Re: [ccp4bb] A new capability on the STARANISO server: "PDBpeep"

2018-03-29 Thread vincent Chaptal

Dear Jacob and Gerard,

we performed a statistical analysis of anisotropy of the entire PDB, 
with a special focus on membrane proteins (Jacb, your other post).
You can find more details on this article: 
https://www.nature.com/articles/s41598-017-17216-1


We also performed an analysis by space group, not reported in the 
article, but not seeing anything coming out. The data used in the 
article is being reviewed at the moment to be available for you to play 
with. Hopefully, the reviewer is going to read your posts and is going 
to agree on the importance of analyzing this phenomenon.


all the best
Vincent

On 28/03/2018 20:35, Gerard Bricogne wrote:

Dear Jacob,

  Thank you for the appreciative comment.
  
  I am not sure that there is any such thing as an up-to-date

estimate of the prevalence of anisotropy in the PDB - but now you can
get a feel for it yourself by looking at any entries you want. However
please do not submit the whole PDB to the server - yet ;-) .

  From looking at anisotropy as visible through the overall scaling
Debye-Waller factor, I would say that whenever anisotropy is allowed
by the Laue group, it will be present, even if mild. Symmetry lower
than cubic means that intermolecular contacts along directions that
are not symmetry-equivalent will be different, and there is no reason
why different contacts should create identical degrees of long-range
order.


  Have fun!
  
   Gerard.


--
On Wed, Mar 28, 2018 at 06:13:29PM +, Keller, Jacob wrote:

Wow, this is really cool--just tried a quick look at a recent membrane protein 
(5eqi) and you can see right away that there is anisotropy.

I would guess this can be found in the literature, but how prevalent is 
anisotropy in the PDB?

Jacob Keller

+
Jacob Pearson Keller
Research Scientist / Looger Lab
HHMI Janelia Research Campus
19700 Helix Dr, Ashburn, VA 20147
Desk: (571)209-4000 x3159
Cell: (301)592-7004
+

The content of this email is confidential and intended for the recipient 
specified in message only. It is strictly forbidden to share any part of this 
message with any third party, without a written consent of the sender. If you 
received this message by mistake, please reply to this message and follow with 
its deletion, so that we can ensure such a mistake does not occur in the future.

-Original Message-
From: CCP4 bulletin board [mailto:CCP4BB@JISCMAIL.AC.UK] On Behalf Of Gerard 
Bricogne
Sent: Wednesday, March 28, 2018 11:56 AM
To: CCP4BB@JISCMAIL.AC.UK
Subject: [ccp4bb] A new capability on the STARANISO server: "PDBpeep"

Dear all,

  Ever since the WebGL viewer became available on the STARANISO server, we have found 
ourselves using it with increasing frequency to take a quick look (a "peep") at 
the diffraction data deposited with various PDB entries - for example, to try and 
identify a root cause for some sub-optimal refinement results, or, quite often, just out 
of sheer curiosity!

  This involved a totally straightforward procedure whereby the diffraction 
data file associated with a given PDB entry was downloaded from the PDB and 
subsequently uploaded to the STARANISO server.

  Gradually, however, this operation became so popular among some of us that we 
thought it would be useful to implement this simple procedure as an autonomous capability 
- and thus was born "PDBpeep" !

  You can access this new feature by connecting to

http://staraniso.globalphasing.org/cgi-bin/PDBpeep.cgi

and enter a PDB code into the box. As indicated on that page, this provides 
only a cursory look at the overall quality of each dataset, and any further 
analysis or output can only be obtained by submitting the datafile to the 
STARANISO server. Better results would clearly be obtainable if the raw images 
for these datasets had been deposited and could be reprocessed, with the 
untruncated output of that processing then being submitted to the STARANISO 
server (reprocessing the images with autoPROC would combine those two steps 
into a single one).

  Most of the deposited datasets have been isotropically truncated, and 
their 3D view in WebGL often suggests that this truncation was too drastic. A 
number of entries will show infelicities - such as cusps and/or missing angular 
ranges, or even stripes caused by gaps between the modules of pixel detectors 
if the beam centre is at a position symmetric relative to those gaps - all 
marked up in blue.


  Our purpose in sharing this capability with the community is to bring a further 
contribution to the process of making everyone more "data quality aware" and 
keen to scrutinise more closely the protocols by which they collect diffraction data, or 
have such data collected on their behalf.


  We will be grateful to receive feedback about PDBpeep, just as we have

Re: [ccp4bb] A new capability on the STARANISO server: "PDBpeep"

2018-03-28 Thread Keller, Jacob
>>>These simple things are easily forgotten if there isn't direct visual 
>>>evidence for their existence.

Maybe someday we scientists will collectively realize the huge importance of 
intuitive data presentation and focus more on it, scorn it less as "mere 
presentation"? When one thinks of the most powerful breakthroughs in the 
history of science, one is struck by the advances of simply presenting data (or 
collecting data) in a way that speaks directly to the intuition, e.g., 
heliocentrism, the DNA double helix, structural bio in general, cartesian 
graphing. What about things like molecular graphics, or the ribbon diagrams and 
other representations which underlie them? All of these are "mere 
presentations" but have driven science forward incredibly. Shouldn't we focus 
on making more data-to-intuition translators?

For example, what there was a VR interface in which the user could actually 
feel physical forces in protein molecules, get a touch-intuitive sense of what 
proteins are like? We would already "know" so much more about proteins!

Jacob

+
Jacob Pearson Keller
Research Scientist / Looger Lab
HHMI Janelia Research Campus
19700 Helix Dr, Ashburn, VA 20147
Desk: (571)209-4000 x3159
Cell: (301)592-7004
+

The content of this email is confidential and intended for the recipient 
specified in message only. It is strictly forbidden to share any part of this 
message with any third party, without a written consent of the sender. If you 
received this message by mistake, please reply to this message and follow with 
its deletion, so that we can ensure such a mistake does not occur in the future.


Re: [ccp4bb] A new capability on the STARANISO server: "PDBpeep"

2018-03-28 Thread Gerard Bricogne
Dear Jeffrey,

 Thank you for sharing your observations and the questions they
bring up.

 I can see two things in the 3D displays for your two PDB entries,
none of which seems new or surprising.

 The first is that there is a peppering of blue dots within the
volume that otherwise seems occupied with colours indicating the
presence of significant data. This can be created by the rejection of
individual misfits, or by the folding over by symmetry of detector
gaps (see 5lgk for a spectacular example of the latter!).

 The second is indeed a waviness of the boundary surfaces between
different colours. This is because the local average of I/sig(I) is
modulated by the distribution of I itself (if there were only Poisson
statistics errors entering sig(I), then each I/sig(I) would just be
sqrt(I)), and also by the multiplicity of measurement through the
1/sqrt(multiplicity) factor. When you combine those two distinct and
independent influences, you can get quite a lot of directional
modulation in the local average of of I/sig(I), the first kind coming
largely from the tertiary structure of the molecule and the second
from the way the data were collected.

 These simple things are easily forgotten if there isn't direct
visual evidence for their existence.

 Thank you again: this feedback is very useful in pointing out
what needs commenting upon to makes these plots understandable.


 With best wishes,
 
  Gerard.

--
On Wed, Mar 28, 2018 at 08:22:23PM +, Jeffrey B Bonanno wrote:
> Hi Gerard,
> 
> Very nice server indeed. I reviewed the 3D plots of some recent high res 
> structures and am struck by the granularity which is not necessarily globally 
> directional. For instance, I ran 4QRN and 5EHI and see "ripples" in the 
> I/sigI plot between the various "layers" (higher res yellow to orange 
> "transition" features are most easily visible but the purple to blue low res 
> are very interesting as well). Can you comment on the significance of these 
> intensity-weighted reciprocal lattice features as pertains to real space? It 
> is tempting to see a manifestation of the solvent mask in the color coding :-)
> 
> best,
> Jeff
> 
> Jeffrey B. Bonanno, Ph.D.
> Department of Biochemistry
> Albert Einstein College of Medicine
> 1300 Morris Park Avenue
> Bronx, NY 10461
> off. 718-430-2452 fax. 718-430-8565
> email jeffrey.bona...@einstein.yu.edu
> 
> -Original Message-
> From: CCP4 bulletin board [mailto:CCP4BB@JISCMAIL.AC.UK] On Behalf Of Gerard 
> Bricogne
> Sent: Wednesday, March 28, 2018 2:35 PM
> To: CCP4BB@JISCMAIL.AC.UK
> Subject: Re: [ccp4bb] A new capability on the STARANISO server: "PDBpeep"
> 
> Dear Jacob,
> 
>  Thank you for the appreciative comment.
>  
>  I am not sure that there is any such thing as an up-to-date
> estimate of the prevalence of anisotropy in the PDB - but now you can
> get a feel for it yourself by looking at any entries you want. However
> please do not submit the whole PDB to the server - yet ;-) .
> 
>  From looking at anisotropy as visible through the overall scaling
> Debye-Waller factor, I would say that whenever anisotropy is allowed
> by the Laue group, it will be present, even if mild. Symmetry lower
> than cubic means that intermolecular contacts along directions that
> are not symmetry-equivalent will be different, and there is no reason
> why different contacts should create identical degrees of long-range
> order.
> 
> 
>  Have fun!
>  
>   Gerard.
> 
> --
> On Wed, Mar 28, 2018 at 06:13:29PM +, Keller, Jacob wrote:
> > Wow, this is really cool--just tried a quick look at a recent membrane 
> > protein (5eqi) and you can see right away that there is anisotropy.
> > 
> > I would guess this can be found in the literature, but how prevalent is 
> > anisotropy in the PDB?
> > 
> > Jacob Keller
> > 
> > +
> > Jacob Pearson Keller
> > Research Scientist / Looger Lab
> > HHMI Janelia Research Campus
> > 19700 Helix Dr, Ashburn, VA 20147
> > Desk: (571)209-4000 x3159
> > Cell: (301)592-7004
> > +
> > 
> > The content of this email is confidential and intended for the recipient 
> > specified in message only. It is strictly forbidden to share any part of 
> > this message with any third party, without a written consent of the sender. 
> > If you received this message by mistake, please reply to this message and 
> > follow with its deletion, so that we can ensure such a mistake does not 
> > occur in the future.
> > 
> > -Original Message-
> > 

Re: [ccp4bb] A new capability on the STARANISO server: "PDBpeep"

2018-03-28 Thread Jeffrey B Bonanno
Hi Gerard,

Very nice server indeed. I reviewed the 3D plots of some recent high res 
structures and am struck by the granularity which is not necessarily globally 
directional. For instance, I ran 4QRN and 5EHI and see "ripples" in the I/sigI 
plot between the various "layers" (higher res yellow to orange "transition" 
features are most easily visible but the purple to blue low res are very 
interesting as well). Can you comment on the significance of these 
intensity-weighted reciprocal lattice features as pertains to real space? It is 
tempting to see a manifestation of the solvent mask in the color coding :-)

best,
Jeff

Jeffrey B. Bonanno, Ph.D.
Department of Biochemistry
Albert Einstein College of Medicine
1300 Morris Park Avenue
Bronx, NY 10461
off. 718-430-2452 fax. 718-430-8565
email jeffrey.bona...@einstein.yu.edu

-Original Message-
From: CCP4 bulletin board [mailto:CCP4BB@JISCMAIL.AC.UK] On Behalf Of Gerard 
Bricogne
Sent: Wednesday, March 28, 2018 2:35 PM
To: CCP4BB@JISCMAIL.AC.UK
Subject: Re: [ccp4bb] A new capability on the STARANISO server: "PDBpeep"

Dear Jacob,

 Thank you for the appreciative comment.
 
 I am not sure that there is any such thing as an up-to-date
estimate of the prevalence of anisotropy in the PDB - but now you can
get a feel for it yourself by looking at any entries you want. However
please do not submit the whole PDB to the server - yet ;-) .

 From looking at anisotropy as visible through the overall scaling
Debye-Waller factor, I would say that whenever anisotropy is allowed
by the Laue group, it will be present, even if mild. Symmetry lower
than cubic means that intermolecular contacts along directions that
are not symmetry-equivalent will be different, and there is no reason
why different contacts should create identical degrees of long-range
order.


 Have fun!
 
  Gerard.

--
On Wed, Mar 28, 2018 at 06:13:29PM +, Keller, Jacob wrote:
> Wow, this is really cool--just tried a quick look at a recent membrane 
> protein (5eqi) and you can see right away that there is anisotropy.
> 
> I would guess this can be found in the literature, but how prevalent is 
> anisotropy in the PDB?
> 
> Jacob Keller
> 
> +
> Jacob Pearson Keller
> Research Scientist / Looger Lab
> HHMI Janelia Research Campus
> 19700 Helix Dr, Ashburn, VA 20147
> Desk: (571)209-4000 x3159
> Cell: (301)592-7004
> +
> 
> The content of this email is confidential and intended for the recipient 
> specified in message only. It is strictly forbidden to share any part of this 
> message with any third party, without a written consent of the sender. If you 
> received this message by mistake, please reply to this message and follow 
> with its deletion, so that we can ensure such a mistake does not occur in the 
> future.
> 
> -Original Message-
> From: CCP4 bulletin board [mailto:CCP4BB@JISCMAIL.AC.UK] On Behalf Of Gerard 
> Bricogne
> Sent: Wednesday, March 28, 2018 11:56 AM
> To: CCP4BB@JISCMAIL.AC.UK
> Subject: [ccp4bb] A new capability on the STARANISO server: "PDBpeep"
> 
> Dear all,
> 
>  Ever since the WebGL viewer became available on the STARANISO server, we 
> have found ourselves using it with increasing frequency to take a quick look 
> (a "peep") at the diffraction data deposited with various PDB entries - for 
> example, to try and identify a root cause for some sub-optimal refinement 
> results, or, quite often, just out of sheer curiosity!
> 
>  This involved a totally straightforward procedure whereby the 
> diffraction data file associated with a given PDB entry was downloaded from 
> the PDB and subsequently uploaded to the STARANISO server.
> 
>  Gradually, however, this operation became so popular among some of us 
> that we thought it would be useful to implement this simple procedure as an 
> autonomous capability - and thus was born "PDBpeep" !
> 
>  You can access this new feature by connecting to 
> 
>http://staraniso.globalphasing.org/cgi-bin/PDBpeep.cgi 
> 
> and enter a PDB code into the box. As indicated on that page, this provides 
> only a cursory look at the overall quality of each dataset, and any further 
> analysis or output can only be obtained by submitting the datafile to the 
> STARANISO server. Better results would clearly be obtainable if the raw 
> images for these datasets had been deposited and could be reprocessed, with 
> the untruncated output of that processing then being submitted to the 
> STARANISO server (reprocessing the images with autoPROC would combine those 
> two steps into a single one).
> 
>  Most of the deposited datasets

Re: [ccp4bb] A new capability on the STARANISO server: "PDBpeep"

2018-03-28 Thread Keller, Jacob
>> I am not sure that there is any such thing as an up-to-date estimate of 
>> the prevalence of anisotropy in the PDB - but now you can get a feel for it 
>> yourself by looking at any entries you want. However please do not submit 
>> the whole PDB to the server - yet ;-) .

It would be great to have a figure showing distributions of anisotropy across 
the pdb, perhaps filtering for various parameters like resolution, lattice 
size, membrane proteins, etc. And this should be helpful for assaying the 
importance of dealing with anisotropy using STARANISO and others.

>> From looking at anisotropy as visible through the overall scaling 
>> Debye-Waller factor, I would say that whenever anisotropy is allowed by the 
>> Laue group, it will be present, even if mild. Symmetry lower than cubic 
>> means that intermolecular contacts along directions that are not 
>> symmetry-equivalent will be different, and there is no reason why different 
>> contacts should create identical degrees of long-range order.

Yes, that makes all the sense in the world. I wonder how one would evaluate in 
a given case whether the usual isotropic approximation is good enough? Or 
perhaps there's no reason to use the isotropic assumption at all, now that 
there are ways of dealing with anisotropy?

JPK


Re: [ccp4bb] A new capability on the STARANISO server: "PDBpeep"

2018-03-28 Thread Gerard Bricogne
Dear Jacob,

 Thank you for the appreciative comment.
 
 I am not sure that there is any such thing as an up-to-date
estimate of the prevalence of anisotropy in the PDB - but now you can
get a feel for it yourself by looking at any entries you want. However
please do not submit the whole PDB to the server - yet ;-) .

 From looking at anisotropy as visible through the overall scaling
Debye-Waller factor, I would say that whenever anisotropy is allowed
by the Laue group, it will be present, even if mild. Symmetry lower
than cubic means that intermolecular contacts along directions that
are not symmetry-equivalent will be different, and there is no reason
why different contacts should create identical degrees of long-range
order.


 Have fun!
 
  Gerard.

--
On Wed, Mar 28, 2018 at 06:13:29PM +, Keller, Jacob wrote:
> Wow, this is really cool--just tried a quick look at a recent membrane 
> protein (5eqi) and you can see right away that there is anisotropy.
> 
> I would guess this can be found in the literature, but how prevalent is 
> anisotropy in the PDB?
> 
> Jacob Keller
> 
> +
> Jacob Pearson Keller
> Research Scientist / Looger Lab
> HHMI Janelia Research Campus
> 19700 Helix Dr, Ashburn, VA 20147
> Desk: (571)209-4000 x3159
> Cell: (301)592-7004
> +
> 
> The content of this email is confidential and intended for the recipient 
> specified in message only. It is strictly forbidden to share any part of this 
> message with any third party, without a written consent of the sender. If you 
> received this message by mistake, please reply to this message and follow 
> with its deletion, so that we can ensure such a mistake does not occur in the 
> future.
> 
> -Original Message-
> From: CCP4 bulletin board [mailto:CCP4BB@JISCMAIL.AC.UK] On Behalf Of Gerard 
> Bricogne
> Sent: Wednesday, March 28, 2018 11:56 AM
> To: CCP4BB@JISCMAIL.AC.UK
> Subject: [ccp4bb] A new capability on the STARANISO server: "PDBpeep"
> 
> Dear all,
> 
>  Ever since the WebGL viewer became available on the STARANISO server, we 
> have found ourselves using it with increasing frequency to take a quick look 
> (a "peep") at the diffraction data deposited with various PDB entries - for 
> example, to try and identify a root cause for some sub-optimal refinement 
> results, or, quite often, just out of sheer curiosity!
> 
>  This involved a totally straightforward procedure whereby the 
> diffraction data file associated with a given PDB entry was downloaded from 
> the PDB and subsequently uploaded to the STARANISO server.
> 
>  Gradually, however, this operation became so popular among some of us 
> that we thought it would be useful to implement this simple procedure as an 
> autonomous capability - and thus was born "PDBpeep" !
> 
>  You can access this new feature by connecting to 
> 
>http://staraniso.globalphasing.org/cgi-bin/PDBpeep.cgi 
> 
> and enter a PDB code into the box. As indicated on that page, this provides 
> only a cursory look at the overall quality of each dataset, and any further 
> analysis or output can only be obtained by submitting the datafile to the 
> STARANISO server. Better results would clearly be obtainable if the raw 
> images for these datasets had been deposited and could be reprocessed, with 
> the untruncated output of that processing then being submitted to the 
> STARANISO server (reprocessing the images with autoPROC would combine those 
> two steps into a single one).
> 
>  Most of the deposited datasets have been isotropically truncated, and 
> their 3D view in WebGL often suggests that this truncation was too drastic. A 
> number of entries will show infelicities - such as cusps and/or missing 
> angular ranges, or even stripes caused by gaps between the modules of pixel 
> detectors if the beam centre is at a position symmetric relative to those 
> gaps - all marked up in blue.
> 
> 
>  Our purpose in sharing this capability with the community is to bring a 
> further contribution to the process of making everyone more "data quality 
> aware" and keen to scrutinise more closely the protocols by which they 
> collect diffraction data, or have such data collected on their behalf.
> 
> 
>  We will be grateful to receive feedback about PDBpeep, just as we have 
> been about the STARANISO server itself.
> 
> 
>  With best wishes,
> 
>  The STARANISO developers.

-- 

 ===
 * *
 * Gerard Bricogn

Re: [ccp4bb] A new capability on the STARANISO server: "PDBpeep"

2018-03-28 Thread Keller, Jacob
Wow, this is really cool--just tried a quick look at a recent membrane protein 
(5eqi) and you can see right away that there is anisotropy.

I would guess this can be found in the literature, but how prevalent is 
anisotropy in the PDB?

Jacob Keller

+
Jacob Pearson Keller
Research Scientist / Looger Lab
HHMI Janelia Research Campus
19700 Helix Dr, Ashburn, VA 20147
Desk: (571)209-4000 x3159
Cell: (301)592-7004
+

The content of this email is confidential and intended for the recipient 
specified in message only. It is strictly forbidden to share any part of this 
message with any third party, without a written consent of the sender. If you 
received this message by mistake, please reply to this message and follow with 
its deletion, so that we can ensure such a mistake does not occur in the future.

-Original Message-
From: CCP4 bulletin board [mailto:CCP4BB@JISCMAIL.AC.UK] On Behalf Of Gerard 
Bricogne
Sent: Wednesday, March 28, 2018 11:56 AM
To: CCP4BB@JISCMAIL.AC.UK
Subject: [ccp4bb] A new capability on the STARANISO server: "PDBpeep"

Dear all,

 Ever since the WebGL viewer became available on the STARANISO server, we 
have found ourselves using it with increasing frequency to take a quick look (a 
"peep") at the diffraction data deposited with various PDB entries - for 
example, to try and identify a root cause for some sub-optimal refinement 
results, or, quite often, just out of sheer curiosity!

 This involved a totally straightforward procedure whereby the diffraction 
data file associated with a given PDB entry was downloaded from the PDB and 
subsequently uploaded to the STARANISO server.

 Gradually, however, this operation became so popular among some of us that 
we thought it would be useful to implement this simple procedure as an 
autonomous capability - and thus was born "PDBpeep" !

 You can access this new feature by connecting to 

   http://staraniso.globalphasing.org/cgi-bin/PDBpeep.cgi 

and enter a PDB code into the box. As indicated on that page, this provides 
only a cursory look at the overall quality of each dataset, and any further 
analysis or output can only be obtained by submitting the datafile to the 
STARANISO server. Better results would clearly be obtainable if the raw images 
for these datasets had been deposited and could be reprocessed, with the 
untruncated output of that processing then being submitted to the STARANISO 
server (reprocessing the images with autoPROC would combine those two steps 
into a single one).

 Most of the deposited datasets have been isotropically truncated, and 
their 3D view in WebGL often suggests that this truncation was too drastic. A 
number of entries will show infelicities - such as cusps and/or missing angular 
ranges, or even stripes caused by gaps between the modules of pixel detectors 
if the beam centre is at a position symmetric relative to those gaps - all 
marked up in blue.


 Our purpose in sharing this capability with the community is to bring a 
further contribution to the process of making everyone more "data quality 
aware" and keen to scrutinise more closely the protocols by which they collect 
diffraction data, or have such data collected on their behalf.


 We will be grateful to receive feedback about PDBpeep, just as we have 
been about the STARANISO server itself.


 With best wishes,

 The STARANISO developers.


[ccp4bb] A new capability on the STARANISO server: "PDBpeep"

2018-03-28 Thread Gerard Bricogne
Dear all,

 Ever since the WebGL viewer became available on the STARANISO
server, we have found ourselves using it with increasing frequency to
take a quick look (a "peep") at the diffraction data deposited with
various PDB entries - for example, to try and identify a root cause
for some sub-optimal refinement results, or, quite often, just out of
sheer curiosity!

 This involved a totally straightforward procedure whereby the
diffraction data file associated with a given PDB entry was downloaded
from the PDB and subsequently uploaded to the STARANISO server.

 Gradually, however, this operation became so popular among some
of us that we thought it would be useful to implement this simple
procedure as an autonomous capability - and thus was born "PDBpeep" !

 You can access this new feature by connecting to 

   http://staraniso.globalphasing.org/cgi-bin/PDBpeep.cgi 

and enter a PDB code into the box. As indicated on that page, this
provides only a cursory look at the overall quality of each dataset,
and any further analysis or output can only be obtained by submitting
the datafile to the STARANISO server. Better results would clearly be
obtainable if the raw images for these datasets had been deposited and
could be reprocessed, with the untruncated output of that processing
then being submitted to the STARANISO server (reprocessing the images
with autoPROC would combine those two steps into a single one).

 Most of the deposited datasets have been isotropically truncated,
and their 3D view in WebGL often suggests that this truncation was too
drastic. A number of entries will show infelicities - such as cusps
and/or missing angular ranges, or even stripes caused by gaps between
the modules of pixel detectors if the beam centre is at a position
symmetric relative to those gaps - all marked up in blue.


 Our purpose in sharing this capability with the community is to
bring a further contribution to the process of making everyone more
"data quality aware" and keen to scrutinise more closely the protocols
by which they collect diffraction data, or have such data collected on
their behalf.


 We will be grateful to receive feedback about PDBpeep, just as we
have been about the STARANISO server itself.


 With best wishes,

 The STARANISO developers.