Labs in Precision Medicine: An N-of-1 Framework
Sat Feb 07 2026
Why do so many people feel unwell even when their labs are labeled "normal"? Are we using laboratory testing as a guide, or are we letting numbers drive decisions without enough context?
In this episode, I sit down with Dr. Ralph Esposito, a board-certified nutritionist, functional medicine practitioner, and expert in metabolic health, to unpack one of the most misunderstood tools in modern medicine: laboratory testing. As Dr. Esposito explains, labs are a cornerstone of healthcare, but they are also among the most frequently misused. We explore how nutrition and metabolic labs should be evaluated responsibly by prioritizing clinical context, pre-test probability, biological variability, and individual response rather than relying on isolated or outdated reference ranges.
Our conversation also dives into common misunderstandings around testosterone replacement therapy, cardiovascular risk, and why population-based "normal" values often miss what is happening in the individual. Dr. Esposito introduces an N of 1 framework, reframing labs not as definitive answers but as decision-support tools meant to guide truly personalized care. If you want a clearer, more thoughtful way to interpret labs and assess real health risk, this episode will change how you look at your numbers.
Key takeaways:
Lab Interpretation Caution: Misinterpretation of lab results can lead to incorrect health assessments; patient history and context are crucial in lab result analysis.
Individualized Guidelines: Dr. Esposito advocates for a shift from population-based to personalized markers of health for more accurate patient care.
Role of Testosterone in Health: While TRT can be beneficial, it should be considered carefully, weighing potential health benefits against side effects like elevated hematocrit and hemoglobin levels.
Lifestyle Modifications: Recognize the impact of lifestyle changes in conjunction with medical treatments for long-term health improvements.
Precision Medicine Vision: The future of healthcare lies in the integration of AI and individualized patient data to tailor precise medical interventions effectively.
More About Dr. Ralph Esposito:
Dr. Ralph Esposito is a licensed naturopathic physician and acupuncturist specializing in precision preventive and integrative medicine. He serves as Chief Science Officer at AG1 where he oversees scientific strategy and clinical research and is an adjunct professor at New York University. His work focuses on evidence-based N-of-1 approaches to risk reduction metabolic health and longevity translating complex science into clinically meaningful outcomes.
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Why do so many people feel unwell even when their labs are labeled "normal"? Are we using laboratory testing as a guide, or are we letting numbers drive decisions without enough context? In this episode, I sit down with Dr. Ralph Esposito, a board-certified nutritionist, functional medicine practitioner, and expert in metabolic health, to unpack one of the most misunderstood tools in modern medicine: laboratory testing. As Dr. Esposito explains, labs are a cornerstone of healthcare, but they are also among the most frequently misused. We explore how nutrition and metabolic labs should be evaluated responsibly by prioritizing clinical context, pre-test probability, biological variability, and individual response rather than relying on isolated or outdated reference ranges. Our conversation also dives into common misunderstandings around testosterone replacement therapy, cardiovascular risk, and why population-based "normal" values often miss what is happening in the individual. Dr. Esposito introduces an N of 1 framework, reframing labs not as definitive answers but as decision-support tools meant to guide truly personalized care. If you want a clearer, more thoughtful way to interpret labs and assess real health risk, this episode will change how you look at your numbers. Key takeaways: Lab Interpretation Caution: Misinterpretation of lab results can lead to incorrect health assessments; patient history and context are crucial in lab result analysis. Individualized Guidelines: Dr. Esposito advocates for a shift from population-based to personalized markers of health for more accurate patient care. Role of Testosterone in Health: While TRT can be beneficial, it should be considered carefully, weighing potential health benefits against side effects like elevated hematocrit and hemoglobin levels. Lifestyle Modifications: Recognize the impact of lifestyle changes in conjunction with medical treatments for long-term health improvements. Precision Medicine Vision: The future of healthcare lies in the integration of AI and individualized patient data to tailor precise medical interventions effectively. More About Dr. Ralph Esposito: Dr. Ralph Esposito is a licensed naturopathic physician and acupuncturist specializing in precision preventive and integrative medicine. He serves as Chief Science Officer at AG1 where he oversees scientific strategy and clinical research and is an adjunct professor at New York University. His work focuses on evidence-based N-of-1 approaches to risk reduction metabolic health and longevity translating complex science into clinically meaningful outcomes. Website Instagram Connect with me! Website Instagram Facebook YouTube