Navigating the omics landscape in precision medicine: A bidirectional approach to patient care

This paper presents a novel bidirectional approach to precision medicine that combines proteomic, peptidomic and metabolomic analyzes with clinical data and genome-wide association studies (GWAS). This innovative strategy improves patient care by enabling a dynamic exchange from “patient to molecular pathway” and back, which significantly refines patient cohort stratification, improves diagnostic accuracy and personalizes treatment strategies. At the heart of this approach is the use of comprehensive multi-omics data to improve patient management by tailoring interventions to individual molecular profiles. This two-way flow not only optimizes treatment based on real-time insights from molecular pathways, but also improves the application of GWAS results in clinical scenarios. Advanced computational tools such as machine learning and network analysis are critical for navigating these complex data sets and translating intricate molecular data into actionable treatment plans. This integrated, adaptive framework promises to reshape the future of healthcare by tailoring treatments to patients' unique biological and genetic profiles. • The paper introduces a bidirectional precision medicine approach combining proteomic, peptidomic, and metabolomic analyses with clinical data and GWAS. • Advanced computational tools, including machine learning, are vital for analyzing complex multi-omics data. • Integrating multi-omics data with clinical information provides a comprehensive framework for patient care. • A pathway-centered approach examines biological networks and pathways, focusing on interactions rather than isolated genes or proteins.

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Publication Details

Journal
Oral Oncology Reports
Published
2024-09-27
DOI
https://doi.org/10.1016/j.oor.2024.100660
Citations
2
Primary Topic
Diet and metabolism studies
Type
article
Field-Weighted Citation Impact
0.65

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article

Navigating the omics landscape in precision medicine: A bidirectional approach to patient care

Rui Miguel Pinheiro Vitorino
2 citations
Oral Oncology Reports
Diet and metabolism studies
0.65
article

Navigating the omics landscape in precision medicine: A bidirectional approach to patient care

Rui Miguel Pinheiro Vitorino
article en
2 citations

Abstract

This paper presents a novel bidirectional approach to precision medicine that combines proteomic, peptidomic and metabolomic analyzes with clinical data and genome-wide association studies (GWAS). This innovative strategy improves patient care by enabling a dynamic exchange from “patient to molecular pathway” and back, which significantly refines patient cohort stratification, improves diagnostic accuracy and personalizes treatment strategies. At the heart of this approach is the use of comprehensive multi-omics data to improve patient management by tailoring interventions to individual molecular profiles. This two-way flow not only optimizes treatment based on real-time insights from molecular pathways, but also improves the application of GWAS results in clinical scenarios. Advanced computational tools such as machine learning and network analysis are critical for navigating these complex data sets and translating intricate molecular data into actionable treatment plans. This integrated, adaptive framework promises to reshape the future of healthcare by tailoring treatments to patients' unique biological and genetic profiles. • The paper introduces a bidirectional precision medicine approach combining proteomic, peptidomic, and metabolomic analyses with clinical data and GWAS. • Advanced computational tools, including machine learning, are vital for analyzing complex multi-omics data. • Integrating multi-omics data with clinical information provides a comprehensive framework for patient care. • A pathway-centered approach examines biological networks and pathways, focusing on interactions rather than isolated genes or proteins.

Oral Oncology ReportsVol. 12
Universidade do Porto (PT), University of Aveiro (PT)
Fundação para a Ciência e a Tecnologia
Openalex Percentile: Top 29%
Diet and metabolism studies
0.65
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Navigating the omics landscape in precision medicine: A bidirectional approach to patient care — Rui Miguel Pinheiro Vitorino · Oral Oncology Reports (2024) | TGRS Research Map | TGRS