Hi Andrea,

Here is something interesting on the extraction of information on protein
dynamics from cryo-EM data:

https://doi.org/10.1038/s42256-020-00290-y

Best,
Tushar.

On Tue, 3 Aug 2021 at 19:48, Shekhar Mande <[email protected]> wrote:

> In particle picking, you may wish to include the following:
>
> George, B., Assaiya, A., Roy, R.J. *et al.* CASSPER is a semantic
> segmentation-based particle picking algorithm for single-particle
> cryo-electron microscopy. *Commun Biol* 4, 200 (2021).
> https://doi.org/10.1038/s42003-021-01721-1
>
> On Tue, Aug 3, 2021 at 9:17 PM Guillaume Gaullier <
> [email protected]> wrote:
>
>> Hello,
>>
>> In the particle picking section, you may want to include these two:
>>
>> Wagner T, Merino F, Stabrin M, Moriya T, Antoni C, Apelbaum A, Hagel P,
>> Sitsel O, Raisch T, Prumbaum D, et al (2019) SPHIRE-crYOLO is a fast and
>> accurate fully automated particle picker for cryo-EM. Communications
>> Biology 2: 218 https://doi.org/10.1038/s42003-019-0437-z
>>
>> Bepler T, Morin A, Rapp M, Brasch J, Shapiro L, Noble AJ & Berger B
>> (2019) Positive-unlabeled convolutional neural networks for particle
>> picking in cryo-electron micrographs. Nat Methods: 1–8
>> https://doi.org/10.1038/s41592-019-0575-8
>>
>> And this paper on micrograph denoising could go in the "micrograph
>> preparation" section I suppose, or in its own section:
>>
>> Bepler T, Kelley K, Noble AJ & Berger B (2020) Topaz-Denoise: general
>> deep denoising models for cryoEM and cryoET. Nature Communications 11: 5208
>> https://doi.org/10.1038/s41467-020-18952-1
>>
>> I hope this is useful.
>> Cheers,
>>
>> Guillaume
>>
>>
>> On 3 Aug 2021, at 13:43, Thorn, Dr. Andrea <[email protected]>
>> wrote:
>>
>> Dear colleagues,
>> I have compiled a list of papers that cover the application of AI/machine
>> learning methods in single-crystal structure determination (mostly
>> macromolecular crystallography) and single-particle Cryo-EM. The draft list
>> is attached below.
>>
>> If I missed any papers, please let me know. I will send the final list
>> back here, for the benefit of all who are interested in the topic.
>>
>> Best wishes,
>>
>>
>> Andrea.
>>
>>
>> __
>> General:
>> - Gopalakrishnan, V., Livingston, G., Hennessy, D., Buchanan, B. &
>> Rosenberg, J. M. (2004). Acta Cryst D. 60, 1705–1716.
>> - Morris, R. J. (2004). Acta Cryst D. 60, 2133–2143.
>>
>> Micrograph preparation:
>> - (2020). Journal of Structural Biology. 210, 107498.
>>
>> Particle Picking:
>> - Sanchez-Garcia, R., Segura, J., Maluenda, D., Carazo, J. M. & Sorzano,
>> C. O. S. (2018). IUCrJ. 5, 854–865.
>> - Al-Azzawi, A., Ouadou, A., Tanner, J. J. & Cheng, J. (2019). BMC
>> Bioinformatics. 20, 1–26.
>> - George, B., Assaiya, A., Roy, R. J., Kembhavi, A., Chauhan, R., Paul,
>> G., Kumar, J. & Philip, N. S. (2021). Commun Biol. 4, 1–12.
>> - Lata, K. R., Penczek, P. & Frank, J. (1995). Ultramicroscopy. 58,
>> 381–391.
>> - Nguyen, N. P., Ersoy, I., Gotberg, J., Bunyak, F. & White, T. A.
>> (2021). BMC Bioinformatics. 22, 1–28.
>> - Wang, F., Gong, H., Liu, G., Li, M., Yan, C., Xia, T., Li, X. & Zeng,
>> J. (2016). Journal of Structural Biology. 195, 325–336.
>> - Wong, H. C., Chen, J., Mouche, F., Rouiller, I. & Bern, M. (2004).
>> Journal of Structural Biology. 145, 157–167.
>>
>> Motion description in Cryo-EM:
>> - Matsumoto, S., Ishida, S., Araki, M., Kato, T., Terayama, K. & Okuno,
>> Y. (2021). Nat Mach Intell. 3, 153–160.
>> - Zhong, E. D., Bepler, T., Berger, B. & Davis, J. H. (2021). Nat
>> Methods. 18, 176–185.
>>
>> Local resolution:
>> - Avramov, T. K., Vyenielo, D., Gomez-Blanco, J., Adinarayanan, S.,
>> Vargas, J. & Si, D. (2019). Molecules. 24, 1181.
>> - Ramírez-Aportela, E., Mota, J., Conesa, P., Carazo, J. M. & Sorzano, C.
>> O. S. (2019). IUCrJ. 6, 1054–1063.
>> - (2021). QAEmap: A Novel Local Quality Assessment Method for Protein
>> Crystal Structures Using Machine Learning.
>>
>> Map post-processing:
>> - Sanchez-Garcia, R., Gomez-Blanco, J., Cuervo, A., Carazo, J. M.,
>> Sorzano, C. O. S. & Vargas, J. (2020). BioRxiv. 2020.06.12.148296.
>>
>> Secondary structure assignment in map:
>> - Subramaniya, S. R. M. V., Terashi, G. & Kihara, D. (2019). Nat Methods.
>> 16, 911–917.
>> - Li, R., Si, D., Zeng, T., Ji, S. & He, J. (2016). 2016 IEEE
>> International Conference on Bioinformatics and Biomedicine (BIBM), Vol. pp.
>> 41–46.
>> - Si, D., Ji, S., Nasr, K. A. & He, J. (2012). Biopolymers. 97, 698–708.
>> - He, J. & Huang, S.-Y. Brief Bioinform.
>> - Lyu, Z., Wang, Z., Luo, F., Shuai, J. & Huang, Y. (2021). Frontiers in
>> Bioengineering and Biotechnology. 9,.
>> - Mostosi, P., Schindelin, H., Kollmannsberger, P. & Thorn, A. (2020).
>> Angewandte Chemie International Edition.
>>
>> Automatic structure building:
>> - Alnabati, E. & Kihara, D. (2020). Molecules. 25, 82.
>> - Si, D., Moritz, S. A., Pfab, J., Hou, J., Cao, R., Wang, L., Wu, T. &
>> Cheng, J. (2020). Sci Rep. 10, 1–22.
>> - Moritz, S. A., Pfab, J., Wu, T., Hou, J., Cheng, J., Cao, R., Wang, L.
>> & Si, D. (2019).
>> - Chojnowski, G., Pereira, J. & Lamzin, V. S. (2019). Acta Cryst D. 75,
>> 753–763.
>>
>> Crystallization:
>> - Liu, R., Freund, Y. & Spraggon, G. (2008). Acta Cryst D. 64, 1187–1195.
>> - (2004). Methods. 34, 390–407.
>> - Bruno, A. E., Charbonneau, P., Newman, J., Snell, E. H., So, D. R.,
>> Vanhoucke, V., Watkins, C. J., Williams, S. & Wilson, J. (2018). PLOS ONE.
>> 13, e0198883.
>>
>> Crystal centering:
>> - Ito, S., Ueno, G. & Yamamoto, M. (2019). J Synchrotron Rad. 26,
>> 1361–1366.
>> - Crystal centering using deep learning in X-ray crystallography.
>> - Elbasir, A., Moovarkumudalvan, B., Kunji, K., Kolatkar, P. R., Mall, R.
>> & Bensmail, H. (2019). Bioinformatics. 35, 2216–2225.
>>
>> Diffraction image analysis:
>> - Czyzewski, A., Krawiec, F., Brzezinski, D., Porebski, P. J. & Minor, W.
>> (2021). Expert Systems with Applications. 174, 114740.
>>
>> Peak search in serial crystallography:
>> Ke, T.-W., Brewster, A. S., Yu, S. X., Ushizima, D., Yang, C. & Sauter,
>> N. K. (2018). J Synchrotron Rad. 25, 655–670.
>>
>> Space group assignment from diffraction image (small molecules):
>> Aguiar, J. A., Gong, M. L., Unocic, R. R., Tasdizen, T. & Miller, B. D.
>> (2019). Science Advances. 5, eaaw1949.
>>
>> Data quality assessment in MX:
>> - Vollmar, M., Parkhurst, J. M., Jaques, D., Baslé, A., Murshudov, G. N.,
>> Waterman, D. G. & Evans, G. (2020). IUCrJ. 7, 342–354.
>>
>> Ligand recognition:
>> Kowiel, M., Brzezinski, D., Porebski, P. J., Shabalin, I. G., Jaskolski,
>> M. & Minor, W. (2019). Bioinformatics. 35, 452–461.
>>
>> Prediction of missing atoms in small molecular structures:
>> Thomas, N., Smidt, T., Kearnes, S., Yang, L., Li, L., Kohlhoff, K. &
>> Riley, P. (2018).
>>
>> ADP estimation (small molecules):
>> Gagner, V. A., Jensen, M. & Katona, G. (2021). Mach. Learn.: Sci.
>> Technol. 2, 035033.
>>
>>
>> --
>> Dr. Andrea Thorn | group leader
>> [email protected]
>>
>> Institute for Nanostructure and Solid State Physics, Universität Hamburg
>> Luruper Chaussee 149 / Bldg. 610 (HARBOR) | 22761 Hamburg | Germany
>> Tel. +49 (0)40 42838 3651
>> www.thorn-lab.de | www.insidecorona.net
>>
>>
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>>
>>
>>
>>
>>
>>
>>
>>
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>
>
> --
> शेखर चिं मांडे
> महानिदेशक, वैज्ञानिक तथा औद्योगिक अनुसंधान परिषद् तथा
> सचिव, वैज्ञानिक तथा औद्योगिक अनुसंधान विभाग
> अनुसंधान भवन, २ रफ़ी मार्ग, नई दिल्ली ११०००१
> Shekhar C. Mande
> Director General, Council of Scientific and Industrial Research and
> Secretary, Department of Scientific and Industrial Research, Govt of India
> New Delhi
>
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-- 
Tushar B. Raskar
Postdoctoral fellow,
Fraser lab,
University of California San Francisco,
600 16th street, Genntech Hall Room S476,
San Francisco, CA 94143

Former address:
1033, Pearson Lab,
Hamburg Advanced Research Centre for Bioorganic Chemistry (HARBOR),
Notkestrasse 85, 22607 Hamburg.

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