Dear Purity,

One very common reason for diffraction anisotropy is a shape of crystal, in combination with a beam size. If a crystal is a needle or a plate, then it's no surprise that data with diffraction anisotropy are collected. But there are also other reasons.

I would personally say - don't be so unhappy when comparing R-values of different structures/datasets. The R-values are only well comparable when they are calculated against the same data range (here it means the same set of reflections). I guess this criterion is not met in the cases you are referring to so you can probably relax.

Much more important is whether Rfree and Rfree-Rwork gap are getting lower and lower when you do your iterations of model building and refinement against your particular dataset. And it's also important whether you can see "density good enough" to build your structure model. Staraniso can help there. You can also try Servalcat refinement against intensities and carry out map sharpening e.g. in Coot.

Cheers,
Martin


On 21/01/2026 19:49, Ezennubia, Purity wrote:
Thank you, Gerard, for the document recommendation.

/Kelechi Purity Ezennubia/
/Graduate research assistant /
/Department of Chemistry & Biochemistry /
/Baylor University /
/Clinger lab C161R/
/[email protected]/
------------------------------------------------------------------------
*From:* Gerard Bricogne <[email protected]>
*Sent:* Wednesday, January 21, 2026 1:29:55 PM
*To:* Ezennubia, Purity <[email protected]>
*Cc:* [email protected] <[email protected]>; Star Aniso <[email protected]>
*Subject:* Re: [ccp4bb] Anisotropy diffraction data user discussion
[You don't often get email from [email protected]. Learn why this is important at https://aka.ms/LearnAboutSenderIdentification ]

Dear Purity,

     A personalised answer will be forthcoming but in the meantime,
since you are asking about the causes of anisotropy in diffraction
data, you would certainly benefit from reading the document at

https://nam02.safelinks.protection.outlook.com/?url=https%3A%2F%2Fstaraniso.globalphasing.org%2Fanisotropy_about.html&data=05%7C02%7CPurity_Ezennubia1%40BAYLOR.EDU%7C27c5ce1c69ac44cb2d7108de592377a3%7C22d2fb35256a459bbcf4dc23d42dc0a4%7C0%7C0%7C639046206077920452%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=xuRCFinfgQSFb0Ysfa6tuJsli%2BMFm6PjnANxnYi6Eug%3D&reserved=0 <https://staraniso.globalphasing.org/anisotropy_about.html>

in which all technical terms used are explained in the accompanying
Glossary at

https://nam02.safelinks.protection.outlook.com/?url=https%3A%2F%2Fstaraniso.globalphasing.org%2Fstaraniso_glossary.html&data=05%7C02%7CPurity_Ezennubia1%40BAYLOR.EDU%7C27c5ce1c69ac44cb2d7108de592377a3%7C22d2fb35256a459bbcf4dc23d42dc0a4%7C0%7C0%7C639046206077955875%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=JjXzau8KZJ1iSiWGEFN6lC6ZB0pyKu17GE3wiVBDG1s%3D&reserved=0 <https://staraniso.globalphasing.org/staraniso_glossary.html>


     With best wishes,

          Gerard.

--
On Wed, Jan 21, 2026 at 05:58:42PM +0000, Ezennubia, Purity wrote:
> Hello everyone,
>
> It's becoming almost a regular norm for my crystals to be anisotropic when I look at the diffraction data. Its really unideal for me because when the data is anisotropic my R-work and R-free values are usually high when compared to some lucky data I got that was not anisotropic.
>
> I would like to hear from other people in this forum what causes a crystal to diffract anisotropically going to different resolution in the hkl axis.
>
> Thank you,
> Purity
>
> Kelechi Purity Ezennubia
> Graduate research assistant
> Department of Chemistry & Biochemistry
> Baylor University
> Clinger lab C161R
> [email protected]
>
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