SANOOBFITYOUR PERSONAL FITNESS COACH

Genetics, Metabolism and Individual Response

Published: 3 October 2026Evidence reviewed: 2 October 2026Last updated: 3 October 2026Next review: 3 October 2027

Two people start the same program on the same day. They train with the same effort, show up just as often and eat in similar ways. Twelve weeks later one of them looks noticeably different and has added clear strength to every lift. The other has improved, but far less. The second person often reaches one of three conclusions: my genetics are bad, my metabolism is slow or this program does not work.

This article answers one question: how much do genetics and metabolism decide your results, and what should you do with the fact that people respond differently to the same training?

In the previous article you saw that body types describe a starting point, not a destiny. Here we go one layer deeper, into the biology underneath those shapes, and turn it into something you can use.

The short answer

Genetics and metabolism are real. They influence how much and how fast you respond to a given amount of training. They do not decide whether training works for you. Research shows that individual responses to the same program can vary widely, that a meaningful part of that variation runs in families, and that people who barely respond to one dose often do respond when the dose changes. Much of what people call a slow metabolism is better explained by body size, muscle mass, daily movement and eating habits.

The practical conclusion is simple: you cannot read your response from a gene report or a friend's results. You find it by running a sensible program, measuring it honestly and adjusting. That is what the APEX loop is built to do.

Why this matters for where you start

This is a phase about understanding yourself. Genetics and metabolism matter here because the stories people tell about them change their decisions.

Understanding individual response replaces those stories with a better question: given who I am, what dose and type of training moves me forward, and how will I know?

What the evidence says

APEX keeps four layers apart: what research shows, how coaches apply it, how APEX organizes it and what you decide. This section is the research layer.

People respond differently, sometimes very differently

In a large study of people who completed the same twelve-week arm training program, changes in muscle size and strength ranged from almost nothing in some participants to very large gains in others, even though everyone followed the same protocol. The average result hid an enormous spread.

Endurance training shows a similar pattern. In the HERITAGE Family Study, participants followed a standardized aerobic training program, and improvements in aerobic fitness varied widely between individuals. Those responses clustered within families, suggesting that inherited factors explain a meaningful share of how much a person improves[1].

Genetics shapes the size of the response, not whether training works

The most useful finding for ordinary people comes from research that changed the dose. When groups of people were given different amounts of endurance training, some participants did not improve at the lower doses. When those people then trained with a higher dose, they improved[2]. The authors argued that true non-response is far less common than it appears, and that many apparent non-responders simply needed a different amount of training.

How certain is this? Reasonably certain for the general principle that responses vary and that dose matters. Less certain for exactly which genes matter, how much, and for whom. The science of specific genes and training response is still developing, and current evidence is not strong enough to use a consumer genetic test to choose your training program.

Some apparent differences are noise

Not every difference between two people is biological. Measurements vary from day to day, people have good and bad weeks, and a single before-and-after number contains random error. Researchers have shown that a lot of what looks like individual variation in response can come from measurement error and normal day-to-day fluctuation, which is why careful studies need comparison groups to separate true differences from noise[3].

For you, this means one weigh-in, one tape measurement or one strength test is a weak basis for deciding that you are a poor responder. Trends over several weeks tell you far more.

Metabolism: less mysterious than its reputation

In everyday language, metabolism usually means how much energy your body uses. The biggest predictors of that are body size and the amount of lean tissue you carry, plus how much you move. A large analysis of daily energy expenditure across the human life course found that, once body size and composition are accounted for, energy expenditure stays remarkably stable through the middle decades of adult life. In other words, the common belief that metabolism falls steeply every year through your thirties and forties is not well supported.

People do differ in how much energy they use, and some of those differences are real. But the parts you can influence are substantial: muscle mass, daily movement outside the gym, and eating patterns. Strength training builds or preserves muscle, and walking and general activity add up across a day.

One boundary matters here. Some health conditions and some medications genuinely affect energy use, appetite and body weight. If you suspect something medical is going on, that is a question for a doctor or other qualified healthcare professional. Fitness education cannot diagnose it, and this article is not medical advice.

The APEX principle: the program is a hypothesis

The coaching principle that follows from the evidence is straightforward. A program is a reasoned guess: based on what we know about this person, this training should move them toward their goal. Then reality answers.

Same program plus different human equals possibly different response.

APEX builds this into its framework. Your response is shaped by genetics, but also by training history, age, body composition, adherence, recovery, sleep, nutrition, stress, occupation, injury history and environment. Genetics is one item on that list, and like age or injury history it is not something you can change. But many of the others, such as adherence, recovery, sleep, nutrition and stress, you can influence, and those are where your attention pays off.

So when a program is not working, APEX does not jump to bad genetics. It works through the feedback loop and asks, in order:

  1. Adherence: did you actually do the program as written, most weeks?
  2. Stimulus: was the effort high enough to drive change?
  3. Progression: did load, reps or difficulty actually increase over time?
  4. Volume and intensity: was the dose too low, or so high you could not recover?
  5. Exercise selection: did the exercises suit your body and goal?
  6. Recovery, nutrition and lifestyle: sleep, protein, stress, daily movement.
  7. Measurement: are you measuring the right thing, consistently?
  8. Enough time: has the program run long enough to show a trend?

Only after those questions do you conclude that you may simply respond more slowly, and even then the answer is usually to adjust the dose or type of training, not to stop.

What this looks like in real life

Here is an illustrative example, not a real client. Imagine two colleagues who start the same three-day full-body program. After eight weeks, one has added clear strength to every lift and lost a few centimetres from the waist. The other has gained a little strength and seen almost no change in the mirror.

The second colleague's first instinct is to blame genetics. Working through the loop tells a different story. Their training log shows they missed roughly one session in three because of late meetings. They kept the same weights for five weeks because the sets felt uncomfortable. They slept around five hours on weeknights. None of that is a genetic problem.

They change three things: two sessions they can protect instead of three they keep missing, a clear rule for adding reps and then load, and an earlier bedtime on training nights. Eight weeks later they are progressing. They may still progress more slowly than their colleague, and that is fine. Their program is now matched to their real life and their real response.

What people commonly get wrong

Where this fits in APEX

This lesson sits inside the Assess and Measure parts of the loop. Assessment gives you a starting picture. Individual response is why that picture is never final: the program you start with is your best first guess, and measurement tells you how you actually respond. That response then feeds back into your APEX profile and shapes your next decision.

It also explains why APEX promotes by competency and results rather than by the calendar. Two people can need very different amounts of time in the same stage, and neither is behind. Stages are a navigation system, not a race.

What this means at different stages

What not to copy

Do not copy anyone's timeline. Transformation photos, training partners and athletes all show one person's response to one program in one life. Do not copy their volume either: a fast responder with excellent sleep and few responsibilities may thrive on a dose that would bury someone else. Take the principle from their example, such as consistency or gradual progression, and leave the specific numbers behind.

Your next best step

Run one sensible program as a personal test. Choose a program that fits your current stage and schedule, write down two or three measures that match your goal before you begin, and commit to six to eight weeks without changing it. Log every session. At the end, compare the trend, not a single number, and work through the feedback questions above before deciding anything about your genetics or metabolism.

A simple way to set it up:

  1. Pick your measures: for example, reps and load on three main exercises, waist measurement every two weeks, and how many planned sessions you completed.
  2. Measure at the start under the same conditions you will repeat later, such as the same time of day.
  3. Follow a clear progression rule, such as adding reps until you reach the top of the range, then adding a little load.
  4. Review at the end of the block. If progress is clear, keep going. If not, investigate adherence and dose first.

The sample program below is built for exactly this purpose: a stable plan you repeat, log and judge on its trend.

Next lesson

You now know that your starting point includes your biology, and that your response is discovered rather than predicted. The next article, Why Your Starting Point Changes Your Program, brings this whole phase together: how everything you have learned about yourself shapes which program you should actually begin with.

A sample, by level

The Personal Response Test: a six to eight week sample block

This is a sample, not a personal program. Pick the level that matches your current capacity, keep the exercises the same for the whole block, and log load, reps and how many planned sessions you completed. Measure your chosen markers in week 1 and again at the end under the same conditions. Use double progression: when you reach the top of the rep range on every set with good control, add a small amount of load next session. At the end, judge the trend and work through the feedback questions before changing anything.

Beginner

APEX stage: Foundation · 2 days a week

Full Body A
ExerciseSetsRepsRestNote
Leg press210-1590 secondsSupported capacity work for the squat pattern; stop with about 3 reps left in reserve.
Goblet squat to box28-1090 secondsSkill practice for the squat; light load, controlled depth.
Chest press machine210-1590 secondsLog the load and reps every session.
Seated cable row210-1590 secondsPause briefly at the end of each pull.
Farmer carry220-30 metres60 secondsTall posture, steady walk.
Full Body B
ExerciseSetsRepsRestNote
Dumbbell Romanian deadlift28-1290 secondsHinge pattern practice; keep the dumbbells close to the legs.
Lat pulldown210-1590 secondsControlled lowering.
Incline push-up28-1290 secondsLower the incline only when all sets reach 12.
Split squat, hands supported26-10 each leg60 secondsUse a rail or wall for balance.
Dead bug26-8 each side45 secondsSlow and controlled bracing practice.

How to progress: Keep every exercise for the full block. Add reps within the range first; when all sets reach the top of the range with control, add the smallest available load. Aim to complete at least 14 of 16 planned sessions. Walk most days to support daily movement.

Intermediate

APEX stage: Transformation · 3 days a week

Full Body A
ExerciseSetsRepsRestNote
Goblet or front squat36-102 minutesSame variation for the whole block.
Dumbbell bench press38-122 minutesRecord load and reps.
Chest-supported dumbbell row38-1290 secondsSupported to keep fatigue on the back muscles.
Walking lunge28-10 each leg90 secondsControlled steps.
Pallof press210 each side60 secondsAnti-rotation bracing.
Full Body B
ExerciseSetsRepsRestNote
Romanian deadlift36-102 minutesBarbell or dumbbells; keep the variation fixed.
Overhead dumbbell press38-1290 secondsRibs down, controlled lockout.
Lat pulldown or assisted pull-up38-1290 secondsLog assistance or load.
Leg press210-1590 secondsExtra leg volume with low skill demand.
Suitcase carry220-30 metres each side60 secondsResist leaning.

How to progress: Rotate A, B, A then B, A, B across weeks. Double progression on every exercise; increase load by the smallest step when all sets hit the top of the range at about 1 to 2 reps in reserve. Measure waist every two weeks and log completed sessions.

Advanced

APEX stage: Development · 4 days a week

Lower 1
ExerciseSetsRepsRestNote
Back squat45-63 minutesMain strength marker; log every set.
Romanian deadlift38-102 minutesControlled tempo.
Bulgarian split squat38-10 each leg90 secondsSame setup every session.
Hanging knee raise310-1560 secondsNo swinging.
Upper 1
ExerciseSetsRepsRestNote
Barbell bench press45-63 minutesMain strength marker.
Weighted or bodyweight pull-up46-82 minutesLog added load or reps.
Seated dumbbell shoulder press38-1290 secondsDouble progression.
Cable row310-1290 secondsPause at the end of each pull.
Lower 2
ExerciseSetsRepsRestNote
Trap bar deadlift44-63 minutesMain hinge marker.
Leg press310-152 minutesVolume with low skill cost.
Walking lunge210 each leg90 secondsSteady pace.
Heavy farmer carry330 metres90 secondsLog load and distance.
Upper 2
ExerciseSetsRepsRestNote
Incline dumbbell press38-122 minutesDouble progression.
Chest-supported row38-1290 secondsControlled lowering.
Lat pulldown310-1290 secondsFull range.
Dumbbell lateral raise312-1560 secondsLight, controlled.

How to progress: Upper and lower sessions twice a week. Main lifts use a fixed rep target at about 2 reps in reserve; add load when all sets are completed with control. Accessories use double progression. Keep the program unchanged for the block and compare logged performance in week 1 and the final week.

This is general fitness education, not medical advice. If you have a health condition, pain, an injury, are pregnant or after birth, or take medication, speak to a qualified healthcare professional before starting. Stop any exercise that causes sharp or worsening pain and seek professional advice.

This is a sample for this lesson, not your personal program.

Sources

  1. Familial aggregation ofV˙ <scp>o</scp> <sub>2 max</sub> response to exercise training: results from the HERITAGE Family Study, Journal of Applied Physiology (1999) https://doi.org/10.1152/jappl.1999.87.3.1003
  2. Refuting the myth of non‐response to exercise training: ‘non‐responders’ do respond to higher dose of training, The Journal of Physiology (2017) https://doi.org/10.1113/JP273480
  3. True and false interindividual differences in the physiological response to an intervention, Experimental Physiology (2015) https://doi.org/10.1113/EP085070

Your next step

Run one stage-appropriate program unchanged for six to eight weeks as a personal test: choose two or three goal-matched measures before starting, log every session, follow a clear progression rule and judge the trend at the end, working through the feedback questions before drawing conclusions about genetics or metabolism.

Related APEX lessons

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Previous11. Body Types ExplainedNext13. Why Your Starting Point Changes Your Program

Muhammed Sanoob

Personal Trainer and Strength Coach. CSCS strength and conditioning coach, REPS Level 3, Precision Nutrition Level 1 and 2. Two time National MMA Champion (2016, 2017). 15+ years in personal training and former corporate personal trainer at Goldman Sachs. About the coach

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