1
|
Davis KW, Bilancia CG, Martin M, Vanzo R, Rimmasch M, Hom Y, Uddin M, Serrano MA. NeuroSCORE is a genome-wide omics-based model that identifies candidate disease genes of the central nervous system. Sci Rep 2022; 12:5427. [PMID: 35361823 PMCID: PMC8971396 DOI: 10.1038/s41598-022-08938-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Accepted: 03/08/2022] [Indexed: 02/06/2023] Open
Abstract
To identify candidate disease genes of central nervous system (CNS) phenotypes, we created the Neurogenetic Systematic Correlation of Omics-Related Evidence (NeuroSCORE). We identified five genome-wide metrics highly associated with CNS phenotypes to score 19,601 protein-coding genes. Genes scored one point per metric (range: 0-5), identifying 8298 scored genes (scores ≥ 1) and 1601 "high scoring" genes (scores ≥ 3). Using logistic regression, we determined the odds ratio that genes with a NeuroSCORE from 1 to 5 would be associated with known CNS-related phenotypes compared to genes that scored zero. We tested NeuroSCORE using microarray copy number variants (CNVs) in case-control cohorts and aggregate mouse model data. High scoring genes are associated with CNS phenotypes (OR = 5.5, p < 2E-16), enriched in case CNVs, and mouse ortholog genes that cause behavioral and nervous system abnormalities. We identified 1058 high scoring genes with no disease association in OMIM. Transforming the logistic regression results indicates high scoring genes have an 84-92% chance of being associated with a CNS phenotype. Top scoring genes include GRIA1, MAP4K4, SF1, TNPO2, and ZSWIM8. Finally, we interrogated CNVs in the Clinical Genome Resource, finding the majority of clinically significant CNVs contain high scoring genes. These findings can direct future research and improve molecular diagnostics.
Collapse
Affiliation(s)
- Kyle W Davis
- Bionano Genomics, Lineagen Division, Inc., 9540 Towne Center, Dr. #100, San Diego, CA, 92121, USA
| | - Colleen G Bilancia
- Bionano Genomics, Lineagen Division, Inc., 9540 Towne Center, Dr. #100, San Diego, CA, 92121, USA
| | - Megan Martin
- Bionano Genomics, Lineagen Division, Inc., 9540 Towne Center, Dr. #100, San Diego, CA, 92121, USA
| | - Rena Vanzo
- Bionano Genomics, Lineagen Division, Inc., 9540 Towne Center, Dr. #100, San Diego, CA, 92121, USA
| | - Megan Rimmasch
- Bionano Genomics, Lineagen Division, Inc., 9540 Towne Center, Dr. #100, San Diego, CA, 92121, USA
| | - Yolanda Hom
- Bionano Genomics, Lineagen Division, Inc., 9540 Towne Center, Dr. #100, San Diego, CA, 92121, USA
| | - Mohammed Uddin
- College of Medicine, Mohammed Bin Rashid University of Medicine and Health Sciences, Dubai, UAE
- Cellular Intelligence (Ci) Lab, GenomeArc Inc., Toronto, ON, Canada
| | - Moises A Serrano
- Bionano Genomics, Lineagen Division, Inc., 9540 Towne Center, Dr. #100, San Diego, CA, 92121, USA.
| |
Collapse
|
3
|
Fuggle NR, Cooper C, Oreffo ROC, Price AJ, Kaux JF, Maheu E, Cutolo M, Honvo G, Conaghan PG, Berenbaum F, Branco J, Brandi ML, Cortet B, Veronese N, Kurth AA, Matijevic R, Roth R, Pelletier JP, Martel-Pelletier J, Vlaskovska M, Thomas T, Lems WF, Al-Daghri N, Bruyère O, Rizzoli R, Kanis JA, Reginster JY. Alternative and complementary therapies in osteoarthritis and cartilage repair. Aging Clin Exp Res 2020; 32:547-560. [PMID: 32170710 PMCID: PMC7170824 DOI: 10.1007/s40520-020-01515-1] [Citation(s) in RCA: 42] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2019] [Accepted: 02/14/2020] [Indexed: 12/28/2022]
Abstract
Osteoarthritis (OA) is the most common joint condition and, with a burgeoning ageing population, is due to increase in prevalence. Beyond conventional medical and surgical interventions, there are an increasing number of ‘alternative’ therapies. These alternative therapies may have a limited evidence base and, for this reason, are often only afforded brief reference (or completely excluded) from current OA guidelines. Thus, the aim of this review was to synthesize the current evidence regarding autologous chondrocyte implantation (ACI), mesenchymal stem cell (MSC) therapy, platelet-rich plasma (PRP), vitamin D and other alternative therapies. The majority of studies were in knee OA or chondral defects. Matrix-assisted ACI has demonstrated exceedingly limited, symptomatic improvements in the treatment of cartilage defects of the knee and is not supported for the treatment of knee OA. There is some evidence to suggest symptomatic improvement with MSC injection in knee OA, with the suggestion of minimal structural improvement demonstrated on MRI and there are positive signals that PRP may also lead to symptomatic improvement, though variation in preparation makes inter-study comparison difficult. There is variability in findings with vitamin D supplementation in OA, and the only recommendation which can be made, at this time, is for replacement when vitamin D is deplete. Other alternative therapies reviewed have some evidence (though from small, poor-quality studies) to support improvement in symptoms and again there is often a wide variation in dosage and regimens. For all these therapeutic modalities, although controlled studies have been undertaken to evaluate effectiveness in OA, these have often been of small size, limited statistical power, uncertain blindness and using various methodologies. These deficiencies must leave the question as to whether they have been validated as effective therapies in OA (or chondral defects). The conclusions of this review are that all alternative interventions definitely require clinical trials with robust methodology, to assess their efficacy and safety in the treatment of OA beyond contextual and placebo effects.
Collapse
Affiliation(s)
- N R Fuggle
- MRC Lifecourse Epidemiology Unit, University of Southampton, Tremona Road, Southampton, SO16 6YD, UK
| | - C Cooper
- MRC Lifecourse Epidemiology Unit, University of Southampton, Tremona Road, Southampton, SO16 6YD, UK.
- NIHR Musculoskeletal Biomedical Research Unit, University of Oxford, Oxford, UK.
| | - R O C Oreffo
- Bone and Joint Research Group, Centre for Human Development, Stem Cells and Regeneration, Institute of Developmental Sciences, University of Southampton, Southampton, UK
| | - A J Price
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford, Oxford, UK
| | - J F Kaux
- Department of Physical and Rehabilitation Medicine & Sports Traumatology, FIFA Medical Centre of Excellence, IOC Research Centre for Prevention of Injury and Protection of Athlete Health, FIMS Collaborative Center of Sports Medicine, University Hospital and University of Liège, Liege, Belgium
| | - E Maheu
- Rheumatology Department, AP-HP, Saint-Antoine Hospital, 4 Blvd. Beaumarchais, Paris, France
| | - M Cutolo
- Research Laboratory and Academic Division of Clinical Rheumatology, Department of Internal Medicine, University of Genoa, Genoa, Italy
| | - G Honvo
- WHO Collaborating Centre for Public Health Aspects of Musculoskeletal Health and Aging, Liege, Belgium
| | - P G Conaghan
- Leeds Institute of Rheumatic and Musculoskeletal Medicine, University of Leeds & NIHR Leeds Biomedical Research Centre, Leeds, UK
| | - F Berenbaum
- Department of Rheumatology, Sorbonne Université, INSERM CRSA, AP-HP Saint-Antoine Hospital, Paris, France
| | - J Branco
- Centro Hospitalar de Lisboa Ocidental- Hospital Egas Moniz, Lisbon, Portugal
- CEDOC / NOVA Medical School, Nova University of Lisbon, Lisbon, Portugal
| | - M L Brandi
- Department of Surgery and Translational Medicine, University of Florence, Florence, Italy
| | - B Cortet
- Department of Rheumatology and EA 4490, Lille University Hospital, Lille, France
| | - N Veronese
- National Research Council, Neuroscience Institute, Aging Branch, Padua, Italy
| | - A A Kurth
- Department of Orthopaedic Surgery, Themistocles Gluck Hospital, Ratingen, Germany
| | - R Matijevic
- Faculty of Medicine, Clinic for Orthopedic Surgery and Traumatology, Clinical Center of Vojvodina, University of Novi Sad, Novi Sad, Serbia
| | - R Roth
- Institute of Outdoor Sports and Environmental Science, German Sport University, Cologne, Germany
| | - J P Pelletier
- Osteoarthritis Research Unit, University of Montreal Hospital Research Centre (CRCHUM), Montreal, QC, Canada
| | - J Martel-Pelletier
- Osteoarthritis Research Unit, University of Montreal Hospital Research Centre (CRCHUM), Montreal, QC, Canada
| | - M Vlaskovska
- Medical Faculty, Department of Pharmacology, Medical University Sofia, 2, Zdrave Str, 1431, Sofia, Bulgaria
| | - T Thomas
- Department of Rheumatology, Hôpital Nord, CHU de Saint-Etienne, Saint-Étienne, France
- INSERM U1059, Université de Lyon, Saint-Étienne, France
| | - W F Lems
- Location VU Medical Center, Department of Rheumatology and Immunology, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - N Al-Daghri
- Chair for Biomarkers Research, Biochemistry Department, College of Science, King Saud University, Riyadh, Kingdom of Saudi Arabia
| | - O Bruyère
- WHO Collaborating Centre for Public Health Aspects of Musculoskeletal Health and Aging, Liege, Belgium
| | - R Rizzoli
- Division of Bone Diseases, Geneva University Hospitals and Faculty of Medicine, Geneva, Switzerland
| | - J A Kanis
- Mary McKillop Health Institute, Australian Catholic University, Melbourne, Australia
- Centre for Metabolic Bone Diseases, University of Sheffield Medical School, Sheffield, UK
| | - J Y Reginster
- WHO Collaborating Centre for Public Health Aspects of Musculoskeletal Health and Aging, Liege, Belgium
- Chair for Biomarkers Research, Biochemistry Department, College of Science, King Saud University, Riyadh, Kingdom of Saudi Arabia
- Department of Public Health, Epidemiology and Health Economics, University of Liège, CHU Sart Tilman B23, 4000, Liege, Belgium
| |
Collapse
|