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Gammaldi N, Pezzini F, Michelucci E, Di Giorgi N, Simonati A, Rocchiccioli S, Santorelli FM, Doccini S. Integrative human and murine multi-omics: Highlighting shared biomarkers in the neuronal ceroid lipofuscinoses. Neurobiol Dis 2023; 189:106349. [PMID: 37952681 DOI: 10.1016/j.nbd.2023.106349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Revised: 11/08/2023] [Accepted: 11/09/2023] [Indexed: 11/14/2023] Open
Abstract
Neuronal ceroid lipofuscinosis (NCL) is a group of neurodegenerative disorders whose molecular mechanisms remain largely unknown. Omics approaches are among the methods that generate new information on modifying factors and molecular signatures. Moreover, omics data integration can address the need to progressively expand knowledge around the disease and pinpoint specific proteins to promote as candidate biomarkers. In this work, we integrated a total of 62 proteomic and transcriptomic datasets originating from humans and mice, employing a new approach able to define dysregulated processes across species, stages and NCL forms. Moreover, we selected a pool of differentially expressed proteins and genes as species- and form-related biomarkers of disease status/progression and evaluated local and spatial differences in most affected brain regions. Our results offer promising targets for potential new therapeutic strategies and reinforce the hypothesis of a connection between NCLs and other forms of dementia, particularly Alzheimer's disease.
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Affiliation(s)
- N Gammaldi
- Department of Neurosciences, Psychology, Drug Research and Child Health (NEUROFARBA), University of Florence, Florence, Italy; Molecular Medicine for Neurodegenerative and Neuromuscular Diseases Unit, IRCCS Stella Maris Foundation - Pisa, Italy
| | - F Pezzini
- Department of Surgery, Dentistry, Paediatrics and Gynaecology, University of Verona, Verona, Italy
| | - E Michelucci
- Clinical Physiology-National Research Council (IFC-CNR), Pisa, Italy
| | - N Di Giorgi
- Clinical Physiology-National Research Council (IFC-CNR), Pisa, Italy
| | - A Simonati
- Department of Surgery, Dentistry, Paediatrics and Gynaecology, University of Verona, Verona, Italy
| | - S Rocchiccioli
- Clinical Physiology-National Research Council (IFC-CNR), Pisa, Italy
| | - F M Santorelli
- Molecular Medicine for Neurodegenerative and Neuromuscular Diseases Unit, IRCCS Stella Maris Foundation - Pisa, Italy
| | - S Doccini
- Molecular Medicine for Neurodegenerative and Neuromuscular Diseases Unit, IRCCS Stella Maris Foundation - Pisa, Italy.
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Caselli C, Ragusa R, Di Giorgi N, Lorenzoni V, Buechel RR, Teresinska A, Pizzi MN, Roque A, Poddighe R, Knuuti J, Parodi O, Pelosi G, Scholte A, Rocchiccioli S, Neglia D. Association of serum MMP9 with adverse features of plaque progression in patients with chronic coronary syndrome (CCS). Eur Heart J 2022. [DOI: 10.1093/eurheartj/ehac544.1109] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
Background
Previous studies have demonstrated that MMP-9 may be a predictor of atherosclerotic plaque instability and future adverse cardiovascular events, but longitudinal data on the association between MMP9 and coronary disease progression are lacking.
Purpose
This study is aimed at investigating whether MMP9 is associated with atherosclerotic plaque progression.
Methods
MMP9 serum levels were measured in stable patients with chronic coronary syndrome (CCS) undergoing coronary computed tomography angiography at baseline and after a period of 6.5±1.1 years of follow up to assess progression of Total, Fibrous, Fibro-fatty, Necrotic Core, and Dense Calcium plaque volume (PV). The relationship of serum MMP9 with plaque progression was assessed using linear regression analysis, adjusting for clinical variables including, age, sex, risk factors, medical therapy, LDL-C, TG/HDL-C ratio, hs-CRP, and the presence of obstructive CAD (>50% coronary stenosis in at least one major coronary vessels).
Results
A total of 157 patients (58±8 years of age; 66% males) were included in the analysis, with median MMP9 values of 135±186 mg/dL (mean ± SD). Annual changes of Total, Fibrous-Fatty and Necrotic Core PV were significantly different across MMP9 tertiles (Figure 1). Multivariable linear regression analysis demonstrated a positive association between serum levels of MMP9 and annual change of Total and Necrotic Core PV (Figure 1).
Conclusion
Among patients with CCS, MMP9 serum levels were an independent predictor of progression of coronary plaque burden and, in particular, of adverse plaque features, such as Necrotic Core PV. This association was robust and independent from baseline traditional cardiovascular risk factors and medications, supporting for MMP9 a role as a novel marker of residual coronary risk.
Funding Acknowledgement
Type of funding sources: Public grant(s) – EU funding. Main funding source(s): Horizon 2020 - Project “Simulation Modeling of coronary ARTery disease: a tool for clinical decision support–SMARTool”
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Affiliation(s)
- C Caselli
- Institute of Clinical Physiology (IFC) , Pisa , Italy
| | - R Ragusa
- Institute of Clinical Physiology (IFC) , Pisa , Italy
| | - N Di Giorgi
- Institute of Clinical Physiology (IFC) , Pisa , Italy
| | - V Lorenzoni
- Sant'Anna School of Advanced Studies , Pisa , Italy
| | - R R Buechel
- University Hospital Zurich , Zurich , Switzerland
| | | | - M N Pizzi
- University Hospital Vall d'Hebron , Barcelona , Spain
| | - A Roque
- University Hospital Vall d'Hebron , Barcelona , Spain
| | - R Poddighe
- USL Toscana Northwest , Viareggio , Italy
| | - J Knuuti
- University of Turku , Turku , Finland
| | - O Parodi
- Fondazione Toscana Gabriele Monasterio , Pisa , Italy
| | - G Pelosi
- Institute of Clinical Physiology (IFC) , Pisa , Italy
| | - A Scholte
- Leiden University Medical Center , Leiden , The Netherlands
| | | | - D Neglia
- Fondazione Toscana Gabriele Monasterio , Pisa , Italy
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Rocchiccioli S, Di Giorgi N, Michelucci E, Signore G, Scholte AJHA, Knuuti J, Buechel RR, Teresinska A, Pizzi MN, Roque A, Poddighe R, Parodi O, Pelosi G, Neglia D, Caselli C. A common plasma lipidomics signature of cardiometabolic and coronary risk in statin users. Cardiovasc Res 2022. [DOI: 10.1093/cvr/cvac066.091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Abstract
Funding Acknowledgements
Type of funding sources: Public grant(s) – EU funding. Main funding source(s): European Commission in the H2020 program: Project SMARTool, “Simulation
Modeling of coronary ARTery disease: a tool for clinical decision support—SMARTool”
Background and aims
The coexistence of elevated plasma triglycerides (TG) and low high-density lipoprotein cholesterol (HDL-C) may contribute to the residual cardiometabolic risk of coronary artery disease (CAD) independently of total cholesterol and low-density lipoprotein cholesterol (LDL-C) absolute plasma levels [1]. Aim of this study is to assess whether a high TG/HDL-C ratio is characterized by a specific lipidomics signature in statin users and its relationship with the coronary risk score defined by coronary computed tomography angiography (CTA).
Methods
TG/HDL-C ratio was calculated in 132 patients (68.8±7.7 years, 85 males) with suspected or known CAD referred to coronary CTA and receiving statins treatment in the last 6.3 ± 1.4 years before enrolment. Patients were grouped according to TG/HDL-C ratio quartiles: IQ (≤1.694), IIQ (1.695-2.399), IIIQ (2.400-3.281), and IVQ (>3.282). Coronary CTA exams were analysed according to the modified 17-segment American Heart Association classification [2] and interpretable segments were visually assessed for degree of stenosis and plaque composition. A comprehensive coronary risk score (CTA score) [3], previously validated as predictor of adverse outcome, was calculated in each patient. Except for subjects with normal arteries (CTA score = 0), all patients were classified into 3 groups of CTA score severity: low (score < 5), intermediate (score 5-20) and high (score > 20) risk [4]. Patient-specific plasma targeted lipidomics was performed by liquid chromatography-tandem mass spectrometry (LC-MS/MS). This approach allowed to quantify 69 circulating lipids encompassing six lipid classes (triacylglycerol [TG], phosphatidylcholine [PC], phosphatidylethanolamine [PE], ceramide [Cer], sphingomyelin [SM], cholesterol ester [CE]). Differential analysis was performed using TG/HDL-C and CTA score annotation.
Results
18 altered lipid species in the group with higher TG/HDL-C ratio were also altered in the group with higher CTA risk score. This common set of lipids is composed of CE(16:0), CE(18:0), PC(38:2), 8 SM [SM(34:2), SM(38:2), SM(41:2), SM(41:1), SM(42:4), SM(42:3), SM(42:1), SM(43:3)], TG(52:1) and 6 PE [PE(34:0), PE(34:1), PE(34:2), PE(36:1), PE(36:2), PE(36:3)], and represents the lipidomics signature associating elevated plasma TG/HDL-C ratio with high CTA risk score in statin users.
Conclusion
In patients with stable CAD under statin treatment, a specific pattern of altered lipids, characterized by reduced plasma levels of cholesterol esters and sphingomyelins and increased levels of triacylglicerols and phosphatidylethanolamines, is associated with high TG/HDL-C ratio and high CTA score. This specific lipidomic signature identifies patients with higher residual cardiometabolic and coronary risk, not tackled by current lipid lowering therapy, unveiling possible new molecular targets of treatment.
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Affiliation(s)
| | - N Di Giorgi
- Institute of Clinical Physiology of CNR , Pisa , Italy
| | - E Michelucci
- Institute of Clinical Physiology of CNR , Pisa , Italy
| | - G Signore
- University of Pisa, Department of Biology, Biochemistry Unit , Pisa , Italy
| | - AJHA Scholte
- Leiden University Medical Center, Department of Cardiology , Leiden , Netherlands (The)
| | - J Knuuti
- Turku PET Centre , Turku , Finland
| | - RR Buechel
- University Hospital Zurich, Department of Nuclear Medicine, Cardiac Imaging , Zurich , Switzerland
| | - A Teresinska
- National Institute of Cardiology , Warsaw , Poland
| | - MN Pizzi
- University Hospital Vall d'Hebron, Department of Cardiology , Barcelona , Spain
| | - A Roque
- University Hospital Vall d'Hebron, Department of Radiology , Barcelona , Spain
| | - R Poddighe
- USL Toscana Northwest, Cardiologia , Viareggio , Italy
| | - O Parodi
- Fondazione Toscana Gabriele Monasterio , Pisa , Italy
| | - G Pelosi
- Institute of Clinical Physiology of CNR , Pisa , Italy
| | - D Neglia
- Fondazione Toscana Gabriele Monasterio , Pisa , Italy
| | - C Caselli
- Institute of Clinical Physiology of CNR , Pisa , Italy
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