There’s also this preprint with Tom Terwilliger as lead author: 
https://www.biorxiv.org/content/10.1101/2022.11.21.517405v1. The title is 
“AlphaFold predictions: great hypotheses but no match for experiment”.

Best wishes,

Randy

> On 1 Apr 2023, at 18:18, Savvas Savvides 
> <00009d24f7f13e09-dmarc-requ...@jiscmail.ac.uk> wrote:
> 
> Dear Rams,
> 
> I salute you for sharing this.
> 
> Just a week ago, I also received a remark along these lines on a declined 
> grant application. The remark was the only unfavourable point, which 
> suggested that it must have weighed disproportionally towards the negative 
> outcome. This was a two-stage evaluation process and the grant was cut in 
> stage-1 where it was evaluated by a small group of evaluators, none of whom 
> was a structural biologist/biochemist. Stage-2 would have involved peer 
> review by international experts.
> 
> Despite my initial disbelief about what this remark might have caused and 
> upon reflection, I realized that it might be time to become proactive in 
> future applications in anticipation of the apparent growing trend towards 
> such remarks and perceptions.
> 
> I think that a generalized form of preemptive text might not serve the 
> purpose well, but perhaps well-articulated statements specific to the 
> proposed biological problem at hand (perhaps aided by illustrations 
> demonstrating the inability of structure prediction to address the problem at 
> hand) might be the better way to go. Even though many of us who teach courses 
> in experimental structural biology and structural bioinformatics at 
> undergraduate and graduate levels are already actively addressing many of 
> these issues, there is a much bigger and far more senior scientific 
> population out there that makes important decisions on science 
> policy/funding/infrastructures/evaluations/recruitment/etc that are not 
> getting such educational exposure.
> 
> The following resources provide good material and starting points to reflect 
> and elaborate upon.
> 
> The article by Perrakis and Sixma in EMBO Reports 
> https://www.embopress.org/doi/full/10.15252/embr.202154046
> 
> The recent comment paper in Nature Methods by Thomas Jane
> https://doi.org/10.1038/s41592-022-01760-4 
> 
> A correspondence in Science by Moore, Hendrickson, Henderson and Brunger
> https://www.science.org/doi/10.1126/science.abn9422?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed
> 
> 
> Best wishes
> Savvas
> 
> 
> ----
> Savvas Savvides
> VIB Center for Inflammation Research
> Ghent University, Dept. of Biochemistry & Microbiology
> Technologiepark 71, 9052 Ghent, Belgium
> 
> Email: savvas.savvi...@ugent.be ; savvas.savvi...@irc.vib-ugent.be
> Phone: +32 (0)472 928 519 (mobile) ; +32 (0)9 331 36 60 (office)
> Web: https://savvideslab.sites.vib.be/en#/
> 
>> On 1 Apr 2023, at 16:57, Subramanian, Ramaswamy <subra...@purdue.edu> wrote:
>> 
>> Ian,
>> 
>> Thank you.  This is not an April fools..  
>> Rams
>> subra...@purdue.edu
>> 
>> 
>> 
>>> On Apr 1, 2023, at 10:46 AM, Ian Tickle <ianj...@gmail.com> wrote:
>>> 
>>> ---- External Email: Use caution with attachments, links, or sharing data 
>>> ----
>>> 
>>> 
>>> Hi Ramaswamy
>>> 
>>> I assume this is an April Fool's but it's still a serious question because 
>>> many reviewers who are not crystallographers or electron microscopists may 
>>> not fully appreciate the difference currently between the precision of 
>>> structures obtained by experimental and predictive methods, though the 
>>> latter are certainly catching up.  The answer of course lies in the mean 
>>> co-ordinate precision, related to the map resolution.
>>> 
>>> Quoting https://people.cryst.bbk.ac.uk/~ubcg05m/precgrant.html :
>>> 
>>> "The accuracy and precision required of an experimentally determined model 
>>> of a macromolecule depends on the biological questions being asked of the 
>>> structure.  Questions involving the overall fold of a protein, or its 
>>> topological similarity to other proteins, can be answered by structures of 
>>> fairly low precision such as those obtained from very low resolution X-ray 
>>> crystal diffraction data [or AlphaFold].  Questions involving reaction 
>>> mechanisms require much greater accuracy and precision as obtained from 
>>> well-refined, high-resolution X-ray structures, including proper 
>>> statistical analyses of the standard uncertainties (s.u.'s) of atomic 
>>> positions and bond lengths.".
>>> 
>>> According to https://www.nature.com/articles/s41586-021-03819-2 :
>>> 
>>> The accuracy of AlphaFold structures at the time of writing (2021) was 
>>> around 1.0 Ang. RMSD for main-chain and 1.5 Ang. RMSD for side-chain atoms 
>>> and probably hasn't changed much since.  This is described as "highly 
>>> accurate"; however this only means that AlphaFold's accuracy is much higher 
>>> in comparison with other prediction methods, not in comparison with 
>>> experimental methods.  Also note that AlphaFold's accuracy is estimated by 
>>> comparison with the X-ray structure which remains the "gold standard"; 
>>> there's no way (AFAIK) of independently assessing AlphaFold's accuracy or 
>>> precision.
>>> 
>>> Quoting https://scripts.iucr.org/cgi-bin/paper?S0907444998012645 :
>>> 
>>> "Data of 0.94 A resolution for the 237-residue protein concanavalin A are 
>>> used in unrestrained and restrained full-matrix inversions to provide 
>>> standard uncertainties sigma(r) for positions and sigma(l) for bond 
>>> lengths. sigma(r) is as small as 0.01 A for atoms with low Debye B values 
>>> but increases strongly with B."
>>> 
>>> There's a yawning gap between 1.0 - 1.5 Ang. and 0.01 Ang.!  Perhaps 
>>> AlphaFold structures should be deposited using James Holton's new PDB 
>>> format (now that is an April Fool's !).
>>> 
>>> One final suggestion for a reference in your grant application: 
>>> https://www.biorxiv.org/content/10.1101/2022.03.08.483439v2 .
>>> 
>>> Cheers
>>> 
>>> -- Ian
>>> 
>>> 
>>> On Sat, 1 Apr 2023 at 13:06, Subramanian, Ramaswamy <subra...@purdue.edu> 
>>> wrote:
>>> Dear All,
>>> 
>>> I am unsure if all other groups will get it - but I am sure this group will 
>>> understand the frustration.
>>> 
>>> My NIH grant did not get funded.  A few genuine comments - they make 
>>> excellent sense.  We will fix that.
>>> 
>>> One major comment is, “Structures can be predicted by alpfafold and other 
>>> software accurately, so the effort put on the grant to get structures by 
>>> X-ray crystallography/cryo-EM is not justified.”
>>> 
>>> The problem is when a company with billions of $$s develops a method and 
>>> blasts it everywhere - the message is so pervasive…
>>> 
>>> Question: Is there a canned consensus paragraph that one can add with 
>>> references to grants with structural biology (especially if the review 
>>> group is not a structural biology group) to say why the most modern 
>>> structure prediction programs are not a substitute for structural work?
>>> 
>>> Thanks.
>>> 
>>> 
>>> Rams
>>> subra...@purdue.edu
>>> 
>>> 
>>> 
>>> 
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>> 
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-----
Randy J. Read
Department of Haematology, University of Cambridge
Cambridge Institute for Medical Research     Tel: +44 1223 336500
The Keith Peters Building
Hills Road                                                       E-mail: 
rj...@cam.ac.uk
Cambridge CB2 0XY, U.K.                              
www-structmed.cimr.cam.ac.uk


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