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Protein profile pattern analysis: A multifarious, in vitro diagnosis technique for universal screening.
Ajaya Kumar Barik1, Clint Mathew1, Pavithran M Sanoop1
1Centre of Excellence for Biophotonics, Department of Atomic and Molecular Physics, Manipal Academy of Higher Education, Manipal, Karnataka 576104, India.
Liquid biopsy offers a cost-effective approach to universal healthcare by analyzing body fluids for disease markers. Two methods, marker identification and AI-driven pattern analysis, are compared for their suitability in widespread healthcare applications.
Area of Science:
- Biotechnology
- Medical Diagnostics
- Bioinformatics
Background:
- Rising global populations and life expectancy increase the burden of non-communicable and communicable diseases.
- There is a critical need for accessible and cost-effective healthcare technologies to manage global health challenges.
- Liquid biopsy, analyzing body fluids non-invasively, is a promising technology for widespread healthcare.
Purpose of the Study:
- To summarize the current status of two liquid biopsy approaches for disease detection.
- To compare these approaches for their suitability in achieving universal healthcare.
- To evaluate the potential of liquid biopsy in making healthcare more accessible and affordable.
Main Methods:
- Approach 1: Identifying specific disease markers using Mass Spectroscopy (SELDI-MS, MALDI-MS), immunoassays (ELISA), and separation techniques (2-D PAGE, SDS-PAGE, CE).
- Approach 2: Utilizing High-Performance Liquid Chromatography/Ultra-High-Performance Liquid Chromatography (HPLC/UPLC) for protein separation and Artificial Intelligence (AI)/Machine Learning (MI) for pattern analysis without specific marker identification.
- Comparative analysis of the two approaches based on cost-effectiveness, accessibility, and diagnostic accuracy for universal healthcare.
Main Results:
- The study outlines the methodologies and current advancements in both marker-specific identification and AI-driven proteomic profiling via liquid biopsy.
- A comparison highlights the strengths and limitations of each approach concerning their application in resource-limited settings.
- The findings provide insights into which liquid biopsy strategy may be more viable for broad implementation in universal healthcare systems.
Conclusions:
- Liquid biopsy presents a viable strategy for advancing universal healthcare through minimally invasive diagnostics.
- Both marker-specific and AI-driven approaches show potential, with differences in complexity and data requirements.
- Further development and validation are crucial to optimize liquid biopsy techniques for equitable global health access.
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