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Inductive database to support iterative data mining: Application to biomarker analysis on patient data in the Fight-HF project. J Biomed Inform 2022; 135:104212. [PMID: 36182054 DOI: 10.1016/j.jbi.2022.104212] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 03/08/2022] [Accepted: 09/23/2022] [Indexed: 11/22/2022]
Abstract
Machine learning is now an essential part of any biomedical study but its integration into real effective Learning Health Systems, including the whole process of Knowledge Discovery from Data (KDD), is not yet realised. We propose an original extension of the KDD process model that involves an inductive database. We designed for the first time a generic model of Inductive Clinical DataBase (ICDB) aimed at hosting both patient data and learned models. We report experiments conducted on patient data in the frame of a project dedicated to fight heart failure. The results show how the ICDB approach allows to identify biomarker combinations, specific and predictive of heart fibrosis phenotype, that put forward hypotheses relative to underlying mechanisms. Two main scenarios were considered, a local-to-global KDD scenario and a trans-cohort alignment scenario. This promising proof of concept enables us to draw the contours of a next-generation Knowledge Discovery Environment (KDE).
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Lima MF, Amaral AG, Moretto IA, Paiva-Silva FJTN, Pereira FOB, Barbas C, dos Santos AM, Simionato AVC, Rupérez FJ. Untargeted Metabolomics Studies of H9c2 Cardiac Cells Submitted to Oxidative Stress, β-Adrenergic Stimulation and Doxorubicin Treatment: Investigation of Cardiac Biomarkers. Front Mol Biosci 2022; 9:898742. [PMID: 35847971 PMCID: PMC9277393 DOI: 10.3389/fmolb.2022.898742] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Accepted: 05/26/2022] [Indexed: 11/13/2022] Open
Abstract
One of the biggest challenges in the search for more effective treatments for diseases is understanding their etiology. Cardiovascular diseases (CVD) are an important example of this, given the high number of deaths annually. Oxidative stress (the imbalance between oxidant and antioxidant species in biological system) is one of the factors responsible for CVD occurrence, demanding extensive investigation. Excess of reactive oxygen species (ROS) are primarily responsible for this condition, and clinical and scientific literature have reported a significant increase in ROS when therapeutic drugs, such as doxorubicin and isoproterenol, are administered. In this context, the aim of this study is the investigation of potential biomarkers that might be associated with oxidative stress in cardiomyocytes. For this purpose, H9c2 cardiomyocytes were submitted to oxidative stress conditions by treatment with doxorubicin (DOX), isoproterenol (ISO) and hydrogen peroxide (PER). Metabolomics analyses of the cell extract and the supernatant obtained from the culture medium were then evaluated by CE-ESI(+)-TOF-MS. Following signal processing, statistical analyses, and molecular features annotations, the results indicate changes in the aspartate, serine, pantothenic acid, glycerophosphocholine and glutathione metabolism in the cell extract.
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Affiliation(s)
- Monica Força Lima
- Center for Metabolomics and Bioanalysis (CEMBIO), Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Madrid, Spain
- Department of Analytical Chemistry, Institute of Chemistry, University of Campinas (UNICAMP), Campinas, Brazil
| | - Alan Gonçalves Amaral
- Department of Analytical Chemistry, Institute of Chemistry, University of Campinas (UNICAMP), Campinas, Brazil
| | - Isabela Aparecida Moretto
- Department of Structural and Functional Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, Brazil
| | | | - Flávia Oliveira Borges Pereira
- Department of Structural and Functional Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, Brazil
| | - Coral Barbas
- Center for Metabolomics and Bioanalysis (CEMBIO), Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Madrid, Spain
| | - Aline Mara dos Santos
- Department of Structural and Functional Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, Brazil
- *Correspondence: Aline Mara dos Santos, ; Francisco Javier Rupérez,
| | - Ana Valéria Colnaghi Simionato
- Department of Analytical Chemistry, Institute of Chemistry, University of Campinas (UNICAMP), Campinas, Brazil
- National Institute of Science and Technology in Bioanalytics (INCTBio), Campinas, Brazil
| | - Francisco Javier Rupérez
- Center for Metabolomics and Bioanalysis (CEMBIO), Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Madrid, Spain
- *Correspondence: Aline Mara dos Santos, ; Francisco Javier Rupérez,
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Fremion E, Bustillos P, Khavari R. Contemporary management considerations of urinary tract infections for women with spina bifida. Int Urogynecol J 2021; 33:493-505. [PMID: 34081164 DOI: 10.1007/s00192-021-04860-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Accepted: 05/12/2021] [Indexed: 11/30/2022]
Abstract
INTRODUCTION AND HYPOTHESIS Urinary tract infections (UTIs) are one of the leading health concerns and causes of hospitalization for adults with spina bifida (SB). The risk factors, evaluation, management, and prevention of UTIs in women with SB must take into consideration their unique pelvic anatomy and function as well as the desire for pregnancy or the occurrence UTI during pregnancy. This article reviews published literature regarding this topic and offers recommendations for UTI evaluation, management, and prevention in the context of the unique pelvic floor health needs of women with SB. METHODS A systematic review was conducted using the following keywords: spinal dysraphism, spina bifida, myelomeningocele, meningocele, urinary tract infections, females, and adults. Articles were included if they were in English, published during or after 2000, peer reviewed, included women with spina bifida aged 18 or greater, and included outcomes related to urinary tract infection. RESULTS No articles met inclusion criteria. CONCLUSION As no articles were found based on the initial search criteria, articles pertaining to neurogenic bladder UTI risks, evaluation, and management were discussed to develop consensus recommendations for the unique care of UTIs in women with SB.
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Affiliation(s)
- Ellen Fremion
- Baylor College of Medicine, Departments of Internal Medicine and Pediatrics, Section of Transition Medicine, 7200 Cambridge St. Suite 8a, Houston, TX, 70330, USA.
| | - Paola Bustillos
- Houston Methodist Hospital, Department of Urology, Neurourology and Transitional Urology Clinic, Weill Cornell Medical College, Houston, TX, 77030, USA
| | - Rose Khavari
- Houston Methodist Hospital, Department of Urology, Neurourology and Transitional Urology Clinic, Weill Cornell Medical College, Houston, TX, 77030, USA
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Nazemiyeh M, Hajalilou M, Rajabnia M, Sharifi A, Hasani S. Diagnostic value of Endothelin 1 as a marker for diagnosis of pulmonary parenchyma involvement in patients with systemic sclerosis. AIMS MEDICAL SCIENCE 2020. [DOI: 10.3934/medsci.2020014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
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Averbeck MA, Rantell A, Ford A, Kirschner-Hermanns R, Khullar V, Wagg A, Cardozo L. Current controversies in urinary tract infections: ICI-RS 2017. Neurourol Urodyn 2019; 37:S86-S92. [PMID: 30133791 DOI: 10.1002/nau.23563] [Citation(s) in RCA: 63] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2017] [Accepted: 02/18/2018] [Indexed: 02/03/2023]
Abstract
AIMS The current definition of urinary tract infection (UTI) relies on laboratory and clinical findings, which may or may not be relevant, depending upon the patient group under consideration. This report considers the utility of current definitions for UTI in adults with and without underlying neurological conditions in order to identify gaps in current understanding and to recommend directions for research. METHODS This is a consensus report of the proceedings of Think Tank TT3: "How do we define and when do we treat UTI in neurological and non-neurological adult patients?" from the annual International Consultation on Incontinence-Research Society (ICI-RS), June 8-10, 2017 (Bristol, UK). RESULTS Evidence considering the definitions of UTI in patients with and without neurological diseases was reviewed and synthesized. We examined research on laboratory methods and clinical definitions, focusing on specific cut-off values for the quantification of significant bacteriuria, and leucocyturia. Several areas were identified, mostly related to the lack of evidence-based definitions of significant bacteriuria for different patient groups, as well as uncertainties about the role of inflammatory biomarkers, and non-specific symptoms and signs. CONCLUSIONS One of the biggest challenges in clinical practice is to discriminate between asymptomatic bacteriuria and symptomatic UTI. Future research should concentrate on risk factors for developing symptomatic UTI in different patient groups. Targeted investigations for specific populations, such as the frail elderly, and patients with neurogenic bladder dysfunction, are still needed.
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Affiliation(s)
- Marcio A Averbeck
- Department of Urology, Moinhos de Vento Hospital, Porto Alegre, Brazil
| | - Angela Rantell
- Department of Urogynaecology, King's College Hospital, London, United Kingdom
| | - Abigail Ford
- Department of Urogynaecology, St Mary's Hospital, London, United Kingdom
| | - Ruth Kirschner-Hermanns
- Department of Neuro-Urology/Urology, University Clinic, Friedrich-Wilhelms University, Bonn and Neurological Rehabilitation Center 'Godeshöhe' e.V., Bonn, Germany
| | - Vik Khullar
- Department of Urogynaecology, St Mary's Hospital, London, United Kingdom
| | - Adrian Wagg
- Department of Geriatric Medicine, University of Alberta, Edmonton, Canada
| | - Linda Cardozo
- Department of Urogynaecology, King's College Hospital, London, United Kingdom
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Vvedenskaya O, Wang Y, Ackerman JM, Knittelfelder O, Shevchenko A. Analytical challenges in human plasma lipidomics: A winding path towards the truth. Trends Analyt Chem 2019. [DOI: 10.1016/j.trac.2018.10.013] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
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Beger R, Yu LR, Daniels J, Mattes W. Exploratory biomarkers: Analytical approaches and their implications. CURRENT OPINION IN TOXICOLOGY 2017. [DOI: 10.1016/j.cotox.2017.06.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
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Han H, Mann A, Ekstein D, Eyal S. Breaking Bad: the Structure and Function of the Blood-Brain Barrier in Epilepsy. AAPS JOURNAL 2017; 19:973-988. [DOI: 10.1208/s12248-017-0096-2] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/15/2017] [Accepted: 04/28/2017] [Indexed: 12/27/2022]
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Waldman SA, Terzic A. Bioinnovation Enterprise: An engine driving breakthrough therapies. Clin Pharmacol Ther 2016; 99:8-13. [PMID: 26785918 DOI: 10.1002/cpt.272] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2015] [Accepted: 09/29/2015] [Indexed: 12/14/2022]
Abstract
Biological advances have radically expanded our insights into the underpinnings of health and disease. New knowledge has formed the substrate for translation-expedited in turn by the biotechnology and pharmaceutical industry into novel therapeutic solutions impacting the management of patients and populations. Indeed, this Bioinnovation Enterprise has become the dominant growth sector in drug development and the engine driving the translation of breakthrough therapies worldwide. This annual Therapeutic Innovations issue highlights recent exceptional advances by the Bioinnovation Enterprise in translating molecular insights in pathobiology into transformative therapies.
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Affiliation(s)
- S A Waldman
- Department of Pharmacology and Experimental Therapeutics, Division of Clinical Pharmacology, Department of Medicine, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - A Terzic
- Mayo Clinic Center for Regenerative Medicine, Divisions of Cardiovascular Diseases and Clinical Pharmacology, Departments of Medicine, Molecular Pharmacology and Experimental Therapeutics and Medical Genetics, Mayo Clinic, Rochester, Minnesota, USA
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