What peer‑reviewed clinical trials exist that test ketogenic protocols for reversing insulin resistance or fatty liver?

Checked on January 10, 2026
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Executive summary

Peer‑reviewed clinical trials testing ketogenic protocols show short‑term, often small randomized or controlled interventions that report improvements in insulin sensitivity and reductions in liver fat, but the evidence is heterogeneous and limited in duration and sample size [1] [2] [3]. Systematic reviews and meta‑analyses conclude KDs improve glycemic control and some insulin‑resistance markers versus comparators, while calling for larger, longer, liver‑focused randomized trials because many studies are single‑arm, short, or weight‑loss confounded [4] [5] [6].

1. Major randomized and crossover clinical trials that directly tested KD effects on insulin resistance

A recent randomized, controlled crossover trial found that three weeks of a ketogenic diet increased skeletal muscle insulin sensitivity in adults with obesity, using rigorous metabolic measures and reporting a tissue‑specific benefit over the short intervention [1]. Other randomized trials have compared low‑carbohydrate/ketogenic strategies with low‑fat diets in people with obesity or type 2 diabetes and shown short‑ to medium‑term advantages for weight loss, fasting insulin, and glycemic control, documented in meta‑analyses that synthesize several RCTs [5] [7] [8]. A 10‑day randomized study in 29 overweight/obese subjects tested a weight‑maintaining ketogenic diet (with and without exogenous ketone ester) versus a standard diet and used gold‑standard clamps and OGTTs, directly interrogating whether ketosis per se, independent of weight loss, alters insulin sensitivity [9].

2. Clinical trials addressing hepatic fat (NAFLD/MASLD) and ketogenic diets

Human trials targeting hepatic steatosis include a tightly controlled 6‑day ketogenic diet that produced rapid reductions in intrahepatic triglyceride content and improved hepatic insulin resistance measured biochemically and by mitochondrial fluxes [2] [10]. A small pilot longer‑term clinical intervention — six months of a very‑low‑carbohydrate ketogenic protocol in five biopsy‑proven fatty liver patients — reported histologic improvements in steatosis and inflammation in most participants, indicating potential for KD to reduce liver fat and early fibrosis markers in selected patients [3] [11]. Other human studies (including a 12‑week Spanish ketogenic‑Mediterranean pilot) reported substantial reductions in liver fat by imaging or biochemical surrogates, though many are non‑randomized or small [12] [13].

3. What meta‑analyses and systematic reviews conclude about the trial evidence

Systematic reviews and meta‑analyses summarize that ketogenic protocols are associated with clinically meaningful improvements in weight, fasting glucose, triglycerides, and indices of insulin resistance (HOMA‑IR) across trials in T2D and obesity, but emphasize heterogeneity in KD definitions, short follow‑up, and confounding by weight loss [4] [5] [7]. Reviews focused on NAFLD find promising short‑term reductions in liver fat with carbohydrate restriction/ketosis, but caution that many studies are small, nonrandomized, or of brief duration and call for randomized, liver‑endpoint trials [14] [15].

4. Limitations, controversies, and conflicting data from animal models

Critical limitations are small sample sizes, variable KD compositions (fat quality, protein, caloric control), short durations, and reliance on surrogate markers rather than long‑term clinical endpoints; thus causality—ketones versus weight loss—remains debated [9] [16]. Animal models raise caution: long‑term KD in mice has been reported to cause hyperlipidemia, liver dysfunction, and glucose intolerance in some contexts, suggesting potential harm if extrapolated to humans without careful study [17]. This discordance underscores an implicit agenda in some KD advocacy: emphasizing short‑term metabolic wins while underreporting long‑term hepatic or lipid safety signals that larger RCTs are needed to resolve [18] [17].

5. Bottom line and research needs

Peer‑reviewed clinical trials do exist and demonstrate that ketogenic protocols can rapidly improve measures of insulin sensitivity and reduce intrahepatic fat in humans, particularly over days to weeks and in small cohorts [1] [2] [3]. However, the literature is characterized by short timelines, small numbers, and heterogeneous diets, and major reviews explicitly call for larger, longer randomized controlled trials with pre‑specified hepatic endpoints and mechanistic measures to determine whether ketosis per se, sustained KD, or weight loss drives durable reversal of insulin resistance and fatty liver [4] [5] [15].

Want to dive deeper?
Which randomized controlled trials compare ketogenic diets to other diets for long‑term reversal of NAFLD/MAFLD?
What metabolic mechanisms have human tracer studies identified for KD‑induced reductions in liver fat?
What randomized trials have isolated effects of ketone esters (exogenous ketones) versus carbohydrate restriction on insulin sensitivity?