I'm trying to understand the QM datasets (QM7, QM8, QM9), however, in the description of QM7 the data is described as follows:

[The] QM7 dataset, which is a subset of GDB-13 (a database of nearly 1 billion stable and synthetically accessible organic molecules) containing up to 7 heavy atoms C, N, O, and S. The 3D Cartesian coordinates of the most stable conformations and their atomization energies were determined using ab-initio density functional theory (PBE0/tier2 basis set)

What exactly does the phrase "stable and synthetically accessible organic molecules" mean? If I had to guess I would have said it means they can be synthesized in a lab, but I didn't want to guess.

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    $\begingroup$ @DarienSchettler Sorry for being a bit curt, but I do not understand why someone with "little to no background" would look into such datasets. Going deep into applied theoretical chemistry with no idea about chemistry? So please explain what exactly you find unclear about the description, and then we can discuss it, no problem. It also helps if you give a bit of a context to your question, so you get an answer you can actually understand. We have zero idea about your background. $\endgroup$
    – Karl
    Commented Apr 30, 2020 at 17:28
  • $\begingroup$ See my answer below... this is all I wanted. As to your point, I don’t feel it’s necessary to provide that level of background knowledge for this question. That being said... I’m a deep learning engineer working with relevant parties on Tensorflow Quantum development in industry. I have two degrees, one in Systems Engineering and an Honours B.Sc in Biological Sciences (Math Specialty). I am attempting to further my understanding of data sets that may contain ‘quantum data’ and happened across the GDP13 subsets. I’m just doing my best to learn. Please consider this question closed. Thanks. $\endgroup$ Commented Apr 30, 2020 at 23:04

2 Answers 2


What you have provided is a definition of all the terms involved. This is fine, but there remains the (rather interesting) question of exactly how this is defined for a molecule in silico, especially because your question asks specifically about the GDB-13 database. Of course, one could evaluate "synthetic accessibility" by trying to make it in the lab: if you succeed, then it is synthetically available, and if not, then it isn't. Likewise, one could measure "stability" by (potentially) making it and studying its thermodynamic properties.

However, for a database of 1 billion compounds, this is obviously unfeasible. So the designers of the database have to resort to using some heuristics, or rules, to determine whether a given molecular structure is "synthetically accessible" and "stable". The rules are outlined in the original paper in which the GDB-13 database was published,[1] as well as the first GDB paper from slightly earlier.[2] Both are very interesting papers and well worth a read if you are interested in cheminformatics in general.

Because all organic molecules have a carbon chain or ring as their backbone, the first step is to construct all possible frameworks of carbons and hydrogens using graph theory (up to a maximum number of carbons, of course). Here there is not yet any consideration as to what other atoms may possibly exist in a typical organic molecule. However, there are some computer-generated frameworks which are almost certainly impossible to make because of strain or other considerations (such as Bredt's rule). On top of that, it appears that they have intentionally removed three- and four-membered rings, which are stable but would have dominated the database, thus making it highly unrepresentative:[2]

The vast majority of these graphs (99.8%) contained three‐ and four‐membered rings and was excluded to avoid generating a database consisting almost exclusively of such small rings.

The next step is to introduce heteroatoms, which can be done fairly straightforwardly because in organic chemistry atoms have very specific bonding patterns. Thus, for example, because carbon forms four bonds and nitrogen three, you could replace a $\ce{CH2}$ group in a molecule with $\ce{NH}$. This is not trivial to do in the lab, but is very easy for a computer:[2]

[...] all possible atom‐type combinations by introducing carbon, nitrogen, oxygen, and fluorine (as a model halogen) at each node

although for GDB-13, they have ignored fluorines:[1]

We also eliminated fluorine because it was rarely found and never considered in our group for synthesis in virtual-screening guided drug discovery applications of GDB-11.

and also added chlorines (replacing $\ce{OH}$ groups in molecules which have them) and sulfurs (replacing $\ce{O}$ atoms).

The problem with doing that exhaustively is that too many heteroatoms tends to make a molecule very unstable. For example, directly joining heteroatoms via single bonds is (generally) a good recipe for making explosive compounds. So, essentially all such molecules were removed. The authors found that most of this work could be very quickly automated by using an even simpler heuristic: simply removing any compound with a high heteroatom:carbon ratio.[1]

Because most of the rejected molecules contained multiple heteroatoms, we reasoned that it might be possible to accelerate the database computation using a very fast “element-ratio” filter. Analysis of databases of known compounds suggested cutoff values of (N + O)/C < 1.0, N/C < 0.571, and O/C < 0.666

and specifically disallowed cases, which have to be filtered out in another step, included:[1]

The following functional groups are discarded as too unstable to be considered: hemiacetals, hemi-aminals, aminals, acyclic imines, non-aromatic enols, orthoesters and analogs, carbamic acids, non-aromatic enamines (except acylated enamines and vinylogous enamines), beta-keto-carboxylic acids and beta imino-carboxylic acids, and all compounds containing both a primary or secondary amines and an aldehyde or ketone.

This is also helpful for preparing a database of "druglike" molecules because molecules with too many heteroatoms are very polar, which makes it almost impossible to diffuse across cell membranes (see e.g. https://en.wikipedia.org/wiki/Lipinski%27s_rule_of_five).

What you get at the end is probably not likely to be 100% "synthetically accessible". However, the filters applied mean that if you were to pick a random molecule from the database, there is an exceptionally good chance that you could make it in the lab if you so desired. Quoting from the authors one final time:[2]

The database construction strategy chosen also ensures that the majority of GDB, although presently unknown, should be synthetically accessible.


  1. Blum, L. C.; Reymond, J. 970 Million Druglike Small Molecules for Virtual Screening in the Chemical Universe Database GDB-13. J. Am. Chem. Soc. 2009, 131 (25), 8732–8733. DOI: 10.1021/ja902302h.
  2. Fink, T.; Bruggesser, H.; Reymond, J. Virtual Exploration of the Small-Molecule Chemical Universe below 160 Daltons. Angew. Chem. Int. Ed. 2005, 44 (10), 1504–1508. DOI: 10.1002/anie.200462457.
  • $\begingroup$ While I appreciate the effort and it is quite helpful in general... A definition of the terms was sufficient as it communicates what the authors meant. My initial question prior to editing was What is a Synthetically Accessible Organic Molecule. You are correct in clarifying exactly HOW (heuristically) the creators of the GDB-13 database would have attempted to impose this definition. You are also correct in answering your own question of what are GDB-13 criteria for a Synthetically Accessible Organic Molecule. As for the answer to my initial question though... most of this is superfluous. $\endgroup$ Commented May 1, 2020 at 15:15
  • $\begingroup$ That being said, thanks for your time and effort. I found your answer educational. It's clear you're an expert and I appreciate you taking the time to try and help/clarify. Hopefully, in addition to educating me, your answer can help someone in the future as well. $\endgroup$ Commented May 1, 2020 at 15:17
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    $\begingroup$ I see what you mean. Well, maybe I have overinterpreted it, then; and if that's the case, then all you needed was that "synthetically accessible" = "stuff the authors thought would be sensible to make in the lab". The thing is that "synthetically accessible" can have slightly different meanings depending on the context. So I thought (think) that the setting that you provided was (is) important. For example, maybe you're looking at a database of known reactions where it would mean "things that actually have been made". But as you say, maybe somebody else can use the extra info in future. $\endgroup$ Commented May 1, 2020 at 15:27

After spending the afternoon googling around I've written a simple answer to my own question (essentially a basic definition of terms). For a more complete answer see the accepted answer by orthocresol♦:

Synthetic Accessibility - Refers to ease of synthesis. I.e how difficult a compound is to make (synthesize) in a lab. https://jcheminf.biomedcentral.com/articles/10.1186/1758-2946-1-8

Organic Molecule - An organic molecule is a molecule that contains carbon atoms (generally bonded to other carbon atoms as well as hydrogen atoms). Although carbon is present in all organic compounds, other elements such as Hydrogen, Oxygen, Nitrogen, Sulphur, and Phosphorus, are also common in these molecules. https://www.siyavula.com/read/science/grade-12/organic-molecules/04-organic-molecules-01

Stable Molecule - in general this is more difficult to ascertain as an absolute. Generally the idea would be that a molecule that does not decompose (ie is persistent) in most environments may be considered stable. For more details the following link contains quite a bit of information. https://www.reddit.com/r/askscience/comments/li6nb/what_makes_molecules_stable/?utm_source=share&utm_medium=ios_app&utm_name=iossmf


So, In short.

The phrase “stable and synthetically accessible organic molecules”, refers to molecules that contain Carbon (generally bonded to other atoms and Hydrogen), can be created with relative ease in a laboratory, and are relatively persistent in most environments (ie Are not prone to spontaneous decomposition to lower energy states).


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