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Note: CEAlign is now built into PyMOL as a native command. See the open-source project page.
This page is the home page of the open-source CEAlign PyMOL plugin. The CE algorithm is a fast and accurate protein structure alignment algorithm, pioneered by Drs. Shindyalov and Bourne (See References).
There are a few changes from the original CE publication (See Notes). The source code is implemented in C (and another in C++) with the rotations finally done by Numpy in Python (or C++ in version 0.9). Because the computationally complex portion of the code is written in C, it's quick. That is, on my machines --- relatively fast 64-bit machines --- I can align two 400+ amino acid structures in about 0.300 s with the C++ implementation.
Comparison to PyMol
Why should you use this?
PyMOL's structure alignment algorithm is fast and robust. However, its first step is to perform a sequence alignment of the two selections. Thus, proteins in the twilight zone or those having a low sequence identity, may not align well. Because CE is a structure-based alignment, this is not a problem. Consider the following example. The two images below demonstrate the difference superimposing 1C0M chain B onto 1BCO. The first image below shows the results from PyMol's `align` command: an alignment of 221 atoms (not residues) to an RMSD of 15.7 Angstroms. The second image is the result of CEAlign, which used alpha carbons of 152 residues with an RMSD of 4.96 Angstroms.
Fit vs. optAlign
Take Home messages
- fit and optAlign perform nearly equally as well
- if you need an algorithm with an appropriate reference, use optAlign (references at bottom of page).
- fit is faster -- if you're aligning many structures, use it over optAlign
optAlign is a function within the Cealign package that performs the optimal superposition of two objects of equal length. optAlign follows the Kabsch algorithm which is a closed form, and provably optimal solution to the problem. fit on the other hand uses the Jacobi rotations to iteratively arrive at the solution of optimal superposition. The difference in error between optAilgn and fit seems to be a non-issue (see below) as they both arrive at equivalent solutions for the rotation matrix. The two algorithms are undertake different approaches to orthogonally diagonalizing the correlation matrix.
PyMOL's fit is fast and works well. If you have to use something with a known reference then check out the "optAlign" function from the qkabsch.py file that comes with this Cealign package. If not, you can just use fit and avoid installing new software. :-)
optAlign is slower than fit. I just tested both on a sample NMR ensemble; and, while not an extensive validation of "fit" it shows that (1) fit is faster; and (2) fit gets the same exact RMSD as "optAlign" (when optAlign is told to use all atoms, not just CA). To make optAlign use all atoms and not just the alpha-carbon backbones, comment out (that is, put a "#" at the start of) lines 183 and 184 in qkabsch.py, where it says "CUT HERE."
fetch 1nmr split_states 1nmr delete 1nmr # compare fit and optAlign RMSDs for x in cmd.get_names(): print cmd.fit("1nmr_0001", x) for x in cmd.get_names(): optAlign(x, "1nmr_0001")
# results from fit 0.0 4.50344991684 5.33588504791 5.78613853455 7.25597000122 6.67145586014 3.25131297112 3.36766290665 6.74802017212 5.1579709053 5.96959495544 6.68093347549 4.13217163086 5.51539039612 6.24266338348 6.03838825226 5.01363992691 5.33336305618 6.87617444992 7.797062397 #results from optAlign RMSD=0.000000 RMSD=4.503450 RMSD=5.335886 RMSD=5.786138 RMSD=7.255970 RMSD=6.671456 RMSD=3.251313 RMSD=3.367663 RMSD=6.748021 RMSD=5.157971 RMSD=5.969595 RMSD=6.680934 RMSD=4.132172 RMSD=5.515390 RMSD=6.242664 RMSD=6.038388 RMSD=5.013640 RMSD=5.333363 RMSD=6.876174 RMSD=7.797062
CEAlign has the semantic, and syntactic formalism of
cealign MASTER, TARGET
where a post-condition of the algorithm is that the coordinates of the MASTER protein are unchanged. This allows for easier multi-protein alignments. For example,
cealign 1AUE, 1BZ4 cealign 1AUE, 1B68 cealign 1AUE, 1A7V cealign 1AUE, 1CPR
will superimpose all the TARGETS onto the MASTER.
cealign 1cll and i. 42-55, 1ggz and c. A cealign 1kao, 1ctq cealign 1fao, 1eaz
Multiple Structure Alignments
Use the alignto command, now provided with cealign. Just type,
to align all your proteins in PyMOL to the one called, PROT.
See Changes for updates. But, overall, the results here are great.
- Note: PyMOL v188.8.131.52 (svn revision 4001) has updates that improve some alignments slightly. These improved results are shown here.
Mac OS X (10.5, 10.6)
- Install PyMOL under fink.
- Download and install cealign (download instructions below)
sudo /sw/bin/python setup.py install
- In PyMOL, run the two scripts needed for cealign: "cealign.py" and "qkabsch.py". These are located in the cealign directory you previously downloaded.
- Note that the above python version must match the same version that is used by PyMOL. If you are using the pre-compiled version of MacPyMOL, the above instructions won't work.
- Note: if you get an error about -Wno-long-double then your gcc is mismatched. I fixed this by pointing the symbolic link /usr/bin/gcc from /usr/bin/gcc-4.2 to /usr/bin/gcc-4.0. Or, in code,
# These command are commented out to stop people from copy/pasting b/c # these are possibly dangerous for your system. Ensure that /usr/bin/gcc # is a symbolic link and not a real binary. If so, I used the following # to fix the -Wno-long-double error. # sudo rm /usr/bin/gcc # sudo ln -s /usr/bin/gcc-4.0 /usr/bin/gcc
This is a Win32 build of CEAlign 0.9 
- Christoph Gohlke's latest unofficial PyMol build: http://www.lfd.uci.edu/~gohlke/#pythonlibs
- "Python 2.6.2 Windows installer" from python.org: http://www.python.org/download/
- CEAlign09Win32.zip from: http://users.umassmed.edu/shivender.shandilya/pymol/CEAlign09Win32.zip
- Download the CEAlign09Win32.zip file
- Unzip the downloaded file and follow the directions as per the included README.txt
- Enjoy the awesomeness that is CEAlign!
This is a quick and dirty method to use CEAlign 0.8 on Win32 system with the official Pymol builds...
- Latest PyMol, installed on your system
- Numpy for python 2.4 -- quick download of just what's needed: http://users.umassmed.edu/shivender.shandilya/pymol/cealign08/numpy.zip
[Note: If this file is corrupt, you may download the latest 'Numpy for Python 2.4' directly from SourceForge.net
- Pre-compiled ccealign.pyd python module: http://users.umassmed.edu/Shivender.Shandilya/pymol/cealign08/ccealign.zip
- Modified pymolrc: http://users.umassmed.edu/Shivender.Shandilya/pymol/cealign08/pymolrc
- cealign.py and qkabsch.py from the Cealign-0.8-RBS package: download below
- Unzip the numpy.zip file, which will give you a folder named numpy
- Move this entire folder to: C:\Program Files\DeLano Scientific\PyMOL\modules\ (or the corresponding location on your system)
- Unzip ccealign.zip, which will give you a file called ccealign.pyd
- Move this pyd file to: C:\Program Files\DeLano Scientific\PyMOL\py24\DLLs\ (or the corresponding location on your system)
- Copy the downloaded pymolrc file to: C:\Program Files\DeLano Scientific\PyMOL\ (or the corresponding location on your system)
- Extract and copy the files cealign.py and qkabsch.py from the Cealign-0.8-RBS package to: C:\Program Files\DeLano Scientific\PyMOL\py24\Lib\ (or the corresponding location on your system)
- Run PyMol and load some molecules
- Run this command in Pymol: cealign molecule1, molecule2
Add the science overlay via
layman -a sci
and emerge the cealign plugin
- C compiler
- Python 2.4+ with distutils
- for User-compiled PyMOL:
python setup.py install
- for the precompiled version of PyMOL
python setup.py install --prefix "" --root /DIR_TO/pymol/ext/
- for User-compiled PyMOL:
- uncompress the distribution file cealign-VERSION.tgz
- cd cealign-VERSION
- sudo python setup.py install # if you installed by PyMOL by hand
- python setup.py install --prefix "" --root /DIR/TO/pymol/ext/ # if you are using the precompiled binary download
- insert "run DIR_TO_CEALIGN/cealign.py" and "run DIR_TO_CEALIGN/qkabsch.py" into your .pymolrc file, or just run the two Python scripts by hand.
- load some molecules
- run, cealign molecule1, molecule2
Pre-compiled Hackish Install
For those people that prefer to use the pre-compiled version of PyMOL, here are the basics for your install. This is a poor method of installing Cealign. I suggest users compile and install their own PyMOL. The final goal is to get
- ccealign.so module into PYMOL/ext/lib/python2.4/site-packages
- numpy installed (get the numpy directory into (or linked into) PYMOL/ext/lib/python2.4/site-packages
- and be able to run cealign.py and qkabsch.py from PyMOL.
If you can do the above three steps, cealign should run from the pre-compiled PyMOL.
In more detail, on a completely fictitious machine --- that is, I created the following commands from a fake machine and I don't expect a copy/paste of this to work anywhere, but the commands should be helpful enough to those who need it:
# NOTES: # This is fake code: don't copy/paste it. # # PYMOL='dir to precompiled PyMOL install' # CEALIGN='dir where you will unpack cealign' # replace lib with lib64 for x86-64 # install numpy apt-get install numpy # link numpy to PyMOL ln -s /usr/local/lib/python2.4/site-packages/numpy PYMOL/ext/lib/python2.4/site-packages # download and install Cealign wget http://www.pymolwiki.org/images/e/ed/Cealign-0.6.tar.bz2 tar -jxvf Cealign-0.6.tar.bz2 cd cealign-0.6 sudo python setup.py build cp build/lib-XYZ-linux/ccealign.so PYMOL/ext/lib/python2.4/site-packages # run pymol and try it out pymol run CEALIGN/cealign.py run CEALIGN/qkabsch.py fetch 1cew 1mol, async=0 cealign 1c, 1m
Please unpack and read the documentation. All comments/questions should be directed to Jason Vertrees (javertre _at_ utmb ...dot... edu).
LATEST IS v0.8-RBS. (Dedicated to Bryan Sutton for allowing me to use his computer for testing.)
Beta Version 0.9
Use at your own peril. Please report any problems or inconsistent alignments to this discussion page, or to me directly; my email address all over this page.
- All C++
- So, faster
- comes with the dependencies built in
- No numpy
Download: CE Align v0.9 (zip)
- Windows binary
- Linux Binaries (32bit, x86-64)
- Better instructions for precompiled distributions
Pure C++ code released. See the beta version above.
v0.8-RBS source updated. Found the bug that had been plaguing 32-bit machines. This should be the last release for a little while.
Also, I provide the option of aligning based solely upon RMSD or upon the better CE-Score. See the References for information on the CE Score.
Post your problems/solutions here.
Unicode Issues in Python/Numpy
Problem: Running/Installing cealign gives
Traceback (most recent call last): File "/home/byron/software/pymol_1.00b17/pymol/modules/pymol/parser.py", line 308, in parse File "/home/byron/software/pymol_1.00b17/pymol/modules/pymol/parsing.py", line 410, in run_file File "qkabsch.py", line 86, in ? import numpy File "/usr/lib/python2.4/site-packages/numpy/__init__.py", line 36, in ? import core File "/usr/lib/python2.4/site-packages/numpy/core/__init__.py", line 5, in ? import multiarray ImportError: /home/byron/software/pymol/ext/lib/python2.4/site-packages/numpy/core/multiarray.so: undefined symbol: _PyUnicodeUCS4_IsWhitespace
where the important line is
undefined symbol: _PyUnicodeUCS4_IsWhitespace
This problem indicates that your Numpy Unicode is using a different byte-size for unicode characters than is the Python distribution your PyMOL is running from. For example, this can happen if you use the pre-built PyMOL and some other pre-built Numpy package.
Solution: Hand-install Numpy.
LinAlg Module Not Found
Problem: Running CE Align gives the following error message:
run qkabsch.py Traceback (most recent call last): File "/usr/lib/python2.4/site-packages/pymol/parser.py", line 285, in parse parsing.run_file(exp_path(args[nest]),pymol_names,pymol_names) File "/usr/lib/python2.4/site-packages/pymol/parsing.py", line 407, in run_file execfile(file,global_ns,local_ns) File "qkabsch.py", line 86, in ? import numpy File "/usr/lib/python2.4/site-packages/numpy/__init__.py", line 40, in ? import linalg ImportError: No module named linalg
Solution: You do not have the linear algebra module installed (or Python can't find it) on your machine. One workaround is to install Scientific Python. (on debian/ubuntu this can be done by: sudo apt-get install python-scipy) Another is to reinstall the Numpy package from source, ensuring that you have the necessary requirements for the linear algebra module (linpack, lapack, fft, etc.).
CCEAlign & NumPy Modules Not Found
Problem: Running CE Align gives the following error message:
PyMOL>run cealign.py Traceback (most recent call last): File "/home/local/warren/MacPyMOL060530/build/Deployment/MacPyMOL.app/pymol/modules/pymol/parser.py", line 297, in parse File "/home/local/warren/MacPyMOL060530/build/Deployment/MacPyMOL.app/pymol/modules/pymol/parsing.py", line 408, in run_file File "/usr/local/pymol/scripts/cealign-0.1/cealign.py", line 59, in ? from ccealign import ccealign ImportError: No module named ccealign run qkabsch.py Traceback (most recent call last): File "/home/local/warren/MacPyMOL060530/build/Deployment/MacPyMOL.app/pymol/modules/pymol/parser.py", line 297, in parse File "/home/local/warren/MacPyMOL060530/build/Deployment/MacPyMOL.app/pymol/modules/pymol/parsing.py", line 408, in run_file File "qkabsch.py", line 86, in ? import numpy ImportError: No module named numpy
Solution: This problem occurs under Apple Mac OS X if (a) the Apple's python executable on your machine (/usr/bin/python, currently version 2.3.5) is superseded by Fink's python executable (/sw/bin/python, currently version 2.5) and (b) you are using precompiled versions of PyMOL (MacPyMOL, PyMOLX11Hybrid or PyMOL for Mac OS X/X11). These executables ignore Fink's python and instead use Apple's - so, in order to run CE Align, one must install NumPy (as well as CE Align itself) using Apple's python. To do so, first download the Numpy source code archive (currently version 1.0.1), unpack it, change directory to numpy-1.0.1 and specify the full path to Apple's python executable during installation: sudo /usr/bin/python setup.py install | tee install.log. Then, donwload the CE Align source code archive (currently version 0.2), unpack it, change directory to cealign-0.2 and finally install CE Align as follows: sudo /usr/bin/python setup.py install | tee install.log. Luca Jovine 05:11, 25 January 2007 (CST).
The Function SimpAlign() is not found
Problem: Running CE Align gives the following error message:
PyMOL>cealign 1CLL,1GGZ Traceback (most recent call last): File "C:\Program Files (x86)\DeLano Scientific\PyMOL/modules\pymol\parser.py", line 203, in parse result=apply(kw[nest],args[nest],kw_args[nest]) File "py24/Lib/cealign.py", line 177, in cealign curScore = simpAlign( matA, matB, mol1, mol2, stored.mol1, stored.mol2, align=0, L=len(matA) ) NameError: global name 'simpAlign' is not defined
I am running PyMOL v. 0.99rc6 on Win XP Professional x64 edition version 2003 sp2 and have followed the windows install procedure as described above.
Answer: This simply means that PyMOL couldn't find the simplAlign function. To let PyMOL know about this, you must run the following commands before running cealign:
run /your/path/to/cealign/qkabsch.py run /your/path/to/cealign/cealign.py
but most people that use cealign would just put these two lines in their .pymolrc file.
Short Alignments Don't Work
If you are trying to align fewer than 16 residues then use align, super, or optAlign. CE uses a window size of 8; and to build a path of more than one window, you need 2*8=16 residues. I will insert some code to re-route small alignments to one of the aforementioned alignment algorithms.
It Worked A Second Ago!
If you were using cealign (or alignto) and now the commands don't work -- that is, they return an RMSD, but don't actually superimpose the objects, then you have a simple problem dealing with states. Most likely the cause of this oddness was (1) when you issued "cealign prot1, prot2" one of them was actually an ensemble of states or (2) you are trying to align to proteins with only one state, but are not looking at state one (because the last protein you were considering had more than one state and you quit editing that protein on a state that's not state 1). To fix this, use the rewind button to get the proteins back into state 1 & reissue the cealign/alignto command.
file is not of required architecture
This error happens on a Mac when you compile one bit of code with gcc-4.0/g++-4.0 and then try to make a library with code compiled from gcc-4.2/g++-4.2. If you recent installed Snow Leopard (Mac OS X 10.6) then this might bother you when you try to install Cealign or even PyMOL. To get around this, ensure that you're building all components with the same gcc/g++ executable. Here's how I did it,
# sudo rm /usr/bin/gcc /usr/bin/g++ # sudo ln -s /usr/bin/gcc-4.0 /usr/bin/gcc # sudo ln -s /usr/bin/g++-4.0 /usr/bin/g++
I commented out those lines to stop people from blindly copy/pasting possible harmful lines. Please ensure that your /usr/bin/gcc and /usr/bin/g++ are actually symbolic links, otherwise you could be doing bad things to your computer. In my case, I only relinked gcc and not g++, hence the error.
Text taken from PubMed and formatted for the wiki. The first reference is the most important for this code.
- Shindyalov IN, Bourne PE. Protein structure alignment by incremental combinatorial extension (CE) of the optimal path. Protein Eng. 1998 Sep;11(9):739-47. PMID: 9796821 [PubMed - indexed for MEDLINE]
- Jia Y, Dewey TG, Shindyalov IN, Bourne PE. A new scoring function and associated statistical significance for structure alignment by CE. J Comput Biol. 2004;11(5):787-99. PMID: 15700402 [PubMed - indexed for MEDLINE]
- Pekurovsky D, Shindyalov IN, Bourne PE. A case study of high-throughput biological data processing on parallel platforms. Bioinformatics. 2004 Aug 12;20(12):1940-7. Epub 2004 Mar 25. PMID: 15044237 [PubMed - indexed for MEDLINE]
- Shindyalov IN, Bourne PE. An alternative view of protein fold space. Proteins. 2000 Feb 15;38(3):247-60. PMID: 10713986 [PubMed - indexed for MEDLINE]
The CEAlign and all its subprograms that I wrote, are released under the open source Free BSD License (BSDL).