How breath reveals your metabolism

Metabolism leaves volatile traces that cross from blood into the lungs within minutes, which makes an exhale a continuous sample of internal state. Rysflo reads three of them on a MEMS metal-oxide sensor array. Here is the mechanism, the sensing, and the measured limit of each.

Where your energy comes from

Your body is designed to run on the glucose from your last meal and the fat you have already stored, moving between them continuously. After eating, glucose is plentiful, insulin rises, and the body burns what has just arrived while storing the surplus. As glucose runs down, insulin falls and the body begins breaking stored fat back into fuel.

Which of the two it is drawing on right now is the difference between a diet that is working and one that is not. Weight is a lagging, noisy proxy for it. Nothing you can see or feel reports it directly.

When your body switches fuel

Metabolic reactions produce by-products. Some are volatile — small enough and light enough to cross from blood into the air in your lungs and leave on the next exhale. Concentration in breath then tracks concentration in blood, which makes an exhale a continuous, non-invasive sample of what is happening inside.

the switch fat becomes the main fuel your reading highlow glucose available fat oxidation breath acetone follows this last meal4 h 8 h12 h16 h
Illustrative. When the switch happens moves with what you ate and what kind of day you had — which is why it is measured rather than assumed.

More than a thousand such compounds have been catalogued in human breath. Rysflo reads three of them, chosen because each maps cleanly onto a different system.

Are you burning fat?

When you burn fat steadily, it breaks down into fragments faster than your cells can use them up. The liver packs the surplus into ketones. One of those ketones is unstable and falls apart on its own into acetone — a molecule small and light enough to slip out of your blood into your lungs and leave on the next breath.

breath acetone blood beta-hydroxybutyrate R² = 0.77 pooled across studies · individual studies 0.54 to 0.94
Each dot is one person measured both ways at once. The line flattens as it rises, so the reading tells you which way you are going, not how many grams.

Reported concentrations sit at roughly 0.5–2 ppm at baseline, 2–5 ppm under caloric restriction, and higher in nutritional ketosis. Across studies the relationship with blood beta-hydroxybutyrate is exponential rather than linear, and the fit explains about 77 per cent of the variance (R² = 0.77, individual studies 0.54 to 0.94).

FASTED, ACETONE HIGH
Burning stored fat

The last meal is cleared, insulin has fallen, and the body has moved onto its reserves. This is the state a deficit is meant to produce.

FASTED, ACETONE STILL LOW
Still running on carbohydrate

Food is still being absorbed and glucose is still available, so there is no reason to touch stored fat. The week can look disciplined and the switch may not have happened at all.

Why the reading is taken fasted. Breath acetone tracks blood ketones closely while fasting, and stops tracking them once you have eaten — in one crossover study the correlation held at ρ = 0.58 overnight and disappeared after both high- and low-carbohydrate meals. Acetone also forms by irreversible decarboxylation and clears slowly, so a morning reading summarises the overnight window rather than reacting to the last thing you ate. The fasted protocol is the condition in which the marker behaves.

The fit is strong but not exact, and it is exponential, so breath acetone is best read as a directional trend marker: the direction of travel is reliable, an exact rate of fat loss is not.

Did your gut absorb the meal?

A hand holding a bowl of shredded salad and slaw
Hydrogen — whether the meal was absorbed or fermented

Human cells do not produce molecular hydrogen. All breath H₂ is microbial in origin. Carbohydrate that escapes small-intestinal absorption reaches the colon, where anaerobes ferment it and release hydrogen; a fraction — historically estimated near fourteen percent — is absorbed into blood and exhaled.

4030 2010 ppm H₂ fermented in the colon absorbed in the small intestine +20 ppm threshold meal1 h2 h 3 h4 h
The shape is illustrative. The 20 ppm line is not — that is the clinical threshold for food reaching the colon undigested.

This is the oldest of the three in clinical use. Hydrogen breath testing has been a standard for carbohydrate malabsorption since 1969, and the 2017 North American Consensus defines a rise of at least 20 ppm above baseline as a malabsorption signal. Lactose malabsorption affects a large share of adults worldwide; fructose malabsorption is also common.

The known limit: a substantial minority of people are methanogen-dominant, converting hydrogen to methane. A hydrogen-only reading under-represents their fermentation. Adding a methane channel is the planned refinement, and until then those readings should be interpreted with that in mind.

Is sugar fermenting in your gut?

Macro view of fine branching structures across dark tissue
Ethanol — what your gut microbes make from sugar

Gut commensals including Klebsiella, E. coli and Candida produce small quantities of ethanol continuously. In healthy people first-pass hepatic metabolism clears almost all of it, so peripheral blood and breath concentrations remain very low. Portal-vein ethanol has been shown to run many times higher than peripheral, and to rise stepwise with liver-disease severity.

This is the least settled of the three. The mechanism is robust and non-alcoholic fatty liver disease is highly prevalent, including in lean individuals. But resolving breath ethanol at these concentrations is analytically demanding, and fermented foods, ripe fruit, sugar alcohols and the oral microbiome all interfere. It is an emerging research marker, not a diagnostic one.

Why three, and not one

Each of the three reports on a different system, and each rests on established biochemistry. Reading all three from a single exhale is what we built, and it is the part that has to be proved by our own work rather than anyone else’s. The precedent is continuous glucose monitoring: Zeevi and colleagues, and later the PREDICT study, showed that the same food produces substantially different responses between individuals, and that nutrition guided by continuous measurement outperforms generic dietary guidance in controlled trials.

Those trials establish the principle of personalisation and validate specific read-outs such as continuous glucose. They do not validate breath acetone, hydrogen and ethanol as guiding signals.

What this cannot tell you

Rysflo uses an array of MEMS metal-oxide gas sensors. Each element sits on a microfabricated hotplate that heats a thin metal-oxide film; target gases react at the film surface and change its electrical resistance, which is read as the signal. The same sensing class has been shown to agree closely with reference mass spectrometry for handheld acetone measurement.

One film one number C₃H₆OH₂EtOH three gases collapse into one response — not separable An array oxide Ahigh T oxide Bmid T oxide Clow T C₃H₆OH₂EtOH the joint response across three films separates them
All three gases make the same film react, so one film cannot tell them apart. Separating them is the hard part of the design.

Selectivity is the central design problem. A single metal-oxide film responds to many reducing gases, and acetone, hydrogen and ethanol all elicit a response, so the three signals must be separated rather than read off one element. The array uses different oxide chemistries and operating temperatures with pattern recognition across their joint response, and each analyte requires its own validation rather than inheriting the acetone result. These films are also sensitive to humidity, ambient temperature and slow baseline drift, so periodic calibration and standardised sampling — a fasted morning reading, a ventilated room, a full hotplate warm-up — are part of the design rather than optional extras.

Rysflo is a wellness device. It does not diagnose, treat, cure or prevent any disease, and readings are not a substitute for clinical testing or advice.

Measure it tomorrow morning

Three analytes, one exhale, and targets set against your goal. $29 a month, device included.

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Sources

  1. Anderson JC. Measuring breath acetone for monitoring fat loss: review — Obesity (Silver Spring), 2015. Pooled agreement with blood beta-hydroxybutyrate across studies, range 0.54 to 0.94; also the source of the concentration bands and of the dietary, pulmonary and sampling confounders described above.
  2. Falkenhain K et al. Keyto app and device versus WW app on weight loss and metabolic risk in adults with overweight or obesity: a randomised trial — Obesity (Silver Spring), 2021, n = 155. The strongest trial in this area. Breath acetone biofeedback was bundled inside a full ketogenic programme, so the effect cannot be attributed to the sensor alone.
  3. Randomised controlled trial of time-restricted eating: secondary analyses of breath acetone — International Journal of Obesity (Nature Portfolio), 2025, n = 60. Weekly fasting breath acetone over an eight-week restricted diet; ketone bodies rose for about three weeks before stabilising as production and utilisation equilibrated.
  4. Breath acetone as a marker of energy balance: an exploratory study in healthy humans — Nutrition & Diabetes (Nature Portfolio), 2018, n = 8. Breath acetone tracked blood beta-hydroxybutyrate while fasting (ρ = 0.58) but not after meals, and was not suppressed by very-low-carbohydrate meals. This is the study behind the fasted-morning protocol.
  5. Musa-Veloso K et al. Breath acetone is a reliable indicator of ketosis in adults consuming ketogenic meals — American Journal of Clinical Nutrition, 2002. Plasma acetoacetate, plasma beta-hydroxybutyrate and breath acetone all rose about 3.5-fold together over twelve hours of ketogenic feeding.
  6. Breath acetone measurement-based prediction of exercise-induced energy and substrate expenditure — 2020, n = 6. Breath acetone correlated inversely with respiratory exchange ratio (r = 0.67), the closest direct evidence linking it to the fat-versus-carbohydrate axis.
  7. Toyooka T, Hiyama S, Yamada Y. A prototype portable breath acetone analyser for monitoring fat loss — Journal of Breath Research, 2013. Prior art for this sensing approach: a pocket-sized analyser using two semiconductor gas sensors of differing selectivity to resolve acetone while correcting for ethanol, hydrogen and humidity — the same separation problem described above.
  8. Meijnikman AS et al. Microbiome-derived ethanol in nonalcoholic fatty liver disease — Nature Medicine, 2022. Portal-vein ethanol ran a median 187 times higher than fasted peripheral blood, and rose with disease stage from 2.1 mM without steatosis to 8.0 mM in NAFL and 21.0 mM in steatohepatitis. This gradient is why a peripheral breath reading is a buffered view of the phenomenon that carries the meaning.
  9. Yuan J et al. Fatty liver disease caused by high-alcohol-producing Klebsiella pneumoniae — Cell Metabolism, 2019. Transferring the isolate into mice induced fatty liver; removing the strain before faecal transplant prevented it.
  10. Breath acetone correlates with capillary beta-hydroxybutyrate in type 1 diabetes — PMC12014577.
  11. Rezaie A et al. Hydrogen and methane-based breath testing in gastrointestinal disorders: the North American Consensus — American Journal of Gastroenterology, 2017. Defines the ≥20 ppm rise above baseline used as the malabsorption threshold.
  12. GLP-1 receptor agonists induce loss of lean mass: so does caloric restriction — PubMed 40771503.

These are studies of the underlying markers, not of Rysflo. None tested the three-analyte protocol as an intervention.