Ketogenic
Written by Aaron CuhaReviewed Sep 2026
Also called: Keto, Very low carbohydrate, LCHF
When calories are held the same, keto's edge is worth only tens of calories a day. A review that pooled 32 tightly controlled feeding studies found that small edge went the other way, to lower fat. When people eat as much as they want, keto often works, and the reason is that it blunts appetite.
What it actually is
Carbs cut low enough that the body makes ketones, usually under about 50 g a day, checked with a blood ketone test. That check is the big problem with the research, because most studies called low carb never measured a ketone. In DIETFITS, the group called healthy low carb was getting 30 percent of its calories from carbs at twelve months. That is not keto. POUNDS LOST, quoted all the time in this debate, had its lowest carb group at 35 percent of calories. That is not even low carb. Before you accept that a study shows keto works, check which of the two things it tested.
How its fans say it works
The idea is called the carbohydrate-insulin model. Carbs raise insulin. Insulin stops fat cells from letting go of their fat. That trapped energy drives both hunger and fat storage. Cut carbs, the argument goes, and fat gets freed up, you burn more energy, and you lose weight for reasons beyond calories. It is a clear idea that can be tested. That is why it has been tested in hospital units where every bite is measured, and stating it fairly is the fair way to test it.
What happened when calories were controlled
Best kind of study available: calories matched
Both groups ate the same number of calories, so a difference comes from what was in the diet, not how much people ate.
When calories were held equal, the edge is real but tiny, and in the best pooled review it points the other way. Nothing here backs the claim that ketosis itself makes you lose much more fat on the same calories.
- A 2017 review by Hall and Guo pooled 32 tightly controlled feeding studies that swapped carbs for fat at the same calories. People on the lower fat diets burned slightly more energy (26 calories a day) and lost slightly more fat (16 g a day). That is the opposite of the keto claim, and the size is tiny either way.
- Noakes 2006 put 83 people on three diets with the same calories. Fat loss was the same on all three. On very low carb, 32 percent of the weight lost was lean tissue, against 21 percent on a diet high in unsaturated fat. So the diet said to spare muscle did not.
- Vargas 2018 had 24 trained men lift weights while eating more calories than they burned. The non-keto group gained 1.3 kg of muscle. The keto group gained none. The groups had only 9 and 10 men, so treat it as a hint rather than a settled answer.
- Johnston 2006 is the cleanest test of ketosis itself. 20 adults ate strictly controlled amounts for six weeks. One group was in ketosis and one was not, on the same low carb intake. Weight loss was 6.3 against 7.2 kg, and fat loss 3.4 against 5.5 kg. Both leaned toward the non-keto group, though neither gap was big enough to rule out chance. The authors said keto diets for weight loss are not warranted.
- Hall 2015: 19 adults with obesity lived in an NIH hospital unit and ate the same calories on both diets. Cutting carbs led to 53 g of body fat lost per day. Cutting fat led to 89 g a day, clearly more.
- Hall 2016: 17 men ate keto for four weeks at the same calories, with protein held fixed. The energy they burned rose 57 calories a day in a sealed room that measures it, and 151 a day by a second method using a special water test. In the same study, fat loss slowed and they lost lean tissue. Both sides quote this study, and both halves are in it.
What happened when people just ate it
This is where keto earns its reputation, and the reason is appetite, not metabolism. When people eat freely, keto often wins at six months, and the edge shrinks or disappears by one to two years. The A TO Z study of 311 women did favour Atkins at twelve months: 4.7 kg lost against 1.6 to 2.6 kg on the other diets. DIETFITS came from the same lead researcher eleven years later. It was larger, and both groups ate better food. It found a gap of 0.7 kg, too small to call real. Foster 2010 followed 307 people for two years, with coaching in both groups. They lost about 11 kg at one year and 7 kg at two, with no difference between groups in weight, body make-up or bone density at any point. Bazzano 2014 favoured low carb by 3.5 kg at twelve months. Foster 2003 found a big gap at six months that came to nothing at twelve months (4.4 against 2.5 percent of body weight lost, too close to call). The authors noted that people stuck to both diets poorly and many dropped out. Then Hall 2021 put 20 adults in a hospital unit and let them eat as much as they wanted. On the low fat diet they ate 689 fewer calories a day than on keto. That is the opposite of what the carbohydrate-insulin model predicts. Fans of the model say two weeks is too short for the changes it expects. That argument is not settled.
Protein, and whether it muddies the result
Protein explains a good part of this research. Low carb diets in real life tend to be higher in protein. Protein fills you up and protects muscle on its own. So a study of low carb against low fat that does not match protein is partly a protein study. Johnston 2006 and Hall 2016 both held protein fixed. That is why they matter more than their small size suggests, and both found nothing, or worse, for ketosis. Where protein was not matched, expect part of any win to belong to protein rather than to cutting carbs.
The measured intakes behind the protein figures are on the protein page.
What reliably moves
| Measure | Direction | From |
|---|---|---|
| Triglycerides (blood fats) | Down, reliably and by a lot | Tay 2015: down 0.73 mmol/L against 0.15 and 0.06 in the other groups, a clear difference. This is the most consistent blood change on keto, and it shows up in every study that measured it. |
| HDL (good) cholesterol | Up | Foster 2010 found HDL higher on low carb at every check, about 23 percent higher at two years. |
| LDL (bad) cholesterol | Up in some people, sharply in a smaller group | Noakes 2006 found LDL up 7 percent on very low carb only, a clear gap against the other diets. Johnston 2006 found LDL rose with blood ketone levels, so the deeper the ketosis, the higher the LDL. Some people's LDL shoots up on this diet. They are called hyper-responders, they are real, and this is the number to watch. |
| Insulin before eating | Down | Noakes 2006: down 33 percent on very low carb, against down 19 percent and no change on the other diets. A clear gap. |
| Blood sugar swings and diabetes drug needs | Down, and this is the strongest diabetes result | Tay 2015 and 2018 found no difference in long-term blood sugar (HbA1c) or weight against a high carb diet with the same calories. But the low carb group needed less diabetes medicine and had smaller blood sugar swings, at both one and two years. Needing fewer drugs for the same blood sugar is a real benefit that the main measure missed. |
| Homocysteine | Up | Noakes 2006 found a 6.6 percent rise on very low carb only. Rarely mentioned. |
Long term, and serious health events
Two years is the limit of good data, and by then the differences are mostly gone. Foster 2010 found no difference at two years. Tay 2018 found no difference at two years in weight, body fat, long-term blood sugar, LDL, blood vessel function or kidney tests, and only 61 of 115 people finished. No keto study has ever been built to count heart attacks, broken bones or deaths. One truly reassuring long-term result: a follow-up look at the Tay study checked fourteen vitamins, minerals and iron markers at 0, 24, 52 and 104 weeks. The two diets did not differ, and everything stayed in the normal range. That diet was planned by professionals, with some food provided. So it shows a well-built keto diet can cover your nutrients for two years. It does not show that a do-it-yourself one can.
Sources
- Study in people2015Calorie for calorie, dietary fat restriction results in more body fat loss than carbohydrate restriction in people with obesity
Cell Metabolism
19 adults with obesity lived on an NIH hospital ward and tried both diets, eating the same calories on each. Cutting fat led to more body fat lost than cutting carbs: 89 grams a day against 53, a clear difference.
NIH metabolic ward, 19 adults, isocaloric, each subject on both diets. Carbohydrate restriction 53 g/day body fat loss against 89 g/day on fat restriction, p = 0.002.
- Study in people2016Energy expenditure and body composition changes after an isocaloric ketogenic diet in overweight and obese men
American Journal of Clinical Nutrition
17 men with overweight or obesity ate a keto diet for four weeks at the same calories, with protein held fixed. They burned a little more energy, 57 calories a day in a sealed room and 151 a day by a second method. But their body fat loss slowed, and they lost lean tissue.
17 men, four weeks isocaloric ketogenic with protein clamped. Energy expenditure rose 57 kcal/day in chamber and 151 by doubly labelled water, while body fat loss slowed and fat free mass was lost.
- Review of studies2017Obesity energetics: body weight regulation and the effects of diet composition
Gastroenterology
A review pooled 32 tightly controlled feeding studies that swapped carbs for fat at the same calories. The lower fat diets came out slightly ahead, with 26 more calories burned and 16 grams more fat lost a day. That is the opposite of the claim that low carb burns more, and the size is tiny either way.
32 controlled feeding studies swapping carbohydrate for fat at equal calories. Energy expenditure 26 kcal/day and fat loss 16 g/day both greater on lower fat diets, the opposite direction to the metabolic advantage claim.
- Study in people2006Ketogenic low-carbohydrate diets have no metabolic advantage over nonketogenic low-carbohydrate diets
American Journal of Clinical Nutrition
20 adults ate strictly controlled meals on low carb for six weeks, one group in checked ketosis and one not. The group not in ketosis lost a bit more: 7.2 against 6.3 kg of weight and 5.5 against 3.4 kg of fat, though neither gap was big enough to rule out chance. LDL (bad) cholesterol rose with blood ketone levels.
20 adults, six weeks, intake strictly controlled, ketosis verified. Weight loss 6.3 against 7.2 kg (p = 0.324) and fat loss 3.4 against 5.5 kg (p = 0.111), both favouring the non-ketogenic arm. LDL correlated with blood beta-hydroxybutyrate.
- Study in people2006Comparison of isocaloric very low carbohydrate/high saturated fat and high carbohydrate/low saturated fat diets on body composition and cardiovascular risk
Nutrition and Metabolism
83 people were put on three diets with the same calories. They lost the same amount of fat on all three. On very low carb, 32 percent of the weight lost was lean tissue, against 21 percent on a diet high in unsaturated fat. LDL (bad) cholesterol rose 7 percent and homocysteine rose 6.6 percent, only on very low carb.
83 participants, three isocaloric diets. Fat mass loss did not differ. Lean mass was 32 percent of total loss on very low carbohydrate against 21 percent on high unsaturated fat. LDL up 7 percent and homocysteine up 6.6 percent on very low carbohydrate only.
- Study in people2018Effect of a high-fat ketogenic diet on body composition and strength in resistance-trained men
Journal of the International Society of Sports Nutrition
24 trained men lifted weights for eight weeks while eating more calories than they burned. The group not on keto gained 1.3 kg of muscle. The keto group, with ketones checked every week, gained none.
24 trained men, eight weeks of resistance training in a calorie surplus, urinary ketones measured weekly. Non-ketogenic arm gained 1.3 kg of muscle (p < 0.05); ketogenic arm gained none.
- Study in people2021Effect of a plant-based, low-fat diet versus an animal-based, ketogenic, low-carbohydrate diet on ad libitum energy intake
Nature Medicine
20 adults lived on a hospital ward, tried both diets, and ate as much as they wanted. Over two weeks, they ate 689 fewer calories a day on the low fat plant diet than on keto, a clear gap. That is the opposite of what the carbohydrate-insulin idea predicts.
20 adults, inpatient, ad libitum crossover. The low fat diet led to 689 kcal/day less energy intake over two weeks (p < 0.0001), which is the opposite of the carbohydrate-insulin model's prediction.
- Study in people2018Effect of low-fat vs low-carbohydrate diet on 12-month weight loss in overweight adults and the association with genotype pattern or insulin secretion (DIETFITS)
JAMA
Overweight adults ate a healthy low fat diet or a healthy low carb diet for twelve months. By then the low carb group got 30 percent of its calories from carbs, so it was not keto. The gap in weight loss between the groups was 0.7 kg, too small to call real.
The healthy low carbohydrate arm reached only 30 percent of energy from carbohydrate at twelve months, so this is not a ketogenic trial. Between-group difference 0.7 kg (95% CI minus 0.2 to 1.6), not significant.
- Study in people2010Weight and metabolic outcomes after 2 years on a low-carbohydrate versus low-fat diet
Annals of Internal Medicine
307 people followed low carb or low fat for two years, with coaching in both groups. They lost about 11 kg at one year and 7 kg at two. There was no difference between the diets in weight, body make-up or bone density at any point.
307 participants, two years, behavioural support in both arms, urinary ketones measured. About 11 kg lost at one year and 7 kg at two, with no between-group difference in weight, body composition or bone mineral density at any time point.
- Study in people2007Comparison of the Atkins, Zone, Ornish, and LEARN diets for change in weight and related risk factors among overweight premenopausal women (A TO Z)
JAMA
311 overweight women living normal lives followed one of four diets for twelve months. Weight loss was 4.7 kg on Atkins, 2.6 on LEARN, 2.2 on Ornish and 1.6 on Zone. Only the gap between Atkins and Zone was big enough to rule out chance.
311 free-living women, twelve months. Atkins minus 4.7 kg, Zone minus 1.6, LEARN minus 2.6, Ornish minus 2.2. Only Atkins versus Zone reached significance.
- Study in people2003A randomized trial of a low-carbohydrate diet for obesity
New England Journal of Medicine
63 adults with obesity were put on low carb or a comparison diet for one year, with little help from staff. Low carb was well ahead at six months, but at twelve months the gap was 4.4 against 2.5 percent of body weight, too close to call. Both groups stuck to their diets poorly, and many dropped out.
63 adults, one year, minimal professional contact. A large six-month advantage narrowed to minus 4.4 against minus 2.5 percent of body weight at twelve months, p = 0.26. Adherence was poor and attrition high in both groups.
- Study in people2014Effects of low-carbohydrate and low-fat diets: a randomized trial
Annals of Internal Medicine
148 adults followed low carb or low fat for twelve months. Low carb came out ahead: 3.5 kg more weight lost, a 1.5 percent bigger drop in body fat, and better triglycerides and HDL (good) cholesterol. The study did not count heart attacks or strokes.
148 adults, twelve months. Favoured low carbohydrate: weight minus 3.5 kg (p = 0.002), fat mass minus 1.5 percent (p = 0.011), triglycerides and HDL both better. No clinical cardiovascular endpoints.
- Study in people2015Comparison of low- and high-carbohydrate diets for type 2 diabetes management: a randomized trial
American Journal of Clinical Nutrition
115 adults with type 2 diabetes ate low carb or high carb diets with matched calories for 52 weeks, and both groups did supervised exercise. There was no difference in weight or long-term blood sugar. The low carb group needed less diabetes medicine, had smaller blood sugar swings, and had better triglycerides and HDL (good) cholesterol.
115 adults with type 2 diabetes, energy-matched diets with supervised exercise in both arms, 52 weeks. Null on weight and HbA1c. Low carbohydrate won on medication score, glycaemic variability, triglycerides and HDL.
- Study in people2018A very low-carbohydrate, low-saturated fat diet for type 2 diabetes management: a 2-year trial
Diabetes, Obesity and Metabolism
This followed the same diabetes study to two years, but only 61 of 115 people finished. Weight loss was 6.8 kg on low carb against 6.6 kg, and long-term blood sugar fell 0.6 against 0.9 points. LDL (bad) cholesterol and blood vessel tests did not differ. The low carb group still needed less medicine and had smaller blood sugar swings.
The two-year continuation. Only 61 of 115 completed. Weight minus 6.8 against minus 6.6 kg, HbA1c minus 0.6 against minus 0.9, LDL and vascular measures all null. The medication and variability advantages persisted.
What people report
These are things people say about their own eating. Nobody checked them, so they are not evidence. They are here because they tell you what to expect and what to watch for, which the studies do not. They cannot tell you whether anything works.
- The first one to two weeks are widely described as rough: headache, tiredness, weaker workouts and irritability. People call it keto flu and usually blame salt and water loss.
- Strong appetite loss is the most common report. It is also the effect the studies actually back as the reason keto works.
- Losing power for hard, fast exercise, reported often, which fits with less stored carb in the muscles. Endurance is reported as the same or better.
- Constipation, blamed on low fibre.
- A large minority report a rise in LDL when they retest, and the community is truly split on whether it matters. This site takes no side beyond noting that no study has counted heart attacks or strokes on this diet.
- Trouble eating out and travelling is the most common reason people give for stopping.
Sources: Years of discussion on r/keto and r/ketoscience, write-ups from low carb practitioners, and what the studies themselves say about sticking to the diet, notably Foster 2003 reporting poor sticking power and many dropouts in both groups. All of it is unchecked self-report. It tells you what to expect and proves nothing.
Who this is wrong for
- Anyone with an inherited cholesterol disorder, or anyone who has seen a big LDL jump on a high fat diet before. Some people's LDL shoots up on this diet, and the link between ketone level and LDL gives that a likely path.
- Anyone taking an SGLT2 inhibitor, a type of diabetes drug. Cutting carbs on it raises the risk of ketoacidosis, a dangerous acid build-up in the blood, even when blood sugar looks normal. This needs a prescriber, not a forum.
- Anyone on insulin or a sulfonylurea (a diabetes pill) without a doctor watching. Blood sugar can drop fast enough to cause dangerous lows within days. One person in Hall 2021 dropped out because of low blood sugar.
- Anyone trying to build muscle while eating more than they burn. In Vargas 2018 the keto group gained no muscle, while the other group gained 1.3 kg.
- Anyone with a history of eating disorders. A diet built on cutting out a whole food group and checking a blood number every day is a poor fit.
- Anyone with pancreatitis, a condition that stops them absorbing fat, or a urea cycle disorder.
Questions
- Does keto burn more fat than other diets at the same calories?
- No. In a hospital research unit with food fixed, cutting carbs led to 53 g a day of fat loss against 89 g a day from cutting fat. A review that pooled 32 tightly controlled feeding studies found people burned slightly more energy and lost slightly more fat on lower fat diets. Whatever metabolic difference exists is tens of calories a day, and it does not favour keto.
- So why does it work for so many people?
- Appetite. When people eat freely on low carb, they often eat less without trying, and eating less is what causes the weight loss. That is a real and useful effect. It is just not the one the marketing describes. It means keto works for the same reason every working diet works.
- Is ketosis itself doing anything?
- The one study built to test that compared keto against non-keto at the same low carb intake, with calories controlled and ketones checked. Weight loss and fat loss both leaned toward the non-keto group, and neither gap was big enough to rule out chance. With only 20 people the answer is fuzzy, but it is the most direct test anyone has run.
- Will it raise my LDL?
- In some people, by a lot. One study found LDL up 7 percent on very low carb only. Another found LDL rose with blood ketone level, so deeper ketosis went with higher LDL. Get a cholesterol test before you start and about twelve weeks after. No study on this diet has counted heart attacks or strokes, so nobody can tell you what your LDL change means for your risk.
- Is it better for type 2 diabetes?
- Not for long-term blood sugar (HbA1c), against a diet with the same calories, in the best study of this question, at either one or two years. It did keep winning on needing less diabetes medicine for the same blood sugar control, and on smaller blood sugar swings. Those are real benefits the main measure missed.