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The Cause of Obesity - Part 2

January 14 2012

In the first part, I come to the conclusion that obesity is largely dictated by your genes. I wrote about how your bodyweight is biologically regulated to be stay within a range, say 10-15 lbs. As I expected, and as you can read from the comments, many didn't agree.

There were a lot of comments, but the most sensible counter argument is how can there be an obesity epidemic if it is largely genes? Hence it is rather clear that obesity is largely due to our environment. And this is the argument almost all studies make to counter the biological basis of obesity. Here I am going to drill down further into the data and show exactly what these numbers mean and why is it is largely your genes.

How is obesity defined?

BMI: Obesity is defined by an index known as Body Mass Index (BMI). BMI is a crude measure of body fat based on just your height and weight. As shown in the picture, If you are between 25 & 30, you are overweight, and if you are over 30 - you are obese.

Obesity and categories of Body Mass Index

Why is it called an 'epidemic'?

Obesity trends: As shown in the figure above,  if you gain weight to cross the 30BMI mark, you are clinically obese.

In the 1980's and 90's, as shown in the graph from CDC, a lot of people (20-74 yrs) gained weight and moved into the obese and extreme obese category. This is shown as a steep rise in the obese and severely obese lines in the graph. If you calculate, it shows a 33% increase in obesity and a 67% increase in extreme obesity in the 90's compared to the 80's. This sharp increase in the percentages prompted the researchers to call it an epidemic.

Obesity trends graphs in US from CDC

This was the same for childhood obesity too. For the  age group of 6-11 there was a 73% increase and a 100% increase for the age group 12-19.

These numbers are huge and gives a picture of people all over in US just gorging on food and lying around doing nothing but getting fat.

How can this be an example to support the argument for genes?

The average weight gain is very modest: Though the percentage increases looks huge, the  average weight gained is very modest. For example, there was a 33% and 66% increase in obese and extremely obese in the 90's compared to the 80's, prompting the term obesity 'epidemic'. But, in fact, the average weight gain was 6-8lbs in a decade! Of course, 6-8 lbs is important, but 6-8lbs pounds increase paints a completely different picture than the 33% and 66% increase which caused the 'epidemic'.

The weight gain is non-uniform and is even smaller for the majority: If it was environment, everyone including normal weight, overweight, obese and severely obese should have gained equally. But this is not at all what we see. What we see is a small increase in weigh for the majority, but very large increases in weight for the obese and severely obese. This can be seen in the graph which is skewed to the right.

adult BMI trends in in US from CDC

It is hard to tell this difference from the frequency curves. They are in fact smoothed (curve smoothing) to give those clean curves. The researchers hence used  mean difference plot technique to look at the  increases in weight based on the BMI levels.  What they saw was less than 6-8lbs (1 BMI) increase for the people in the lower BMI catgeory, while almost 3-4 times this amount for the obese and extremely obese category. This graph for 30-39 year olds men (1976-80 till 1988-94) shows the general trend n the MD plots, though the differences are smaller in certan subgroups. This shows that even the average weight of 6-8 lbs in a decade is is largely due the obese and extremely obese category ganng weight. So people who are at normal or overweight BMI might have increased an average of 4-5 lbs at the most in the 90's.

mean difference plots for BMI

Ths clearly shows that for folks who are genetically predisposed to obesity, the toxic environment seems to make it worse.  For people who are not genetically predisposed, the very same toxc environment is not making any big difference. Why is that?

Why do the weight gain and the obesity percentages looks so different? This is what happens when you give a cut off value to a continuous variable, like BMI. As you can see from the BMI graph, the majority of people are around the 25-30 BMI, so a small increase in weight will push a large number people from this area over to the obese category. This gives the impression that people are gaining a lot of weight.

What about childhood obesity?

Childhood obesity trends in US

BMI: For childhood (and adoloscent) obesity, the increase in BMI is one-sided (see the skewed curve with no shift). Kids in the normal weight category hasn't budged, whereas the overweightand obese kids have gained a lot of weight. The increase in obesity for children is almost entirely due the heavier kids getting more obese.

How would the graph be if it was largely environment?

Environment: If it was largely environment, everyone would have been equally affected and would have gained a lot of weight. The curve would  have shifted to right a lot with no skewness. This will show that there is no overriding factor for obesity. Everyone will get really fat!

What if we lower the calories and increase physical activity?

If we lower the calories and increase physical activity, the obesity trends will come down. The curve will be shifted to the left and less skewed; there will be less obese people, and obese will be less obese.  But the shape of the curve will remain the exact same as in the 1970. That simply means there will be still obese people and lean people! And why is that? The short answer is 'genes'.

Practical Recommendations

  • Exercising and eating healthy have a lot of benefits independent of weight loss.
  • Lose 10-15 lbs (5-7%) of your weight. There are a lot of health benefits of losing such a small weight. This is what even the research recommends.
  • If you can maintain this loss without gong crazy, you can always try to lose more. At least now you know what you are dealing with.
  • Unlike what most people think , environment - whether fructose, carbs, portion size, low activity, or whatever- only causes a modest weight gain in the majority. But when converted to obesity prevalence, this modest number turns into large percentage increases. This gives the wrong impression that everyone is putting a lot of weight.
  • Like it or not, genetics play the largest role in obesity.
  • There is no other populaton that has suffered such discrmination and bias for all these years, even in this 21st century. All this because of our casual beliefs based on some personal experiences and observations that obesity is largely determnd by lifestyle/environment and lack of willpower or everything except genes. I think it's time that we showed more compassion to these people whose only fault is that they ate because they were hungry - just like me and you.

Reference 1  | Reference 2 | Reference 3 | Reference 4 | Reference 5

NOTE: I first read this from Jeffery Friedman. Friedman discovered leptin which is the greatest discovery in nutrition. He even confrims his hunches about the modest gains of weight (and how these weight gans influenced by the heaviest people) from Kathryn FLegal. And who the heck is Flegal? Flegal is the lead author who publishes all the obseity prevalance data of US. Her papers are the very paers which we uses to show the increase in obesity prevalnce in recent times. I urge everyone to look into this topic closely than base your arguements on personal memmory and observations. 

 

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FullDeplex | Wed January 18, 2012  

Hi Harry,

Just a correction, but the study abstract states: ‘Body fat increased similarly in all 3 protein diet groups’

While you say: ‘the low protein arms of the study gained less body weight but more fat mass’

So you may have to alter the involvement of thermodynamics a bit in your argument. Resting energy expenditure did increase in the higher protein groups though. Increased thermodynamics was involved, but eventually it did not seem have a significant effect on body fat mass.

Anoop | Thu January 19, 2012  

Hi Harry,

I am replying to Harry because you seem to genuinely interested and want to have a discussion. I can easily say anecdotal evidences don’t count in a scientific discussion, but I think I need to address it.

Your basis of argument is that people are now heavier than they were before. And I don’t disagree. What we would disagree is the amount of weight gain here.

And when I say 3-5 it is in a decade, the average weight has gone by 24 lbs in the last 45 years. But this is average of a population. In that population there could be obese, severely obese who are pulling the average to higher numbers. And we see that in the trends too. There are sub groups like African Americans who are a gaining a lot more weight than whites. Women and children hasn’t gained much in the last 10 years. So there are variations in the population that doesn’t get picked up by our casual observations.

I think this is what is what is confounding our observations: We see a lot of fat people in airports and Mcdonalds. So fat that we can’t ignore them. So we reach conclusions see America is getting so obese! But what we don’t see how these people were 10-15 years back or how they were when they were kids.  These people were either overweight or obese to begin with. But what we miss to see is people who are normal or lean are not gaining much of the weight. We are looking a small sample who is super heavy and we are just extrapolating or spreading the weight gain across the whole population.

If you think about anyone in your family or friends, how many people have drastically changed their appearance. Chubby is always chubby, skinny has remained skinny and fat has always been fat.

Even in the same fattening America, why are there lean , underweight and normal weight people? Are they all watching their diet and eating healthy?

Eat just 50 calories extra a day and after 25 years, you gain 130lbs of fat!! Now what is keeping our weight so stable throughout our years with cheese burgers and unlimited calorie foods around?

For me it s sometimes amazing when people DON’T have an opinion on this topic. This article really change the way people think about obesity. [So thank you for the discussions, even if you don’t disagree. That is the spirit of science!

Anoop | Thu January 19, 2012  

Hi Karky,

I am not sure what happened. Since you are a forum member, it should have gone through.

Can you post it again pretty please

Karky | Thu January 19, 2012  

I don’t really like using the word “cause” I still believe that our genes haven’t changed much in a long time and when the environment changed to become more obesiogenic, those with susceptible genes started gaining weight. Whether you call genes or environment the “cause” is simply semantics. Obesity probably wouldn’t happen to such a large extent as we see today without both.

You say the overweight category hasn’t changed for 30 years.. Suggesting that those with susceptible genes didn’t become overweight as a result of the environment change, but they were always overweight and they are just increasing their overweight as the environment becomes more obesiogenic (but they were still fat even without an obesiogenic environment. Is this correct, or am I putting words into your mouth?

If this is what you’re saying, I think you are incorrect. Data from a trial in Norway showed that the overweight category has increased. Further, it showed that both the normal, overweight and obese people gained weight to a similar extent. Of course, some people probably were overweight or obese even before the environment changed, but I don’t think they can explain the entire population of overweight and obese people today.

these data are from people who did two health surveys, the first in the 80s and the second in the 90s.. about 20000 men and 20000 women.

http://www.ncbi.nlm.nih.gov/pubmed/16418765

Granted, this is a Norwegian population and not an American one, but I don’t think our genes are THAT different, but maybe they are? And I haven’t seen any data saying that overweight people have stayed the same in the US since the 70s.. And even if it did stay the same, it would only mean that a similar amount of people moving from overweight to obese are moving from normal weight to overweight.

Sheay | Sat January 21, 2012  

Has anyone else read some of the studies on the correlation of gut microbiota and obesity? http://www.nature.com/ijo/journal/vaop/ncurrent/full/ijo2011153a.html

It’s very interesting.

Anoop | Sun January 22, 2012  

Hi Karky,

I would agree if there was no obesity before the environment changed. We had obesity back before the environment changed. Look at the BMI curve in 1960.  2000 years back Hippocartes wrote about obesity too. And I would agree if normal weight people or overweight people are gaining 30-50lbs and becoming obese. I don’t see both of that happening. I don’t think gaining 10-15lbs due to environment could be called as playing a large role in individual obesity ( though this affects the population data). And I agree the word cause is causing a lot of problems.

Maybe I shouldn’t be so specific. I am just saying in the obsegenic environment people who are in the heavier BMI category are the ones which has gained a lot of weight, 3-4 times what the people on the lower BMI categories.  And there might be people who gain 40-50 lbs and become obese, but those are the exceptions. I don’t think anyone can ever say categorically that people were 29 BMI didn’t gain weight like people who were 32 or 33 either.

That is an interesting study, Karky. I don’t know if this is they lacked some of the race-ethnic groups we have in America. Some of the big increase in weight are seen in Black American and Mexican-American women. And the weight gain is a lot more than we see in NHANES data and other studies. My hunch is that the age related weight gain is overlapping the weight gain due to the environment which is making it look bigger than what its is. 

In fact I looked at couple of other developed countries and the trends are exactly the same as in US. Here is the obesity trends from New zealand. http://www.health.govt.nz/publication/tracking-obesity-epidemic

Examination of the shifts in the BMI distribution, most readily achieved using the Tukey mean–difference plots, shows a fairly consistent pattern across decades, age groups and genders. The pattern that emerges is largely compatible with the mixed model, with little change occurring at the lower percentiles and most of the increase in BMI being concentrated at the higher percentiles (ie, a pattern of increasing skewness). This is mirrored in the rising prevalence of obesity (from 9 to 20 percent among males and 11 to 22 percent among females) accompanied by near stable prevalence of overweight (at approximately 42 percent among males and 27 percent among females). Although differing in detail, the overall pattern is similar for Mäori (for the 1989–2003 period), among whom the prevalence of obesity rose from 19 to 28 percent (males) and from 20 to 28 percent (females), while the prevalence of overweight remained stable at 30 percent (males) or increased slightly (from 29 to 32 percent) (females).

In essence, much of the weight gain appears to have involved people who were already obese becoming even more obese (leading to a sharp rise in the number of people with extreme obesity – from less than 1 percent to almost 3 percent of the total adult population), together with a proportion of people who were already overweight moving up into the obese category, only to be replaced by a similar number of people moving up from the normal weight into the overweight category. So the proportion of the population in the obese category has increased sharply (more than doubled) while that in the normal weight category has decreased moderately (about one-fifth), and that in the overweight category has remained stable.

And good to see someone argue with science than anecdotes and family pictures.

Karky | Sun January 22, 2012  

NAHNES data also finds an increase in the overweight category:
http://www.ncbi.nlm.nih.gov/pubmed/9481598?dopt=Abstract

And like I said, all these new obese people must be coming from somewhere, and I’m guessing they come from the overweight group, which means that the overweight group should actually decline if it is just so that those who were already overweight/obese are becoming more so and the normal group was standing still. Thus, even if the overweight group had been standing still the past decades (which it hasn’t, at least not in the US or Norway) there would still have had to have been a movement of people from the normal weight into the overweight group, to balance the movement of people from the overweight to the obese group.

Like I said in my previous post, I don’t doubt that there were obese people long back in the day, but what we see now is not just an increase in those already fat (although that is certainly happening aswell, and to a large extent), it is happening in the normal weight population as well.

Regardless of who are becoming fat, people are becoming more fat in recent years, which fits well with my standing that a change in the environment has increased fatness in the population. I still believe genes and environment has worked together to cause the obesity “epidemic” we see today and I think the environment is of a great importance. And like I argued in the other article discussion, data like x% of the variance in x trait is determined by genetics doesn’t really explain a whole lot of what caused a problem. It just explains the variance of the trait explained by genetics with the environment the world has at the point the data was collected, it doesn’t say anything about what contributed to a change in the trait over time. Though I’m certainly not saying genetics doesn’t have anything to do with it, because it does.

Harry | Sun January 22, 2012  

Excellent summary Karky. As you point out, the explanation we really need is the one for the change in the trait (in this case, obesity) over time, not for the prevalence of the trait at one moment in time.

And as I remarked previously, when we look at the problem in this way, the only feasible conclusion is that genetics are a permissive factor in fat gain, while the environment is the regulating factor.

Cheers
Harry

P.S. As an aside, my uncle has worked in clothing manufacturing for the last 45 years…he often speaks about the shift in sales from the smaller sizes to the larger.  Essentially there are less people buying small and medium sizes, and more people buying large and extra large sizes.  It’s not just that more people are buying the plus sizes; it’s that less people are buying the small sizes in a relationship of concomitant variation (i.e. one value rises to the same extent as the opposite value decreases).  This reflects the fact that people are getting fatter across the board, not just moving from obese to very obese.

Harry | Sun January 22, 2012  

Hi Anoop,

You said “Eat just 50 calories extra a day and after 25 years, you gain 130lbs of fat!!”

This is not correct according to thermo dynamics.

As you gain weight, your body requires more energy to sustain that higher weight.  Moreover, you burn more energy in moving your heavier mass around.  As such, the extra 50 calories a day is ‘absorbed’ and a new weight plateau is reached very quickly (i.e. equilibrium). 

In order to gain 130 lbs, a huge and progressively increasing surplus of energy must be consumed, in order to counter-act the plateau tendency described above (in the order of 1000s of calories/day extra than the initial diet).

Cheers
Harry

Anoop | Sun January 22, 2012  

Karky, why do you think overweight category has gone up n the NHANES data? Look the graph in my article. It hasn’t.

And in the Norway study you posted , yes it is. But as I said how much weight gain are we talking about. If you are right under 29 and if you gain 6 lbs, you will be clinically obese!  I am talking about the degree of weight gains here. People aren’t gaining 35-55 lbs you know.

Karky | Mon January 23, 2012  

Oh sorry, I actually misread the study :(

But still, like I said, people must have moved from the normal weight to the overweight group if it has remained stable.

Also, I acknowledge that some people are gaining most of the weight, but that doesn’t automatically mean that only genetics caused it. If the population of overweight people has increased their weight making them obese in the last decades, then that has happened after the environment became more obesiogenic, leading their obesiogenic genes to finally lead to a more pronounced obese phenotype

Anoop | Wed January 25, 2012  

Hi Karky,

It’s fine. I do it at times too.

And it maybe true even for the NHANES data. It is a cross sectional study and hard to say for sure. I even had spoken with one of the authors of the study.

And I do agree people are gaining weight in every region of the curve. My point is that this is very modest.If overweight people are at 29, they will be obese if they gain around 6-7lbs. And 10-15 lbs as I said is caused by the environment.

If you are normal weight, you will have to gain 50-60lbs to be obese. Is that happening? Clearly not. Are there people who had this happen? Sure, but very few.

Karky | Wed January 25, 2012  

I don’t think you can say that x amount of weight gain is caused by the environment and the rest is genetics.. For weight gain, the environment has to be there, if you don’t have food, you don’t have weight gain. And of course, some people will be more susceptible because of their genes. But if a person gains 50lbs, then what happened from the time before to the time after the weight gain? Did the persons genes change? no..

Anoop | Wed January 25, 2012  

Hi Karky,

If that’s the case do you agree it is 100% environment? Do you agree? If not, why?

Harry | Wed January 25, 2012  

Sorry to beat a dead horse, but I really think the key is understanding the difference between a ‘permissive’ and a ‘regulating’ factor.

A permissive factor allows for some event to occur, but does not of itself bring about the event.  It is a necessary condition for the event to have any chance of occurring, but its presence alone is not sufficient to cause the event.

Genetics are permissive with respect to obesity.  The right genetic heritage is necessary to allow for obesity (e.g. someone who could not sequester energy into adipocytes could not become fat under any circumstances).  However, the genetic capacity (or even predisposition) to store fat in adipocytes is not sufficient to cause obesity (as any cursory survey of concentration camp photographs will show - no fat people, irrespective of genetics).

This brings us to the environment.

The environment regulates the extent to which our genetic predispositions express themselves. In an environment (1) lacking in readily available food, very few, if any, people become obese.  In an environment (2) where food is ample, but not particularly palatable or exciting, few people become obese, but some do.  In an environment (3) where food is both plentiful and stimulating (e.g. the North American food environment), quite a number of people become obese.

Notice that all three environments assume the same genetic milieu, but provoke different outcomes with respect to obesity.

Genetics sets the stage for the possibility of obesity - the environment regulates the extent to which it actually manifests.

Cheers,
Harry

bill | Wed January 25, 2012  

Any explanation of obesity would have to be universal and independent of time/year/location.

Bill | Wed January 25, 2012  

genetics only predispose, certainly other environmental factors would have to trigger this prediposition.

Bill | Wed January 25, 2012  

Genes can only explain why some people become overweight/obese.It doesn’t point to why they fatten.

Karky | Wed January 25, 2012  

Well, if the genes haven’t changed and the environment has then it would sound like the change in environment is what caused the change in weight. However, that is also a bit incorrect. Let me try out an analogy.

Two buildings are standing next to each other. One of them has been earthquake-proofed, while the other hasn’t. An earthquake comes a long and one building collapses while the other only sustains minor injuries. Now, the earthquake made the building collapse, but it wouldn’t have collapsed if it had been more structurally sound to begin with. So who’s fault is it? The earthquake, or the building engineer? If the building had been earthquake-proofed, it would still stand. However, if there was no earthquake it would also still stand.
You could expand this to an entire city, where buildings take different amounts of damage depending on how they were built.

So the change in environment causes people to gain weight. But what is the underlying factor that decides who gains what amount of weight? That’s the genes, and they are very important as those with a genetic susceptibility probably gain way more than those without one. But without the change in environment, they wouldn’t have started gaining weight. This is because as you say, people find their preset weight and stay there within a very slim margin. I doubt all those who are really fat were never weight stable, they probably were (though maybe still overweight or obese)
But then something changed and they started gaining weight from that set point, why is that? They had the same genes when they were weight stable, but now they are gaining.

And in some cases the environment might not even allow them to reach their true overweight “preset” weight because there is not enough food. The truth is, you cannot have obesity without food and food is in the environment.. Genes are very important in regulating how much food we want, though.

Now I still agree with what seems to be the basic idea of these articles. Which is that overweight people aren’t simply lazy and unhealthy on purpose. One single individual holds little control of his/hers environment (if you think environment in a large scale, like food availability, etc). It’s not as simple as slim people choosing not to eat and obese people choosing to eat. (Free will is something I actually don’t believe in, but that’s a discussion for another time :p)

Anoop | Wed January 25, 2012  

Harry,

Your first point is an example of lack of environment. Without environment, the contribution of genetics is zero. Let’s not go back to it again. Let’s give them some food for the sake of the argument here. Is that ok with you? (:-

What you said about the last 2 points about food availability is just a difference between the 1980’s and 1990’s in the graph. More people are being obese because of the north american food, but the average weight increase is around 8lbs in our decade. The fat people were always fat, lean always lean, although 10-15lbs heavier. And to go from normal weight around 23 to just being obese, you have to gain around 50-60lbs!  If you want to get around 35, that is around 91 lbs! Do you seriously think people will gain that much weight because there is food around?

We are just disagreeing with the magnitude of increase here.

nandalal | Tue February 07, 2012  

Anoop,

What do you think about South Asians specifically(since we are on the subject of genes—and I know the ANI/ASI component may matter)?  I have read the compartment overflow theory and the ‘thrifty’ genes theory (although mitochondria don’t seem to have a large effect on bodyfat regulation other than their concentration in brown fat)  I am a Sri Lankan Tamil who has tried a full ketogenic diet, moderate carb intermittent-fasting, and the low-fat keto diet—of all those, combining fasting with the low-fat keto diet works best for rapid fat loss but it is unsustainable over the long term.  I’ve also tried a micronutrient approach, eating mainly things my modern (neolithic) SL ancestors would’ve had available.
http://ije.oxfordjournals.org/content/36/1/220.full

What do you think?

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