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Genetic variations significantly influence drug response through pharmacokinetics, receptor interactions, and biologic milieu modifications. Pharmacokinetic alterations impact drug metabolism and clearance, affecting efficacy and toxicity. Variants in drug-metabolizing enzymes, such as CYP2C9 and CYP2C19, alter drug activation and elimination. For example, CYP2C9 loss-of-function variants require lower warfarin doses to prevent excessive bleeding, while CYP2C19 variants reduce clopidogrel...
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RETRACTED: Zito Marino et al. AXL and MET Tyrosine Kinase Receptors Co-Expression as a Potential Therapeutic Target in Malignant Pleural Mesothelioma. <i>J. Pers. Med.</i> 2022, <i>12</i>, 1993.

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Correction: Rao et al. Ensemble Deep-Learning-Based Prognostic and Prediction for Recurrence of Sporadic Odontogenic Keratocysts on Hematoxylin and Eosin Stained Pathological Images of Incisional Biopsies. <i>J. Pers. Med.</i> 2022, <i>12</i>, 1220.

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New Personalized Medicine Model for Medication Management.

Kannayiram Alagiakrishnan1,2, Tyler Halverson3, Desiree Virginia Fermin Olivares4

  • 1Division of Geriatric Medicine, University of Alberta, 11350-83 Ave, Edmonton, AB T6G 2P4, Canada.

Journal of Personalized Medicine
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Summary
This summary is machine-generated.

Integrating multi-omics data into a personalized medicine model can improve drug efficacy and safety. This approach considers genetics, microbiomics, and other omics to guide medication management, reducing trial-and-error prescribing.

Keywords:
computational biologymicrobiomepharmacodynamicspharmacogeneticspharmacokineticspharmacomicrobiomicspharmacomulti-omics

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Area of Science:

  • Pharmacology
  • Genomics
  • Personalized Medicine

Background:

  • Traditional pharmacokinetics and pharmacodynamics do not fully capture cellular drug responses.
  • Drug efficacy and toxicity are influenced by genetics, microbiomics, and various omics alterations.
  • The oral medication process involves pharmacokinetics, oral and gut microbiomics, and pharmacodynamics.

Purpose of the Study:

  • To introduce an integrative Personalized Medicine Model for comprehensive medication management.
  • To demonstrate the clinical utility of this model using SSRIs and statins as examples.
  • To highlight the need for multi-omics data integration for improved patient outcomes.

Main Methods:

  • Review of traditional and emerging approaches in drug response assessment.
  • Integration of pharmacogenetics, pharmacogenomics, and multi-omics data (epigenetic, transcriptomic, proteomic, metabolomic).
  • Development of a personalized medicine model for drug selection and dosing.

Main Results:

  • The proposed model can guide individualized drug selection and dosing, reducing trial-and-error.
  • Application cases with SSRIs and statins show potential for improved patient safety and outcomes.
  • Integration of multi-omics data is crucial for decision support and actionable recommendations.

Conclusions:

  • An integrative personalized medicine model utilizing multi-omics data offers a pathway to optimize medication management.
  • Further research is required for full implementation in drug development, clinical care, and healthcare systems.
  • Successful integration necessitates robust IT infrastructure and stakeholder collaboration.