to OGD, SH-SY5Y cells showed significant apoptosis accompanied by miR-let-7i up-regulation. In OGD-treated cells, miR-let-7i up-regulation was accompanied by cell apoptosis, while down-regulation showed the opposite effect. Luciferase reporter assay showed that Bcl-2 was a target gene of miR-let-7i. Western blot showed that miR-let-7i up-regulation promoted Bcl-2 expression, while qRT-PCR showed that miR-let-7i had no effect on Bcl-2 expression. Conclusion miR-let-7i was overexpressed in PSCI patients and it could be used as a diagnostic biomarker for PSCI. We illuminated the potential mechanism that miR-let-7i alleviated OGD-induced cell damage by targeting Bcl-2 at the post-transcriptional level.
Collapse
Affiliation(s)
- Zhan-Qiang Wang
- Department of Neurology, Hebei Medical University, Shijiazhuang, China.,Department of Neurology, Hebei General Hospital, Shijiazhuang, China.,Department of Neurology, Cangzhou People's Hospital, Cangzhou, China
| | - Kuo Li
- Department of Neurology, Hebei Medical University, Shijiazhuang, China.,Department of Neurology, Hebei General Hospital, Shijiazhuang, China.,No. 2 Department of Neurology, Cangzhou Central Hospital, Cangzhou, China
| | - Jie Huang
- Department of Neurology, Cangzhou People's Hospital, Cangzhou, China
| | - Tian-Tian Huo
- Department of Neurology, Hebei Medical University, Shijiazhuang, China.,Department of Neurology, Hebei General Hospital, Shijiazhuang, China
| | - Pei-Yuan Lv
- Department of Neurology, Hebei Medical University, Shijiazhuang, China.,Department of Neurology, Hebei General Hospital, Shijiazhuang, China
| |
Collapse
|
63
|
Gayen M, Bhomia M, Balakathiresan N, Knollmann-Ritschel B. Exosomal MicroRNAs Released by Activated Astrocytes as Potential Neuroinflammatory Biomarkers. Int J Mol Sci 2020; 21:ijms21072312. [PMID: 32230793 PMCID: PMC7177648 DOI: 10.3390/ijms21072312] [Citation(s) in RCA: 43] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2020] [Revised: 03/17/2020] [Accepted: 03/20/2020] [Indexed: 12/12/2022] Open
Abstract
Neuroinflammation is a hallmark of several neurodegenerative diseases and disorders, including traumatic brain injury (TBI). Neuroinflammation results in the activation of glial cells which exacerbates the neuroinflammatory process by secretion of pro-inflammatory cytokines and results in disruption of glial transmission networks. The glial cells, including astrocytes, play a critical role in the maintenance of homeostasis in the brain. Activated astrocytes release several factors as part of the inflammatory process including cytokines, proteins, and microRNAs (miRNAs). MiRNAs are noncoding RNA molecules involved in normal physiological processes and disease pathogenesis. MiRNAs have been implicated as important cell signaling molecules, and they are potential diagnostic biomarkers and therapeutic targets for various diseases, including neurological disorders. Exosomal miRNAs released by astrocytic response to neuroinflammation is not yet studied. In this study, primary human astrocytes were activated by IL-1β stimulation and we examined astrocytic exosomal miRNA cargo released in a neuroinflammatory stress model. Results indicate that acute neuroinflammation and oxidative stress induced by IL-1β generates the release of a specific subset of miRNAs via exosomes, which may have a potential role in regulating the inflammatory response. Additionally, these miRNAs may serve as potential biomarkers of neuroinflammation associated with neurological disorders and injuries.
Collapse
Affiliation(s)
- Manoshi Gayen
- Department of Neuroscience, University of Connecticut Health Center, 263 Farmington Avenue, Farmington, CT 06030, USA;
| | - Manish Bhomia
- Department of Pathology, Uniformed Services University, Bethesda, MD 20814, USA; (N.B.); (B.K.-R.)
- Correspondence:
| | - Nagaraja Balakathiresan
- Department of Pathology, Uniformed Services University, Bethesda, MD 20814, USA; (N.B.); (B.K.-R.)
| | | |
Collapse
|
64
|
Polito F, Famà F, Oteri R, Raffa G, Vita G, Conti A, Daniele S, Macaione V, Passalacqua M, Cardali S, Di Giorgio RM, Gioffrè M, Angileri FF, Germanò A, Aguennouz M. Circulating miRNAs expression as potential biomarkers of mild traumatic brain injury. Mol Biol Rep 2020; 47:2941-2949. [PMID: 32219772 DOI: 10.1007/s11033-020-05386-7] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2020] [Accepted: 03/19/2020] [Indexed: 12/19/2022]
Abstract
TBI is the main cause of death and disability in individuals aged 1-45 in Western countries. One of the main challenges of TBI at present is the lack of specific diagnostic biomarkers, especially for mild TBI (mTBI), which remains currently difficult to value in clinical practice. In this context MiRNAs may be important mediators of the profound molecular and cellular changes that occur after TBI in both the short and the long term. Recently, plasma miRNAs profiling in human TBI, have revealed dynamic temporal regulation of miRNA expression within the cortex. Aim of this study was to select a specific miRNAs panel for mTBI, by focusing the research on the prognostic meaning of miRNAs in the hours following the trauma, in order to be able to use this MIRNAs as potential biomarkers useful for monitoring the follow up of mild TBI. Serum levels of 17 miRNAs were measured by RT-quantitative polymerase chain reaction (qPCR) in 20 patients with mTBI at three different time-points (0 h, 24 h, 48 h) and in 10 controls. For 15 miRNAs we found a significant differences in the comparison among the three time points: for each of these miRNAs the values were greater at baseline and progressively reduced at 24 h and 48 h. These data allow us to consider the miRNAs included in panel as sensitive and specific biomarkers for mTBI, useful in monitoring the post-trauma period.
Collapse
Affiliation(s)
- Francesca Polito
- Department of Human Pathology of Adulthood and Childhood 'G. Barresi', University of Messina, Messina, Italy
| | - Fausto Famà
- Department of Human Pathology of Adulthood and Childhood 'G. Barresi', University of Messina, Messina, Italy
| | - Rosaria Oteri
- Department of Clinical and Experimental Medicine, University of Messina, Messina, Italy
| | - Giovanni Raffa
- Department of Human Pathology of Adulthood and Childhood 'G. Barresi', University of Messina, Messina, Italy
| | - Gianluca Vita
- Department of Clinical and Experimental Medicine, University of Messina, Messina, Italy
| | - Alfredo Conti
- Department of Human Pathology of Adulthood and Childhood 'G. Barresi', University of Messina, Messina, Italy
| | - Sacco Daniele
- Department of Human Pathology of Adulthood and Childhood 'G. Barresi', University of Messina, Messina, Italy
| | - Vincenzo Macaione
- Department of Clinical and Experimental Medicine, University of Messina, Messina, Italy
| | - Marcello Passalacqua
- Department of Human Pathology of Adulthood and Childhood 'G. Barresi', University of Messina, Messina, Italy
| | - Salvatore Cardali
- Department of Human Pathology of Adulthood and Childhood 'G. Barresi', University of Messina, Messina, Italy
| | - Rosa Maria Di Giorgio
- Department of Clinical and Experimental Medicine, University of Messina, Messina, Italy
| | - Maria Gioffrè
- Department of Biomedical and Dental Sciences and Morphofunctional Imaging, Unit of Neurosurgery, University of Messina, Messina, Italy
| | - Flavio F Angileri
- Department of Human Pathology of Adulthood and Childhood 'G. Barresi', University of Messina, Messina, Italy
| | - Antonino Germanò
- Department of Human Pathology of Adulthood and Childhood 'G. Barresi', University of Messina, Messina, Italy
| | - M'Hammed Aguennouz
- Department of Clinical and Experimental Medicine, University of Messina, Messina, Italy.
| |
Collapse
|
65
|
Hiskens MI, Schneiders AG, Angoa-Pérez M, Vella RK, Fenning AS. Blood biomarkers for assessment of mild traumatic brain injury and chronic traumatic encephalopathy. Biomarkers 2020; 25:213-227. [PMID: 32096416 DOI: 10.1080/1354750x.2020.1735521] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Mild traumatic brain injuries (mTBI) are prevalent and can result in significant debilitation. Current diagnostic methods have implicit limitations, with clinical assessment tools reliant on subjective self-reported symptoms or non-specific clinical observations, and commonly available imaging techniques lacking sufficient sensitivity to detect mTBI. A blood biomarker would provide a readily accessible detector of mTBI to meet the current measurement gap. Suitable options would provide objective and quantifiable information in diagnosing mTBI, in monitoring recovery, and in establishing a prognosis of resultant neurodegenerative disease, such as chronic traumatic encephalopathy (CTE). A biomarker would also assist in progressing research, providing suitable endpoints for testing therapeutic modalities and for further exploring mTBI pathophysiology. This review highlights the most promising blood-based protein candidates that are expressed in the central nervous system (CNS) and released into systemic circulation following mTBI. To date, neurofilament light (NF-L) may be the most suitable candidate for assessing neuronal damage, and glial fibrillary acidic protein (GFAP) for assessing astrocyte activation, although further work is required. Ultimately, the heterogeneity of cells in the brain and each marker's limitations may require a combination of biomarkers, and recent developments in microRNA (miRNA) markers of mTBI show promise and warrant further exploration.
Collapse
Affiliation(s)
- Matthew I Hiskens
- School of Health, Medical and Applied Sciences, Central Queensland University, Rockhampton, Australia
| | - Anthony G Schneiders
- School of Health, Medical and Applied Sciences, Central Queensland University, Rockhampton, Australia
| | - Mariana Angoa-Pérez
- Research and Development Service, John D. Dingell VA Medical Center, Detroit, MI, USA.,Department of Psychiatry and Behavioral Neurosciences, Wayne State University School of Medicine, Detroit, MI, USA
| | - Rebecca K Vella
- School of Health, Medical and Applied Sciences, Central Queensland University, Rockhampton, Australia
| | - Andrew S Fenning
- School of Health, Medical and Applied Sciences, Central Queensland University, Rockhampton, Australia
| |
Collapse
|
66
|
Bertogliat MJ, Morris-Blanco KC, Vemuganti R. Epigenetic mechanisms of neurodegenerative diseases and acute brain injury. Neurochem Int 2020; 133:104642. [PMID: 31838024 PMCID: PMC8074401 DOI: 10.1016/j.neuint.2019.104642] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2019] [Revised: 10/25/2019] [Accepted: 12/09/2019] [Indexed: 12/22/2022]
Abstract
Epigenetic modifications are emerging as major players in the pathogenesis of neurodegenerative disorders and susceptibility to acute brain injury. DNA and histone modifications act together with non-coding RNAs to form a complex gene expression machinery that adapts the brain to environmental stressors and injury response. These modifications influence cell-level operations like neurogenesis and DNA repair to large, intricate processes such as brain patterning, memory formation, motor function and cognition. Thus, epigenetic imbalance has been shown to influence the progression of many neurological disorders independent of aberrations in the genetic code. This review aims to highlight ways in which epigenetics applies to several commonly researched neurodegenerative diseases and forms of acute brain injury as well as shed light on the benefits of epigenetics-based treatments.
Collapse
Affiliation(s)
- Mario J Bertogliat
- Department of Neurological Surgery, University of Wisconsin, Madison, WI, USA
| | - Kahlilia C Morris-Blanco
- Department of Neurological Surgery, University of Wisconsin, Madison, WI, USA; William S. Middleton VA Hospital, Madison, WI, USA
| | - Raghu Vemuganti
- Department of Neurological Surgery, University of Wisconsin, Madison, WI, USA; William S. Middleton VA Hospital, Madison, WI, USA.
| |
Collapse
|
67
|
Gozt A, Licari M, Halstrom A, Milbourn H, Lydiard S, Black A, Arendts G, Macdonald S, Song S, MacDonald E, Vlaskovsky P, Burrows S, Bynevelt M, Pestell C, Fatovich D, Fitzgerald M. Towards the Development of an Integrative, Evidence-Based Suite of Indicators for the Prediction of Outcome Following Mild Traumatic Brain Injury: Results from a Pilot Study. Brain Sci 2020; 10:brainsci10010023. [PMID: 31906443 PMCID: PMC7017246 DOI: 10.3390/brainsci10010023] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2019] [Revised: 12/16/2019] [Accepted: 12/30/2019] [Indexed: 12/14/2022] Open
Abstract
Background: Persisting post-concussion symptoms (PPCS) is a complex, multifaceted condition in which individuals continue to experience the symptoms of mild traumatic brain injury (mTBI; concussion) beyond the timeframe that it typically takes to recover. Currently, there is no way of knowing which individuals may develop this condition. Method: Patients presenting to a hospital emergency department (ED) within 48 h of sustaining a mTBI underwent neuropsychological assessment and demographic, injury-related information and blood samples were collected. Concentrations of blood-based biomarkers neuron specific enolase, neurofilament protein-light, and glial fibrillary acidic protein were assessed, and a subset of patients also underwent diffusion tensor–magnetic resonance imaging; both relative to healthy controls. Individuals were classified as having PPCS if they reported a score of 25 or higher on the Rivermead Postconcussion Symptoms Questionnaire at ~28 days post-injury. Univariate exact logistic regression was performed to identify measures that may be predictive of PPCS. Neuroimaging data were examined for differences in fractional anisotropy (FA) and mean diffusivity in regions of interest. Results: Of n = 36 individuals, three (8.33%) were classified as having PPCS. Increased performance on the Repeatable Battery for the Assessment of Neuropsychological Status Update Total Score (OR = 0.81, 95% CI: 0.61–0.95, p = 0.004), Immediate Memory (OR = 0.79, 95% CI: 0.56–0.94, p = 0.001), and Attention (OR = 0.86, 95% CI: 0.71–0.97, p = 0.007) indices, as well as faster completion of the Trails Making Test B (OR = 1.06, 95% CI: 1.00–1.12, p = 0.032) at ED presentation were associated with a statistically significant decreased odds of an individual being classified as having PPCS. There was no significant association between blood-based biomarkers and PPCS in this small sample, although glial fibrillary acidic protein (GFAP) was significantly increased in individuals with mTBI relative to healthy controls. Furthermore, relative to healthy age and sex-matched controls (n = 8), individuals with mTBI (n = 14) had higher levels of FA within the left inferior frontal occipital fasciculus (t (18.06) = −3.01, p = 0.008). Conclusion: Performance on neuropsychological measures may be useful for predicting PPCS, but further investigation is required to elucidate the utility of this and other potential predictors.
Collapse
Affiliation(s)
- Aleksandra Gozt
- Curtin Health Innovation Research Institute, Curtin University, Bentley, WA 6102, Australia; (A.G.); (A.B.); (C.P.)
- Perron Institute for Neurological and Translational Science, Nedlands, WA 6009, Australia
| | - Melissa Licari
- Telethon Kids Institute, West Perth, WA 6005, Australia;
| | - Alison Halstrom
- School of Biological Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (A.H.); (H.M.); (S.L.)
| | - Hannah Milbourn
- School of Biological Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (A.H.); (H.M.); (S.L.)
| | - Stephen Lydiard
- School of Biological Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (A.H.); (H.M.); (S.L.)
| | - Anna Black
- Curtin Health Innovation Research Institute, Curtin University, Bentley, WA 6102, Australia; (A.G.); (A.B.); (C.P.)
- Perron Institute for Neurological and Translational Science, Nedlands, WA 6009, Australia
| | - Glenn Arendts
- Emergency Medicine, The University of Western Australia, Crawley, WA 6009, Australia; (G.A.); (S.M.); (D.F.)
- Centre for Clinical Research in Emergency Medicine, Harry Perkins Institute of Medical Research, Nedlands, WA 6000, Australia;
| | - Stephen Macdonald
- Emergency Medicine, The University of Western Australia, Crawley, WA 6009, Australia; (G.A.); (S.M.); (D.F.)
- Centre for Clinical Research in Emergency Medicine, Harry Perkins Institute of Medical Research, Nedlands, WA 6000, Australia;
- Emergency Department, Royal Perth Hospital, Perth, WA 6000, Australia
| | - Swithin Song
- Radiology Department, Royal Perth Hospital, Perth, WA 6000, Australia;
| | - Ellen MacDonald
- Centre for Clinical Research in Emergency Medicine, Harry Perkins Institute of Medical Research, Nedlands, WA 6000, Australia;
- Emergency Department, Royal Perth Hospital, Perth, WA 6000, Australia
| | - Philip Vlaskovsky
- School of Medicine, The University of Western Australia, Crawley, WA 6009, Australia; (P.V.); (S.B.)
| | - Sally Burrows
- School of Medicine, The University of Western Australia, Crawley, WA 6009, Australia; (P.V.); (S.B.)
| | - Michael Bynevelt
- School of Surgery, The University of Western Australia, Crawley, WA 6009, Australia;
- Neurological Intervention and Imaging Service of Western Australia, Sir Charles Gardener Hospital, Nedlands, WA 6009, Australia
| | - Carmela Pestell
- Curtin Health Innovation Research Institute, Curtin University, Bentley, WA 6102, Australia; (A.G.); (A.B.); (C.P.)
- School of Psychological Science, The University of Western Australia, Crawley, WA 6009, Australia
| | - Daniel Fatovich
- Emergency Medicine, The University of Western Australia, Crawley, WA 6009, Australia; (G.A.); (S.M.); (D.F.)
- Centre for Clinical Research in Emergency Medicine, Harry Perkins Institute of Medical Research, Nedlands, WA 6000, Australia;
- Emergency Department, Royal Perth Hospital, Perth, WA 6000, Australia
| | - Melinda Fitzgerald
- Curtin Health Innovation Research Institute, Curtin University, Bentley, WA 6102, Australia; (A.G.); (A.B.); (C.P.)
- Perron Institute for Neurological and Translational Science, Nedlands, WA 6009, Australia
- School of Biological Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (A.H.); (H.M.); (S.L.)
- Correspondence: ; Tel.: +61-467-729-300
| |
Collapse
|
68
|
Wang P, Ma H, Zhang Y, Zeng R, Yu J, Liu R, Jin X, Zhao Y. Plasma Exosome-derived MicroRNAs as Novel Biomarkers of Traumatic Brain Injury in Rats. Int J Med Sci 2020; 17:437-448. [PMID: 32174774 PMCID: PMC7053301 DOI: 10.7150/ijms.39667] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/26/2019] [Accepted: 01/05/2020] [Indexed: 12/11/2022] Open
Abstract
Traumatic brain injury (TBI) is a widespread central nervous system (CNS) condition and a leading cause of death, disability, and long-term disability including seizures and emotional and behavioral issues. To date, applicable diagnostic biomarkers have not been elucidated. MicroRNAs (miRNAs) are enriched and stable in exosomes in plasma. Therefore, we speculated that miRNAs in plasma exosomes might serve as novel biomarkers for TBI diagnosis and are also involved in the pathogenesis of TBI. In this study, we first isolated exosomes from peripheral blood plasma in rats with TBI and then investigated the alterations in miRNA expression in exosomes by high-throughput RNA sequencing. As a result, we identified 50 significantly differentially expressed miRNAs, including 31 upregulated and 19 downregulated miRNAs. Then, gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis revealed that the most highly correlated pathways that were identified were the MAPK signaling pathway, regulation of actin cytoskeleton, Rap1 signaling pathway and Ras signaling pathway. This study provides novel perspectives on miRNAs in peripheral blood plasma exosomes, which not only could be used as biomarkers of TBI diagnosis but could also be manipulated as therapeutic targets of TBI.
Collapse
Affiliation(s)
- Pengcheng Wang
- Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan 430071, China.,Hubei Clinical Research Center for Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan 430071, China
| | - Haoli Ma
- Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan 430071, China.,Hubei Clinical Research Center for Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan 430071, China
| | - Yuxian Zhang
- Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan 430071, China.,Hubei Clinical Research Center for Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan 430071, China
| | - Rong Zeng
- Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan 430071, China.,Hubei Clinical Research Center for Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan 430071, China
| | - Jiangtao Yu
- Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan 430071, China.,Hubei Clinical Research Center for Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan 430071, China
| | - Ruining Liu
- Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan 430071, China.,Hubei Clinical Research Center for Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan 430071, China
| | - Xiaoqing Jin
- Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan 430071, China.,Hubei Clinical Research Center for Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan 430071, China
| | - Yan Zhao
- Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan 430071, China.,Hubei Clinical Research Center for Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan 430071, China
| |
Collapse
|
69
|
Pinchi E, Luigi C, Paola S, Gianpietro V, Raoul T, Mauro A, Paola F. MicroRNAs: The New Challenge for Traumatic Brain Injury Diagnosis. Curr Neuropharmacol 2020; 18:319-331. [PMID: 31729300 PMCID: PMC7327940 DOI: 10.2174/1570159x17666191113100808] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2019] [Revised: 09/30/2019] [Accepted: 11/10/2019] [Indexed: 12/13/2022] Open
Abstract
The acronym TBI refers to traumatic brain injury, an alteration of brain function, or an evidence of brain pathology, that is caused by an external force. TBI is estimated to become the third leading cause of permanent disability and mortality worldwide. TBI-related injuries can be classified in many ways, according to the degree of severity or the pathophysiology of brain injury (primary and secondary damage). Numerous cellular pathways act in secondary brain damage: excitotoxicity (mediated by excitatory neurotransmitters), free radical generation (due to mitochondrial impairment), neuroinflammatory response (due to central nervous system and immunoactivation) and apoptosis. In this scenario, microRNAs are implicated in the regulation of almost all genes at the post-transcriptional level. Several microRNAs have been demonstrated to be specifically expressed in particular cerebral areas; moreover, physiological changes in microRNA expression during normal cerebral development upon the establishment of neural networks have been characterized. More importantly, microRNAs show profound alteration in expression in response to brain pathological states, both traumatic or not. This review summarizes the most important molecular networks involved in TBI and examines the most recent and important findings on TBI-related microRNAs, both in animal and clinical studies. The importance of microRNA research holds promise to find biomarkers able to unearth primary and secondary molecular patterns altered upon TBI, to ultimately identify key points of regulation, as a valuable support in forensic pathology and potential therapeutic targets for clinical treatment.
Collapse
Affiliation(s)
- Enrica Pinchi
- Address correspondence to this author at the Department of Anatomical, Histological, Forensic and Orthopaedic Sciences, Sapienza University of Rome, Rome, Italy; E-mail:
| | | | | | | | | | | | | |
Collapse
|
70
|
Davies D, Yakoub KM, Scarpa U, Bentley C, Grey M, Hammond D, Sawlani V, Belli A, Di Pietro V. Serum miR-502: A potential biomarker in the diagnosis of concussion in a pilot study of patients with normal structural brain imaging. JOURNAL OF CONCUSSION 2019. [DOI: 10.1177/2059700219886190] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Establishing a diagnosis of concussion within the context of competitive sport is frequently difficult due to the heterogeneity of presentation. Over the years, many endogenous proteins, including the recent Food and Drug Administration approved for mild-to-moderate traumatic brain injury, glial fibrillary acid protein and ubiquitin carboxy-terminal hydrolase, have been studied as potential biomarkers for the diagnosis of mild traumatic brain injury. Recently, a new class of potential biomarkers, the microRNAs, has shown promise as indicators of traumatic brain injury. In this pilot study, we have analysed the ability of pre-validated serum microRNAs (mi-425-5p and miR-502) to diagnose concussion, in cases without structural pathology. Their performance has been assessed alongside a set of identified protein biomarkers for traumatic brain injury in cohort of 41 concussed athletes. Athletes with a confirmed concussion underwent blood sampling after 48 h from concussion along with magnetic resonance imaging. Serum mi-425-5p and miR-502 were analysed by quantitative reverse transcription polymerase chain reaction, and digital immunoassay was used to determine serum concentrations of ubiquitin carboxy-terminal hydrolase, glial fibrillary acid protein, neurofilament light and Tau. Results were matched with 15 healthy volunteers. No structural/haemorrhagic pathology was identified. Protein biomarkers demonstrated variability among groups reflecting previous performance in the literature. Neurofilament light was the only marker to positively correlate with symptoms reported and SCAT5 scores. Despite the sub optimal timing of sampling beyond the optimal window for many of the protein biomarkers measured, miR-502 was significantly downregulated at all time points within a week form concussion ictus, showing a diagnostic sensitivity in cases beyond 48 h and without structural pathology.
Collapse
Affiliation(s)
- David Davies
- Neurotrauma and Ophthalmology Research Group, Institute of Inflammation and Ageing, University of Birmingham, Edgbaston, Birmingham, UK
| | - Kamal M Yakoub
- National Institute for Health Research Surgical Reconstruction and Microbiology Research Centre, Queen Elizabeth Hospital, Edgbaston, Birmingham, UK
| | - Ugo Scarpa
- Neurotrauma and Ophthalmology Research Group, Institute of Inflammation and Ageing, University of Birmingham, Edgbaston, Birmingham, UK
| | - Connor Bentley
- National Institute for Health Research Surgical Reconstruction and Microbiology Research Centre, Queen Elizabeth Hospital, Edgbaston, Birmingham, UK
| | - Michael Grey
- School of Sport and Exercise, University of East Anglia, Norwich, UK
| | - Douglas Hammond
- National Institute for Health Research Surgical Reconstruction and Microbiology Research Centre, Queen Elizabeth Hospital, Edgbaston, Birmingham, UK
| | - Vijay Sawlani
- National Institute for Health Research Surgical Reconstruction and Microbiology Research Centre, Queen Elizabeth Hospital, Edgbaston, Birmingham, UK
| | - Antonio Belli
- Neurotrauma and Ophthalmology Research Group, Institute of Inflammation and Ageing, University of Birmingham, Edgbaston, Birmingham, UK
| | - Valentina Di Pietro
- Neurotrauma and Ophthalmology Research Group, Institute of Inflammation and Ageing, University of Birmingham, Edgbaston, Birmingham, UK
| |
Collapse
|
71
|
Cutting to the Pathophysiology Chase: Translating Cutting-Edge Neuroscience to Rehabilitation Practice in Sports-Related Concussion Management. J Orthop Sports Phys Ther 2019; 49:811-818. [PMID: 31154951 DOI: 10.2519/jospt.2019.8884] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Mild traumatic brain injury, or concussion, is a common sports injury. Concussion involves physical injury to brain tissue and vascular and axonal damage that manifests as transient and often nonspecific clinical symptoms. Concussion diagnosis is challenging, and the relationship between brain injury and clinical symptoms is unclear. The purpose of this commentary was to translate cutting-edge neuroscience to rehabilitation practice. We (1) highlight potential biomarkers that may improve our understanding of concussion and its recovery, (2) explain why researchers must address the paucity of concussion research in female athletes, and (3) present female-specific factors that should be accounted for in future studies. Integrating objective, quantitative measures of concussion pathophysiology with concussion history, genetics, and genomics will help caregivers identify concussed athletes, tailor recovery protocols, and protect athletes from potential long-term effects of cumulative head impact. J Orthop Sports Phys Ther 2019;49(11):811-818. Epub 1 Jun 2019. doi:10.2519/jospt.2019.8884.
Collapse
|
72
|
Park JS, Kim ST, Kim SY, Jo MG, Choi MJ, Kim MO. A novel kit for early diagnosis of Alzheimer's disease using a fluorescent nanoparticle imaging. Sci Rep 2019; 9:13184. [PMID: 31515517 PMCID: PMC6742761 DOI: 10.1038/s41598-019-49711-y] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2018] [Accepted: 08/16/2019] [Indexed: 12/11/2022] Open
Abstract
Alzheimer's disease (AD) is a progressive neurodegenerative disease and chronic illness with long preclinical phases and a long clinical duration. Until recently, a lack of potential therapeutic agents against AD was the primary focus of research, which resulted in less effort directed towards developing useful diagnostic approaches. In this study, we developed a WO2002/088706 kit that is composed of fluorescent nanoparticles for the early detection of AD. We provided a fluorescent nanoparticle for detecting markers and a kit for the early diagnosis of AD. The kit consists of a probe molecule comprising an oligonucleotide capable of detecting one or more AD-specific microRNAs (miRNAs) and biomarkers related to AD. Through screening, we selected miR-106b, miR-146b, miR-181a, miR-200a, miR-34a, miR-124b, miR-153, miR-155, Aβ1-42 monomer (mAβ), Aβ1-42 oligomer (oAβ), UCHL1, NLRP3, Tau, STAT3, SORL1, Clusterin, APOE3, APOE4, Nogo-A, IL-13, and Visfatin to serve as AD- and inflammation-related markers. For detection of kit-binding properties, we checked the expression levels of amyloid beta (Aβ), tau protein, and inflammatory mediators in APP/PS/ApoE knockdown (KD) mice and a control group using co-localisation analysis conducted with a confocal microscope. Using a similar approach, we checked the expression levels of miRNAs in HT22 cells. Finally, we used the plasma from AD patients to confirm that our fluorescent nanoparticles and the WO2002/088706 kit will provide a possible early diagnosis to serve as an AD detector that can be further improved for future studies on targeting AD.
Collapse
Affiliation(s)
- Jun Sung Park
- Division of Life Science and Applied Life Science (BK21 plus), College of Natural Sciences, Gyeongsang National University (GNU), Jinju, 52802, Republic of Korea
| | - Sang Tae Kim
- Department of Neurology, Seoul National University Bundang Hospital, Seongnam-si, Gyeonggi-do, 13605, Republic of Korea
| | - Sang Yun Kim
- Department of Neurology, Seoul National University Bundang Hospital, Seongnam-si, Gyeonggi-do, 13605, Republic of Korea
| | - Min Gi Jo
- Division of Life Science and Applied Life Science (BK21 plus), College of Natural Sciences, Gyeongsang National University (GNU), Jinju, 52802, Republic of Korea
| | - Myeong Jun Choi
- Research and Development Center, Phytos Inc, Anyang mega valley 609, 268, Anyang, Gyeonggi-do, Republic of Korea
| | - Myeong Ok Kim
- Division of Life Science and Applied Life Science (BK21 plus), College of Natural Sciences, Gyeongsang National University (GNU), Jinju, 52802, Republic of Korea.
| |
Collapse
|
73
|
Wang YM, Trinh MP, Zheng Y, Guo K, Jimenez LA, Zhong W. Analysis of circulating non-coding RNAs in a non-invasive and cost-effective manner. Trends Analyt Chem 2019; 117:242-262. [PMID: 32292220 PMCID: PMC7156030 DOI: 10.1016/j.trac.2019.07.001] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Non-coding RNAs (ncRNAs) participate in regulation of gene expression, and are highly relevant to pathological development. They are found to be stably present in diverse body fluids, including those in the circulatory system, which can be sampled non-invasively for clinical tests. Thus, circulating ncRNAs have great potential to be disease biomarkers. However, tremendous efforts are desired to discover and utilize ncRNAs as biomarkers in clinical diagnosis, calling for technological advancement in analysis of circulating ncRNAs in biospecimens. Hence, this review summarizes the recent developments in this area, highlighting the works devoted to cancer diagnosis and prognosis. Three main directions are focused: 1) Extraction and purification of ncRNAs from body fluids; 2) Quantification of the purified circulating ncRNAs; and 3) Microfluidic platforms for integration of both steps to enable point-of-care diagnostics. These technologies have laid a solid foundation to move forward the applications of circulating ncRNAs in disease diagnosis and cure.
Collapse
Affiliation(s)
- Yu-Min Wang
- Department of Chemistry, University of California at Riverside, Riverside, California 92521, United States
- Guangzhou Key Laboratory of Analytical Chemistry for Biomedicine, School of Chemistry and Environment, South China Normal University, Guangzhou, Guangdong 510006, P. R. China
| | - Michael Patrick Trinh
- Department of Chemistry, University of California at Riverside, Riverside, California 92521, United States
| | - Yongzan Zheng
- Department of Chemistry, University of California at Riverside, Riverside, California 92521, United States
| | - Kaizhu Guo
- Department of Chemistry, University of California at Riverside, Riverside, California 92521, United States
| | - Luis A. Jimenez
- Program in Biomedical Sciences, University of California at Riverside, Riverside, California 92521, United States
| | - Wenwan Zhong
- Department of Chemistry, University of California at Riverside, Riverside, California 92521, United States
| |
Collapse
|
74
|
Hajiaghamemar M, Seidi M, Oeur RA, Margulies SS. Toward development of clinically translatable diagnostic and prognostic metrics of traumatic brain injury using animal models: A review and a look forward. Exp Neurol 2019; 318:101-123. [PMID: 31055005 PMCID: PMC6612432 DOI: 10.1016/j.expneurol.2019.04.019] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2018] [Revised: 04/11/2019] [Accepted: 04/30/2019] [Indexed: 12/11/2022]
Abstract
Traumatic brain injury is a leading cause of cognitive and behavioral deficits in children in the US each year. There is an increasing interest in both clinical and pre-clinical studies to discover biomarkers to accurately diagnose traumatic brain injury (TBI), predict its outcomes, and monitor its progression especially in the developing brain. In humans, the heterogeneity of TBI in terms of clinical presentation, injury causation, and mechanism has contributed to the many challenges associated with finding unifying diagnosis, treatment, and management practices. In addition, findings from adult human research may have little application to pediatric TBI, as age and maturation levels affect the injury biomechanics and neurophysiological consequences of injury. Animal models of TBI are vital to address the variability and heterogeneity of TBI seen in human by isolating the causation and mechanism of injury in reproducible manner. However, a gap between the pre-clinical findings and clinical applications remains in TBI research today. To take a step toward bridging this gap, we reviewed several potential TBI tools such as biofluid biomarkers, electroencephalography (EEG), actigraphy, eye responses, and balance that have been explored in both clinical and pre-clinical studies and have shown potential diagnostic, prognostic, or monitoring utility for TBI. Each of these tools measures specific deficits following TBI, is easily accessible, non/minimally invasive, and is potentially highly translatable between animals and human outcomes because they involve effort-independent and non-verbal tasks. Especially conspicuous is the fact that these biomarkers and techniques can be tailored for infants and toddlers. However, translation of preclinical outcomes to clinical applications of these tools necessitates addressing several challenges. Among the challenges are the heterogeneity of clinical TBI, age dependency of some of the biomarkers, different brain structure, life span, and possible variation between temporal profiles of biomarkers in human and animals. Conducting parallel clinical and pre-clinical research, in addition to the integration of findings across species from several pre-clinical models to generate a spectrum of TBI mechanisms and severities is a path toward overcoming some of these challenges. This effort is possible through large scale collaborative research and data sharing across multiple centers. In addition, TBI causes dynamic deficits in multiple domains, and thus, a panel of biomarkers combining these measures to consider different deficits is more promising than a single biomarker for TBI. In this review, each of these tools are presented along with the clinical and pre-clinical findings, advantages, challenges and prospects of translating the pre-clinical knowledge into the human clinical setting.
Collapse
Affiliation(s)
- Marzieh Hajiaghamemar
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA.
| | - Morteza Seidi
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA
| | - R Anna Oeur
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA
| | - Susan S Margulies
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA
| |
Collapse
|
75
|
Yan J, Bu X, Li Z, Wu J, Wang C, Li D, Song J, Wang J. Screening the expression of several miRNAs from TaqMan Low Density Array in traumatic brain injury: miR-219a-5p regulates neuronal apoptosis by modulating CCNA2 and CACUL1. J Neurochem 2019; 150:202-217. [PMID: 31077370 DOI: 10.1111/jnc.14717] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2019] [Revised: 04/05/2019] [Accepted: 04/15/2019] [Indexed: 12/19/2022]
Abstract
Circulating microRNAs (miRNAs) have emerged as diagnostic and prognostic biomarkers for traumatic brain injury (TBI). However, a comprehensive characterization of the serum miRNA profile in patients with TBI and the roles of these potential markers in neuronal regulation have rarely been reported. In this study, the levels of 754 serum miRNAs were initially determined in two pooled samples of 15 severe traumatic brain injury (sTBI) patients and 15 healthy controls using a TaqMan Low Density Array. The markedly upregulated miRNAs in sTBI patients were subsequently validated individually by quantitative reverse-transcription PCR (RT-qPCR) in another larger cohort consisting of 81 sTBI patients, 81 mild traumatic brain injury (mTBI) patients and 82 age/sex-matched healthy controls. Seven miRNAs, including miR-103a-3p, miR-219a-5p, miR-302d-3p, miR-422a, miR-518f-3p, miR-520d-3p and miR-627, were significantly upregulated in both sTBI and mTBI patients compared with their expression in controls. Among these miRNAs, miR-219a-5p not only discriminated sTBI and mTBI patients from controls but also discriminated between sTBI and mTBI patients. We further show here that in the neuronal cell injury model, upregulated miR-219a-5p inhibits the expression of CCNA2 and CACUL1 and further regulates akt/Foxo3a and p53/Bcl-2 signaling pathways, causing a notable change in the expression of cleaved caspase-3, thereby inducing neuronal apoptosis. These results indicate that these seven selected miRNAs could serve as novel biomarkers for TBI. In particular, miR-219a-5p is a potentially valuable indicator of the diagnosis, prognosis of TBI and appears to regulate neuronal apoptosis and death.
Collapse
Affiliation(s)
- Jing Yan
- Department of Clinical Laboratory, Jinling Hospital, Medical School of Nanjing University, Nanjing, China.,Jinling Clinical Medical College of Nanjing Medical University, Nanjing, China
| | - Xiaomin Bu
- Department of Clinical Laboratory, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
| | - Zhuoling Li
- Department of Clinical Laboratory, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
| | - Jia Wu
- Department of Clinical Laboratory, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
| | - Cheng Wang
- Department of Clinical Laboratory, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
| | - Dandan Li
- Department of Clinical Laboratory, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
| | - Jiaxi Song
- Department of Clinical Laboratory, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
| | - Junjun Wang
- Department of Clinical Laboratory, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
| |
Collapse
|
76
|
Prieto-Fernández E, Aransay AM, Royo F, González E, Lozano JJ, Santos-Zorrozua B, Macias-Camara N, González M, Garay RP, Benito J, Garcia-Orad A, Falcón-Pérez JM. A Comprehensive Study of Vesicular and Non-Vesicular miRNAs from a Volume of Cerebrospinal Fluid Compatible with Clinical Practice. Am J Cancer Res 2019; 9:4567-4579. [PMID: 31367240 PMCID: PMC6643433 DOI: 10.7150/thno.31502] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2018] [Accepted: 03/20/2019] [Indexed: 12/16/2022] Open
Abstract
Cerebrospinal fluid (CSF) microRNAs (miRNAs) have emerged as potential biomarkers for minimally invasive diagnosis of central nervous system malignancies. However, despite significant advances in recent years, this field still suffers from poor data reproducibility. This is especially true in cases of infants, considered a new subject group. Implementing efficient methods to study miRNAs from clinically realistic CSF volumes is necessary for the identification of new biomarkers. Methods: We compared six protocols for characterizing miRNAs, using 200-µL CSF from infants (aged 0-7). Four of the methods employed extracellular vesicle (EV) enrichment step and the other two obtained the miRNAs directly from cleared CSF. The efficiency of each method was assessed using real-time PCR and small RNA sequencing. We also determined the distribution of miRNAs among different CSF shuttles, using size-exclusion chromatography. Results: We identified 281 CSF miRNAs from infants. We demonstrated that the miRNAs could be efficiently detected using only 200 µL of biofluid in case of at least two of the six methods. In the exosomal fraction, we found 12 miRNAs that might be involved in neurodevelopment. Conclusion: The Norgen and Invitrogen protocols appear suitable for the analysis of a large number of miRNAs using small CSF samples.
Collapse
|
77
|
Tigchelaar S, Gupta R, Shannon CP, Streijger F, Sinha S, Flibotte S, Rizzuto MA, Street J, Paquette S, Ailon T, Charest-Morin R, Dea N, Fisher C, Dvorak MF, Dhall S, Mac-Thiong JM, Parent S, Bailey C, Christie S, Van Keuren-Jensen K, Nislow C, Kwon BK. MicroRNA Biomarkers in Cerebrospinal Fluid and Serum Reflect Injury Severity in Human Acute Traumatic Spinal Cord Injury. J Neurotrauma 2019; 36:2358-2371. [PMID: 30827169 DOI: 10.1089/neu.2018.6256] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Spinal cord injury (SCI) is a devastating condition with variability in injury mechanisms and neurologic recovery. Spinal cord impairment after SCI is measured and classified by a widely accepted standard neurological examination. In the very acute stages post-injury, however, this examination is extremely challenging (and often impossible) to conduct and has modest prognostic value in terms of neurological recovery. The lack of objective tools to classify injury severity and predict outcome is a barrier for clinical trials and thwarts development of therapies for those with SCI. Biological markers (biomarkers) represent a promising, complementary approach to these challenges because they represent an unbiased approach to classify injury severity and predict neurological outcome. Identification of a suitable panel of molecular biomarkers would comprise a fundamental shift in how patients with acute SCI are evaluated, stratified, and treated in clinical trials. MicroRNA are attractive biomarker candidates in neurological disorders for several reasons, including their stability in biological fluids, their conservation between humans and model mammals, and their tissue specificity. In this study, we used next-generation sequencing to identify microRNA associated with injury severity within the cerebrospinal fluid (CSF) and serum of human patients with acute SCI. The CSF and serum samples were obtained 1-5 days post-injury from 39 patients with acute SCI (24 American Spinal Injury Association Impairment Scale [AIS] A, 8 AIS B, 7 AIS C) and from five non-SCI controls. We identified a severity-dependent pattern of change in microRNA expression in CSF and identified a set of microRNA that are diagnostic of baseline AIS classification and prognostic of neurological outcome six months post-injury. The data presented here provide a comprehensive description of the CSF and serum microRNA expression changes that occur after acute human SCI. This data set reveals microRNA candidates that warrant further evaluation as biomarkers of injury severity after SCI and as key regulators in other neurological disorders.
Collapse
Affiliation(s)
- Seth Tigchelaar
- 1International Collaboration on Repair Discoveries (ICORD), University of British Columbia, Vancouver, British Columbia, Canada
| | - Rishab Gupta
- 1International Collaboration on Repair Discoveries (ICORD), University of British Columbia, Vancouver, British Columbia, Canada
| | - Casey P Shannon
- 2Prevention of Organ Failure (PROOF) Centre of Excellence, Vancouver, British Columbia, Canada
| | - Femke Streijger
- 1International Collaboration on Repair Discoveries (ICORD), University of British Columbia, Vancouver, British Columbia, Canada
| | - Sunita Sinha
- 3Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia, Canada
| | - Stephane Flibotte
- 3Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia, Canada
| | - Michael A Rizzuto
- 1International Collaboration on Repair Discoveries (ICORD), University of British Columbia, Vancouver, British Columbia, Canada
| | - John Street
- 4Department of Orthopedics, Division of Spine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Scott Paquette
- 5Division of Neurosurgery, University of British Columbia, Vancouver, British Columbia, Canada
| | - Tamir Ailon
- 5Division of Neurosurgery, University of British Columbia, Vancouver, British Columbia, Canada
| | - Raphaele Charest-Morin
- 4Department of Orthopedics, Division of Spine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Nicolas Dea
- 5Division of Neurosurgery, University of British Columbia, Vancouver, British Columbia, Canada
| | - Charles Fisher
- 4Department of Orthopedics, Division of Spine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Marcel F Dvorak
- 1International Collaboration on Repair Discoveries (ICORD), University of British Columbia, Vancouver, British Columbia, Canada.,4Department of Orthopedics, Division of Spine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Sanjay Dhall
- 6Department of Neurosurgery, University of California San Francisco, San Francisco, California
| | | | - Stefan Parent
- 8Department of Surgery, Chu Sainte-Justine, University of Montreal, Montreal, Quebec, Canada
| | - Christopher Bailey
- 9Division of Orthopaedic Surgery, Schulich Medicine & Dentistry, Victoria Hospital, London, Ontario, Canada
| | - Sean Christie
- 10Division of Neurosurgery, Halifax Infirmary, Dalhousie University, Halifax, Nova Scotia, Canada
| | | | - Corey Nislow
- 3Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia, Canada
| | - Brian K Kwon
- 1International Collaboration on Repair Discoveries (ICORD), University of British Columbia, Vancouver, British Columbia, Canada.,4Department of Orthopedics, Division of Spine, University of British Columbia, Vancouver, British Columbia, Canada
| |
Collapse
|
78
|
Kopkova A, Sana J, Fadrus P, Slaby O. Cerebrospinal fluid microRNAs as diagnostic biomarkers in brain tumors. Clin Chem Lab Med 2019; 56:869-879. [PMID: 29451858 DOI: 10.1515/cclm-2017-0958] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2017] [Accepted: 12/28/2017] [Indexed: 12/25/2022]
Abstract
Cerebrospinal fluid (CSF) is a body fluid that has many important functions and is in direct contact with the extracellular environment of the central nervous system (CNS). CSF serves as both the communication channel allowing the distribution of various substances among the CNS cells and the storage facility for the waste products these cells release. For these reasons, CSF is a potential source of diagnostic biomarkers of many CNS diseases, including brain tumors. Recent studies have revealed that CSF also contains circulating microRNAs (miRNAs), short non-coding RNAs that have been described as biomarkers in many cancers. However, CSF miRNAs are difficult to detect, which is why researchers face major challenges, including technological difficulties in its detection and its lack of standardization. Therefore, this review aims (i) to highlight the potential of CSF miRNAs as diagnostic, prognostic and predictive biomarkers in brain tumors, and (ii) to summarize technological approaches for detection of CSF miRNAs.
Collapse
Affiliation(s)
- Alena Kopkova
- Central European Institute of Technology (CEITEC), Masaryk University, Brno, Czech Republic
| | - Jiri Sana
- Central European Institute of Technology (CEITEC), Masaryk University, Brno, Czech Republic.,Department of Comprehensive Cancer Care, Masaryk Memorial Cancer Institute, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Pavel Fadrus
- Department of Neurosurgery, University Hospital Brno, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Ondrej Slaby
- Central European Institute of Technology (CEITEC), Masaryk University, Brno, Czech Republic.,Department of Comprehensive Cancer Care, Masaryk Memorial Cancer Institute, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| |
Collapse
|
79
|
Roitbak T. MicroRNAs and Regeneration in Animal Models of CNS Disorders. Neurochem Res 2019; 45:188-203. [PMID: 30877519 DOI: 10.1007/s11064-019-02777-6] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2018] [Revised: 03/10/2019] [Accepted: 03/11/2019] [Indexed: 12/20/2022]
Abstract
microRNAs (miRNAs) are recently identified small RNA molecules that regulate gene expression and significantly influence the essential cellular processes associated with CNS repair after trauma and neuropathological conditions including stroke and neurodegenerative disorders. A number of specific miRNAs are implicated in regulating the development and propagation of CNS injury, as well as its subsequent regeneration. The review focuses on the functions of the miRNAs and their role in brain recovery following CNS damage. The article introduces a brief description of miRNA biogenesis and mechanisms of miRNA-induced gene suppression, followed by an overview of miRNAs involved in the processes associated with CNS repair, including neuroprotection, neuronal plasticity and axonal regeneration, vascular reorganization, neuroinflammation, and endogenous stem cell activation. Specific emphasis is placed on the role of multifunctional miRNA miR-155, as it appears to be involved in multiple neurorestorative processes during different CNS pathologies. In association with our own studies on miR-155, I introduce a new and unexplored approach to cerebral regeneration: regulation of brain tissue repair through a direct modulation of specific miRNA activity. The review concludes with discussion on the challenges and the future potential of miRNA-based therapeutic approaches to CNS repair.
Collapse
Affiliation(s)
- Tamara Roitbak
- Department of Neurosurgery, University of New Mexico Health Sciences Center, 1101 Yale Blvd, Albuquerque, NM, 87106-3834, USA.
| |
Collapse
|
80
|
Abstract
Sports-related traumatic brain injuries (TBIs) range in severity from severe to subconcussive. Although technologies exist for clinical diagnosis of more severe injuries, methods for diagnosis of milder forms of brain injury are limited. Developing objective measures to indicate pathogenic processes after a suspected mild TBI is challenging for multiple reasons. The field of biomarker discovery for diagnosing TBI continues to expand, with newly identified candidate biomarkers being reported regularly. Brain-specific biomarkers include proteins derived from neurons and glia, and are often measured to assess neural injury and repair, and to predict outcomes. Ideally, changes in biomarker levels should indicate pathologic events and answer critical questions for accurate diagnosis and prognosis. For example, does the presence or a change in the biomarker level suggest greater vulnerability for sustaining a second concussion or show that the window of increased vulnerability has passed? Likewise, do changes in biomarker levels predict postconcussion syndrome or recovery/repair? Although there are numerous promising candidates for fluid biomarkers that may diagnose mild TBI or concussion, none has reached the clinic to date. In this chapter, we will define biomarkers, discuss the importance of understanding their normal and pathologic functions, and outline some considerations for interpreting detection assay results in TBI. We will then review five proposed blood and cerebrospinal fluid biomarkers (tau, neurofilament, ubiquitin carboxyl-terminal hydrolase L1, S100β, and glial fibrillary acidic protein) used currently to address TBI. Lastly, we will discuss a future trajectory for developing new, clinically useful fluid biomarkers.
Collapse
|
81
|
Atif H, Hicks SD. A Review of MicroRNA Biomarkers in Traumatic Brain Injury. J Exp Neurosci 2019; 13:1179069519832286. [PMID: 30886525 PMCID: PMC6410383 DOI: 10.1177/1179069519832286] [Citation(s) in RCA: 79] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Accepted: 01/29/2019] [Indexed: 12/13/2022] Open
Abstract
There is growing public concern surrounding traumatic brain injury (TBI). TBI can cause significant morbidity, and the long-term sequelae are poorly understood. TBI diagnosis and management rely on patient-reported symptoms and subjective clinical assessment. There are no biologic tools to detect mild TBI or to track brain recovery. Emerging evidence suggests that microRNAs (miRNAs) may provide information about the injured brain. These tiny epigenetic molecules are expressed throughout the body. However, they are particularly important in neurons, can cross the blood-brain barrier, and are securely transported from cell to cell, where they regulate gene expression. miRNA levels may identify patients with TBI and predict symptom duration. This review synthesizes miRNA findings from 14 human studies. We distill more than 291 miRNAs to 17 biomarker candidates that overlap across multiple studies and multiple biofluids. The goal of this review is to establish a collective understanding of miRNA biology in TBI and identify clinical priorities for future investigations of this promising biomarker.
Collapse
Affiliation(s)
| | - Steven D Hicks
- Department of Pediatrics, Penn State College of Medicine, Hershey, PA, USA
| |
Collapse
|
82
|
LaRocca D, Barns S, Hicks SD, Brindle A, Williams J, Uhlig R, Johnson P, Neville C, Middleton FA. Comparison of serum and saliva miRNAs for identification and characterization of mTBI in adult mixed martial arts fighters. PLoS One 2019; 14:e0207785. [PMID: 30601825 PMCID: PMC6314626 DOI: 10.1371/journal.pone.0207785] [Citation(s) in RCA: 43] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2018] [Accepted: 11/06/2018] [Indexed: 12/12/2022] Open
Abstract
Traumatic brain injury (TBI) is a major cause of death and disability worldwide, with mild TBI (mTBI) accounting for 85% of cases. mTBI is also implicated in serious long-term sequelae including second impact syndrome and chronic traumatic encephalopathy. mTBI often goes undiagnosed due to delayed symptom onset and limited sensitivity of conventional assessment measures compared with severe TBI. Current efforts seek to identify accurate and reliable non-invasive biomarkers associated with functional measures relevant to long-term outcomes. Here we evaluated the utility of serum and salivary microRNAs (miRNAs) to serve as sensitive and specific peripheral biomarkers of possible mTBI. Our primary objectives were to establish the relationship between peripheral measures of miRNA, objective quantification of head impacts, and sensitive indices of balance and cognitive function in healthy young adult athletes. A secondary objective was to compare the sensitivity of miRNA versus commonly used blood-based protein biomarkers. 50 amateur mixed martial arts (MMA) fighters participated. 216 saliva and serum samples were collected at multiple time points, both pre- and post-fight. Levels of 10 serum proteins were compared in a subset of the fighters (n = 24). Levels of miRNAs were obtained by next generation sequencing. Functional outcomes were evaluated using a computerized assessment system that measured cognitive performance, body sway, and combined cognitive performance and body sway during dual task completion. Data were analyzed using multivariate logistic regression for predictive classification, analysis of variance, correlation analysis and principal component analysis. We identified a subset of salivary and serum miRNAs that showed robust utility at predicting TBI likelihood and demonstrated quantitative associations with head impacts as well as cognitive and balance measures. In contrast, serum proteins demonstrated far less utility. We also found that the timing of the responses varies in saliva and serum, which is a critical observation for biomarker studies to consider.
Collapse
Affiliation(s)
- Daria LaRocca
- Department of Neuroscience & Physiology, SUNY Upstate Medical University, Syracuse, NY United States of America
| | - Sarah Barns
- Department of Neuroscience & Physiology, SUNY Upstate Medical University, Syracuse, NY United States of America
- Quadrant Biosciences, Inc., 405 Irving Avenue, Syracuse, NY, United States of America
| | - Steven D. Hicks
- Department of Pediatrics, Penn State College of Medicine, Hershey, PA, United States of America
| | - Andrew Brindle
- Quadrant Biosciences, Inc., 405 Irving Avenue, Syracuse, NY, United States of America
| | - Jeremy Williams
- Quadrant Biosciences, Inc., 405 Irving Avenue, Syracuse, NY, United States of America
| | - Richard Uhlig
- Quadrant Biosciences, Inc., 405 Irving Avenue, Syracuse, NY, United States of America
| | - Paul Johnson
- College of Health Professions—Clinical Laboratory Science, SUNY Upstate Medical University, Syracuse, NY, United States of America
| | - Christopher Neville
- Department of Physical Therapy Education, SUNY Upstate Medical University, Syracuse, NY, United States of America
| | - Frank A. Middleton
- Department of Neuroscience & Physiology, SUNY Upstate Medical University, Syracuse, NY United States of America
- Department of Psychiatry & Behavioral Sciences, SUNY Upstate Medical University, Syracuse, NY, United States of America
- Department of Biochemistry & Molecular Biology, SUNY Upstate Medical University, Syracuse, NY, United States of America
- Department of Pediatrics, SUNY Upstate Medical University, Syracuse, NY, United States of America
- * E-mail:
| |
Collapse
|
83
|
Li X, Han L, Guo Y, Chang Y, Yan J, Wang Y, Li N, Ding Y, Cai J. Rapid detection and cellular fluorescence imaging of the TBI biomarker Let-7i using a DNA–AgNC nanoprobe. NEW J CHEM 2019. [DOI: 10.1039/c9nj00489k] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Rapid fluorescence detection of Let-7i for TBI diagnosis and intracellular imaging have been studied using the multifunctional DNA–AgNCs.
Collapse
Affiliation(s)
- Xingmei Li
- Department of Forensic Science
- School of Basic Medical Sciences
- Central South University
- Changsha 410013
- China
| | - Leiming Han
- Department of Forensic Science
- School of Basic Medical Sciences
- Central South University
- Changsha 410013
- China
| | - Yadong Guo
- Department of Forensic Science
- School of Basic Medical Sciences
- Central South University
- Changsha 410013
- China
| | - Yunfeng Chang
- Department of Forensic Science
- School of Basic Medical Sciences
- Central South University
- Changsha 410013
- China
| | - Jie Yan
- Department of Forensic Science
- School of Basic Medical Sciences
- Central South University
- Changsha 410013
- China
| | - Yong Wang
- Department of Forensic Science
- School of Basic Medical Sciences
- Central South University
- Changsha 410013
- China
| | - Na Li
- Department of Radiology
- The Third Xiangya Hospital
- Central South University
- Changsha 410013
- China
| | - Yanjun Ding
- Department of Forensic Science
- School of Basic Medical Sciences
- Central South University
- Changsha 410013
- China
| | - Jifeng Cai
- Department of Forensic Science
- School of Basic Medical Sciences
- Central South University
- Changsha 410013
- China
| |
Collapse
|
84
|
Abstract
Traumatic brain injury (TBI) is the cause for long-term disability in more than 3 million patients in the US alone, with chronic pain being the most frequently reported complain. To date, predisposing mechanisms for chronic pain in TBI patients are largely unknown. Psychological disorders, including post-traumatic stress disorder, depression and anxiety following TBI are commonly reported comorbidities to post-traumatic pain. Long term consequences can be debilitating and affect quality of life even when the injury is mild. In this review, we present the most commonly reported chronic pain conditions across the spectrum of severity of TBI, mainly focusing on mild TBI. We discuss chronic post- traumatic headaches, widespread pain as well as post-traumatic central pain. We discuss pain in the context of injury severity and military versus civilian populations. We are only starting to understand the biological mechanisms behind post-traumatic pain and associated psychological distress following TBI, with genetic, biochemical and imaging studies pointing to the dopaminergic, neurotrophic factors and the role of Apolipoprotein. Physiological and neurological mechanisms are proposed to partially explain this interaction between post-traumatic pain and psychological distress. Nevertheless, the evidence for the role of structural brain damage remains incomplete and to a large extent debatable, as it is still difficult to establish clear causality between brain trauma and chronic pain. Finally, general aspects of management of chronic pain post-TBI are addressed.
Collapse
|
85
|
Ko J, Hemphill M, Yang Z, Sewell E, Na YJ, Sandsmark DK, Haber M, Fisher SA, Torre EA, Svane KC, Omelchenko A, Firestein BL, Diaz-Arrastia R, Kim J, Meaney DF, Issadore D. Diagnosis of traumatic brain injury using miRNA signatures in nanomagnetically isolated brain-derived extracellular vesicles. LAB ON A CHIP 2018; 18:3617-3630. [PMID: 30357245 PMCID: PMC6334845 DOI: 10.1039/c8lc00672e] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
The accurate diagnosis and clinical management of traumatic brain injury (TBI) is currently limited by the lack of accessible molecular biomarkers that reflect the pathophysiology of this heterogeneous disease. To address this challenge, we developed a microchip diagnostic that can characterize TBI more comprehensively using the RNA found in brain-derived extracellular vesicles (EVs). Our approach measures a panel of EV miRNAs, processed with machine learning algorithms to capture the state of the injured and recovering brain. Our diagnostic combines surface marker-specific nanomagnetic isolation of brain-derived EVs, biomarker discovery using RNA sequencing, and machine learning processing of the EV miRNA cargo to minimally invasively measure the state of TBI. We achieved an accuracy of 99% identifying the signature of injured vs. sham control mice using an independent blinded test set (N = 77), where the injured group consists of heterogeneous populations (injury intensity, elapsed time since injury) to model the variability present in clinical samples. Moreover, we successfully predicted the intensity of the injury, the elapsed time since injury, and the presence of a prior injury using independent blinded test sets (N = 82). We demonstrated the translatability in a blinded test set by identifying TBI patients from healthy controls (AUC = 0.9, N = 60). This approach, which can detect signatures of injury that persist across a variety of injury types and individual responses to injury, more accurately reflects the heterogeneity of human TBI injury and recovery than conventional diagnostics, opening new opportunities to improve treatment of traumatic brain injuries.
Collapse
Affiliation(s)
- J Ko
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA 19104, USA.
| | - M Hemphill
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA 19104, USA.
| | - Z Yang
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA 19104, USA.
| | - E Sewell
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA 19104, USA.
| | - Y J Na
- Department of Medicine, Division of Nephrology, College of Physicians and Surgeons, Columbia University, New York, NY 10032, USA
| | - D K Sandsmark
- Department of Neurology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - M Haber
- Department of Neurology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - S A Fisher
- Department of Biology, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - E A Torre
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA 19104, USA.
| | - K C Svane
- Department of Cell Biology and Neuroscience, Rutgers, the State University of New Jersey, NJ 08854, USA
| | - A Omelchenko
- Department of Cell Biology and Neuroscience, Rutgers, the State University of New Jersey, NJ 08854, USA
| | - B L Firestein
- Department of Cell Biology and Neuroscience, Rutgers, the State University of New Jersey, NJ 08854, USA
| | - R Diaz-Arrastia
- Department of Neurology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - J Kim
- Department of Biology, University of Pennsylvania, Philadelphia, PA 19104, USA and Department of Computer and Information Science, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - D F Meaney
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA 19104, USA. and Department of Neurosurgery, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - D Issadore
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA 19104, USA. and Department of Electrical and Systems Engineering, University of Pennsylvania, Philadelphia, PA 19104, USA
| |
Collapse
|
86
|
Papa L, Slobounov SM, Breiter HC, Walter A, Bream T, Seidenberg P, Bailes JE, Bravo S, Johnson B, Kaufman D, Molfese DL, Talavage TM, Zhu DC, Knollmann-Ritschel B, Bhomia M. Elevations in MicroRNA Biomarkers in Serum Are Associated with Measures of Concussion, Neurocognitive Function, and Subconcussive Trauma over a Single National Collegiate Athletic Association Division I Season in Collegiate Football Players. J Neurotrauma 2018; 36:1343-1351. [PMID: 30343622 DOI: 10.1089/neu.2018.6072] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023] Open
Abstract
This prospective controlled observational cohort study assessed the performance of a novel panel of serum microRNA (miRNA) biomarkers on indicators of concussion, subconcussive impacts, and neurocognitive function in collegiate football players over the playing season. Male collegiate student football athletes participating in a Division I Football Bowl Subdivision of the National Collegiate Athletic Association (NCAA) were enrolled. There were a total of 53 participants included in the study, 30 non-athlete control subjects and 23 male collegiate student football athletes. Neurocognitive assessments and blood samples were taken within the week before the athletic season began and within the week after the last game of the season and measured for a panel of pre-selected miRNA biomarkers. All the athletes had elevated levels of circulating miRNAs at the beginning of the season compared with control subjects (p < 0.001). Athletes with the lowest standard assessment of concussion (SAC) scores at the beginning of the season had the highest levels of miRNAs. The area under the curve (AUC) for predicting pre-season SAC scores were miR-195 (0.90), miR-20a (0.89), miR-151-5p (0.86), miR-505* (0.85), miR-9-3p (0.77), and miR-362-3p (0.76). In athletes with declining neurocognitive function over the season, concentrations of miRNAs increased over same period. There were significant negative correlations with miR-505* (p = 0.011), miR-30d (p = 0.007), miR-92 (p = 0.033), and (p = 0.008). The miRNAs correlating with balance problems were miR-505* (p = 0.007), miR-30d (p = 0.028), and miR-151-5p (p = 0.023). Those correlating with poor reaction times were miR-20a (0.043), miR-505* (p = 0.049), miR-30d (p = 0.031), miR-92 (p = 0.015), and miR-151-5p (p = 0.044). Select miRNAs were associated with baseline concussion assessments at the beginning of the season and with neurocognitive changes from pre to post-season in collegiate football players. Should these findings be replicated in a larger cohort of athletes, these markers could potentially serve as measures of neurocognitive status in athletes at risk for concussion and subconcussive injuries.
Collapse
Affiliation(s)
- Linda Papa
- 1 Department of Emergency Medicine, Orlando Regional Medical Center, Orlando, Florida.,2 Department of Neurology and Neurosurgery, McGill University, Montreal, Quebec, Canada
| | - Semyon M Slobounov
- 3 Department of Kinesiology, Pennsylvania State University, University Park, Pennsylvania
| | - Hans C Breiter
- 4 Department of Psychiatry and Behavioral Sciences, Warren Wright Adolescent Center, Northwestern University, Chicago, Illinois
| | - Alexa Walter
- 3 Department of Kinesiology, Pennsylvania State University, University Park, Pennsylvania
| | - Tim Bream
- 5 Athletic Department, Pennsylvania State University, University Park, Pennsylvania
| | - Peter Seidenberg
- 6 Department of Orthopaedics and Rehabilitation, Penn State College of Medicine, University Park, Pennsylvania.,7 Department of Family and Community Medicine, Penn State College of Medicine, University Park, Pennsylvania
| | - Julian E Bailes
- 8 Department of Neurosurgery, Northshore University Health System, University of Chicago Pritzker School of Medicine, Chicago, Illinois
| | | | - Brian Johnson
- 3 Department of Kinesiology, Pennsylvania State University, University Park, Pennsylvania
| | - David Kaufman
- 10 Department of Neurology and Ophthalmology, Michigan State University, East Lansing, Michigan
| | - Dennis L Molfese
- 11 Department of Psychology, University of Nebraska-Lincoln, Lincoln, Nebraska
| | - Thomas M Talavage
- 12 School of Electrical and Computer Engineering, Purdue University, West Lafayette, Indiana
| | - David C Zhu
- 13 Department of Radiology and Psychology, Michigan State University, East Lansing, Michigan
| | | | - Manish Bhomia
- 14 Department of Pathology, Uniformed Services University of the Health Sciences, Bethesda, Maryland
| |
Collapse
|
87
|
Regner A, Meirelles LDS, Ikuta N, Cecchini A, Simon D. Prognostic utility of circulating nucleic acids in acute brain injuries. Expert Rev Mol Diagn 2018; 18:925-938. [PMID: 30307786 DOI: 10.1080/14737159.2018.1535904] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
INTRODUCTION Acute brain injuries represent major causes of morbidity and mortality worldwide. Nevertheless, therapeutic options are centered mainly on supportive care, and accurate prognosis prediction following traumatic brain injury (TBI) or stroke remains a challenge in clinical settings. Areas covered: Circulating DNA and RNA have shown potential as predictive molecules in acute brain injuries. In particular, plasma cell-free DNA (cfDNA) levels have been correlated to severity, mortality, and outcome after TBI and stroke. The real-time quantitative polymerase chain reaction (qPCR) is the most widely used technique for determination of cfDNA in brain injuries; however, to consider the use of cfDNA in emergency settings, a quicker and easier methodology for detection should be established. A recent study proposed detection of cfDNA applying a rapid fluorescent test that showed compatible results with qPCR. Expert commentary: As a promising perspective, detection of cfDNA levels using simple, rapid, and cheap methodology has potential to translate to clinic as a point-of-care marker, supporting the clinical decision-making in emergency care settings. Conversely, miRNA profiles may be used as signatures to determine the type and severity of injuries. Additionally, in the future, some miRNAs may constitute innovative neurorestorative therapies without the common hurdles associated with cell therapy.
Collapse
Affiliation(s)
- Andrea Regner
- a School of Medicine , Lutheran University of Brazil , Canoas , RS , Brazil.,b Graduate Program in Cellular and Molecular Biology Applied to Health (PPGBioSaúde) , Lutheran University of Brazil , Canoas , RS , Brazil
| | - Lindolfo da Silva Meirelles
- a School of Medicine , Lutheran University of Brazil , Canoas , RS , Brazil.,b Graduate Program in Cellular and Molecular Biology Applied to Health (PPGBioSaúde) , Lutheran University of Brazil , Canoas , RS , Brazil
| | - Nilo Ikuta
- b Graduate Program in Cellular and Molecular Biology Applied to Health (PPGBioSaúde) , Lutheran University of Brazil , Canoas , RS , Brazil
| | - Andre Cecchini
- a School of Medicine , Lutheran University of Brazil , Canoas , RS , Brazil.,b Graduate Program in Cellular and Molecular Biology Applied to Health (PPGBioSaúde) , Lutheran University of Brazil , Canoas , RS , Brazil.,c Neurosurgery Service , Cristo Redentor Hospital , Porto Alegre , Brazil
| | - Daniel Simon
- a School of Medicine , Lutheran University of Brazil , Canoas , RS , Brazil.,b Graduate Program in Cellular and Molecular Biology Applied to Health (PPGBioSaúde) , Lutheran University of Brazil , Canoas , RS , Brazil
| |
Collapse
|
88
|
Qin X, Li L, Lv Q, Shu Q, Zhang Y, Wang Y. Expression profile of plasma microRNAs and their roles in diagnosis of mild to severe traumatic brain injury. PLoS One 2018; 13:e0204051. [PMID: 30226895 PMCID: PMC6143266 DOI: 10.1371/journal.pone.0204051] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2018] [Accepted: 08/31/2018] [Indexed: 02/07/2023] Open
Abstract
Traumatic brain injury (TBI) is associated with trauma-related death. In this study, we evaluated differences in the expression of plasma microRNAs (miRNAs) in patients with different degrees of TBI, and explored the potential of miRNAs for use as diagnostic TBI biomarkers. The miRNA microarray results showed upregulation of 65, 33, and 16 miRNAs and downregulation of 29, 27, and 6 miRNAs in patients with mild, moderate, and severe TBI, respectively, compared with healthy controls. Thirteen miRNAs (seven upregulated and six downregulated) were found to be present in all TBI groups. Seven upregulated miRNAs were selected for validation in an enlarged cohort of samples and showed good diagnostic accuracy. The expression levels of miR-3195 and miR-328-5p were higher in the severe TBI group than in the mild and moderate TBI groups. In summary, our study demonstrates different expression profiles in plasma miRNAs among patients with mild to severe TBI. A subset of seven miRNAs can be used for diagnosis of TBI. Moreover, miR-3195 and miR-328-5p may be utilized during diagnosis to distinguish mild and moderate TBI from severe TBI.
Collapse
Affiliation(s)
- Xiaojing Qin
- Department of Histology and Embryology, Chongqing Medical University, Chongqing, China
- Department of Pathology, Affiliated Hospital of Logistic University of PAP, Tianjin, China
| | - Lingzhi Li
- Tianjin Key Laboratory for Prevention and Control of Occupational and Environmental Hazard, Tianjin, China
| | - Qi Lv
- Institute of Disaster Medicine, Tianjin University, Tianjin, China
| | | | - Yongliang Zhang
- Tianjin Key Laboratory for Prevention and Control of Occupational and Environmental Hazard, Tianjin, China
- * E-mail: (YW); (YZ)
| | - Yaping Wang
- Department of Histology and Embryology, Chongqing Medical University, Chongqing, China
- * E-mail: (YW); (YZ)
| |
Collapse
|
89
|
Toffolo K, Osei J, Kelly W, Poulsen A, Donahue K, Wang J, Hunter M, Bard J, Wang J, Poulsen D. Circulating microRNAs as biomarkers in traumatic brain injury. Neuropharmacology 2018; 145:199-208. [PMID: 30195586 DOI: 10.1016/j.neuropharm.2018.08.028] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2018] [Revised: 08/13/2018] [Accepted: 08/23/2018] [Indexed: 12/22/2022]
Abstract
Preclinical and clinical studies can be greatly improved through the inclusion of diagnostic, prognostic, predictive or pharmacodynamics biomarkers. Circulating microRNAs (miRNAs) represent highly stable targets that respond to physiological and pathological changes. MicroRNA biomarkers can be detected by highly sensitive and absolutely quantitative methods currently available in most clinical laboratories. Here we review preclinical and clinical studies that have examined circulating miRNAs as potential diagnostic and prognostic biomarkers. We also present data that suggests pharmacodynamics biomarkers can be identified that are associated with neuroprotection in general. Although circulating miRNA can serve as useful tools, it is clear their expression profiles are highly sensitive to changing conditions and are influenced by a broad range of parameters including age, sex, body mass index, injury severity, time of collection, as well as methods of processing, purification and detection. Thus, considerable effort will be required to standardize methods and experimental design conditions before circulating miRNAs can prove useful in a heterologous injury like TBI. This article is part of the Special Issue entitled "Novel Treatments for Traumatic Brain Injury".
Collapse
Affiliation(s)
- Kathryn Toffolo
- Neurosurgery Department, Jacobs School of Medicine and Biomedical Sciences, Clinical and Translational Research Center, University at Buffalo, Buffalo, NY, 14203, USA
| | - Jennifer Osei
- Neurosurgery Department, Jacobs School of Medicine and Biomedical Sciences, Clinical and Translational Research Center, University at Buffalo, Buffalo, NY, 14203, USA
| | - William Kelly
- Neurosurgery Department, Jacobs School of Medicine and Biomedical Sciences, Clinical and Translational Research Center, University at Buffalo, Buffalo, NY, 14203, USA
| | - Austin Poulsen
- Neurosurgery Department, Jacobs School of Medicine and Biomedical Sciences, Clinical and Translational Research Center, University at Buffalo, Buffalo, NY, 14203, USA
| | - Kaitlynn Donahue
- Neurosurgery Department, Jacobs School of Medicine and Biomedical Sciences, Clinical and Translational Research Center, University at Buffalo, Buffalo, NY, 14203, USA
| | - Jiefei Wang
- Department of Biostatistics, University at Buffalo, Buffalo, NY, USA
| | - Madison Hunter
- Neurosurgery Department, Jacobs School of Medicine and Biomedical Sciences, Clinical and Translational Research Center, University at Buffalo, Buffalo, NY, 14203, USA
| | - Jonathan Bard
- New York State Center for Bioinformatics and Life Sciences, Buffalo, NY, USA
| | - Jianxin Wang
- New York State Center for Bioinformatics and Life Sciences, Buffalo, NY, USA
| | - David Poulsen
- Neurosurgery Department, Jacobs School of Medicine and Biomedical Sciences, Clinical and Translational Research Center, University at Buffalo, Buffalo, NY, 14203, USA.
| |
Collapse
|
90
|
Di Pietro V, Porto E, Ragusa M, Barbagallo C, Davies D, Forcione M, Logan A, Di Pietro C, Purrello M, Grey M, Hammond D, Sawlani V, Barbey AK, Belli A. Salivary MicroRNAs: Diagnostic Markers of Mild Traumatic Brain Injury in Contact-Sport. Front Mol Neurosci 2018; 11:290. [PMID: 30177873 PMCID: PMC6109773 DOI: 10.3389/fnmol.2018.00290] [Citation(s) in RCA: 64] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2018] [Accepted: 08/02/2018] [Indexed: 12/31/2022] Open
Abstract
Concussion is difficult to diagnose, particularly when symptoms are atypical or late in presenting. An accurate and timely initial assessment is crucial for clinical management. Cerebral spinal fluid (CSF) and blood markers of traumatic brain injury show promising results but their clinical applicability in concussion has significant limitations. In the study, we explored saliva as a new source of biomarkers of concussion. Saliva samples of concussed players were collected after 48-72 h from concussion and analyzed by high-throughput technologies. A discovery group of 10 concussed rugby professional and semiprofessional athletes and 10 non-concussed matched controls was used for the analysis of 92 inflammatory proteins by the Proseek-Multiplex-Inflammation technology. In addition, saliva samples of 6 concussed and 6 non-concussed athletes were used to screen 800 human microRNAs (miRNAs) by the Nanostring Technology. The results were then validated by RT-qPCR in an enlarged cohort (validation group) comprising 22 concussed athletes. Results showed, no significant variations of the 65 inflammatory proteins detected in saliva between groups but 5 microRNAs, miR-27b-3p (p = 0.016), let-7i-5p (p = 0.001), miR-142-3p (p = 0.008), miR-107 (p = 0.028), miR-135b-5p (p = 0.017) significantly upregulated in concussed athletes. Univariate ROC curve analysis showed that the differentially expressed miRNAs could be considered good classifiers of concussion. Further analyses showed significant correlation between these microRNAs and Reaction Time component of the ImPACT concussion assessment tool. In addition, biocomputation analysis predicted the involvement of these microRNAs in important biological processes that might be related to trauma, such as response to hypoxia, cell death, neurogenesis, axon repair and myelination. Ease of access and non-invasiveness of saliva samples make these biomarkers particularly suitable for concussion assessment.
Collapse
Affiliation(s)
- Valentina Di Pietro
- Neurotrauma and Ophthalmology Research Group, Institute of Inflammation and Ageing, University of Birmingham, Birmingham, United Kingdom.,National Institute for Health Research Surgical Reconstruction and Microbiology Research Centre, Queen Elizabeth Hospital, Birmingham, United Kingdom.,Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL, United States
| | - Edoardo Porto
- Neurotrauma and Ophthalmology Research Group, Institute of Inflammation and Ageing, University of Birmingham, Birmingham, United Kingdom.,National Institute for Health Research Surgical Reconstruction and Microbiology Research Centre, Queen Elizabeth Hospital, Birmingham, United Kingdom
| | - Marco Ragusa
- BioMolecular, Genome and Complex Systems BioMedicine Unit (BMGS), Section of Biology and Genetics G Sichel, Department of Biomedical Sciences and Biotechnology, University of Catania, Catania, Italy.,IRCCS Associazione Oasi Maria S.S., Institute for Research on Mental Retardation and Brain Aging, Troina, Italy
| | - Cristina Barbagallo
- BioMolecular, Genome and Complex Systems BioMedicine Unit (BMGS), Section of Biology and Genetics G Sichel, Department of Biomedical Sciences and Biotechnology, University of Catania, Catania, Italy
| | - David Davies
- National Institute for Health Research Surgical Reconstruction and Microbiology Research Centre, Queen Elizabeth Hospital, Birmingham, United Kingdom
| | - Mario Forcione
- National Institute for Health Research Surgical Reconstruction and Microbiology Research Centre, Queen Elizabeth Hospital, Birmingham, United Kingdom
| | - Ann Logan
- Neurotrauma and Ophthalmology Research Group, Institute of Inflammation and Ageing, University of Birmingham, Birmingham, United Kingdom
| | - Cinzia Di Pietro
- BioMolecular, Genome and Complex Systems BioMedicine Unit (BMGS), Section of Biology and Genetics G Sichel, Department of Biomedical Sciences and Biotechnology, University of Catania, Catania, Italy
| | - Michele Purrello
- BioMolecular, Genome and Complex Systems BioMedicine Unit (BMGS), Section of Biology and Genetics G Sichel, Department of Biomedical Sciences and Biotechnology, University of Catania, Catania, Italy
| | - Michael Grey
- School of Sport and Exercise, University of East Anglia, Norwich, United Kingdom
| | - Douglas Hammond
- National Institute for Health Research Surgical Reconstruction and Microbiology Research Centre, Queen Elizabeth Hospital, Birmingham, United Kingdom
| | - Vijay Sawlani
- National Institute for Health Research Surgical Reconstruction and Microbiology Research Centre, Queen Elizabeth Hospital, Birmingham, United Kingdom
| | - Aron K Barbey
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL, United States
| | - Antonio Belli
- Neurotrauma and Ophthalmology Research Group, Institute of Inflammation and Ageing, University of Birmingham, Birmingham, United Kingdom.,National Institute for Health Research Surgical Reconstruction and Microbiology Research Centre, Queen Elizabeth Hospital, Birmingham, United Kingdom
| |
Collapse
|
91
|
Bhowmick SS, Saha I, Bhattacharjee D, Genovese LM, Geraci F. Genome-wide analysis of NGS data to compile cancer-specific panels of miRNA biomarkers. PLoS One 2018; 13:e0200353. [PMID: 30048452 PMCID: PMC6061989 DOI: 10.1371/journal.pone.0200353] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Accepted: 06/25/2018] [Indexed: 12/22/2022] Open
Abstract
MicroRNAs are small non-coding RNAs that influence gene expression by binding to the 3’ UTR of target mRNAs in order to repress protein synthesis. Soon after discovery, microRNA dysregulation has been associated to several pathologies. In particular, they have often been reported as differentially expressed in healthy and tumor samples. This fact suggested that microRNAs are likely to be good candidate biomarkers for cancer diagnosis and personalized medicine. With the advent of Next-Generation Sequencing (NGS), measuring the expression level of the whole miRNAome at once is now routine. Yet, the collaborative effort of sharing data opens to the possibility of population analyses. This context motivated us to perform an in-silico study to distill cancer-specific panels of microRNAs that can serve as biomarkers. We observed that the problem of finding biomarkers can be modeled as a two-class classification task where, given the miRNAomes of a population of healthy and cancerous samples, we want to find the subset of microRNAs that leads to the highest classification accuracy. We fulfill this task leveraging on a sensible combination of data mining tools. In particular, we used: differential evolution for candidate selection, component analysis to preserve the relationships among miRNAs, and SVM for sample classification. We identified 10 cancer-specific panels whose classification accuracy is always higher than 92%. These panels have a very little overlap suggesting that miRNAs are not only predictive of the onset of cancer, but can be used for classification purposes as well. We experimentally validated the contribution of each of the employed tools to the selection of discriminating miRNAs. Moreover, we tested the significance of each panel for the corresponding cancer type. In particular, enrichment analysis showed that the selected miRNAs are involved in oncogenesis pathways, while survival analysis proved that miRNAs can be used to evaluate cancer severity. Summarizing: results demonstrated that our method is able to produce cancer-specific panels that are promising candidates for a subsequent in vitro validation.
Collapse
Affiliation(s)
- Shib Sankar Bhowmick
- Department of Computer Science and Engineering, Jadavpur University, Kolkata, India
- Department of Electronics & Communication Engineering, Heritage Institute of Technology, Kolkata, India
| | - Indrajit Saha
- Department of Computer Science and Engineering, National Institute of Technical Teachers’ Training & Research, Kolkata, India
- * E-mail:
| | | | - Loredana M. Genovese
- Institute for Informatics and telematics, National Research Council, Pisa, Italy
| | - Filippo Geraci
- Institute for Informatics and telematics, National Research Council, Pisa, Italy
| |
Collapse
|
92
|
Abstract
Central nervous system (CNS) injuries, such as stroke, traumatic brain injury (TBI) and spinal cord injury (SCI), are important causes of death and long-term disability worldwide. MicroRNA (miRNA), small non-coding RNA molecules that negatively regulate gene expression, can serve as diagnostic biomarkers and are emerging as novel therapeutic targets for CNS injuries. MiRNA-based therapeutics include miRNA mimics and inhibitors (antagomiRs) to respectively decrease and increase the expression of target genes. In this review, we summarize current miRNA-based therapeutic applications in stroke, TBI and SCI. Administration methods, time windows and dosage for effective delivery of miRNA-based drugs into CNS are discussed. The underlying mechanisms of miRNA-based therapeutics are reviewed including oxidative stress, inflammation, apoptosis, blood-brain barrier protection, angiogenesis and neurogenesis. Pharmacological agents that protect against CNS injuries by targeting specific miRNAs are presented along with the challenges and therapeutic potential of miRNA-based therapies.
Collapse
Affiliation(s)
- Ping Sun
- Department of Neurology, Pittsburgh Institute of Brain Disorders & Recovery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Da Zhi Liu
- Department of Neurology and the M.I.N.D. Institute, University of California at Davis, Sacramento, CA, USA
| | - Glen C Jickling
- Department of Neurology, University of Alberta, Edmonton, Alberta, Canada
| | - Frank R Sharp
- Department of Neurology and the M.I.N.D. Institute, University of California at Davis, Sacramento, CA, USA
| | - Ke-Jie Yin
- Department of Neurology, Pittsburgh Institute of Brain Disorders & Recovery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Ke-Jie Yin, Department of Neurology, Pittsburgh Institute of Brain Disorders & Recovery, University of Pittsburgh School of Medicine, 200 Lothrop Street, BST S514, Pittsburgh, PA 15213, USA. Da Zhi Liu, Department of Neurology, University of California at Davis, Sacramento, CA 95817, USA.
| |
Collapse
|
93
|
Di Pietro V, Yakoub KM, Scarpa U, Di Pietro C, Belli A. MicroRNA Signature of Traumatic Brain Injury: From the Biomarker Discovery to the Point-of-Care. Front Neurol 2018; 9:429. [PMID: 29963002 PMCID: PMC6010584 DOI: 10.3389/fneur.2018.00429] [Citation(s) in RCA: 52] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2018] [Accepted: 05/22/2018] [Indexed: 12/21/2022] Open
Abstract
Traumatic brain injury (TBI) is a serious problem that causes high morbidity and mortality around the world. Currently, no reliable biomarkers are used to assess the severity and predict the recovery. Many protein biomarkers were extensively studied for diagnosis and prognosis of different TBI severities such as S-100β, glial fibrillary acidic protein (GFAP), neuron-specific enolase (NSE), neurofilament light chain (NFL), cleaved tau protein (C-tau), and ubiquitin C-terminal hydrolase-L1 (UCH-L1). However, none of these candidates is currently used in the clinical practice, due to relatively low sensitivity, for the diagnosis of mild TBI (mTBI) or mild to moderate TBI (MMTBI) patients who are clinically well and do not have a detectable intracranial pathology on the scans. MicroRNAs (miRNAs or miRs) are a class of small endogenous molecular regulators, which showed to be altered in different pathologies, including TBI and for this reason, their potential role in diagnosis, prognosis and therapeutic applications, is explored. Promising miRNAs such as miR-21, miR-16 or let-7i were identified as suitable candidate biomarkers for TBI and can differentiate mild from severe TBI. Also, they might represent new potential therapeutic targets. Identification of miRNA signature in tissue or biofluids, for several pathological conditions, is now possible thanks to the introduction of new high-throughput technologies such as microarray platform, Nanostring technologies or Next Generation Sequencing. This review has the aim to describe the role of microRNA in TBI and to explore the most commonly used techniques to identify microRNA profile. Understanding the strengths and limitations of the different methods can aid in the practical use of miRNA profiling for diverse clinical applications, including the development of a point-of-care device.
Collapse
Affiliation(s)
- Valentina Di Pietro
- Neurotrauma and Ophthalmology Research Group, Institute of Inflammation and Ageing, University of Birmingham, Birmingham, United Kingdom.,Surgical Reconstruction and Microbiology Research Centre, National Institute for Health Research, Queen Elizabeth Hospital, Birmingham, United Kingdom.,Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Illinois, IL, United States
| | - Kamal M Yakoub
- Surgical Reconstruction and Microbiology Research Centre, National Institute for Health Research, Queen Elizabeth Hospital, Birmingham, United Kingdom
| | - Ugo Scarpa
- Surgical Reconstruction and Microbiology Research Centre, National Institute for Health Research, Queen Elizabeth Hospital, Birmingham, United Kingdom
| | - Cinzia Di Pietro
- BioMolecular, Genome and Complex Systems BioMedicine Unit, Section of Biology and Genetics G Sichel, Department of Biomedical Sciences and Biotechnology, University of Catania, Catania, Italy
| | - Antonio Belli
- Neurotrauma and Ophthalmology Research Group, Institute of Inflammation and Ageing, University of Birmingham, Birmingham, United Kingdom.,Surgical Reconstruction and Microbiology Research Centre, National Institute for Health Research, Queen Elizabeth Hospital, Birmingham, United Kingdom
| |
Collapse
|
94
|
Ganau M, Syrmos N, Paris M, Ganau L, Ligarotti GKI, Moghaddamjou A, Chibbaro S, Soddu A, Ambu R, Prisco L. Current and Future Applications of Biomedical Engineering for Proteomic Profiling: Predictive Biomarkers in Neuro-Traumatology. MEDICINES 2018; 5:medicines5010019. [PMID: 29401743 PMCID: PMC5874584 DOI: 10.3390/medicines5010019] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/31/2017] [Revised: 01/29/2018] [Accepted: 01/30/2018] [Indexed: 12/18/2022]
Abstract
This systematic review aims to summarize the impact of nanotechnology and biomedical engineering in defining clinically meaningful predictive biomarkers in patients with traumatic brain injury (TBI), a critical worldwide health problem with an estimated 10 billion people affected annually worldwide. Data were collected through a review of the existing English literature performed on Scopus, MEDLINE, MEDLINE in Process, EMBASE, and/or Cochrane Central Register of Controlled Trials. Only experimental articles revolving around the management of TBI, in which the role of new devices based on innovative discoveries coming from the field of nanotechnology and biomedical engineering were highlighted, have been included and analyzed in this study. Based on theresults gathered from this research on innovative methods for genomics, epigenomics, and proteomics, their future application in this field seems promising. Despite the outstanding technical challenges of identifying reliable biosignatures for TBI and the mixed nature of studies herein described (single cells proteomics, biofilms, sensors, etc.), the clinical implementation of those discoveries will allow us to gain confidence in the use of advanced neuromonitoring modalities with a potential dramatic improvement in the management of those patients.
Collapse
Affiliation(s)
- Mario Ganau
- Department of Neurosurgery, Toronto Western Hospital, University of Toronto, Toronto, ON M5T 2S8, Canada.
- School of Medicine, University of Cagliari, 09124 Cagliari, Italy.
| | - Nikolaos Syrmos
- School of Medicine, Aristotle University of Thessaloniki, 54623 Thessaloniki, Greece.
| | - Marco Paris
- National Hospital for Neurology and Neurosurgery, University College London, London WC1N 3BG, UK.
| | - Laura Ganau
- School of Medicine, University of Cagliari, 09124 Cagliari, Italy.
| | | | - Ali Moghaddamjou
- Department of Neurosurgery, Toronto Western Hospital, University of Toronto, Toronto, ON M5T 2S8, Canada.
| | - Salvatore Chibbaro
- Division of Neurosurgery, University of Strasbourg, 67000 Strasbourg, France.
| | - Andrea Soddu
- Brain and Mind Institute, Physics & Astronomy Department, Western University, London, ON N6A 3K7, Canada.
| | - Rossano Ambu
- School of Medicine, University of Cagliari, 09124 Cagliari, Italy.
| | - Lara Prisco
- John Radcliffe Hospital, Oxford University, Oxford OX3 9DU, UK.
| |
Collapse
|
95
|
Wang KK, Yang Z, Zhu T, Shi Y, Rubenstein R, Tyndall JA, Manley GT. An update on diagnostic and prognostic biomarkers for traumatic brain injury. Expert Rev Mol Diagn 2018; 18:165-180. [PMID: 29338452 PMCID: PMC6359936 DOI: 10.1080/14737159.2018.1428089] [Citation(s) in RCA: 298] [Impact Index Per Article: 49.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
INTRODUCTION Traumatic brain injury (TBI) is a major worldwide neurological disorder of epidemic proportions. To date, there are still no FDA-approved therapies to treat any forms of TBI. Encouragingly, there are emerging data showing that biofluid-based TBI biomarker tests have the potential to diagnose the presence of TBI of different severities including concussion, and to predict outcome. Areas covered: The authors provide an update on the current knowledge of TBI biomarkers, including protein biomarkers for neuronal cell body injury (UCH-L1, NSE), astroglial injury (GFAP, S100B), neuronal cell death (αII-spectrin breakdown products), axonal injury (NF proteins), white matter injury (MBP), post-injury neurodegeneration (total Tau and phospho-Tau), post-injury autoimmune response (brain antigen-targeting autoantibodies), and other emerging non-protein biomarkers. The authors discuss biomarker evidence in TBI diagnosis, outcome prognosis and possible identification of post-TBI neurodegernative diseases (e.g. chronic traumatic encephalopathy and Alzheimer's disease), and as theranostic tools in pre-clinical and clinical settings. Expert commentary: A spectrum of biomarkers is now at or near the stage of formal clinical validation of their diagnostic and prognostic utilities in the management of TBI of varied severities including concussions. TBI biomarkers could serve as a theranostic tool in facilitating drug development and treatment monitoring.
Collapse
Affiliation(s)
- Kevin K Wang
- a Program for Neurotrauma, Neuroproteomics & Biomarkers Research, Departments of Emergency Medicine, Psychiatry, Neuroscience and Chemistry , University of Florida , Gainesville , Florida , USA
| | - Zhihui Yang
- a Program for Neurotrauma, Neuroproteomics & Biomarkers Research, Departments of Emergency Medicine, Psychiatry, Neuroscience and Chemistry , University of Florida , Gainesville , Florida , USA
| | - Tian Zhu
- a Program for Neurotrauma, Neuroproteomics & Biomarkers Research, Departments of Emergency Medicine, Psychiatry, Neuroscience and Chemistry , University of Florida , Gainesville , Florida , USA
| | - Yuan Shi
- b Department Of Pediatrics, Daping Hospital, Chongqing , Third Military Medical University , Chongqing , China
| | - Richard Rubenstein
- c Laboratory of Neurodegenerative Diseases and CNS Biomarker Discovery, Departments of Neurology and Physiology/Pharmacology , SUNY Downstate Medical Center , Brooklyn , NY , USA
| | - J Adrian Tyndall
- d Department of Emergency Medicine , University of Florida , Gainesville , Florida , USA
| | - Geoff T Manley
- e Brain and Spinal Injury Center , San Francisco General Hospital , San Francisco , CA , USA
- f Department of Neurological Surgery , University of California, San Francisco , San Francisco , CA , USA
| |
Collapse
|
96
|
Najem D, Rennie K, Ribecco-Lutkiewicz M, Ly D, Haukenfrers J, Liu Q, Nzau M, Fraser DD, Bani-Yaghoub M. Traumatic brain injury: classification, models, and markers. Biochem Cell Biol 2018; 96:391-406. [PMID: 29370536 DOI: 10.1139/bcb-2016-0160] [Citation(s) in RCA: 83] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Traumatic brain injury (TBI) is a leading cause of morbidity and mortality worldwide. Due to its high incidence rate and often long-term sequelae, TBI contributes significantly to increasing costs of health care expenditures annually. Unfortunately, advances in the field have been stifled by patient and injury heterogeneity that pose a major challenge in TBI prevention, diagnosis, and treatment. In this review, we briefly discuss the causes of TBI, followed by its prevalence, classification, and pathophysiology. The current imaging detection methods and animal models used to study brain injury are examined. We discuss the potential use of molecular markers in detecting and monitoring the progression of TBI, with particular emphasis on microRNAs as a novel class of molecular modulators of injury and its repair in the neural tissue.
Collapse
Affiliation(s)
- Dema Najem
- a Department of Translational Bioscience, National Research Council Canada, Ottawa, ON K1A 0R6, Canada
| | - Kerry Rennie
- a Department of Translational Bioscience, National Research Council Canada, Ottawa, ON K1A 0R6, Canada
| | - Maria Ribecco-Lutkiewicz
- a Department of Translational Bioscience, National Research Council Canada, Ottawa, ON K1A 0R6, Canada
| | - Dao Ly
- a Department of Translational Bioscience, National Research Council Canada, Ottawa, ON K1A 0R6, Canada
| | - Julie Haukenfrers
- a Department of Translational Bioscience, National Research Council Canada, Ottawa, ON K1A 0R6, Canada
| | - Qing Liu
- a Department of Translational Bioscience, National Research Council Canada, Ottawa, ON K1A 0R6, Canada.,b Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ON K1H 8M5, Canada
| | - Munyao Nzau
- c Paediatric Neurosurgery, Children's Hospital of Eastern Ontario, Ottawa, ON K1H 8L1, Canada
| | - Douglas D Fraser
- d Children's Health Research Institute, London, ON N6C 2V5, Canada.,e Departments of Pediatrics and Clinical Neurological Sciences, Western University, London, ON N6A 3K7, Canada
| | - Mahmud Bani-Yaghoub
- a Department of Translational Bioscience, National Research Council Canada, Ottawa, ON K1A 0R6, Canada.,f Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, ON K1H 8M5, Canada
| |
Collapse
|
97
|
Nagalakshmi B., Sagarkar S, Sakharkar AJ. Epigenetic Mechanisms of Traumatic Brain Injuries. PROGRESS IN MOLECULAR BIOLOGY AND TRANSLATIONAL SCIENCE 2018; 157:263-298. [DOI: 10.1016/bs.pmbts.2017.12.013] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
|
98
|
Johnson JJ, Loeffert AC, Stokes J, Olympia RP, Bramley H, Hicks SD. Association of Salivary MicroRNA Changes With Prolonged Concussion Symptoms. JAMA Pediatr 2018; 172:65-73. [PMID: 29159407 PMCID: PMC5833519 DOI: 10.1001/jamapediatrics.2017.3884] [Citation(s) in RCA: 70] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
IMPORTANCE Approximately one-third of children who experience a concussion develop prolonged concussion symptoms. To our knowledge, there are currently no objective or easily administered tests for predicting prolonged concussion symptoms. Several studies have identified alterations in epigenetic molecules known as microRNAs (miRNAs) following traumatic brain injury. No studies have examined whether miRNA expression can detect prolonged concussion symptoms. OBJECTIVE To evaluate the efficacy of salivary miRNAs for identifying children with concussion who are at risk for prolonged symptoms. DESIGN, SETTING, AND PARTICIPANTS This prospective cohort study at the Penn State Medical Center observed 52 patients aged 7 to 21 years presenting for evaluation of concussion within 14 days of initial head injury, with follow-up at 4 and 8 weeks. EXPOSURES All patients had a clinical diagnosis of concussion. MAIN OUTCOMES AND MEASURES Salivary miRNA expression was measured at the time of initial clinical presentation in all patients. Patients with a Sport Concussion Assessment Tool (SCAT3) symptom score of 5 or greater on self-report or parent report 4 weeks after injury were designated as having prolonged symptoms. RESULTS Of the 52 included participants, 22 (42%) were female, and the mean (SD) age was 14 (3) years. Participants were split into the prolonged symptom group (n = 30) and acute symptom group (n = 22). Concentrations of 15 salivary miRNAs spatially differentiated prolonged and acute symptom groups on partial least squares discriminant analysis and demonstrated functional relationships with neuronal regulatory pathways. Levels of 5 miRNAs (miR-320c-1, miR-133a-5p, miR-769-5p, let-7a-3p, and miR-1307-3p) accurately identified patients with prolonged symptoms on logistic regression (area under the curve, 0.856; 95% CI, 0.822-0.890). This accuracy exceeded accuracy of symptom burden on child (area under the curve, 0.649; 95% CI, 0.388-0.887) or parent (area under the curve, 0.562; 95% CI, 0.219-0.734) SCAT3 score. Levels of 3 miRNAs were associated with specific symptoms 4 weeks after injury; miR-320c-1 was associated with memory difficulty (R, 0.55; false detection rate, 0.02), miR-629 was associated with headaches (R, 0.47; false detection rate, 0.04), and let-7b-5p was associated with fatigue (R, 0.45; false detection rate, 0.04). CONCLUSIONS AND RELEVANCE Salivary miRNA levels may identify the duration and character of concussion symptoms. This could reduce parental anxiety and improve care by providing a tool for concussion management. Further validation of this approach is needed.
Collapse
Affiliation(s)
- Jeremiah J. Johnson
- Department of Pediatrics, Penn State College of Medicine, Pennsylvania State University, Hershey
| | - Andrea C. Loeffert
- Department of Pediatrics, Penn State College of Medicine, Pennsylvania State University, Hershey
| | - Jennifer Stokes
- Department of Pediatrics, Penn State College of Medicine, Pennsylvania State University, Hershey
| | - Robert P. Olympia
- Department of Pediatrics, Penn State College of Medicine, Pennsylvania State University, Hershey,Department of Emergency Medicine, Penn State College of Medicine, Pennsylvania State University, Hershey
| | - Harry Bramley
- Department of Pediatrics, Penn State College of Medicine, Pennsylvania State University, Hershey
| | - Steven D. Hicks
- Department of Pediatrics, Penn State College of Medicine, Pennsylvania State University, Hershey
| |
Collapse
|
99
|
The Role of MicroRNA in Traumatic Brain Injury. Neuroscience 2017; 367:189-199. [DOI: 10.1016/j.neuroscience.2017.10.046] [Citation(s) in RCA: 56] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2017] [Revised: 10/26/2017] [Accepted: 10/30/2017] [Indexed: 12/13/2022]
|
100
|
Gul SS, Huesgen K, Wang KK, Tyndall JA. MicroRNAs as potential prognosticators of neurological outcome in out-of-hospital cardiac arrest patients. Biomark Med 2017; 11:1113-1123. [DOI: 10.2217/bmm-2017-0215] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Out-of-hospital cardiac arrest survival rates have increased due to advancement in resuscitative measures, yet approximately 90% of survivors ultimately die or have severe neurologic dysfunction caused by ischemic injury. Currently, there are few early prognostic indicators of which patients have possibility of meaningful recovery. This leads to uncertainty for families and clinicians, as well as aggressive, invasive and expensive treatments despite medical futility. Several biomarkers investigated in traumatic brain injury have shown prognostication potential in ischemic brain injury. miRNAs, small noncoding RNAs responsible for gene regulation, have been studied in cardiovascular diseases, and have shown prognostication potential due to tissue specificity and stability in circulation. This review discusses available evidence on miRNAs prognosticating neurological outcomes after out-of-hospital cardiac arrest.
Collapse
Affiliation(s)
- Sarah S Gul
- Department of Emergency Medicine, University of Florida, 1329, SW 16th Street, Suite 5270, Gainesville, FL 32608, USA
| | - Karl Huesgen
- Department of Emergency Medicine, University of Florida, 1329, SW 16th Street, Suite 5270, Gainesville, FL 32608, USA
| | - Kevin K Wang
- Program for Neurotrauma, Neuroproteomics & Biomarker Research, Department of Psychiatry, McKnight Brain Institute, University of Florida, 1149 Newell Drive, Gainesville, FL 32610, USA
| | - Joseph A Tyndall
- Department of Emergency Medicine, University of Florida, 1329, SW 16th Street, Suite 5270, Gainesville, FL 32608, USA
| |
Collapse
|