ReviewFrontiers in aging2022
Improving the effectiveness of anti-aging modalities by using the constrained disorder principle-based management algorithms.
Review in Frontiers in aging, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
26 citing papers in PubMed, 33 citations in OpenAlex.
- A novel therapeutic regimen based on the constrained-disorder principles may improve the response to dimethyl fumarate in multiple sclerosis: Findings from an exploratory feasibility open-label clinical trial.IBRO neuroscience reports · 2026Article
- A feasibility open-label clinical trial utilizing second-generation artificial intelligence based on the constrained-disorder principle in patients with Parkinson's disease.IBRO neuroscience reports · 2026Article
- Lycium barbarum polysaccharides promote longevity and healthspan in Caenorhabditis elegans via insulin/IGF-1 signalling and lipid metabolic remodelling.Biogerontology · 2026Article
- Biological Systems Depend on Communication Over Distances: A Review of the Fundamental Mechanisms, Associated challenges, and the Potential Effect of the Constrained Disorder Principle.Acta biotheoretica · 2026Review
- The constrained disorder principle accounts for quantum effects in biological systems.Journal of medicine and life · 2026Review
- Variability in Exercise is Linked to Improved Age-related Dysfunctions, Suggesting a Potential Role for the Constrained-Disorder Principle-based Second-Generation Artificial Intelligence System.Current aging science · 2026Article
- The Constrained Disorder Principle: A Paradigm Shift for Accurate Interactome Mapping and Information Analysis in Complex Biological Systems.Bioengineering (Basel, Switzerland) · 2025Review
- The constrained disorder principle emphasizes the importance of variability boundaries for systems to function effectively.Journal of medicine and life · 2025Article
- A constrained disorder principle-based second-generation artificial intelligence digital medical cannabis system: A real-world data analysis.Journal of public health research · 2025Article
- Review
- Review
- Understanding gut microbial diversity using systems based on the Constrained-Disorder Principle provides a novel approach to targeting gut microbiome therapies.Frontiers in microbiology · 2025Review
- Inter-organ correlations in inflammation regulation: a novel biological paradigm in a murine model.Journal of medicine and life · 2025Article
- Evaluation of Anti-aging Agents Using the D-Galactose-Induced Accelerated Aging Model.Methods in molecular biology (Clifton, N.J.) · 2025Article
- Free Will as Defined by the Constrained Disorder Principle: a Restricted, Mandatory, Personalized, Regulated Process for Decision-Making.Integrative psychological & behavioral science · 2024Review
- The Co-Piloting Model for Using Artificial Intelligence Systems in Medicine: Implementing the Constrained-Disorder-Principle-Based Second-Generation System.Bioengineering (Basel, Switzerland) · 2024Review
- Using the Constrained Disorder Principle to Navigate Uncertainties in Biology and Medicine: Refining Fuzzy Algorithms.Biology · 2024Review
- A Feasibility Open-Labeled Clinical Trial Using a Second-Generation Artificial-Intelligence-Based Therapeutic Regimen in Patients with Gaucher Disease Treated with Enzyme Replacement Therapy.Journal of clinical medicine · 2024Article
- Effects of Age and Biological Age-Determining Factors on Telomere Length in Type 2 Diabetes Mellitus Patients.Medicina (Kaunas, Lithuania) · 2024Article
- The Constrained Disorder Principle May Account for Consciousness.Brain sciences · 2024Review
Corrections and comments
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Authors and funding
5 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Aging is a complex biological process with multifactorial nature underlined by genetic, environmental, and social factors. In the present paper, we review several mechanisms of aging and the pre-clinically and clinically studied anti-aging therapies. Variability characterizes biological processes from the genome to cellular organelles, biochemical processes, and whole organs' function. Aging is associated with alterations in the degrees of variability and complexity of systems. The constrained disorder principle defines living organisms based on their inherent disorder within arbitrary boundaries and defines aging as having a lower variability or moving outside the boundaries of variability. We focus on associations between variability and hallmarks of aging and discuss the roles of disorder and variability of systems in the pathogenesis of aging. The paper presents the concept of implementing the constrained disease principle-based second-generation artificial intelligence systems for improving anti-aging modalities. The platform uses constrained noise to enhance systems' efficiency and slow the aging process. Described is the potential use of second-generation artificial intelligence systems in patients with chronic disease and its implications for the aged population.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.