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Rroji M, Spasovski G. Omics Studies in CKD: Diagnostic Opportunities and Therapeutic Potential. Proteomics 2024:e202400151. [PMID: 39523931 DOI: 10.1002/pmic.202400151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2024] [Revised: 10/24/2024] [Accepted: 10/28/2024] [Indexed: 11/16/2024]
Abstract
Omics technologies have significantly advanced the prediction and therapeutic approaches for chronic kidney disease (CKD) by providing comprehensive molecular insights. This is a review of the current state and future prospects of integrating biomarkers into the clinical practice for CKD, aiming to improve patient outcomes by targeted therapeutic interventions. In fact, the integration of genomic, transcriptomic, proteomic, and metabolomic data has enhanced our understanding of CKD pathogenesis and identified novel biomarkers for an early diagnosis and targeted treatment. Advanced computational methods and artificial intelligence (AI) have further refined multi-omics data analysis, leading to more accurate prediction models for disease progression and therapeutic responses. These developments highlight the potential to improve CKD patient care with a precise and individualized treatment plan .
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Affiliation(s)
- Merita Rroji
- Faculty of Medicine, Department of Nephrology, University of Medicine Tirana, Tirana, Albania
| | - Goce Spasovski
- Medical Faculty, Department of Nephrology, University of Skopje, Skopje, North Macedonia
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He T, Mischak M, Clark AL, Campbell RT, Delles C, Díez J, Filippatos G, Mebazaa A, McMurray JJV, González A, Raad J, Stroggilos R, Bosselmann HS, Campbell A, Kerr SM, Jackson CE, Cannon JA, Schou M, Girerd N, Rossignol P, McConnachie A, Rossing K, Schanstra JP, Zannad F, Vlahou A, Mullen W, Jankowski V, Mischak H, Zhang Z, Staessen JA, Latosinska A. Urinary peptides in heart failure: a link to molecular pathophysiology. Eur J Heart Fail 2021; 23:1875-1887. [PMID: 33881206 PMCID: PMC9291452 DOI: 10.1002/ejhf.2195] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/27/2020] [Revised: 03/23/2021] [Accepted: 04/18/2021] [Indexed: 02/06/2023] Open
Abstract
Aims Heart failure (HF) is a major public health concern worldwide. The diversity of HF makes it challenging to decipher the underlying complex pathological processes using single biomarkers. We examined the association between urinary peptides and HF with reduced (HFrEF), mid‐range (HFmrEF) and preserved (HFpEF) ejection fraction, defined based on the European Society of Cardiology guidelines, and the links between these peptide biomarkers and molecular pathophysiology. Methods and results Analysable data from 5608 participants were available in the Human Urinary Proteome database. The urinary peptide profiles from participants diagnosed with HFrEF, HFmrEF, HFpEF and controls matched for sex, age, estimated glomerular filtration rate, systolic and diastolic blood pressure, diabetes and hypertension were compared applying the Mann–Whitney test, followed by correction for multiple testing. Unsupervised learning algorithms were applied to investigate groups of similar urinary profiles. A total of 577 urinary peptides significantly associated with HF were sequenced, 447 of which (77%) were collagen fragments. In silico analysis suggested that urinary biomarker abnormalities in HF principally reflect changes in collagen turnover and immune response, both associated with fibrosis. Unsupervised clustering separated study participants into two clusters, with 83% of non‐HF controls allocated to cluster 1, while 65% of patients with HF were allocated to cluster 2 (P < 0.0001). No separation based on HF subtype was detectable. Conclusions Heart failure, irrespective of ejection fraction subtype, was associated with differences in abundance of urinary peptides reflecting collagen turnover and inflammation. These peptides should be studied as tools in early detection, prognostication, and prediction of therapeutic response.
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Affiliation(s)
- Tianlin He
- Mosaiques Diagnostics GmbH, Hannover, Germany.,Institute for Molecular Cardiovascular Research (IMCAR), RWTH Aachen University Hospital, Aachen, Germany
| | | | - Andrew L Clark
- Academic Cardiology Department, Hull York Medical School in the University of Hull, Kingston upon Hull, UK
| | - Ross T Campbell
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
| | - Christian Delles
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
| | - Javier Díez
- Program of Cardiovascular Diseases, CIMA Universidad de Navarra, IdiSNA and CIBERCV, Pamplona, Spain.,Departments of Nephrology and Cardiology, Clínica Universidad de Navarra, Pamplona, Spain
| | - Gerasimos Filippatos
- Heart Failure Unit, Department of Cardiology, Athens University Hospital Attikon, Athens, Greece
| | - Alexandre Mebazaa
- Université de Paris, Unité Inserm MASCOT, Department of Anaesthesiology and Intensive Care, Saint Louis-Lariboisière - Fernand Widal University Hospital, Assistance Publique Hôpitaux de Paris, Paris, France.,F-CRIN INI-CRCT (Cardiovascular and Renal Clinical Trialists), Nancy, France
| | - John J V McMurray
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
| | - Arantxa González
- Program of Cardiovascular Diseases, CIMA Universidad de Navarra, IdiSNA and CIBERCV, Pamplona, Spain
| | - Julia Raad
- Mosaiques Diagnostics GmbH, Hannover, Germany
| | - Rafael Stroggilos
- Biotechnology Division, Biomedical Research Foundation, Academy of Athens, Athens, Greece
| | - Helle S Bosselmann
- Department of Cardiology, Rigshospitalet, University Hospital of Copenhagen, Copenhagen, Denmark
| | - Archie Campbell
- Centre for Genomic and Experimental Medicine, Institute of Genetics & Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Shona M Kerr
- MRC Human Genetics Unit, Institute of Genetics & Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | | | | | - Morten Schou
- Herlev-Gentofte Hospital, Department of Cardiology, Herlev, Denmark
| | - Nicolas Girerd
- Université de Lorraine, Inserm, Centre d'Investigations Cliniques- Plurithématique 1433, and Inserm 1116 DCAC, CHRU de Nancy, F-CRIN INI-CRCT (Cardiovascular and Renal Clinical Trialists), Nancy, France
| | - Patrick Rossignol
- Université de Lorraine, Inserm, Centre d'Investigations Cliniques- Plurithématique 1433, and Inserm 1116 DCAC, CHRU de Nancy, F-CRIN INI-CRCT (Cardiovascular and Renal Clinical Trialists), Nancy, France
| | - Alex McConnachie
- Robertson Centre for Biostatistics, Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | - Kasper Rossing
- Department of Cardiology, Rigshospitalet, University Hospital of Copenhagen, Copenhagen, Denmark
| | - Joost P Schanstra
- Institut National de la Santé et de la Recherche Médicale, U1048, Institute of Cardiovascular and Metabolic Disease, Toulouse, France
| | - Faiez Zannad
- Université de Lorraine, Inserm, Centre d'Investigations Cliniques- Plurithématique 1433, and Inserm 1116 DCAC, CHRU de Nancy, F-CRIN INI-CRCT (Cardiovascular and Renal Clinical Trialists), Nancy, France
| | - Antonia Vlahou
- Biotechnology Division, Biomedical Research Foundation, Academy of Athens, Athens, Greece
| | - William Mullen
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
| | - Vera Jankowski
- Institute for Molecular Cardiovascular Research (IMCAR), RWTH Aachen University Hospital, Aachen, Germany
| | - Harald Mischak
- Mosaiques Diagnostics GmbH, Hannover, Germany.,Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
| | - Zhenyu Zhang
- Studies Coordinating Centre, Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Leuven, Belgium
| | - Jan A Staessen
- Non-Profit Research Institution Alliance for the Promotion of Preventive Medicine, Mechelen, Belgium.,Biomedical Sciences Group, Faculty of Medicine, University of Leuven, Leuven, Belgium
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