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The only two equations that you should know: Part 1


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The exponential relationship between equilibrium constant and free energy, the basis of chemistry and life.

“Chemistry”, declared Roger Kornberg in an interview, “is the queen of all sciences. Our best hope of applying physical principles to the world around us is at the level of chemistry. In fact if there is one subject which an ­­­­­educated person should know in the world it is chemistry.” Kornberg won the 2006 Nobel Prize in chemistry for his work on transcription which involved unraveling the more than dozen complicated proteins involved in the copying of DNA into RNA. He would know how important chemistry is in uncovering the details of a ubiquitous life process.

I must therefore inevitably take my cue from Kornberg and ask the following question: What equation would you regard as the most important one in science? For most people the answer to this question would be easy: Einstein’s famous mass-energy formula, E=mc2.  Some people may cite Newton’s inverse square law of gravitation. And yet it should be noted that both of these equations are virtually irrelevant for the vast majority of practicing physicists, chemists and biologists. They are familiar to the public mainly because they have been widely publicized and are associated with two very famous scientists. There is no doubt that both Einstein and Newton are supremely important for understanding the universe, but they both suffer from the limitations of reductionist science that preclude the direct application of the principles of physics to the everyday workings of life and matter.

Take Einstein’s formula for instance. About the only importance it has for most physical scientists is the fact that it is responsible for the nuclear processes that have forged the elements in stars and supernova. Chemists deal with reactions that involve not nuclear processes but the redistribution of electrons. Except in certain cases, Einstein therefore does not figure in chemical or biological processes. Newton’s gravitational formula is equally distant. Chemical reactions involve the attraction and repulsion of charges which are processes governed by the electromagnetic force. This force is stronger than the gravitational force by a factor of 1036, an unimaginable number. Thus gravity is too weak for chemists and biologists to bother with it in their work. The same goes for many physicists who deal with atomic and molecular interactions.

Instead here are two equations which have a far greater and more direct relevance to the work done by most physical and biological scientists. The equations lie at the boundary of physics and chemistry, and both of them are derived from a science whose basic truths are so permanently carved in stone that Einstein thought they would never, ever need to be modified. That science is thermodynamics, and the equations we are talking about involve the most basic variables in thermodynamics. They apply without exception to every important physical and chemical process you can think of, from the capture of solar energy by plants and solar cells to the combustion of fuel inside trucks and human bodies to the union between sperm and egg.

Two thermodynamic quantities govern molecular behavior, and indeed the behavior of all matter in the universe. One is the enthalpy, usually denoted by the symbol H, and roughly representing the quantity of energy and the strength of interactions and bonds between different atoms and molecules. The other is the entropy, usually denoted by the symbol S, and roughly representing the quality of energy and the disorder in any system. Together the enthalpy and entropy make up the free energy G, which roughly denotes the amount of useful work that can be extracted from any living or non-living system. In practical calculations what we are concerned with are changes in these quantities rather than their absolute values, so each one of them is prefaced by the symbol ∆ indicating change. The celebrated second law of thermodynamics states that the entropy of a spontaneous process always increases, and it is indeed one of the universal facts of life, but that is not what we are concerned with here.

Think about what happens when two molecules – of any kind – interact with each other. It need not even be an actual reaction, it can simply be the binding of two molecules to one another by strong or weak forces. The interaction is symbolized by an equilibrium constant Ke, which is simply the ratio of the concentrations of the products of the reaction to the starting material (reactants). The bigger the equilibrium constant, the more the amount of the products. Ke thus tells us how much of a reaction has been completed, how much reactant has been converted to product. Our first great equation relates this equilibrium constant to the free energy of the interaction through the following formula:

∆G0 = -RT ln Ke

or, in other words

Ke = e-∆G0/RT

Here ln is the natural logarithm to base e, R is a fundamental constant called the gas constant, T is the ambient temperature and ∆G0 is the free energy change under so-called ‘standard conditions’ (see note below). This equation tells us two major things and one minor thing. The minor thing is that reactions can be driven in particular directions by temperature increases, and exponentially so (that’s not the same as speeding them up though; this goal is the domain of kinetics, not thermodynamics). But the major things are what’s critical here. Firstly the equation says that the free energy in a spontaneous process with a favorable positive equilibrium constant is always going to be negative; the more negative it is the better. And that is what you find. The free energy change for many of biology’s existential reactions like the coupling of biological molecules with ATP (the “energy currency” of the cell), the process of electron transfer mediated by chlorophyll and the oxidation of glucose to provide energy is indeed negative. Life has also worked out clever little tricks to couple reactions with positive (unfavorable) ∆G changes to those with negative ∆G0 values to give an overall favorable free energy profile.

The second feature of the equation is a testament to the wonder that is life, and it never ceases to amaze me. It attests to what scientists and philosophers have called “fine-tuning” the fact that evolution has somehow succeeded in minimizing the error inherent in life’s processes, in carefully reining in the operations of life within a narrow window. Look again at that expression. It says that ∆G0 is related to Ke not linearly but exponentially. That is a dangerous proposition because it means that even a tiny change in ∆G0 will correspond to a large change in Ke. How tiny? No bigger than 3 kcal/mol.

A brief digression to appreciate how small this value is. Energies in chemistry are usually expressed as kilocalories per mole. A bond between two carbon atoms is about 80 kcal/mol. A bond between two nitrogen atoms is 226 kcal/mol, indicating why nitrogen can be converted to ammonia by breaking this bond only at very high temperatures and pressures and in the presence of a catalyst. A hydrogen bond – the “glue” that holds biological molecules like DNA and proteins together – is anywhere between 2 and 10 kcal/mol.

3 kcal/mol is thus a fraction of the typical energy of a bond. It takes just a little jiggling around to overcome this energy barrier; if you ask a chemist to predict or optimize a reaction within this range she will be extremely uncomfortable. The exponential, highly sensitive dependence of Ke on ∆G0 means that changing ∆G from close to zero to 3 kcal/mol will translate to changing Ke from 1:99.98 in favor of products to 99.98:1 in favor of reactants (remember that Ke is a ratio). It’s not even chemistry, actually, it’s a simple mathematical truth. Thus, a tiny change in ∆G0 can all but completely shift a chemical reaction from favoring products to favoring reactants. Naturally this will be very bad if the goal of a reaction is to create products that are funneled into the next chemical reaction. Little changes in the free energy can therefore radically alter the flux of matter and energy in life’s workings. But this does not happen. Evolution has fine-tuned life so well that it has remained a game played within a 3 kcal/mol energy window for more than 2.5 billion years. It’s so easy for this game to quickly spiral out of hand, but it doesn’t. It doesn’t happen for the trillions of chemical transactions which trillions of cells execute everyday in every single organism on this planet.

And it doesn’t happen for a reason; because cells would have a very hard time modulating their key chemical reactions if the free energies involved in those reactions had been too large. Life would be quickly put into a death trap if every time it had to react, fight, move or procreate it had to suddenly change free energies for each of its processes by tens of kilocalories per mole. There are lots of bonds broken and formed in biochemical events, of course, and as we saw before, these bond energies can easily amount to dozens of kcals/mol. But the tendency of the reactants or products containing those bonds to accumulate is governed by these tiny changes in free energy which nudge a reaction one way or another. In one sense then, life is optimizing small changes (in free energy of reactions) between two large numbers (bond energies). This is always a balancing act on the edge of a cliff, and life has managed to be successful in it for billions of years.

Thus we all hum along smoothly, beneficiaries of a 3 kcal/mol energy window, going about our lives even as we are held hostage to the quirks of thermodynamic optimization, walking along an exponential energy precipice. And all because

Ke = e-∆G0/RT

Note: Jan Jensen and Peter Kenny have correctly pointed out that the correct mathematical expression for the free energy would have the symbol ∆G0 rather than ∆G to account for the free energy change under standard conditions (∆G itself is defined at equilibrium and therefore would be zero). I have amended the main equations in the post to reflect this; the thrust of the argument is still of course the same.

Some useful references for further reading:

1. P. W. Atkins “What is Chemistry”?

2. P. W. Atkins, Julio De Paula, “Physical Chemistry”

3. Ken Dill, “Molecular Driving Forces”.

4. Enrico Fermi, “Thermodynamics”.

Ashutosh Jogalekar About the Author: Ashutosh (Ash) Jogalekar is a chemist interested in the history and philosophy of science. He considers science to be a seamless and all-encompassing part of the human experience. Follow on Twitter @curiouswavefn.

The views expressed are those of the author and are not necessarily those of Scientific American.





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  1. 1. jhjensen 2:22 am 11/21/2013

    I love your post. Not many people write about the beauty and importance of chemical thermodynamics.

    Just one thing: you really should include the standard state symbol on Delta-G. I know you are trying to write for a general audience, etc., etc. but it’ll get even more confusing if people try to dig even a little bit deeper based on your post.

    Delta-G (without the standard state symbol) is reserved for the free energy of a system, which is always zero for a system at equilibrium, implying that K is always 1. Delta-G standard can, in principle, be any value.

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  2. 2. Layer_8 2:59 am 11/21/2013

    That’s true. Chemistry fills the gap between quantum physics and real life. But ‘philosophically’ I’d stay with the relativistic ‘Pythagoras theorem’
    (mc²)² = E² – p²*c²
    and Planck’s formula E = hf.

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  3. 3. Mohammad Shafiq KhaN 3:51 am 11/21/2013

    The formula E=mc^2 is proved absolutely baseless in the published scientific paper “Experimental & Theoretical Evidences of Fallacy of Space-time Concept and Actual State of Existence of the Physical Universe” available at http://www.indjst.org/index.php/indjst/issue/view/2885.

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  4. 4. Bryan H 10:32 am 11/21/2013

    One might argue that nearly all of chemistry comes down to understanding the Schödinger equation for each molecule as that, in theory, would predict all of that substance’s chemical properties and reactivities. Of course, in practice, we can’t solve the Schödinger equation for all but the simplest systems, which is why chemistry exists as a discipline.

    In terms of equations from thermodynamics, I would have chose ΔH – TΔS < 0(essentially a restatement of the second law of thermodynamics) as the most important. This relation and how it shows the competition between increasing entropy and decreasing potential energy, in my mind, explains a lot of phenomena in chemistry and biology.

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  5. 5. David Cummings 11:02 am 11/21/2013

    Ash, you’re probably not going to get a lot of agreement on “the most important equations” question. But that’s not important. What is important is that your title is well-chosen to get people to read an excellent essay on this topic.

    Well done.

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  6. 6. Broly 4:14 pm 11/21/2013

    dear layer_8. those two formulas’ power is ultimate.
    i love you too pal.

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  7. 7. M Tucker 7:30 pm 11/21/2013

    This equation ought to be better known. Josiah Gibbs ought to be better known.

    Albert Einstein said of him “the greatest mind in American history.”

    Max Plank said, “not only in America but in the whole world [Gibbs] will ever be reckoned among the most renowned theoretical physicists of all times.”

    Before Einstein began work on his famous “Miracle Year” papers of 1905 he wrote three papers between 1902 and 1904 on statistical mechanics. In 1905 he read Gibbs’ textbook on that subject that had just been translated into German. According to Wikipedia, “Einstein declared that Gibbs’s treatment was superior to his own and explained that he would not have written those papers if he had known Gibbs’s work.”

    James Clerk Maxwell took notice of Gibbs’ work on thermodynamics and Maxwell included a chapter on Gibbs’ take on the subject in his book “Theory of Heat” published in 1875.

    Gibbs had a profound influence on so much of physics and chemistry and mathematics it seems impossible that he is virtually unknown.

    Thank you Ash for this great article and I look forward to part 2.

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  8. 8. bucketofsquid 5:53 pm 11/22/2013

    @Mohammad Shafiq KhaN – One published paper vs. over a century of research hardly seems meaningful. Just as E=mc2 may be incorrect, so too may the conclusions of this paper you mention. The difference is that as far as most people are aware, E=mc2 hasn’t been disproved yet. I know some hypotheses that claim such but none of them have much real evidence.

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  9. 9. tuned 8:10 pm 11/22/2013

    Nature doesn’t obey you.
    You simply describe nature.
    Nature doesn’t give 2 toots about “laws”, it simply is.
    I understand back slaps, all well and good.
    Myself, I appreciate the likes of Louis Pasteur, etc. more.

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  10. 10. mercurialpony 2:45 am 11/23/2013

    You remain one of my favorite bloggers, keep up the awesome work. And per usual, you write better than most people I know that write for a living, accurate and eloquent…

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  11. 11. Albert Fonda 9:00 am 11/23/2013

    All views are myopic. My biology runs me without my attention, so the equations of life are of no concern to me. I do run my body and exert forces with a working awareness of the effect of those forces on mass; so Newton’s F=ma is of everyday value to me. That includes my muscular control of my means of transportation through steering, accelerator, and brakes. My very life depends on my conscious and subconscious comprehension of F=ma, and I treasure that capability. So my myopia is not the one discussed in this article. Different strokes for different folks.

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  12. 12. bigbopper 9:18 am 11/23/2013

    Nice article but dumb title.

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  13. 13. taffazull 10:14 am 11/23/2013

    An interesting Corollary of this equation is that life(living things) can carry out reactions with enormous free energy changes by carrying them out in a large number of steps each with a small free energy change rather than a single step. Thus free energy released in oxidizing a mole of glucose is an enormous 673 Kcal/Mole as anyone can check by lighting a matchstick( Both wood and paper are made of glucose) but we effortlessly burn pounds of glucose to carbon dioxide and water by doing it in a multitude of reactions dubbed the Glycolytic pathway,Krebs cycle and Oxidative Phosphorylation.As an immunologist once said ” Is there any limit to the ingenuity of Nature..?”(It was in an article written in the journal “Nature”)

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  14. 14. mhenriday 10:26 am 11/23/2013

    Lovely article – and for the most part, excellent and enlightening comments. Kudos to Dr Jogalekar and to the participants on the thread !…

    Henri

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  15. 15. N a g n o s t i c 10:38 am 11/23/2013

    This article brings to mind Erwin Schrödinger’s “What Is Life” (1944), plus some material of his from the 1950s. A physicist’s perspective on biology and consciousness, this work is surprisingly non-dated, considering relevant discoveries made since, and is still useful for laymen interested in a thoughtful perspective on the superficially apparent paradox regarding thermodynamic entropy and life processes.

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  16. 16. T Clark 11:00 am 11/23/2013

    Really entertaining essay. Before I read it I figured out my entries. First – I agree with Albert Fonda – f = ma. I’m not saying it’s the most important, just the one people should know. Whatever we have learned since Newton, classical physics still describes the universe we live in daily best. It is also hard to understand the new things we know now without understanding what they knew in 1730. As a civil engineer, I am also partial to its derivitives equations; Sum of forces = 0. Sum of Moments = 0.

    My second choice is the second law of thermodynamics for the same reason – it is key to understanding our everyday universe.

    Very enjoyable.

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  17. 17. tuned 11:32 am 11/23/2013

    @taffazull:
    No offense, but I note that wood is NOT glucose.
    Glucose is a monosaccharide.
    Wood is cellulose which is a polysaccharide.
    You ‘wood’ enjoy paper as a staple otherwise, n’est pas?
    X>

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  18. 18. RachelMcCarter802 9:01 pm 11/23/2013

    Victoria. even though Karen`s bl0g is nice… on saturday I got a new Lotus Elan from making $8982 this-past/five weeks and just a little over 10-k lass month. without a doubt its the nicest-job I’ve ever had. I actually started 8-months ago and immediately startad bringin home over $81, p/h. check it out..http://gg.gg/qocw

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  19. 19. taffazull 12:49 am 11/24/2013

    @tuned
    I think I wrote “..made of glucose” and not glucose. Indeed A cow or a termite changes it to glucose before utilizing it making use of a reaction with a relatively small free energy change..C’est la vie,merci.

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  20. 20. Crocodile Chuck 4:00 pm 12/2/2013

    Stunning post and great comments, to boot. Thanks to Ash and all who posted upthread!

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  21. 21. Arafat 2:39 am 02/3/2014

    This is a great post. I’m looking for next. When will you publish the next part?

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