
Why “Healthy Eating” Is Too Broad to Be the Future of Food and Health
Most of us have heard the same advice for years: eat better, get more fruits and vegetables, cut back on processed food, and take care of your metabolism.
That advice is not wrong. But it is often too broad to be truly useful.
A recent study in Scientific Reports looked at 254 adults with metabolic dysfunction–associated fatty liver disease, or MAFLD — a condition where fat builds up in the liver alongside signs of metabolic stress.
The participants were not placed on a special diet. Rather, they simply reported what they usually ate, and researchers then scored how closely each person’s normal eating pattern resembled a Mediterranean-style diet.
The researchers also measured inflammation using a blood-based score called the Systemic Immune–Inflammation Index, or SII, which is calculated from routine blood-count markers: neutrophils, lymphocytes, and platelets.
The results were telling.
As expected, people with higher inflammation scores tended to have higher triglycerides and lower HDL — often called “good cholesterol.” But the diet finding was more interesting: the overall Mediterranean-style diet score did not clearly distinguish people with higher inflammation from those with lower inflammation, whereas fruit and vegetable intake did. Across the study group, higher inflammation was linked with worse fruit-and-vegetable scores, even when overall Mediterranean-style diet scores were largely similar.
While these findings are significant, they do not imply the same thing is true for every person. This was a population-level pattern. It does not prove that lower fruit and vegetable intake caused higher inflammation, and it does not tell any one person exactly which foods support them, which foods may trigger a response, or how their body reacts to specific meals in real life.
That is where Quellios fits.
Traditional studies help reveal broad trends — sometimes unexpected ones. But Quellios is being built for the next layer, by helping individuals understand their own unique inflammatory response patterns.
Most food tracking tools focus on what meals or ingredients someone ate. Quellios asks a deeper question: how did your body respond to what you ate? By combining smartphone-based sensing with food, lifestyle, and symptom tracking, Quellios aims to help people move beyond generic food advice and toward personal pattern recognition.
Not just “eat healthier.” Not just “follow this diet.” But: what foods seem to support your body — and what foods may be working against it?
That is the future Quellios is working toward.
References
- Abdelgawwad El-Sehrawy, A.A.M., Kandil, I., ELmazny, G.M. et al. Exploring the interplay between systemic immune–inflammatory response, nutritional patterns, and metabolic health in MAFLD. Sci Rep 16, 16022 (2026).
- Berry SE, Valdes AM, Drew DA, Asnicar F, Mazidi M, Wolf J, Capdevila J, Hadjigeorgiou G, Davies R, Al Khatib H, Bonnett C, Ganesh S, Bakker E, Hart D, Mangino M, Merino J, Linenberg I, Wyatt P, Ordovas JM, Gardner CD, Delahanty LM, Chan AT, Segata N, Franks PW, Spector TD. Human postprandial responses to food and potential for precision nutrition. Nat Med. 2020 Jun;26(6):964-973.
Join Us
Quellios is for people who want to understand how their body responds to the foods they eat — using personalized physiological signals rather than assumptions or generic nutrition advice. Our vision is a world where people can better understand inflammation, digestion, and wellness through individualized insight.
The Quellios Alpha study has now begun! You can join through the Quellios Alpha link, follow along for updates, and be among the first to try Snap & Sense while helping shape what comes next.


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