1
|
Unbiased plasma proteomics discovery of biomarkers for improved detection of subclinical atherosclerosis. EBioMedicine 2022; 76:103874. [PMID: 35152150 PMCID: PMC8844841 DOI: 10.1016/j.ebiom.2022.103874] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Revised: 01/14/2022] [Accepted: 01/25/2022] [Indexed: 01/21/2023] Open
Abstract
Background Imaging of subclinical atherosclerosis improves cardiovascular risk prediction on top of traditional risk factors. However, cardiovascular imaging is not universally available. This work aims to identify circulating proteins that could predict subclinical atherosclerosis. Methods Hypothesis-free proteomics was used to analyze plasma from 444 subjects from PESA cohort study (222 with extensive atherosclerosis on imaging, and 222 matched controls) at two timepoints (three years apart) for discovery, and from 350 subjects from AWHS cohort study (175 subjects with extensive atherosclerosis on imaging and 175 matched controls) for external validation. A selected three-protein panel was further validated by immunoturbidimetry in the AWHS population and in 2999 subjects from ILERVAS cohort study. Findings PIGR, IGHA2, APOA, HPT and HEP2 were associated with subclinical atherosclerosis independently from traditional risk factors at both timepoints in the discovery and validation cohorts. Multivariate analysis rendered a potential three-protein biomarker panel, including IGHA2, APOA and HPT. Immunoturbidimetry confirmed the independent associations of these three proteins with subclinical atherosclerosis in AWHS and ILERVAS. A machine-learning model with these three proteins was able to predict subclinical atherosclerosis in ILERVAS (AUC [95%CI]:0.73 [0.70–0.74], p < 1 × 10−99), and also in the subpopulation of individuals with low cardiovascular risk according to FHS 10-year score (0.71 [0.69–0.73], p < 1 × 10−69). Interpretation Plasma levels of IGHA2, APOA and HPT are associated with subclinical atherosclerosis independently of traditional risk factors and offers potential to predict this disease. The panel could improve primary prevention strategies in areas where imaging is not available.
Collapse
|
2
|
Corbacho-Alonso N, Baldán-Martín M, López JA, Rodríguez-Sánchez E, Martínez PJ, Mourino-Alvarez L, Sastre-Oliva T, Cabrera M, Calvo E, Padial LR, Vázquez J, Vivanco F, Alvarez-Llamas G, Ruiz-Hurtado G, Ruilope LM, Barderas MG. Cardiovascular Risk Stratification Based on Oxidative Stress for Early Detection of Pathology. Antioxid Redox Signal 2021; 35:602-617. [PMID: 34036803 DOI: 10.1089/ars.2020.8254] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Aims: Current cardiovascular (CV) risk prediction algorithms are able to quantify the individual risk of CV disease. However, CV risk in young adults is underestimated due to the high dependency of age in biomarker-based algorithms. Because oxidative stress is associated with CV disease, we sought to examine CV risk stratification in young adults based on oxidative stress to approach the discovery of new markers for early detection of pathology. Results: Young adults were stratified into (i) healthy controls, (ii) subjects with CV risk factors, and (iii) patients with a reported CV event. Plasma samples were analyzed using FASILOX, a novel approach to interrogate the dynamic thiol redox proteome. We also analyzed irreversible oxidation by targeted searches using the Uniprot database. Irreversible oxidation of cysteine (Cys) residues was greater in patients with reported CV events than in healthy subjects. These results also indicate that oxidation is progressive. Moreover, we found that glutathione reductase and glutaredoxin 1 proteins are differentially expressed between groups and are proteins involved in antioxidant response, which is in line with the impaired redox homeostasis in CV disease. Innovation: This study, for the first time, describes the oxidative stress (reversible and irreversible Cys oxidation) implication in human plasma according to CV risk stratification. Conclusion: The identification of redox targets and the quantification of protein and oxidative changes might help to better understand the role of oxidative stress in CV disease, and aid stratification for CV events beyond traditional prognostic and diagnostic markers. Antioxid. Redox Signal. 35, 602-617.
Collapse
Affiliation(s)
- Nerea Corbacho-Alonso
- Department of Vascular Physiopathology, Hospital Nacional de Parapléjicos, SESCAM, Toledo, Spain
| | - Montserrat Baldán-Martín
- Department of Vascular Physiopathology, Hospital Nacional de Parapléjicos, SESCAM, Toledo, Spain
| | | | - Elena Rodríguez-Sánchez
- Cardiorenal Translational Laboratory, Instituto de Investigación i + 12, Hospital Universitario 12 de Octubre, Madrid, Spain
| | - Paula J Martínez
- Departament of Immunology, IIS-Fundacion Jimenez Diaz-UAM, Madrid, Spain
| | - Laura Mourino-Alvarez
- Department of Vascular Physiopathology, Hospital Nacional de Parapléjicos, SESCAM, Toledo, Spain
| | - Tamara Sastre-Oliva
- Department of Vascular Physiopathology, Hospital Nacional de Parapléjicos, SESCAM, Toledo, Spain
| | | | | | - Luis R Padial
- Department of Cardiology, Hospital Virgen de la Salud, SESCAM, Toledo, Spain
| | - Jesús Vázquez
- Cardiovascular Proteomics Laboratory and CIBER-CV, CNIC, Madrid, Spain
| | - Fernando Vivanco
- Departament of Immunology, IIS-Fundacion Jimenez Diaz-UAM, Madrid, Spain
| | - Gloria Alvarez-Llamas
- Departament of Immunology, IIS-Fundacion Jimenez Diaz-UAM, Madrid, Spain.,RED in REN, Madrid, Spain
| | - Gema Ruiz-Hurtado
- Cardiorenal Translational Laboratory, Instituto de Investigación i + 12, Hospital Universitario 12 de Octubre, Madrid, Spain
| | - Luis M Ruilope
- Cardiorenal Translational Laboratory, Instituto de Investigación i + 12, Hospital Universitario 12 de Octubre, Madrid, Spain.,CIBER-CV, Hospital Universitario 12 de Octubre, Madrid, Spain.,Universidad Europea de Madrid, Madrid, Spain
| | - Maria G Barderas
- Department of Vascular Physiopathology, Hospital Nacional de Parapléjicos, SESCAM, Toledo, Spain
| |
Collapse
|
3
|
Calvo E, Corbacho-Alonso N, Sastre-Oliva T, Nuñez E, Baena-Galan P, Hernandez-Fernandez G, Rodriguez-Cola M, Jimenez-Velasco I, Corrales FJ, Gambarrutta-Malfati C, Gutierrez-Henares F, Lopez-Dolado E, Gil-Agudo A, Vazquez J, Mourino-Alvarez L, Barderas MG. Why Does COVID-19 Affect Patients with Spinal Cord Injury Milder? A Case-Control Study: Results from Two Observational Cohorts. J Pers Med 2020; 10:E182. [PMID: 33096722 PMCID: PMC7712183 DOI: 10.3390/jpm10040182] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2020] [Revised: 09/29/2020] [Accepted: 10/16/2020] [Indexed: 01/08/2023] Open
Abstract
The COVID-19 pandemic represents an unprecedented global challenge in this century. COVID-19 is a viral respiratory infection, yet the clinical characteristics of this infection differ in spinal cord injury patients from those observed in the general population. Cough and asthenia are the most frequent symptoms in this population. Moreover, infected spinal cord injury patients rarely present complications that require admission to an Intensive Care Unit, in contrast to the general population. Thus, there is a clear need to understand how COVID-19 affects spinal cord injury patients from a molecular perspective. Here, we employed an -omics strategy in order to identify variations in protein abundance in spinal cord injury patients with and without COVID-19. After a quantitative differential analysis using isobaric tags and mass spectrometry and a verification phase, we have found differences mainly related to coagulation and platelet activation. Our results suggest a key role of heparin in the response of spinal cord injury patients to COVID-19 infection, showing a significant correlation between these proteins and heparin dose. Although the number of patients is limited, these data may shed light on new therapeutic options to improve the management these patients and, possibly, those of the general population as well.
Collapse
Affiliation(s)
- Enrique Calvo
- Proteomics Unit, Centro Nacional de Investigaciones Cardiovasculares (CNIC), 28029 Madrid, Spain; (E.C.); (E.N.); (P.B.-G.)
- Cardiovascular Proteomics Laboratory and CIBER-CV, CNIC, 28029 Madrid, Spain
| | - Nerea Corbacho-Alonso
- Department of Vascular Physiopathology, Hospital Nacional de Paraplejicos (HNP), SESCAM, 45071 Toledo, Spain; (N.C.-A.); (T.S.-O.); (G.H.-F.); (L.M.-A.)
| | - Tamara Sastre-Oliva
- Department of Vascular Physiopathology, Hospital Nacional de Paraplejicos (HNP), SESCAM, 45071 Toledo, Spain; (N.C.-A.); (T.S.-O.); (G.H.-F.); (L.M.-A.)
| | - Estefania Nuñez
- Proteomics Unit, Centro Nacional de Investigaciones Cardiovasculares (CNIC), 28029 Madrid, Spain; (E.C.); (E.N.); (P.B.-G.)
| | - Patricia Baena-Galan
- Proteomics Unit, Centro Nacional de Investigaciones Cardiovasculares (CNIC), 28029 Madrid, Spain; (E.C.); (E.N.); (P.B.-G.)
| | - German Hernandez-Fernandez
- Department of Vascular Physiopathology, Hospital Nacional de Paraplejicos (HNP), SESCAM, 45071 Toledo, Spain; (N.C.-A.); (T.S.-O.); (G.H.-F.); (L.M.-A.)
| | - Miguel Rodriguez-Cola
- Department of Internal Medicine, Hospital Nacional de Parapléjicos SESCAM, 45071 Toledo, Spain; (M.R.-C.); (I.J.-V.); (C.G.-M.)
| | - Irena Jimenez-Velasco
- Department of Internal Medicine, Hospital Nacional de Parapléjicos SESCAM, 45071 Toledo, Spain; (M.R.-C.); (I.J.-V.); (C.G.-M.)
| | - Fernando J. Corrales
- Proteomics Facility, Centro Nacional de Biotecnología (CNB), 28049 Madrid, Spain;
| | - Claudia Gambarrutta-Malfati
- Department of Internal Medicine, Hospital Nacional de Parapléjicos SESCAM, 45071 Toledo, Spain; (M.R.-C.); (I.J.-V.); (C.G.-M.)
| | - Francisco Gutierrez-Henares
- Department of Rehabilitation, Hospital Nacional de Parapléjicos, SESCAM, 45071 Toledo, Spain; (F.G.-H.); (E.L.-D.); (A.G.-A.)
| | - Elisa Lopez-Dolado
- Department of Rehabilitation, Hospital Nacional de Parapléjicos, SESCAM, 45071 Toledo, Spain; (F.G.-H.); (E.L.-D.); (A.G.-A.)
| | - Angel Gil-Agudo
- Department of Rehabilitation, Hospital Nacional de Parapléjicos, SESCAM, 45071 Toledo, Spain; (F.G.-H.); (E.L.-D.); (A.G.-A.)
| | - Jesus Vazquez
- Proteomics Unit, Centro Nacional de Investigaciones Cardiovasculares (CNIC), 28029 Madrid, Spain; (E.C.); (E.N.); (P.B.-G.)
- Cardiovascular Proteomics Laboratory and CIBER-CV, CNIC, 28029 Madrid, Spain
| | - Laura Mourino-Alvarez
- Department of Vascular Physiopathology, Hospital Nacional de Paraplejicos (HNP), SESCAM, 45071 Toledo, Spain; (N.C.-A.); (T.S.-O.); (G.H.-F.); (L.M.-A.)
| | - Maria G. Barderas
- Department of Vascular Physiopathology, Hospital Nacional de Paraplejicos (HNP), SESCAM, 45071 Toledo, Spain; (N.C.-A.); (T.S.-O.); (G.H.-F.); (L.M.-A.)
| |
Collapse
|
4
|
Corbacho-Alonso N, Baldán-Martín M, López JA, Rodríguez-Sánchez E, Martínez PJ, Mourino-Alvarez L, Martin-Rojas T, Sastre-Oliva T, Madruga F, Vázquez J, Padial LR, Alvarez-Llamas G, Vivanco F, Ruiz-Hurtado G, Ruilope LM, Barderas MG. Novel molecular plasma signatures on cardiovascular disease can stratify patients throughout life. J Proteomics 2020; 222:103816. [DOI: 10.1016/j.jprot.2020.103816] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2020] [Revised: 03/30/2020] [Accepted: 05/06/2020] [Indexed: 02/08/2023]
|
5
|
Baldan-Martin M, Martin-Rojas T, Corbacho-Alonso N, Lopez JA, Sastre-Oliva T, Gil-Dones F, Vazquez J, Arevalo JM, Mourino-Alvarez L, Barderas MG. Comprehensive Proteomic Profiling of Pressure Ulcers in Patients with Spinal Cord Injury Identifies a Specific Protein Pattern of Pathology. Adv Wound Care (New Rochelle) 2020; 9:277-294. [PMID: 32226651 PMCID: PMC7099418 DOI: 10.1089/wound.2019.0968] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2019] [Accepted: 05/10/2019] [Indexed: 12/26/2022] Open
Abstract
Objective: Severe pressure ulcers (PUs) do not respond to conservative wound therapy and need surgical repair. To better understand the pathogenesis and to advance on new therapeutic options, we focused on the proteomic analysis of PU, which offers substantial opportunities to identify significant changes in protein abundance during the course of PU formation in an unbiased manner. Approach: To better define the protein pattern of this pathology, we performed a proteomic approach in which we compare severe PU tissue from spinal cord injury (SCI) patients with control tissue from the same patients. Results: We found 76 proteins with difference in abundance. Of these, 10 proteins were verified as proteins that define the pathology: antithrombin-III, alpha-1-antitrypsin, kininogen-1, alpha-2-macroglobulin, fibronectin, apolipoprotein A-I, collagen alpha-1 (XII) chain, haptoglobin, apolipoprotein B-100, and complement factor B. Innovation: This is the first study to analyze differential abundance protein of PU tissue from SCI patients using high-throughput protein identification and quantification by tandem mass tags followed by liquid chromatography tandem mass spectrometry. Conclusion: Differential abundance proteins are mainly involved in tissue regeneration. These proteins might be considered as future therapeutic options to enhance the physiological response and permit cellular repair of damaged tissue.
Collapse
Affiliation(s)
- Montserrat Baldan-Martin
- Department of Vascular Physiopathology, National Hospital for Paraplegics (HNP), SESCAM, Toledo, Spain
| | - Tatiana Martin-Rojas
- Department of Vascular Physiopathology, National Hospital for Paraplegics (HNP), SESCAM, Toledo, Spain
| | - Nerea Corbacho-Alonso
- Department of Vascular Physiopathology, National Hospital for Paraplegics (HNP), SESCAM, Toledo, Spain
| | - Juan Antonio Lopez
- Department of Plastic Surgery, National Hospital for Paraplegics (HNP), SESCAM, Toledo, Spain
| | - Tamara Sastre-Oliva
- Department of Vascular Physiopathology, National Hospital for Paraplegics (HNP), SESCAM, Toledo, Spain
| | - Felix Gil-Dones
- Department of Vascular Physiopathology, National Hospital for Paraplegics (HNP), SESCAM, Toledo, Spain
| | - Jesus Vazquez
- Department of Plastic Surgery, National Hospital for Paraplegics (HNP), SESCAM, Toledo, Spain
| | | | - Laura Mourino-Alvarez
- Department of Vascular Physiopathology, National Hospital for Paraplegics (HNP), SESCAM, Toledo, Spain
| | - Maria G. Barderas
- Department of Vascular Physiopathology, National Hospital for Paraplegics (HNP), SESCAM, Toledo, Spain
| |
Collapse
|
6
|
Lifetime cardiovascular risk is associated with a multimarker score of systemic oxidative status in young adults independently of traditional risk factors. Transl Res 2019; 212:54-66. [PMID: 31295436 DOI: 10.1016/j.trsl.2019.06.002] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/11/2019] [Revised: 06/18/2019] [Accepted: 06/26/2019] [Indexed: 12/28/2022]
Abstract
Cardiovascular risk (CVR) tends to be estimated in the short-term, which underestimates lifetime (LT)-CVR of young subjects. We determined whether LT-CVR is associated with a multimarker score of oxidative status in young adults and whether this association is independent of traditional CVR factors. Seventy-two young adults were stratified into: (1) low or (2) high LT-CVR, and (3) stable coronary artery disease (SCAD). CVR was estimated with QRisk and atherosclerotic CV disease (ASCVD) risk estimators, or second manifestations of arterial disease (SMART). Risk score. oxidative damage was determined by measuring carbonyls, oxidized LDL (oxLDL), 8-hydroxy-2'-deoxyguanosine (8-OHdG), and xanthine oxidase activity. Antioxidant defence was determined by total antioxidant capacity (TAC), catalase (CAT) activity and superoxide dismutase (SOD) activity. Multimarker scores of systemic oxidative damage (OxyScore) and antioxidant defence (AntioxyScore) were computed as standardized variables. Subjects with high LT-CVR had significantly higher levels of oxLDL, 8-OHdG, TAC, and CAT activity than subjects with low LT-CVR or with SCAD. QRisk and ASCVD estimators correlated positively with oxLDL, TAC, and CAT activity, while SMART Risk Score correlated with carbonyls and SOD activity. OxyScore and AntioxyScore were significantly higher in subjects with high LT-CVR than with low LT-CVR or with SCAD. OxyScore, but not AntioxyScore, was associated with LT-CVR independently of each traditional CVR factor. This study for the first time demonstrates a positive association between oxidative stress and the risk of first and recurrent CV events in young adults.
Collapse
|
7
|
Martínez PJ, Baldán-Martín M, López JA, Martín-Lorenzo M, Santiago-Hernández A, Agudiez M, Cabrera M, Calvo E, Vázquez J, Ruiz-Hurtado G, Vivanco F, Ruilope LM, Barderas MG, Alvarez-Llamas G. Identification of six cardiovascular risk biomarkers in the young population: A promising tool for early prevention. Atherosclerosis 2019; 282:67-74. [PMID: 30690299 DOI: 10.1016/j.atherosclerosis.2019.01.003] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/12/2018] [Revised: 12/26/2018] [Accepted: 01/10/2019] [Indexed: 12/18/2022]
Abstract
BACKGROUND AND AIMS The predictive value of traditional CV risk calculators is limited. Novel indicators of CVD progression are needed particularly in the young population. The main aim of this study was the identification of a molecular profile with added value to classical CV risk estimation. METHODS Eighty-one subjects (30-50 years) were classified in 3 groups according to their CV risk: healthy subjects; individuals with CV risk factors; and those who had suffered a previous CV event. The urine proteome was quantitatively analyzed and significantly altered proteins were identified between patients' groups, either related to CV risk or established organ damage. Target-MS and ELISA were used for confirmation in independent patients' cohorts. Systems Biology Analysis (SBA) was carried out to identify functional categories behind CVD. RESULTS 4309 proteins were identified, 75 of them differentially expressed. ADX, ECP, FETUB, GDF15, GUAD and NOTCH1 compose a fingerprint positively correlating with lifetime risk estimate (LTR QRISK). Best performance ROC curve was obtained when ECP, GDF15 and GUAD were combined (AUC = 0.96). SBA revealed oxidative stress response, dilated cardiomyopathy, signaling by Wnt and proteasome, as main functional processes related to CV risk. CONCLUSIONS A novel urinary protein signature is shown, which correlates with CV risk estimation in young individuals. Pending further confirmation, this six-protein-panel could help in CV risk assessment.
Collapse
Affiliation(s)
- Paula J Martínez
- Immunoallergy and Proteomics Laboratory, Department of Immunology, IIS-Fundación Jiménez Díaz, UAM, Madrid, Spain
| | | | - Juan A López
- Laboratory of Cardiovascular Proteomics CNIC, Madrid, Spain
| | - Marta Martín-Lorenzo
- Immunoallergy and Proteomics Laboratory, Department of Immunology, IIS-Fundación Jiménez Díaz, UAM, Madrid, Spain
| | - Aránzazu Santiago-Hernández
- Immunoallergy and Proteomics Laboratory, Department of Immunology, IIS-Fundación Jiménez Díaz, UAM, Madrid, Spain
| | - Marta Agudiez
- Immunoallergy and Proteomics Laboratory, Department of Immunology, IIS-Fundación Jiménez Díaz, UAM, Madrid, Spain
| | | | | | - Jesús Vázquez
- Laboratory of Cardiovascular Proteomics CNIC, Madrid, Spain
| | - Gema Ruiz-Hurtado
- Cardiorenal Translational Laboratory, Instituto de Investigación I+12, Hospital Universitario 12 de Octubre/CIBER-CV, Madrid, Spain
| | - Fernando Vivanco
- Department of Biochemistry and Molecular Biology, I Universidad Complutense, Madrid, Spain
| | - Luis M Ruilope
- Cardiorenal Translational Laboratory, Instituto de Investigación I+12, Hospital Universitario 12 de Octubre/CIBER-CV, Madrid, Spain; Hypertension Unit, Hospital Universitario 12 de Octubre, Madrid, Spain; School of Doctoral Studies and Research, Universidad Europea de Madrid, Madrid, Spain.
| | - María G Barderas
- Department of Vascular Physiopathology, Hospital Nacional de Parapléjicos SESCAM, Toledo, Spain
| | - Gloria Alvarez-Llamas
- Immunoallergy and Proteomics Laboratory, Department of Immunology, IIS-Fundación Jiménez Díaz, UAM, Madrid, Spain; REDINREN, Madrid, Spain.
| |
Collapse
|