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Digital twins in precision pharmacotherapy: emerging applications, challenges, and future directions.

Digital twin technology, defined as dynamic digital models that represent individual patients, is emerging as a promising paradigm in precision pharmacotherapy. The integration of pharmacokinetic and pharmacodynamic (PK/PD) modeling, clinical data, genomic information, and real-time patient monitoring enables digital twins to shift drug therapy away from population-based averages toward individualized, adaptive decisions. This narrative review explores conceptual frameworks, emerging applications, methodological approaches, clinical value, limitations, and future directions of digital twins in pharmacotherapy, with particular emphasis on the role of clinical pharmacists. Unlike broader digital twin reviews that primarily emphasize technical architectures, disease-specific applications, or pharmaceutical research and development, this review focuses on the clinical-pharmacy translation layer: how digital twin outputs can be interpreted, validated, communicated, and converted into actionable medication decisions at the bedside and across ambulatory care settings. Key applications include precision dosing, polypharmacy management, antimicrobial stewardship, and the optimization of complex therapies, alongside important ethical, regulatory, and implementation challenges.

clinical pharmacy

Genetic and epigenetic determinants of cytochrome P450 activity in psychopharmacology: from pharmacogenetics to functional pharmacogenomics.

Classical pharmacogenetics has explained interindividual variability in psychotropic drug response primarily through inherited polymorphisms in cytochrome P450 enzymes. This framework successfully identified extreme metabolizer phenotypes and informed genotype-guided dosing recommendations. However, genotype-based predictions frequently correlate more strongly with pharmacokinetic parameters than with clinical outcomes. Patients sharing similar CYP genotypes often exhibit divergent therapeutic trajectories, while metabolic phenotypes may change during treatment without corresponding alterations in DNA sequence. These observations suggest the existence of a genotype-phenotype gap mediated by regulatory processes not captured by genotyping alone. Evidence from epigenetic regulation, environmental modulation of pharmacogene expression, and phenoconversion indicates that metabolic capacity is better understood as a dynamic functional state rather than a fixed inherited trait. This review examines the role of these mechanisms in psychiatric pharmacotherapy and explores the implications of shifting the predictive focus of precision medicine from static genotype to functional state.

Humans

Towards precision medicine for brain arteriovenous malformations.

Recent advances in cerebrovascular genomics, single-cell biology, pharmacology, and gene editing technology are transforming our understanding of brain arteriovenous malformations (bAVMs) - a leading cause of pediatric hemorrhagic stroke. Once considered static anatomical defects, bAVMs are now recognized as dynamic, genetically driven lesions resulting from somatic mutations in KRAS, BRAF, and pathways involved in arteriovenous specification, angiogenesis, and vascular remodeling. By integrating human genetics, animal models, and endovascular innovations, researchers have uncovered convergent mechanisms that link endothelial Ras/MAPK hyperactivation to abnormal vessel growth and higher rupture risk. These insights provide a foundation for precision medicine approaches that combine molecular diagnostics - such as liquid or endoluminal biopsies - with mutation-specific pharmacotherapies and emerging CRISPR-based gene editing strategies. We suggest that genotype-guided interventions, tailored by spatial and developmental cerebrovascular context, could ultimately reclassify bAVMs from surgically incurable malformations to treatable molecular conditions.

Humans

Breaking the Debilitating Cycle: Pathophysiology, Assessment, and Multimodal Intervention of Secondary Debilitation After Hip Fracture in Older Adults-A Narrative Review.

Hip fractures pose a serious threat to the quality of life among older adults and impose a heavy burden on both society and families. Although current surgical techniques for hip fractures have become increasingly refined, postoperative quality of life and overall function in older adult populations often steeply decline. This decline is marked by "secondary debilitation," characterized by exacerbated sarcopenia, functional impairment, and physiological reserve depletion-a process that becomes a risk factor for recurrent fractures, creating a "vicious cycle" with hip fractures. This article provides a comprehensive overview of the pathophysiological mechanisms underlying "secondary debilitation," discusses the clinical application of risk assessment tools, and presents a phased, stepwise intervention strategy aimed at interrupting the "vicious cycle." The strategy includes early rapid rehabilitation, nutritional support, and prevention of complications; a mid-phase multimodal approach involving multidisciplinary management, comanaged wards, fracture liaison services, and systematic rehabilitation; and, finally, late-phase exploration of emerging pharmacotherapies and treatment methods. This review seeks to offer an evidence-based foundation for optimizing clinical risk assessment and developing precise interventional strategies.

Humans

Endocrine tumors of the pancreas.

The identification and description of a widely dispersed group of cells of common origin and biochemical characteristics, APUD cells, has allowed a better understanding and classification of endocrine tumors of the pancreas. Similarly, it has enabled the relationships between the endocrine tumors of the multiple endocrine neoplasia type I syndrome and the endocrine tumors of the pancreas to be better appreciated. This has facilitated both diagnosis and management of these conditions. The pluripotentiality of the cells of the APUD system combined with the certain existence of many unidentified peptides suggests the likelihood of other undescribed pancreatic endocrine tumors. Many of these are probably part of the heterogenous group of neoplasms currently designated as carcinoids, since their secretory products and exact cell types are not known. The recognition of the physiologic characteristics and cells of origin of these peptides, amines or other bioactive agents will allow delineation of the symptom complex and the identification of further functional tumors of the pancreas. The development of plasma radioimmunoassays for the various hormones and the appreciation of the specific clinical syndromes related to each tumor have enabled earlier diagnosis. The understanding of the hormonal physiopathologic functions has led to the evolution of specific therapeutic maneuvers. Provocative tests have allowed increased precision of the differential diagnosis, while selective arteriography and pancreatic venous sampling have greatly enhanced the accuracy of topical localization. The role of operation in tumor removal is still prominent, but malignant and recurrent tumors may now also be controlled with specific pharmacotherapy or appropriate endocrine cytotoxic agents. The use of peptides with antagonistic actions or the administration of specific antibodies to the active tumor products are areas of therapy that require further exploration.

Adult

Early infantile developmental and epileptic encephalopathy: clinical spectrum, diagnosis, outcomes, and evolving treatment strategies.

Early infantile developmental and epileptic encephalopathy (EIDEE) is among the most severe epilepsy syndromes, with onset before three months of age and an estimated incidence of approximately 10 per 100,000 live births. The 2022 International League Against Epilepsy classification unified the historically distinct Ohtahara syndrome and early myoclonic encephalopathy under a single diagnostic framework defined by frequent drug-resistant tonic and/or myoclonic seizures, an abnormal neurological examination, and an abnormal interictal electroencephalogram-most characteristically a burst-suppression pattern. This narrative review synthesizes the clinical, electrophysiological, neuroimaging, genetic, and therapeutic literature within the EIDEE framework. The clinical phenotype is characterized by central hypotonia, postnatal microcephaly, cortical visual impairment, and age-dependent syndromic evolution toward infantile epileptic spasms syndrome or Lennox-Gastaut syndrome in the majority of patients. Electroencephalography remains essential for syndromic classification, while systematic metabolic screening and early trio whole-exome or whole-genome sequencing are central to the etiologic workup, achieving diagnostic yields of 60-65%. The most commonly identified genetic causes include STXBP1, KCNQ2, and SCN2A variants. Outcomes are poor overall and strongly etiology-dependent: vitamin-responsive disorders carry a substantially more favorable prognosis, whereas mortality reaches 25% in genetic cohorts. Genotype-guided pharmacotherapy is now applicable to a clinically meaningful subset of patients, with sodium channel blockers, potassium channel openers, and emerging antisense oligonucleotide therapies representing important therapeutic advances. Gene therapy trials are underway but have encountered early safety signals, underscoring the vulnerability of this population. Critical unmet needs include earlier molecular diagnosis, precision therapies targeting developmental outcomes beyond seizure control, and prospective international registries to characterize the long-term natural history of EIDEE.

Humans

Looking to the Future: How Will Personalised Medicine Impact Facial Plastic Surgery.

AIMS AND BACKGROUNDS: The objectives of this study are to examine the emerging role of personalized medicine in facial plastic surgery and to consider how biologically, anatomically, and psychologically tailored approaches may refine both aesthetic and reconstructive care. HISTORICAL ASPECTS: Facial plastic surgery has traditionally relied on anatomical principles, surgical expertise, and population-based evidence. Personalized medicine represents a shift toward more individualized care by incorporating patient-specific biological and phenotypic variation into clinical decision-making. ANATOMY: Facial plastic surgery is uniquely dependent on subtle anatomical variation, soft tissue characteristics, wound healing behavior, and age-related change. These factors differ considerably between individuals and have a direct impact on both surgical planning and outcomes. TECHNOLOGY: Advances in genomics, pharmacogenomics, artificial intelligence, tissue engineering, and three-dimensional modelling are expanding the scope of personalized care. These technologies may improve prediction of healing, treatment response, complication risk, and reconstructive requirements. PATIENT SELECTION: Personalized medicine may support more accurate patient selection by identifying those at increased risk of adverse scarring, variable response to injectables or pharmacotherapy, or differential reconstructive needs, thereby improving counselling and expectation management. TECHNIQUES: Potential applications include tailored incision planning, individualized facial rejuvenation strategies, personalized perioperative pharmacological regimens, and patient-specific reconstructive scaffolds, grafts, and implants. POSTOPERATIVE CARE: Postoperative management may also become more individualized through better prediction of inflammatory response, scar formation, analgesic requirements, and recovery trajectory, allowing more precise surveillance and adjunctive treatment. CURRENT AND FUTURE DEVELOPMENT: Although many applications remain investigational, continued progress in regenerative medicine, molecular profiling, and predictive analytics is likely to accelerate clinical translation. Ethical challenges relating to privacy, bias, and equitable access must, however, remain central. CONCLUSION AND CLINICAL RELEVANCE: Personalized medicine has the potential to enhance precision, safety, and patient-centered care in facial plastic surgery. Its future value will depend on thoughtful integration into practice as an adjunct to, rather than a replacement for, surgical judgement and aesthetic insight.

Journal Article