Nutrition is the single biggest lever you have. Training, sleep, and supplementation all matter β but none of them compensate for a broken diet. This post ties together the macronutrient deep dives (protein, fats, carbohydrates) and the digestion process into one unified framework.
Key takeaways
- Calories matter, but source matters more β high-protein diets burn roughly 160β240 extra kcal/day from thermic effect alone; calories are necessary but not the whole picture
- Protein is non-negotiable β the protocol targets 2g/kg goal body weight for adults training regularly, 30β40g per meal, from high-quality animal sources; the only macronutrient your body cannot store for later use
- Fat builds hormones and membranes β saturated for cooking, olive oil daily, omega-3 from fish; fat-soluble vitamins need dietary fat to absorb
- Carbs are strategic fuel β the protocol uses 150β300g/day for active adults depending on training volume, front-loaded to morning/afternoon, from potatoes, rice, oats, fruit; fiber is the most important carbohydrate for long-term health
- Bioavailability varies dramatically β heme iron absorbs 5β10Γ better than plant iron; alpha-linolenic acid (ALA) barely converts to EPA (eicosapentaenoic acid) and DHA (docosahexaenoic acid); cooking and vitamin C improve absorption
- Combining protein + fat + fiber with carbs β associated with 20β50% smaller glucose spikes compared to carbs alone in controlled studies
- Source quality changes nutrient content β wild-caught small fish have dramatically more omega-3 than farmed; pastured eggs have up to 6Γ more vitamin D than conventional; grass-finished beef has 2β5Γ more omega-3 and CLA (conjugated linoleic acid) than grain-fed
- Ultra-processed food is the primary enemy β not fat, not carbs, not salt; itβs the industrial formulations that are associated with gut barrier damage, satiety override, and chronic disease
Energy balance β necessary but not the whole picture
Calories determine whether you gain or lose weight. This law of thermodynamics doesnβt break.
- Surplus β weight gain (ideally muscle if training + adequate protein)
- Deficit β weight loss (ideally fat if protein is high + resistance training)
- Maintenance β body recomposition possible if protein and training are optimized
But the source of those calories matters:
- 100 calories from chicken breast donβt behave the same as 100 calories from sugar
- Protein costs 20β30% of its calories just to digest (thermic effect)
- Fat costs 0β3%, carbs 5β10%
- Fiber calories are partially or fully offset by fermentation and SCFA production
This is why high-protein diets have a metabolic advantage β they burn more energy during digestion and preserve muscle, which is itself metabolically active tissue.
The three macronutrients
Each macro has a distinct role. Your body needs all three, but the proportions and sources matter.
Protein β build and repair
Protein provides the amino acid building blocks for muscle, enzymes, hormones, immune cells, and structural tissue. Itβs the only macronutrient your body canβt store β you need a steady supply.
Protocol target: 2g per kg of goal body weight per day for adults aiming to build or maintain muscle with resistance training, split across 2β4 meals with at least 30β40g net protein per meal.
Why this target:
- Each meal needs ~30β40g to trigger meaningful muscle protein synthesis (the leucine threshold is ~2.5β3g, which requires roughly this amount of whole protein)
- Spreading intake across meals keeps amino acid levels elevated through the day
- Higher protein increases satiety and thermic effect
Quality matters: digestibility, amino acid completeness, and heavy metal contamination vary widely by source. See the full protein post for net protein utilization (NPU), digestible indispensable amino acid score (DIAAS), and heavy metal data.
Fat β hormones, membranes, and energy
Fat builds cell membranes, insulates nerves, produces hormones (testosterone, estrogen, cortisol), absorbs fat-soluble vitamins, and serves as the primary energy store.
Protocol approach: emphasis on saturated fats for cooking (stable at heat), monounsaturated fat daily (olive oil), and omega-3 from fish + supplementation. Minimize seed oils and eliminate trans fats.
See the full fats post for the omega-6:omega-3 ratio, cooking stability, cholesterol science, and the seed oil debate.
Carbohydrates β fuel and fiber
Carbs are the preferred fuel for high-intensity work. Your muscles and brain run on glucose. Fiber (technically a carbohydrate) feeds gut bacteria and produces short-chain fatty acids (SCFAs) essential for gut barrier integrity.
Protocol approach for active adults: 150β300g/day depending on training volume and calorie budget, front-loaded to morning/afternoon, sourced from potatoes, rice, oats, fruit. Fructose limited to whole fruit (<20g/day men, <15g/day women from non-fruit sources).
See the full carbohydrates post for glycemic index (GI) vs glycemic load (GL), fructose metabolism, resistant starch, fiber types, and carb timing.
Thermic effect of food (TEF)
Your body burns energy just to digest, absorb, and process food. This is called the thermic effect and it varies dramatically by macronutrient:
| Macronutrient | Calories per gram | TEF (energy burned in digestion) |
|---|---|---|
| Protein | 4 kcal | 20β30% |
| Carbohydrates | 4 kcal | 5β10% |
| Fat | 9 kcal | 0β3% |
What this means in practice:
- 100 kcal from protein β net ~70β80 kcal after digestion
- 100 kcal from carbs β net ~90β95 kcal
- 100 kcal from fat β net ~97β100 kcal
This is the metabolic advantage of high-protein diets. Eating 200g of protein per day burns roughly 160β240 kcal extra just from digestion β equivalent to 30 minutes of walking.
Micronutrient essentials
Vitamins and minerals donβt provide energy but control nearly every metabolic process. Modern diets commonly fall short in several:
Common deficiencies
| Nutrient | How common | Why it matters | Best food sources | Supplement if needed |
|---|---|---|---|---|
| Vitamin D | ~40% of adults insufficient | Hormone-like; activates 3% of the genome | Sunlight, fatty fish, eggs | 2,000β4,000 IU/day D3 |
| Magnesium | ~50% below RDA | Enzyme cofactor for 600+ reactions; sleep, muscle, nerve | Nuts, dark chocolate, leafy greens | Bisglycinate or threonate |
| Omega-3 (EPA+DHA) | Most Western diets deficient | Anti-inflammatory; brain, heart, joint health | Fatty fish, algae | 2,000+ mg EPA+DHA |
| Iron | Common in women, vegans | Oxygen transport (hemoglobin) | Red meat (heme iron), liver | Only if tested low β excess iron is toxic |
| Zinc | ~30% globally inadequate | Immune function, testosterone, wound healing | Red meat, oysters, pumpkin seeds | Bisglycinate form |
| B12 | ~20% of older adults deficient | Nerve function, red blood cell formation | Animal products only; 0 in plants | Methylcobalamin or cyanocobalamin |
Nutrient density β the NRF concept
Not all foods are equal calorie-for-calorie. Nutrient-Rich Food (NRF) scoring measures how many beneficial nutrients a food provides relative to its calorie content.
The NRF index sums 9 positive nutrients (protein, fiber, vitamins A/C/D/E, calcium, iron, potassium) and subtracts 3 negative ones (saturated fat, added sugar, sodium), all normalized per 100 kcal.
High NRF: leafy greens, liver, eggs, salmon, berries, legumes Low NRF: refined grains, sugar-heavy snacks, deep-fried foods, ultra-processed products
This is the concept behind the klatiPRO food database β the NRF score is calculated for every food so you can compare nutrient density across the entire spectrum.
Bioavailability β not all nutrients absorb equally
The amount of a nutrient in food is not the amount your body absorbs. Bioavailability varies by:
Form of the nutrient
| Nutrient | High bioavailability | Low bioavailability |
|---|---|---|
| Iron | Heme iron (meat, fish) β 15β35% absorbed | Non-heme iron (plants) β 2β20% absorbed |
| Vitamin A | Retinol (animal foods) β ready to use | Beta-carotene (plants) β 3β6% conversion to retinol |
| Zinc | Animal sources β high absorption | Plant sources β phytic acid reduces absorption |
| Calcium | Dairy β ~30% absorbed | Spinach β ~5% absorbed (oxalates bind it) |
| Omega-3 | EPA/DHA from fish β directly usable | ALA (alpha-linolenic acid) from plants β 5β10% converts to EPA, <1% to DHA |
What increases absorption
- Vitamin C + non-heme iron: vitamin C can double or triple non-heme iron absorption
- Fat + fat-soluble vitamins: vitamins A, D, E, K absorb 3β10Γ better with dietary fat
- Fermentation: reduces phytic acid in legumes and grains β better mineral absorption
- Cooking: breaks down cell walls, denatures anti-nutrients β more accessible nutrients
- Adequate stomach acid: essential for iron, B12, calcium, zinc, magnesium absorption
What decreases absorption
- Phytic acid (legumes, grains, nuts) β binds iron, zinc, calcium
- Oxalates (spinach, beet greens) β bind calcium
- Tannins (tea, coffee) β bind iron and protein
- Calcium and iron compete β donβt take calcium supplements with iron-rich meals
- High-dose zinc competes with copper β long-term high zinc without copper β copper deficiency
See the digestion post for the full anti-nutrient table and how preparation reduces them.
Food source quality β not all chicken is the same chicken
Bioavailability tells you how well a nutrient absorbs. But the amount of that nutrient in the food before absorption varies dramatically based on how the animal was raised or the plant was grown. Two chicken breasts can look identical and have very different nutrient profiles.
Wild-caught vs farmed fish
| Factor | Wild-caught | Farmed |
|---|---|---|
| Omega-3 content | Higher EPA/DHA from natural diet (algae, smaller fish) | Lower omega-3, higher omega-6 from grain/soy feed |
| Fat profile | Leaner overall; fat is predominantly omega-3 | Fattier; fat skews toward omega-6 |
| Contaminants | Varies by species and water β mercury in large predators (tuna, swordfish); low in small species (sardines, anchovies, mackerel) | PCBs (polychlorinated biphenyls) and dioxins can be higher in crowded farm conditions; varies by operation |
| Antibiotics | None | Used in some operations to manage disease in high-density pens |
| Color | Natural astaxanthin from diet (pink/red in salmon) | Often added synthetically (listed as βcolor addedβ on labels) |
Practical takeaway: wild-caught small fish (sardines, mackerel, anchovies, herring) are the best option β high omega-3, low mercury, no farming concerns. Wild-caught salmon is excellent but more expensive. Farmed salmon is still better than no fish β the omega-3 content is lower but not zero. The hierarchy: wild small fish > wild salmon > farmed salmon > no fish.
Grass-fed/finished vs grain-fed beef
| Factor | Grass-fed/finished | Grain-fed (conventional) |
|---|---|---|
| Omega-3 | 2β5Γ higher (still modest compared to fish) | Lower; omega-6:omega-3 ratio is worse |
| CLA (conjugated linoleic acid) | 2β3Γ higher | Lower |
| Vitamin A and E | Higher (from fresh grass) | Lower |
| Protein | Comparable | Comparable |
| Total fat | Leaner in most cuts | More marbling; higher total fat |
Important distinction: βgrass-fedβ and βgrass-finishedβ are different. Some cattle eat grass early then switch to grain in feedlots for fattening. Only βgrass-fed AND grass-finishedβ (or β100% grass-fedβ) means the animal ate grass its entire life. Labels vary by country β check certifications.
Practical takeaway: grass-finished is nutritionally superior, but conventional beef is still a high-quality protein source. If budget is limited, prioritize wild fish over upgrading beef.
Pastured vs conventional eggs
| Factor | Pastured | Conventional (caged/barn) |
|---|---|---|
| Vitamin D | Up to 3β6Γ higher (hens get sunlight) | Lower β indoor hens produce less |
| Omega-3 | 2Γ higher from insects and grass | Lower; feed is primarily corn/soy |
| Vitamin A | Higher (darker orange yolk indicates more carotenoids) | Paler yolk, fewer carotenoids |
| Vitamin E | Roughly 2Γ higher | Lower |
| Protein | Comparable | Comparable |
Practical takeaway: pastured eggs are one of the cheapest nutrient upgrades available. The yolk is where the quality difference concentrates β eat the yolk. βFree-rangeβ and βcage-freeβ are weaker standards than βpasturedβ β they may only mean access to a small outdoor area.
Organic vs conventional produce
This one is more nuanced than the marketing suggests:
- Pesticide residue β organic produce has lower synthetic pesticide levels (organic farming uses natural pesticides, which are not necessarily safer). Washing and peeling removes most surface residue from conventional produce
- Nutrient content β studies show modest or no consistent nutrient advantage for organic vs conventional; soil quality and freshness matter more than the organic label
- The βDirty Dozenβ approach β if budget is limited, buy organic for thin-skinned produce that absorbs more pesticides (strawberries, spinach, apples, grapes) and buy conventional for thick-skinned produce (avocados, bananas, onions, melons)
Practical takeaway: organic certification doesnβt guarantee higher nutrient content. Local, seasonal, recently harvested produce often beats out-of-season organic shipped from across the world β freshness degrades nutrients faster than farming method improves them.
The priority ladder for food quality upgrades
When budget forces choices, upgrade in this order (highest impact first):
- Wild small fish over farmed large fish β biggest omega-3 and contaminant difference
- Pastured eggs over conventional β cheap upgrade, large nutrient difference in the yolk
- Organic βdirty dozenβ produce β reduces pesticide exposure where it matters most
- Grass-finished beef over conventional β meaningful but smaller nutrient difference than fish or eggs
- Local/seasonal produce over imported organic β freshness often outweighs farming method
Meal composition β how combining foods changes everything
Eating macronutrients together changes how your body responds compared to eating them alone.
Protein + fat + fiber = flattened glucose curve
Adding protein, fat, or fiber to a carbohydrate-containing meal:
- Slows gastric emptying β slower glucose entry into the bloodstream
- Reduces peak blood glucose by 20β50% compared to carbs alone
- Reduces peak insulin by a similar margin
- Increases satiety β less total food intake over the day
Practical example:
- White rice alone β fast glucose spike, fast insulin spike, hungry again in 2 hours
- White rice + salmon + vegetables β slower absorption, lower peak, fuller longer
- Cooled rice + salmon + vegetables β even better (resistant starch reduces available glucose further)
Order of eating matters
Emerging research suggests that eating fiber and protein before carbohydrates in a meal reduces the glycemic response more than eating everything mixed together. The fiber and protein slow gastric emptying before the carbs arrive.
Individual variation
No single diet works identically for everyone. Key genetic and environmental factors:
Genetic variation
- CYP1A2 β determines caffeine metabolism speed; fast metabolizers clear caffeine in ~3 hours, slow metabolizers in 7β9 hours. See caffeine
- FTO (fat mass and obesity-associated) gene variants β associated with appetite regulation; some variants increase hunger signaling, making caloric surplus easier
- ApoE4 β affects cholesterol metabolism; carriers may need to limit dietary cholesterol and saturated fat more than others
- MTHFR (methylenetetrahydrofolate reductase) β affects folate metabolism; common variants may need methylfolate instead of synthetic folic acid
- Lactase persistence β genetic variation determines whether you produce lactase into adulthood; ~65% of the global population reduces lactase production after childhood
Microbiome variation
The same food produces different glucose responses in different people β partly because their gut bacteria process it differently. A study that tracked 800 people found that individual glucose responses to identical meals varied by up to 4Γ. Factors: microbiome composition, sleep quality, stress level, recent meals, meal timing.
Activity level
- Sedentary person and competitive athlete have very different carb needs (roughly 150g vs 400g+ per day depending on training volume)
- Training is associated with improved insulin sensitivity β muscles absorb glucose more efficiently
- Resistance training increases resting metabolic rate through added muscle mass
- Post-workout nutrition window: real but overblown β total daily intake matters more than exact timing
Ultra-processed food β the primary enemy
Ultra-processed foods (UPFs) are industrial formulations with ingredients you wouldnβt find in a kitchen: emulsifiers, thickeners, artificial colors, hydrogenated oils, high-fructose corn syrup, artificial sweeteners, and preservatives.
Research consistently shows that a 10% increase in ultra-processed food consumption is associated with:
- Higher all-cause mortality
- Higher cardiovascular disease risk
- Higher rates of metabolic syndrome, type 2 diabetes, and obesity
- Gut barrier damage (emulsifiers directly increase intestinal permeability)
Why UPFs are different from whole foods with the same macros:
- Engineered for hyper-palatability β overrides natural satiety signals
- Low nutrient density despite high calorie density
- Contains inflammatory additives (emulsifiers, trans fats, excessive omega-6)
- Lacks fiber, polyphenols, and protective compounds found in whole foods
- Often contains compounds that damage the gut barrier
The klatiPRO rule is simple: if you canβt identify every ingredient, donβt eat it.
Putting it all together β the klatiPRO nutrition framework
| Principle | Target | Why |
|---|---|---|
| Protein first | 2g/kg goal weight; β₯30g/meal | Muscle building, satiety, highest TEF |
| Cook with stable fats | Ghee, tallow, lard, butter | No oxidation products at cooking temps |
| Daily olive oil | 2 tbsp raw EVOO | Anti-inflammatory polyphenols |
| Front-load carbs | Most carbs at breakfast + lunch | Aligns with peak insulin sensitivity |
| 3β4h meal spacing | No snacking | Bile refill, insulin baseline, MMC cleaning wave |
| Fiber from whole foods | 25β30g/day | SCFA production, gut barrier support |
| Limit fructose | <20g/day (men) from added sources | Liver protection |
| Omega-3 | 2,000+ mg EPA+DHA/day | Rebalance omega ratio, reduce inflammation |
| Eliminate UPFs | No ultra-processed food | Removes the primary dietary damage source |
| Eat real food | If you canβt identify ingredients, skip it | Simplest rule for food quality |
Each of these principles is explained in depth in the linked posts. The protocol page (klatiPRO) puts it all into a daily routine.
- check klatiCHECK for klati approved sources
Research
- [A, meta-analysis] Obesity Energetics: Body Weight Regulation and the Effects of Diet Composition β Hall et al. (2017 Β· PMID: 28193517 Β· DOI: 10.1053/j.gastro.2017.01.052) β energy balance and body composition: calories in vs out remains necessary but insufficient β macronutrient composition, meal timing, and food quality modulate outcomes β οΈ Limitation not yet assessed
- [B, review] Thermic Effect of Food: Macronutrient Differences β Calcagno et al. (2019 Β· PMID: 31021710 Β· DOI: 10.1080/07315724.2018.1552544) β thermic effect of food: protein 20β30%, carbs 5β10%, fat 0β3%; high-protein diets increase TEF and daily energy expenditure β οΈ Limitation not yet assessed
- [B, review] Nutrient-Rich Food Index: Diet Quality Scoring β Drewnowski (2018 Β· PMID: 30200424 Β· DOI: 10.3390/nu10091200) β nutrient density scoring: NRF index (9 positive nutrients minus 3 negative) predicts diet quality and health outcomes better than single-nutrient focus β οΈ Limitation not yet assessed
- [B, cohort] Human postprandial responses to food and potential for precision nutrition β Berry et al. (2020 Β· PMID: 32528151 Β· DOI: 10.1038/s41591-020-0934-0) Β· βοΈ mixed β individual variation in metabolic response to food: genetics (CYP1A2, FTO, MTHFR, ApoE), gut microbiome composition, activity level β οΈ Cohort design; residual confounding possible
- [A, meta-analysis] Ultra-Processed Food Consumption and Adult Diabetes Risk β Lane et al. SR/MA (2021 Β· PMID: 34959961 Β· DOI: 10.3390/nu13124410) β ultra-processed food and health outcomes: 10% increase in UPF consumption associated with higher all-cause mortality, cardiovascular disease, metabolic syndrome β οΈ Limitation not yet assessed
- [B, review] Grass-Fed vs Grain-Fed Beef: Nutrient Composition Differences β Daley et al. (2010 Β· PMID: 20219103 Β· DOI: 10.1186/1475-2891-9-10) β grass-fed vs grain-fed beef: grass-finished has higher omega-3, CLA, vitamin A, vitamin E; grain-fed has higher total fat and marbling β οΈ older evidence (older evidence)
- [B, review] Grass-Fed vs Grain-Fed Beef: Nutrient Composition Differences β Daley et al. (2010 Β· PMID: 20219103 Β· DOI: 10.1186/1475-2891-9-10) β pastured hens produce eggs with higher vitamin D, vitamin A, vitamin E, omega-3 compared to conventional caged hens β diet and sunlight access drive differences β οΈ older evidence (older evidence)
See all research and methodology for the complete reference list and grading criteria. Unfamiliar with a term? Check the glossary.