Metabolic IntelligenceScaling Principles for Human Performance
Grounded in West's quarter-power scaling laws · Resistance · Zone 2 · Zone 5 · Microbiome
Based on Scale — Geoffrey West
Metabolic Intelligence
Scaling principles for human performance
Geoffrey West's Scale reveals that biological systems obey quarter-power laws from bacteria to blue whales. This framework applies those principles to metabolic programming — covering weight management, VO₂max, ageing, glucose metabolism, the microbiome, and resistant starch across the full age continuum.
The core insight: A 10× increase in body mass produces only a 5.6× increase in metabolic rate (M³⁄⁴). The body is not a simple calorimeter — it is a complex adaptive network that defends its current state. Every intervention that is too aggressive triggers a compensatory response. Working with this architecture rather than against it is the foundation of effective metabolic programming.
⚖️
Personal calculator
Age-adjusted targets, heart rate zones, interval and resistance prescriptions
🦠
Microbiome
Pathways, testing guide, interventions ranked by evidence
Metabolic rate scales sublinearly — larger organisms are more efficient per gram
Universal heartbeats
~1.5B
Nearly all mammals accumulate the same number of heartbeats per lifetime
Mortality reduction
~50%
All-cause mortality reduction moving from low to high cardiorespiratory fitness
Per MET increase
~13%
Reduction in all-cause mortality per 1 MET improvement in VO₂max
The science
Metabolic scaling laws
Why body size, metabolism, heart rate, VO₂max, and lifespan obey the same mathematical relationships — and what this means for training and longevity.
Kleiber's Law — the ¾ exponent
Metabolic rate scales with body mass to the power of 0.75 across all mammals — from bacteria to blue whales, spanning 27 orders of magnitude. West, Brown, and Enquist showed in 1997 that this exact exponent is forced by the geometry of space-filling hierarchical branching networks. The vascular tree must fill three-dimensional space, terminal units (capillaries) are the same size in all mammals, and this geometry mathematically enforces the ¾ exponent. It is not an approximation — it is a geometric constraint.
Practical implication: A 100 kg person does not have twice the metabolic rate of a 50 kg person — they have 1.68× the rate (100⁰·⁷⁵ ÷ 50⁰·⁷⁵). Larger bodies are more efficient per kilogram of tissue. Obese individuals have a lower specific metabolic rate (W/kg) — not dysfunction, but the physics of scale.
The universal constant — heartbeats per lifetime
Heart rate scales as M⁻¼ and lifespan as M¼. These inverse relationships cancel exactly — nearly all mammals accumulate ~1.5 billion heartbeats per lifetime. A shrew's heart at 1,200 bpm lives 2 years; an elephant's heart at 28 bpm lives 70 years. Both accumulate the same total. This is not coincidence — it emerges from the same network geometry that produces the ¾ metabolic exponent.
Adaptive thermogenesis — the system defends itself
West's framework describes not just resting metabolism but the resilience of the entire system to perturbation. When calories are restricted, the body actively suppresses thyroid hormone output, reduces sympathetic nervous system tone, increases metabolic efficiency, and upregulates hunger hormones. The same network architecture that governs scaling also governs homeostatic defence. Sustainable change requires working with the system's organisational logic, not forcing a temporary deviation.
Non-exercise activity thermogenesis (NEAT): Spontaneous physical activity varies by up to 700–800 kcal/day between individuals in identical conditions. This single variable, governed by leptin and hypothalamic signalling, explains much of the variability in weight gain resistance and partially explains why identical diets produce different outcomes in different people.
Personal calculator
Your metabolic targets
All outputs update in real time. Prescriptions adjust automatically across the age continuum — parameters shift at 35, 50, 60, and 70 to reflect documented physiological changes.
Body composition inputs
35 yrs
80 kg
25%
Caloric targets
Lean body mass
—
kg
BMR
—
kcal/day
Maintenance
—
kcal/day TDEE
Target intake
—
kcal/day
Protein targets Age-adjusted
Daily minimum
—
g/day
Per meal (÷3)
—
g per meal
Leucine threshold
3g
per meal
g per kg LBM
—
ratio
Heart rate zones (Tanaka formula)
Z1
Z2 ★
Z3 ✗
Z4 ✗
Z5 ★
Zone 1
—
recovery
Zone 2 ★
—
mito base
Zone 3 ✗
—
avoid
Zone 4 ✗
—
avoid daily
Zone 5 ★
—
VO₂max driver
Zone 5 interval prescription
Zone 5 — VO₂max intervals (Norwegian 4×4 method)
Target HR
—
bpm minimum
Max HR
—
bpm (Tanaka)
Sets
—
intervals
Work interval
4 min
per set
Recovery
—
min between sets
Session total
—
min incl. warm-up
Resistance training prescription
Resistance training
Rep range
—
reps per set
Sets / movement
—
sets
Rest between
—
minutes
Frequency
—
sessions/week
Eccentric tempo
—
sec lowering
Load guideline
—
% 1-rep max
BMR uses Mifflin-St Jeor (male: 175cm, female: 163cm height assumed). HR zones use Tanaka formula (208 − 0.7 × age). All values are population estimates — calibrate from 2–3 week trends and perceived exertion.
Goal protocol
Weight loss
Losing fat without losing your metabolic engine. The goal is to reduce fat mass while simultaneously protecting — and building — lean tissue.
The scaling principle: The body defends its current state. Aggressive restriction triggers adaptive thermogenesis — metabolic rate suppression, muscle catabolism, and hunger hormone upregulation. A small, consistent deficit with a high anabolic stimulus is the only approach that works with the system rather than against it.
Pillar 01
Preserve lean mass
Lean tissue drives resting metabolic rate. Losing muscle lowers the floor you are trying to raise.
Pillar 02
Moderate deficit
300–500 kcal/day through diet. Larger deficits trigger adaptive thermogenesis and muscle breakdown.
Pillar 03
Protein first
High protein preserves muscle during deficit. Thermic effect of protein is ~25% of calories consumed.
Six-step protocol
1
Resistance training — 3× per week, compound movements
The metabolic anchor. Preserves and builds lean mass even during caloric deficit. Never replace with additional cardio — the lean mass effect is irreplaceable for long-term metabolic shift.
2
Zone 2 cardio — 2× per week, 30–45 min, conversational pace
Not for calorie burn — for insulin sensitivity, mitochondrial biogenesis, and fat oxidation pathway development. Must stay genuinely easy. If you cannot speak in full sentences, you are in Zone 3.
3
Zone 5 intervals — 1× per week, post-lift Append to resistance session
4–6 × 4 min at 90–95% max HR, 4 min recovery. Always appended to a resistance session to share the recovery window — a standalone Zone 5 day adds a third recovery demand that competes with muscle protein synthesis.
4
Protein at 1.6–2.2g per kg lean body mass across 3–4 meals
Non-negotiable during deficit. Without adequate amino acids, the body catabolises muscle for gluconeogenesis regardless of training stimulus.
5
300–500 kcal/day deficit through diet — not exercise
Do not use Zone 5 work to justify eating less. Use it to justify maintaining intake. The cardio adds metabolic cost — the response is stable intake, not a deeper cut.
6
Diet breaks every 6–8 weeks + 7–9 hours sleep
1–2 weeks at maintenance partially resets adaptive thermogenesis. Sleep deprivation causes up to 55% more lean mass loss during deficit and disrupts leptin/ghrelin signalling.
Weekly structure
Mon
Resistance
Full body compound
Tue
Zone 2
30–40 min easy
Wed
Resistance
Full body compound
Thu
Rest
Walk / mobility
Fri
Lift + Z5
Resistance then intervals
Sat
Zone 2
30–45 min easy
Sun
Rest
Full recovery
ResistanceZone 2Resistance + Zone 5Rest
Common traps: Too much cardio (competes with resistance recovery); deficit too aggressive (>500 kcal/day triggers adaptive thermogenesis); insufficient protein; never taking diet breaks (metabolic adaptation stacking); poor sleep (up to 55% more lean mass loss during deficit).
Goal protocol
Weight gain
Building lean mass against a system that defends its current state. The challenge is sustaining a surplus large enough to overwhelm NEAT upregulation while respecting the protein synthesis rate ceiling.
The NEAT problem: Some individuals unconsciously dissipate 700–800 extra kcal/day through fidgeting and spontaneous movement in response to overfeeding. Muscle protein synthesis also has a hard rate ceiling of ~1–2 kg/month. Eating far beyond what synthesis can use adds fat, not muscle.
Pillar 01
Sustained surplus
NEAT upregulation burns modest surpluses. A consistent 300–500 kcal surplus is needed to overwhelm the homeostatic defence.
Pillar 02
Rate-limit aware
Synthesis ceiling is ~1–2 kg lean mass/month. Excess calories beyond what synthesis can use store as fat.
Pillar 03
Stimulus first
Calories without a training signal do not build muscle. The anabolic stimulus must precede and justify the surplus.
Six-step protocol
1
Resistance training 4× per week — progressive overload
The non-negotiable anabolic signal. Without it, surplus calories store as fat. Increase load or reps every session or every other session. Compound movements first.
2
300–500 kcal/day surplus — monitor weekly
Hard gainers may need 500+ kcal to overcome NEAT upregulation. If not gaining after 2–3 weeks, add 100–150 kcal/day. More than 0.5 kg/week gain indicates too much fat accumulation.
3
Distribute protein across 4–5 meals
Synthesis is rate-limited per meal (~40g threshold). Eating 160g protein in two meals wastes the excess. Spreading across 4–5 meals maintains amino acid availability throughout the day.
4
Minimise cardio — 1× Zone 2 only Most counterintuitive step
Cardio burns the surplus needed for synthesis. One Zone 2 session for cardiovascular maintenance only. Add Zone 5 only once surplus and recovery are well established — increase intake by 150–200 kcal on that day to compensate.
5
Sleep 8–9 hours — above all else
Growth hormone secretion during deep sleep is the primary driver of muscle protein synthesis between sessions. Even one night of poor sleep measurably reduces next-day synthesis rates.
6
Manage stress actively
Chronic cortisol is directly catabolic to muscle tissue and antagonises testosterone and IGF-1. Stress management is as physiologically relevant as protein intake for lean mass accumulation.
Weekly structure
Mon
Resistance
Full body
Tue
Rest + eat
Synthesis continues
Wed
Resistance
Full body
Thu
Zone 2
30 min easy only
Fri
Lift + Z5 opt.
Once established
Sat
Rest + eat
Full recovery
Sun
Resistance
Full body
ResistanceZone 2Resistance + Zone 5 (optional)Rest + eat
Cardio framework
Training zones
Not all cardio produces the same adaptations. Zone selection determines whether cardio adds to or competes with your primary goal.
Zone 1
Zone 2 ★
Zone 3 ✗
Zone 4 ✗
Zone 5 ★
Zone 2 — 60–70% max HR ★
Mitochondrial stimulus
Drives mitochondrial biogenesis, fat oxidation pathway development, and insulin sensitivity. Conversational pace. Low metabolic cost — does not compete with resistance recovery. Minimum 30 continuous minutes to drive PGC-1α upregulation.
Zone 5 — 90–100% max HR ★
Cardiac output — VO₂max driver
Maximal cardiac stress drives left ventricular structural adaptation — the primary VO₂max mechanism. 4–6 × 4 min intervals. Always appended to a resistance session. 1–2× per week is the optimal dose — more does not produce proportionally greater adaptation.
Zone 3/4 — 70–90% max HR ✗
The grey zone — avoid
Too hard to be low-cost, too easy to drive VO₂max. Creates significant recovery demand — 36–48 hours for full recovery. Performed daily, it chronically elevates cortisol, suppresses muscle protein synthesis, and partially offsets the glucose disposal improvements it generates. The worst ROI zone for anyone also resistance training.
Zone 1 — 50–60% max HR
Active recovery
Easy walking. Used on rest days. Very low metabolic cost. Not a training stimulus — a recovery tool. Does not meaningfully compete with any recovery process.
The polarised model: Elite endurance athletes train ~80% in Zone 2 and ~20% in Zone 5, minimising Zone 3/4. For someone also resistance training, this ratio is even more important. One true Zone 5 session per week produces greater VO₂max gains than three Zone 3/4 sessions — with far less recovery cost.
Daily Zone 4 — the specific problem: Zone 4 daily creates chronic incomplete recovery: elevated cortisol, suppressed muscle protein synthesis, systemic inflammation. Cortisol directly stimulates hepatic gluconeogenesis — meaning daily Zone 4 partially offsets every glucose metabolism intervention simultaneously. If your HbA1c has been stable despite substantial cardio volume, chronic Zone 3/4 exposure is likely the reason.
Cardiovascular fitness
VO₂max & longevity
The strongest single predictor of all-cause mortality — stronger than blood pressure, cholesterol, BMI, or smoking status.
The mortality data: Moving from the bottom 25% to the top 25% of cardiorespiratory fitness reduces all-cause mortality by ~45–50% — larger than eliminating smoking. Each 1 MET increase in VO₂max associates with ~13% mortality reduction. The relationship is continuous with no apparent ceiling. The fittest individuals in every age cohort studied have the lowest mortality.
What VO₂max measures
Cardiac output
Stroke volume × heart rate. The heart's capacity to pump oxygenated blood. Primarily improved by Zone 5 work through left ventricular structural adaptation.
Oxygen extraction
How efficiently working muscle extracts oxygen from blood. Improved by both Zone 2 (mitochondrial density) and resistance training (peripheral adaptation).
Mitochondrial density
Number and efficiency of mitochondria in muscle. Zone 2 is the dominant stimulus. Also the mechanism linking exercise to insulin sensitivity improvement.
VO₂max and the scaling architecture: VO₂max scales with body mass at approximately M⁰·⁷⁵ — the same quarter-power exponent as resting metabolic rate. Both are governed by the capacity of the same fractal vascular network to deliver oxygen. Improving the network's efficiency through training improves both resting metabolism and VO₂max simultaneously.
VO₂max reference ranges (ml/kg/min) — age 30–40
Poor
<30
Average
38–45
Excellent
52–60
Elite
>60
Values decline ~10% per decade after 30 without intervention. A well-trained 60-year-old can maintain VO₂max equivalent to a sedentary 30-year-old. The training response is highly plastic at every age. Heart rate recovery (HR drop in first minute after maximal effort) is a practical proxy — above 20 bpm is good, below 12 bpm is an independent mortality risk factor.
Ageing physiology
What changes after 50
These are not decline narratives — they are parameters. Understanding them precisely determines how to programme around them effectively.
The critical reframe: Sarcopenia and VO₂max decline are not inevitable — they are largely preventable with appropriate stimulus. The 50–65 window is the critical intervention period: early enough that decline seems gradual and ignorable, late enough that inaction after 70 becomes very difficult to recover from.
💪 Sarcopenia accelerates
Muscle loss of 1–2%/year without intervention. By 70, up to 30–40% of peak lean mass may be gone. Directly collapses resting metabolic rate and functional independence.
❤️ VO₂max declines ~10%/decade
Left ventricular stiffening reduces stroke volume. Microvascular density falls. The fractal cardiovascular network becomes less efficient. VO₂max is now the primary mortality predictor.
🔬 Anabolic resistance develops
mTOR signalling becomes less sensitive. The leucine threshold per meal rises from ~3g to ~4–4.5g — equivalent to 50–60g of high-quality animal protein per meal.
⏱️ Recovery capacity lengthens
Connective tissue repair slows. Inflammatory resolution takes longer. The same training volume recoverable at 35 becomes overreaching at 55. Recovery spacing: 48–72 hours between resistance sessions.
Programme adjustments — under 40 vs 50+
Variable
Under 40
50+ adjusted
Protein per meal
~40g to maximise synthesis
50–60g — higher leucine threshold
Daily protein
1.6–2.2g/kg LBM
2.2–2.6g/kg LBM
Resistance frequency
3×/week sufficient
3–4×/week minimum
Training load
High load, low rep viable
Moderate load, 8–15 reps, time under tension
Zone 5 priority
Performance benefit
Mortality-critical intervention
Recovery spacing
24–48 hrs between sessions
48–72 hrs — inflammation resolves slower
Caloric deficit max
300–500 kcal/day
200–300 kcal maximum
Sleep
7–8 hrs optimal
8–9 hrs — GH secretion declines with age
Pre-sleep protein
Beneficial
40g casein — attenuates overnight catabolism
50+ programme
The 50+ protocol
This is not a programme for aesthetics — it is a programme for extending the period of full physical function and reducing mortality risk. The framing changes the urgency of every component.
Eight-step protocol
1
Resistance training 3–4× per week ↑ from 3×
Anabolic resistance means each session produces a blunted response. Higher frequency compensates. Each major movement pattern (squat, hinge, push, pull) at least twice per week.
2
Moderate load, 8–15 reps, 3–4 second eccentric
Reduces connective tissue injury risk while maintaining hypertrophic stimulus. The eccentric (lowering) phase produces the strongest anabolic signal per unit of joint stress — particularly important after 50.
3
Zone 2 cardio 2× per week — 30–45 min
Primary mitochondrial biogenesis intervention. Must be genuinely easy. Selectively increases Akkermansia muciniphila and Faecalibacterium prausnitzii — the bacteria most consistently associated with metabolic health.
4
Zone 5 intervals 1× per week — medical priority ↑ urgency after 50
4 × 4 min at 85–95% max HR, 4 min recovery. The single most impactful mortality intervention available. Append to a resistance session. At 70+, reduce to 3 × 4 min with 4 min recovery.
5
Protein 2.2–2.6g/kg LBM, minimum 50g per meal ↑ from 1.6–2.2g
Anabolic resistance raises the leucine threshold. Three meals of 50–60g high-quality protein. Animal proteins and dairy preferred for leucine density. Add whey to meals that are short.
6
Maximum 200–300 kcal/day deficit if cutting ↓ from 400–500
Each kilogram of lean mass lost after 50 is harder to rebuild. A longer, slower cut always produces better body composition outcomes. Never prioritise speed of fat loss over lean mass preservation.
7
Sleep 8–9 hours — non-negotiable ↑ from 7–8
GH secretion during deep sleep declines with age. Both cardiac adaptations from Zone 5 and muscular adaptations from resistance consolidate during sleep. Poor sleep in this population has an outsized negative consequence.
Attenuates overnight muscle protein breakdown — the longest catabolic window of the day. Combined with a high-leucine breakfast, this bookend strategy meaningfully improves net 24-hour protein balance.
Weekly structure — 50+
Mon
Resistance
Full body compound
Tue
Zone 2
30–40 min easy
Wed
Lift + Z5
Compound + intervals
Thu
Active rest
Walk + mobility
Fri
Zone 2
30 min easy only
Sat
Resistance
Full body compound
Sun
Full rest
Sleep priority
ResistanceZone 2Resistance + Zone 5Rest
Glucose metabolism
Glucose optimisation
HbA1c at 5.7% sits precisely at the pre-diabetes threshold. Post-meal somnolence is a functional readout of the same insulin resistance. Both are addressable through the mechanisms below.
The post-meal somnolence mechanism: Impaired insulin signalling → large compensatory insulin bolus → reactive hypoglycaemia → hypothalamic drowsiness signal. Additionally, the large insulin spike drives tryptophan across the blood-brain barrier where it converts to serotonin then melatonin — directly inducing sedation. Both pathways are resolved by the same interventions.
Four mechanisms for glucose optimisation
Mechanism 1
Increase disposal capacity
Skeletal muscle accounts for ~80% of insulin-mediated glucose disposal. Every kg of lean mass added increases the system's capacity to clear glucose. Resistance training also upregulates GLUT4 independently of insulin — trained muscle can absorb glucose even when insulin signalling is impaired.
Mechanism 2
Improve mitochondrial oxidative capacity
Zone 2 cardio drives mitochondrial biogenesis through PGC-1α. More mitochondria means faster glucose oxidation inside cells — reducing postprandial spike duration independently of insulin sensitivity. This mechanism operates independently of weight loss.
Mechanism 3
Blunt the glycaemic response
Meal sequencing (vegetables and protein before carbohydrates) reduces postprandial spike by 20–40%. Post-meal 10–15 min walk within 30 minutes of eating drives GLUT4 translocation through the muscle contraction pathway — reduces postprandial glucose by 30–50% and resolves the somnolence.
Mechanism 4
Reduce hepatic glucose output
The liver continuously produces glucose via gluconeogenesis. Reducing visceral fat, optimising sleep, managing cortisol, and increasing butyrate-producing gut bacteria (propionate inhibits hepatic gluconeogenesis via the portal vein) all directly suppress this fasting glucose source.
Priority intervention sequence
1
Post-meal 10–15 min walk — implement immediately
Reduces postprandial glucose by 30–50% through non-insulin GLUT4 translocation. Effect begins day one. Resolves the post-meal somnolence directly by preventing the glucose-insulin overshoot. Most impactful single immediate intervention.
2
Meal sequencing — vegetables and protein before carbohydrates
20–40% reduction in postprandial glucose spike. Implement at every meal. Does not require changing what you eat — only the order.
3
Resistance training 3×/week — the structural fix
GLUT4 upregulation begins within the first few sessions and compounds over months. The single most powerful structural intervention for insulin resistance. Meaningful improvement in glucose disposal begins within 2–4 weeks.
4
Zone 2 cardio 2×/week — mitochondrial biogenesis
Faster glucose oxidation inside cells reduces postprandial spike duration. Also selectively increases Akkermansia and Faecalibacterium — microbiome species that drive GLP-1 secretion relevant to your glucose management.
Reduces overnight glucose exposure (relevant to fasting glucose component of HbA1c) and restores circadian microbiome rhythmicity. 8am–6pm is practical. Also increases Akkermansia abundance independently of dietary change.
Expected HbA1c trajectory: Post-meal somnolence improves within 2–4 weeks (meal sequencing + post-meal walk). HbA1c measurable reduction at 12-week recheck. Target below 5.5% within 6–12 months of consistent programme adherence. A truly healthy HbA1c is 4.8–5.4%.
Gut microbiome
Microbiome & metabolic health
The microbiome is an active metabolic organ encoding ~150× more genes than the human genome. Its outputs directly modulate insulin sensitivity, glucose disposal, lean mass, VO₂max, and appetite through distinct mechanistic pathways.
The GLP-1 connection: Butyrate from gut bacteria stimulates GLP-1 secretion from enteroendocrine L-cells — the same receptor pathway targeted by Ozempic and Wegovy. A well-fed, diverse microbiome produces continuous endogenous GLP-1 stimulation. This is the mechanistic basis for why high-fibre diets produce metabolic improvements that partially replicate pharmacological GLP-1 agonism.
Key metabolic pathways
Pathway
Mechanism
Metabolic outcome
Fibre → SCFA production
Butyrate stimulates GLP-1; propionate inhibits hepatic gluconeogenesis via portal vein; acetate crosses BBB and modulates hypothalamic appetite
SCFA-producing bacteria are obligate fibre fermenters. Target 30–40g/day from diverse sources. Diversity of fibre type matters as much as quantity — different species ferment different structures. The "30 plants" heuristic: individuals eating 30+ different plant foods weekly show significantly greater microbiome diversity. Count herbs, spices, nuts, seeds, and legumes.
2
Fermented foods — 2–3 servings daily Tier 1
The 2021 Stanford RCT (Wastyk et al., Cell) showed fermented food diets produced greater microbiome diversity increases and greater inflammatory marker reductions than high-fibre diets. Dose-dependent. Options: kefir, live yoghurt, kimchi, sauerkraut, fermented vegetables, kombucha, miso, tempeh.
3
Exercise — directly modifies composition Tier 1
Zone 2 specifically increases Akkermansia muciniphila and Faecalibacterium prausnitzii. Resistance training increases SCFA-producing species abundance. The effect is independent of diet and requires consistency — detraining reverses microbiome benefits within weeks.
Polyphenols reach the colon largely unabsorbed, selectively feeding beneficial bacteria. Primary sources: dark berries, dark chocolate ≥85%, green tea (3–4 cups/day), pomegranate, extra virgin olive oil, modest red wine.
5
Targeted probiotics — strain-specific Tier 2
Specific strains with evidence: Akkermansia muciniphila (Pendulum) — Phase 2 RCT data for HbA1c reduction; L. reuteri ATCC 55730 — fasting glucose reduction; B. longum BB536 — insulin sensitivity; L. plantarum 299v — gut permeability reduction. Most strains are transient — daily consistency required.
6
Time-restricted eating — 10-hour window Tier 2
Restores circadian microbiome rhythmicity, increases Akkermansia abundance, and improves SCFA production independently of caloric restriction. Also directly reduces overnight glucose exposure. 8am–6pm eating window is practical and well-tolerated.
Testing guide
Test
What it measures
Clinical utility
CGM (continuous glucose monitor)
Real-time postprandial glucose response
Most immediately actionable — reveals which meals trigger reactive hypoglycaemia. First step before any microbiome test.
Hydrogen/methane breath test
Fermentation gases — SIBO detection
Rules out small intestinal bacterial overgrowth — a common cause of post-meal symptoms. Directly treatable if positive.
Functional stool panel (SCFA + markers)
Butyrate, propionate, acetate + calprotectin + secretory IgA + zonulin
Most clinically actionable microbiome test — measures actual outputs, not just species composition.
16S rRNA sequencing (Zoe, Biomesight)
Species/genus identification
Good for trend tracking. Cannot reliably determine functional output. Most useful when combined with CGM data (Zoe).
Fibre strategy
Fibre & resistant starch
Partially hydrolysed guar fibre (PHGF) is an excellent choice — but it covers only one fermentation pathway. Resistant starch closes the butyrate-producer gap that PHGF leaves open.
PHGF assessment: Specific RCT evidence for postprandial glucose blunting, selective Bifidobacterium and Lactobacillus enrichment, and improved insulin sensitivity. One of the better evidence-based fibre supplement choices available. The gap is butyrate substrate — the primary butyrate producers (Roseburia, Faecalibacterium, Eubacterium rectale) preferentially ferment arabinoxylan and resistant starch, not beta-mannan.
Fibre substrate coverage — current vs extended
PHGF alone
Beta-mannan (PHGF)
RS gap
Arabinoxylan gap
PHGF + resistant starch + diversity
Beta-mannan
Resistant starch (RS2+RS3)
Arabinoxylan
Inulin/FOS
Each segment = different fermentation substrate → different bacterial species → different SCFA outputs
Crystalline structure resists amylase. Cooking destroys it by gelatinising the granule. Sources: green banana flour, raw potato, green plantain flour, uncooked oats.
RS3 — Retrograded starch
Formed when cooked starch is cooled. Refrigeration for 12–24 hours produces the most RS3. Gentle reheating below 130°C preserves it. Sources: cooled cooked potato, rice, legumes, pasta.
RS3 — The cook-cool method
Add 1 tsp coconut oil per cup of rice before cooking — forms a lipid-amylose complex that increases RS3 formation by up to 10× during cooling. The most impactful single preparation technique.
Best RS sources — by content per 100g
Source
RS content
Type
Critical preparation note
Green banana flour
38–50g
RS2
Never cook. Add to cold smoothies, yoghurt, overnight oats. Completely tasteless.
High-amylose maize starch
35–40g
RS2
Use cold only. Same protocol as green banana flour.
Green banana (raw)
15–19g
RS2
Must be completely green — yellow means RS2 has converted to digestible starch.
Potato — cooked and cooled
7–13g
RS3
Refrigerate minimum 12 hours (24 is better). Eat cold or reheat below 130°C.
Rice — cooked with coconut oil, cooled
5–8g (up to 10× more with coconut oil)
RS3
Add 1 tsp coconut oil to cooking water. Refrigerate overnight. Microwave at 50% power only.
Overnight oats (cold soak) preserve RS2. Cooking destroys it.
Combining PHGF and resistant starch: PHGF ferments via Bifidobacterium and Lactobacillus pathways (acetate and lactate). Resistant starch ferments via Ruminococcus bromii → Roseburia → Faecalibacterium pathways (butyrate). The two substrates use different bacterial guilds and do not compete. Taking both together in a cold smoothie covers both the acetate and butyrate production pathways simultaneously — the most efficient single dietary habit for your specific metabolic situation.
Daily target and adaptation
Target 15–20g of resistant starch per day — the dose associated with meaningful butyrate production increases in human trials. Start at 5g and increase by 5g per week over 3 weeks. RS2 sources (green banana flour, raw oats) ferment rapidly and can cause significant gas and bloating until the microbiome adapts. The adaptation is real — symptoms resolve within 2–3 weeks of consistent intake as the butyrate-producing bacterial population expands.
Diversity tracker
30 plants per week
The British Gut Project found individuals eating 30+ different plant foods weekly had dramatically greater microbiome diversity. Click each food consumed this week. Herbs, spices, nuts, seeds, and legumes all count.
0/ 30 plant foods this week
Start clicking to track your plant diversity this week.
Vegetables
Fruits
Legumes · Grains · Nuts · Seeds
Herbs & Spices
Progress tracking
What to measure
Scale weight is the least informative metric in a metabolic programme. The variables that matter require deliberate measurement — particularly after 50 where decline can be below any perceptible threshold.
The most dangerous dynamic is feeling reasonably well while lean mass and VO₂max quietly decline, both below any perceptible threshold, until a tipping point is reached that is very difficult to reverse. Measurement prevents this.
VO₂max estimate
Primary longevity metric. Wearables (Garmin, Polar, Apple Watch) track trend. Full lab test every 12–24 months. Assess every 12 weeks during Zone 5 programme.
Target: +1–2 ml/kg/min per 12 weeks of consistent Zone 5
Lean body mass
DEXA scan gold standard. Smart scales track trend directionally. Monthly — weekly fluctuation is water and glycogen. Even maintaining LBM during a cut is a meaningful success.
Target: maintain or increase · static LBM during a cut is a win
Grip strength
Best functional proxy for total lean mass. Independently predicts all-cause mortality. Hand dynamometer costs ~£20. Decline is the earliest warning signal for sarcopenia.
Target: maintain or increase · any downward trend warrants review
Resting heart rate
Tracks cardiac adaptation from Zone 2 and Zone 5. Should trend downward with improving fitness. Morning RHR 5+ bpm above baseline = incomplete recovery — do not train hard that day.
Target: trend downward · below 60 bpm correlates with good cardiovascular fitness
Heart rate recovery
HR drop in first minute after Zone 5 effort stops. Reflects vagal tone and cardiac fitness. Poor HRR (<12 bpm) is an independent mortality predictor and indicator of insufficient Zone 5 adaptation.
Target: >20 bpm drop in first minute
HbA1c / fasting glucose
Integrates average glucose over 12 weeks. Zone 2 and resistance training are more powerful interventions than most medications at early stages. Annual blood test minimum.
Watch: HbA1c above 5.7% = pre-diabetic range — act immediately
Training performance
Progressive overload is the most direct indicator that adaptation is occurring. If weights or rep ranges are not improving over 6–8 week blocks, protein, sleep, stress, or caloric balance needs adjusting.
Target: measurable progress in at least one lift per 4-week block
Testosterone / oestrogen (50+)
Annual blood panel for 50+. Not to chase high numbers — to identify if hormonal status is the primary constraint on adaptation. Symptoms of low testosterone warrant investigation.
Watch: persistent poor recovery despite adequate sleep, protein, and volume
The 6-week review protocol: Declining lean mass → increase protein, reduce deficit. Stalling VO₂max → verify Zone 5 genuinely reaches target HR. Poor recovery (elevated RHR, declining performance, persistent soreness beyond 48 hours) → reduce training volume before increasing it. Never add volume to a system that is not recovering from current volume.
A note on this framework: This tool synthesises peer-reviewed exercise physiology, metabolic biology, microbiome science, and West's scaling principles. It is an educational resource, not medical advice. Use these targets as a starting point and adjust based on your personal response over 6–12 week observation periods. For significant health concerns, work with a qualified sports medicine physician, registered dietitian, or gastroenterologist.
neuronexus.ca · Metabolic Intelligence v1.0 · updated 15 Oct 2026