The DAMM system

Overweight and with a metabolism out of whack? Here’s the mathematical model for a personalised diet

The system estimates the energy intake from food more accurately. This is because it takes into account how nutrients are digested and absorbed, but above all, it allows for the metabolism of the gut microbiota.

by Federico Mereta

Overweight girl using scales near measuring tape on wooden floor, closeup New Africa - stock.adobe.com

6' min read

Translated by AI
Versione italiana

6' min read

Translated by AI
Versione italiana

We see it every day. The same diet does not work for everyone. So, for those struggling with being overweight or obese, diabetes and metabolic problems, focusing solely on calorie intake and energy expenditure through physical activity to understand what is happening and how much one can influence excess weight may be too simplistic. For a truly personalised and sustainable diet over the long term, we cannot therefore limit ourselves to the simplification of counting the calories in each food, just as calculating macronutrients such as fats, carbohydrates and proteins may not be enough either. More is needed to move beyond a reductionist view centred exclusively on energy balance.

Today, this approach seems outdated. We need tools that allow us to truly understand what happens within each organism, revealing the differences that can then explain why a dietary model succeeds or fails. The key subjective difference lies in the invisible: food passes through a living microbial ecosystem that can influence the number of calories actually absorbed. So what now? Looking to the future, an answer may come from an original mathematical model developed by experts at Arizona State University and published in PLOS One. It is called DAMM, an acronym standing for digestion, absorption and bacterial metabolism, and it tracks the ‘hidden’ part of the digestive and absorption process, going beyond the calories listed in tables. Or rather. It virtually tracks food as it travels through the digestive tract, estimating what the body absorbs directly, what reaches the colon, and how gut bacteria help transform the remaining material into products that are either absorbed or excreted, thereby determining how much energy we actually ‘take in’. The aim of the tool is to promote an understanding of the real effects of dietary patterns on individuals with diabetes, obesity and other metabolic conditions.

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Beyond calories

“Digestion is not just a human process, but a collaboration between our body and the trillions of microbes that live in the gut – explains Rosa Krajmalnik-Brown, one of the authors of the paper, in a university press release. The study was carried out in collaboration with experts from the AdventHealth Translational Research Institute in Orlando, together with Bruce Rittmann and Taylor Davis. “DAMM provides us with a powerful new tool for quantifying the contribution of these microbial partners to human health and energy balance, and for highlighting the importance of adequately nourishing gut microbes.” In short, whilst estimating actual energy intake may also rely on Atwater’s parameters—using a method that multiplies the quantity of proteins, carbohydrates and fats present in food by the average value of metabolisable calories per gram of each, a significant difference can arise when these data are integrated with the specific characteristics of each individual’s gut microbiota. This is because it would be important to understand how different diets nourish gut microbes, or how these microbes produce compounds such as short-chain fatty acids from fibre and other undigested food in the colon.

Diet and hunger

The study compared healthy adults who followed two ‘tailored’ diets. One diet focused particularly on the gut microbiota, providing more fibre and resistant starch (and therefore fewer processed foods and foods with larger particle sizes), whilst the other favoured processed foods and those with smaller particle sizes. People following this second diet – a Western-style diet – consumed around 116 calories more per day than those following a high-fibre diet. Yet the group following a high-fibre diet did not report feeling any more hungry. Result: the higher energy intake had no impact on feelings of hunger, and for this reason, ‘nutrition’ that also takes the microbiota into account appears crucial to explaining this result. This is why the DAMM model is so valuable; it offers the opportunity to quantitatively link human metabolism to the metabolism of the microorganisms present in the colon and was used to assess what occurred in the two populations under study.

What does the model analyse?

The DAMM model begins by breaking down the diet into the classic macronutrients: proteins, carbohydrates and fats. It then estimates how much usable energy from these components is absorbed in the upper digestive tract. Next, the material is virtually tracked through to the colon, where bacteria break down the remaining food components that were not digested in the previous stages. In this process, they produce short-chain fatty acids, which can be absorbed through the colon and utilised by the body as additional calories. The model also takes into account methane production by certain methanogenic strains. The microbial contribution is significant. The model estimated that short-chain fatty acids absorbed by the colon contribute, on average, around 140 calories per day, or approximately 7.4% of total usable energy. Around 85% of usable energy comes from the upper gastrointestinal tract, whilst around 15% comes from the lower gastrointestinal tract, where microbial activity plays a central role.

“The DAMM predictive model goes beyond the traditional caloric approach by highlighting how net bioavailable energy is actively modulated by the host’s digestive efficiency and, crucially, by the metabolic activity of the gut microbiota, in particular through the biosynthesis of short-chain fatty acids – according to Ramona De Amicis, a researcher in Human Nutrition at the University of Milan –. The emerging evidence therefore confirms that microbial ecology represents an essential biological variable which, in synergy with genetic background, lifestyle, body composition and individual metabolic profile, paves the way towards truly personalised precision nutrition. Whilst this represents a perspective of great clinical interest, it should be noted that DAMM is currently a mathematical model validated on cohorts of healthy subjects, and its immediate value therefore lies in decoding, with scientific rigour, the complex biological mechanisms that govern actual energy balance, with a view to future validation in the field of pathophysiology”.

Greater accuracy in assessing diet

When comparing the DAMM model with the results of the controlled diet study, it came closer – compared with the standard Atwater method – to estimating the number of calories actually absorbed from food. The standard method tended to underestimate the calories absorbed, whilst the DAMM model produced estimates more in line with the study’s results. The model also improved performance in terms of the dietary value of fibre, capturing significant differences between high- and low-fibre diets. The microbiota-modifying diet provided more fermentable material to the colon, where microbes could convert it into short-chain fatty acids. Consequently, DAMM predicted higher production of short-chain fatty acids with this diet, mirroring the overall pattern observed in the clinical trial, in which higher levels of short-chain fatty acids were observed in serum and faecal measurements. Short-chain fatty acids are more than just by-products of digestion. They are produced when gut bacteria ferment fibre and other dietary components that have not been previously absorbed during digestion; furthermore, some of these fatty acids can be absorbed by the body and used as calories.

But this is only part of the overall calorie balance. The microbiota-enhancing diet led to a lower overall absorption of net calories, even though it increased microbial activity and the production of short-chain fatty acids. So, ultimately, DAMM shows what the body absorbs directly, what the microbes produce, and what is ultimately absorbed or excreted.

The importance of fibre

“The study is very interesting because it opens up new avenues for understanding the relationship between diet, metabolism and the gut microbiota,” comments Silvio Buscemi, president of the Italian Society for Obesity. “The key, however, remains being able to translate this knowledge into accessible and targeted nutrition education for everyone.” In particular, it is important to promote a higher intake of fibre in the daily diet, for example through the regular consumption of pulses, whole grains, fruit and vegetables. “Fibre is a fundamental substrate for the gut microbiota, promoting the growth of beneficial bacteria and the production of useful metabolites, such as short-chain fatty acids,” notes Alexis Elias Malavazos, Coordinator of the Scientific Committee of the SIO (Italian Society for Obesity) and lecturer at the University of Milan – “Furthermore, it can help improve the feeling of fullness, regulate energy absorption and support the balance of the immune system.”

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