Topic 1 · VO₂max & training zones
VO₂max, performance ceiling and longevity vital sign
VO₂max, the maximum volume of oxygen the body can use per minute, sits at the intersection of performance and health. It’s one of the strongest independent predictors of cardiovascular and all-cause mortality, and the ceiling on aerobic power for every athlete.
What the numbers say
Per +1 MET
−13%
All-cause mortality risk reduction. Each 3.5 ml·kg⁻¹·min⁻¹ rise in VO₂max linearly cuts death risk.
5–10 km running variance
70–80%
Of finish-time variance in well-trained distance runners is explained by VO₂max alone.
Per +1 ml·kg⁻¹·min⁻¹
~30 s
Off a 40 km cycling time trial. Numbers compound across a season.
Top-fitness quartile
−35%
Lower dementia incidence over 12 years (UK Biobank, 61 k adults). Independent of weight or smoking.
Why it matters
- Performance engine. The higher the ceiling, the harder you can work before oxygen-delivery limits show up.
- Metabolic shield. Each +1 MET cuts future type-2 diabetes risk ~8% (47 k-adult prospective cohort, BMI-adjusted).
- Cognitive protection. Each +5 ml VO₂max links to better executive function and slower age-related white-matter loss.
- Training leverage. Low-volume HIIT can match high-volume MICT for VO₂max gains. Time-poor clients can still make world-class aerobic progress if intensity is precise.
What testing changes
- Personalised HR / pace / power zones from your gas exchange, not someone else’s chart.
- Quantifiable longevity proxy: “+5 ml VO₂max ≈ ~15% lower diabetes odds, ~⅓ lower late-life dementia risk.”
- Objective benchmark for retesting every 8–12 weeks, spot plateaus before the season slips.
AHA
“Cardiorespiratory fitness should be considered a clinical vital sign, a stronger predictor of mortality than smoking, hypertension, or type-2 diabetes.”
American Heart Association · Scientific Statement (Ross et al., Circulation 2016)
References (10)
- Kodama S et al. (2009) JAMA. Cardiorespiratory Fitness as a Quantitative Predictor of All-Cause Mortality and CVD Events. PMC4836566
- Mandsager K et al. (2018) JAMA Network Open. Association of Cardiorespiratory Fitness With Long-Term Mortality. jamanetwork.com
- Saunders PU et al. (2004). Physiological Factors Underpinning Running Economy. PubMed
- Systematic review: VO₂max increment per training intensity (HIIT vs MICT). PMC9939680
- Sui X et al. (2024) JAMA. Cardiorespiratory Fitness and Incident Type-2 Diabetes. jamanetwork.com
- Lourida I et al. (2023) Nat Commun. CRF and Dementia Risk in UK Biobank. nature.com
- Oberlin LE et al. (2022). Aerobic Capacity and Executive Function in Older Adults. PMC9876283
- Seiler S & Tønnessen E. (2020) Sports Med. Training Distribution and VO₂max Response. PMC11596233
- Santos-Concejero J et al. (2013). VO₂max and 40 km Cycling Time-Trial. PMC11790366
- The Times. Adaptive Cardio Workouts Slash Dementia Risk (media summary of #6). thetimes.com
Topic 2 · Resting metabolic rate & RED-S
RMR, the front-door screen for under-fueling
Resting metabolic rate testing is the cleanest early-warning system for Low Energy Availability (LEA) and its clinical sequel, Relative Energy Deficiency in Sport (RED-S), conditions that quietly wreck performance and health long before they show up as injuries or stalled progress.
The scale of the problem
Multi-sport collegiate study
47%
Of 220 athletes (76 men, 144 women, 19 sports) tested positive for LEA. Equal risk in males and females.
RMR ratio threshold
< 0.90
Measured ÷ predicted RMR. Tracks with low fT₃, suppressed estradiol/testosterone, and menstrual dysfunction.
Training days lost
+30%
More illness or injury days in LEA athletes vs. energy-replete teammates. Slower TTs, poorer power.
RMR test duration
10 min
Hood test in a relaxed environment delivers hospital-cart accuracy. Fast, non-invasive, repeatable.
Why this matters
- Silent progression. Athletes can look lean and “fit” while hormones, bone density, and recovery are deteriorating.
- Diary EA math is unreliable. Self-report misses ~half the cases. RMR ratio catches them.
- Long-term health cost. Recurrent LEA cuts trabecular bone density 2–3% per season; stress-fracture rates double.
The RMR-anchored fix
- Measure, don’t guess. 10-min RMR establishes true resting burn.
- Set EA target. Convert to kcal·kgFFM⁻¹·day⁻¹. Anything < 30 EA = RED-S danger zone.
- Sustainable deficit. 10–15% below maintenance with refeed weeks. Crash diets cause ~15% RMR suppression that persists for years.
- Re-test every 6–8 weeks. RMR rebound while fat drops = the plan is working. RMR tank = adjust before thyroid and cortisol flat-line.
SS
“When RMR falls and recovery tanks, you’re not in a deficit for fat loss, you’re flirting with RED-S.”
Dr Stacy T. Sims, PhD · ROAR Masterclass 2022
References (12)
- Melin A et al. (2015) Scand J Med Sci Sports. Assessment of Low Energy Availability in Female Endurance Athletes.
- Melin A, Heikura I, Tenforde A, Mountjoy M. (2019) Int J Sport Nutr Exerc Metab. Energy Availability in Athletics: Health, Performance & Physiology.
- Mountjoy M et al. (2018) Br J Sports Med. IOC Consensus Statement on RED-S.
- Heikura IA et al. (2018) Int J Sport Nutr Exerc Metab. Low Energy Availability and Bone & Endurance.
- Vanheest JL et al. (2014) Med Sci Sports Exerc. Energy Deficit, Hormonal Markers and Performance Decline in Swimmers.
- Loucks AB & Thuma JR. (2003) J Appl Physiol. Energy Availability, Not Carbohydrate, Alters LH Pulsatility.
- Jones J et al. (2021) Nutrients. High Prevalence of LEA in Male Collegiate Distance Runners.
- Strock GA et al. (2020) Obesity. Adaptive Thermogenesis After Severe Caloric Restriction.
- Fothergill E et al. (2016) Obesity. Persistent Metabolic Adaptation 6 Years After ‘The Biggest Loser.’
- Lamprecht M et al. (2022) Bone. Bone Mineral Density Loss in Winter-Sport Athletes with Recurrent LEA.
- Mujika I & Stellingwerff T. (2023) Sports Med. Optimising Fat Loss Without Metabolic Damage in Elite Sport.
- Dekerle J et al. (2024) Front Sports Act Living. RMR-Ratio as a Proxy for LEA in Mixed-Sport Youth Athletes.
Topic 3 · The oxygen cascade
From breathing-in to burning-it, finding your weakest link
Every endurance effort depends on three consecutive processes. Lungs draw air and load oxygen into blood (intake). Heart and haemoglobin deliver it to working muscles (transport). Muscle fibres accept and burn it inside mitochondria to make ATP (utilisation). One weak link caps everything else, no matter how strong the other two are.
How the Pro Full-Stack test isolates the bottleneck
Three instruments run simultaneously: a VO₂ Master mask (breath-by-breath gas exchange), Moxy NIRS sensors on key muscle groups (real-time muscle-oxygen saturation, SmO₂), and a fingertip lactate meter. Each pattern points at a different culprit.
01
Intake limited?
Breathing rate or volume spikes early while power is still low. The mask + heart-rate also produce O₂-pulse (VO₂ ÷ HR). A flat O₂-pulse line as workload rises = intake / lung-diffusion capacity is the choke-point.
02
Transport limited?
VO₂ plateaus early, lactate skyrockets, but SmO₂ still has room. The lungs-to-heart pathway is maxed, oxygen supply can’t keep up with muscular demand. Stroke volume, blood volume, or iron status are usually the lever.
03
Utilisation limited?
SmO₂ crashes but lactate rises only modestly while VO₂ keeps climbing. Problem is peripheral, mitochondria, capillary density, or local blood flow. Central delivery is fine; the muscle just can’t use what arrives.
Recovery kinetics seal the diagnosis
The first two minutes after exhaustion are diagnostic on their own. Drop ≥0.7 mmol·L⁻¹ of lactate and see SmO₂ rebound quickly = ready for dense interval blocks. Slow clearance or sluggish SmO₂ rebound = need more aerobic base or better fuelling first.
What this means for training
- Intake weak → breathing drills and lung-friendly HIIT.
- Transport weak → stroke-volume work, iron status, high-load intervals.
- Utilisation weak → tempo mileage, strength-endurance circuits, unilateral drills to fix muscle imbalances.
One portable session, one ranked list of limiters, one targeted plan. No more guess-and-check.
Topic 4 · Efficiency
Three ways to measure efficiency, pick the leak
The Pro Full-Stack test looks at efficiency three ways. Each one highlights a different leak in the “oxygen-to-speed” chain. Pair them with energy-production curves at different intensities and you can pinpoint where the work should go, aerobic power, threshold, or pure technique.
01
Metabolic-to-Work
How much O₂ to make 1 watt? Total VO₂ (ml·min⁻¹) ÷ power (W).
Benchmarks: elite runners 15–17 ml O₂/W; recreational 18–20. Lower = better fuel economy.
02
Work-to-Speed
How much speed per W·kg⁻¹? Speed (m·s⁻¹) ÷ relative power (W·kg⁻¹).
Benchmarks: sub-3-hr marathoners 0.034–0.035; club runners 0.028–0.031. Higher = each watt moves you faster.
03
Metabolic-to-Speed
How much O₂ to hold a pace? Mass-specific VO₂ ÷ speed, expressed as ml·kg⁻¹·km⁻¹.
Benchmarks: elite marathoners 180–200; recreational 210–240. Lower = better economy.
A worked example (running)
Test pace 3.0 m·s⁻¹ (3:20/km · 5:33/mile). Athlete VO₂ 45 ml·kg⁻¹·min⁻¹, body mass 70 kg → 3,150 ml/min total. Power 245 W.
- Metabolic-to-Work: 3,150 ÷ 245 = 12.9 ml O₂/W (excellent)
- Work-to-Speed: 3.0 ÷ (245÷70) = 0.034 m·s⁻¹/(W·kg⁻¹) (elite amateur)
- Economy: (45 ÷ 3.0) × 60 = 180 ml·kg⁻¹·km⁻¹ (elite)
Interpretation: technique already strong. Future gains should come from raising VO₂max and threshold, not from form tweaks.
Why this matters
- Economy far outside elite norms? Drills, shoe changes, or bike fit can unlock big gains in weeks, faster than chasing +5 ml VO₂max.
- Retest after a block: economy 210 → 195 ml·kg⁻¹·km⁻¹ proves the form work paid off, even if VO₂max stayed flat.
- Cycling parallel: pros ride at 17–18 ml O₂/W; recreational riders >20.
- Swimming parallel: stroke sensors log force, rate, and distance-per-stroke while VO₂ measures the cost.
Coach note: Runners with better economy run much faster at the same VO₂. Often overlooked. One full-stack session removes the guess-work about whether to train harder or fix mechanics.
ISM
“The best athletes in the world don’t necessarily have the highest VO₂max. They have the highest economy and metabolic flexibility, that’s what separates them at the limit.”
Dr Iñigo San Millán · Performance Lead, UAE Team Emirates · University of Colorado School of Medicine
Topic 5 · Above-threshold performance & recovery
Anaerobic capacity and recovery kinetics, what wins surge races
In any event decided by surges, crits, HYROX, CrossFit, short-course tri, even selection moments in long course, the athlete with the bigger “matchbook” (W′ / anaerobic capacity) and the faster ability to rebuild it dictates the moves. The critical-power model says you have a finite work capacity above CP; once it’s spent, output drops until W′ is reconstituted.
What the science actually shows
- Same CP, different races. Skiba et al. mathematically described how W′ depletes and recovers between efforts, making clear why two athletes with identical CP can race very differently if one restores W′ faster.
- PCr resynthesis drives repeat ability. Performance decay across sprints tracks tightly with phosphocreatine recovery (an aerobic process), not “grit.”
- Faster VO₂ kinetics = less drop-off. Athletes who get oxygen up faster slow down less over repeated sprints.
- Active recovery beats coasting. Lactate clears fastest near ~80% of LT, “easy-but-not-too-easy” floats often beat full coasting between surges.
- SmO₂ predicts readiness. Post-effort reoxygenation slopes are intensity-sensitive and reliable, quick rebound = ready to hit max again.
- vLamax cuts both ways. Higher glycolytic gear boosts surge power but can choke sustainable output. Has to be balanced against CP and VO₂max.
Translate to race day
- The crit rider who restores W′ 5% faster after the last corner.
- The HYROX athlete whose SmO₂ rebounds quicker before the wall balls.
- The Olympic-distance triathlete who can reconstitute enough capacity to cover the late run surge.
All win with physiology you can test, target, and retest, not motivational quotes. That’s exactly what the Performance Recovery Profile (PRP) quantifies: how big your anaerobic spend, how fast you get it back, and which system (central delivery, buffering, or local O₂ use) is capping you.
References (10)
- Skiba PF et al. (2012). The original W′-balance model. PubMed 22382171
- Comprehensive CP/W′ review, pacing, interval design, tactics. PMC5371646
- Reconstitution of W′ in trained vs. untrained cyclists. PMC7560916
- Bi-exponential W′ recovery kinetics. Springer / Tandfonline
- PCr resynthesis drives repeat-sprint ability. Physiology / PubMed 8964751
- Faster VO₂ kinetics = less drop-off across repeats. PubMed 15976999
- Active recovery near ~80% of LT clears lactate fastest. PubMed 24739289
- SmO₂ (NIRS) as a practical recovery gauge. PMC11349675
- vLamax tracks glycolytic / surge performance, but at a cost to steady output. PubMed 40249379
- HIIT vs. MICT for lactate clearance capacity. PMC11413624