Literature DB >> 29463702

Theory of signs and statistical approach to big data in assessing the relevance of clinical biomarkers of inflammation and oxidative stress.

Pietro Ghezzi1, Kevin Davies2, Aidan Delaney3, Luciano Floridi4,5.   

Abstract

Biomarkers are widely used not only as prognostic or diagnostic indicators, or as surrogate markers of disease in clinical trials, but also to formulate theories of pathogenesis. We identify two problems in the use of biomarkers in mechanistic studies. The first problem arises in the case of multifactorial diseases, where different combinations of multiple causes result in patient heterogeneity. The second problem arises when a pathogenic mediator is difficult to measure. This is the case of the oxidative stress (OS) theory of disease, where the causal components are reactive oxygen species (ROS) that have very short half-lives. In this case, it is usual to measure the traces left by the reaction of ROS with biological molecules, rather than the ROS themselves. Borrowing from the philosophical theories of signs, we look at the different facets of biomarkers and discuss their different value and meaning in multifactorial diseases and system medicine to inform their use in patient stratification in personalized medicine.

Entities:  

Keywords:  biomarkers; disease; epistemology; inflammation; oxidative stress

Mesh:

Substances:

Year:  2018        PMID: 29463702      PMCID: PMC5877984          DOI: 10.1073/pnas.1719807115

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  27 in total

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Review 6.  The oxidative stress theory of disease: levels of evidence and epistemological aspects.

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Review 8.  The Haber-Weiss reaction and mechanisms of toxicity.

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Review 9.  Statistical methods for assessment of added usefulness of new biomarkers.

Authors:  Michael J Pencina; Ralph B D'Agostino; Ramachandran S Vasan
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  3 in total

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Review 2.  Environmental risk factors and their footprints in vivo - A proposal for the classification of oxidative stress biomarkers.

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Journal:  Redox Biol       Date:  2020-01-31       Impact factor: 11.799

3.  Magnetic resonance imaging biomarkers for chronic kidney disease: a position paper from the European Cooperation in Science and Technology Action PARENCHIMA.

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Journal:  Nephrol Dial Transplant       Date:  2018-09-01       Impact factor: 5.992

  3 in total

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