Archive for December, 2008

Is FAST High Quality Docking Possible? The Data Say Yes…

Thursday, December 18th, 2008

We’ve been having the conversation within our company that the two dials of speed and accuracy work counter to each other. So, we’ve been espousing that even when it comes to the eHiTS Lightning solution that higher accuracy does take longer. We still stand by that BUT what we are happy about is the type of accuracy we can achieve very quickly using the new eHiTS Lightning algorithms. This becomes more obvious when our results are compared to the results of others. There has been a proliferation of arguments for GPUs being used as acceleration processors – we actually believe this is simply because of the business driver of “looking for new markets” for the GPU manufacturers. Zsolt has discussed his views regarding the future of High Performance Computing previously and commented on GPUs. Our belief is that while GPUs are clearly more “common” our decision to work with the Cell BE processor can certainly lead to far superior results…don’t forget that the RoadRunner computer is based on the Cell Processor, not GPUs. Did we make the right decision?

We are always watching for innovative solutions in docking. We acknowledge those scientists pushing towards the edge of performance and excellence. When we saw the recent announcement regarding the DockStar solution from Silicon Informatics we were interested to see whether they had made some of the promised breakthroughs with their GPU-based solution. Their website promises “With the combined power of the DockStar™ Linux Workstation, NVIDIA’s® Tesla™ GPU’s and our proprietary software kernels, Silicon Informatics’ DockStar™ solution outperforms conventional workstations by 10 - 20+ times.” The system is based on the Autodock 4.0 software platform. As commented in my recent blogpost we have been doing a lot of work to validate the performance of eHiTS Lightning and gathering validation data for throughput, pose accuracy and enrichment so we were interested to compare our data with those of the GPU-based DockStar solution. We’ll report the data in much more detail in a Case Study note presently in development but our observations at present are based on comparing to information they have on the site.

There are 3 examples posted on the home page of the DockStar site, 1stp, 3ptb and 1hvr, with the results shown below:

Protein

DockStar AutoDock 4.0 - Rigid

(secs)

eHiTS Lightning

(secs)

Difference Factor

3ptb 120 12 10 x
1stp 180 12 15 x
1hvr 720 69 10 x

The table shows us that for these three examples at least we see a difference of over 10x in performance for the Cell processor versus the GPU-based Dockstar solution. Now, this is only a comparison based on speed. Accuracy is clearly just as important so how do we do there?

We are presently finishing the results for all examples but one example is shown below, in all its glory! Notice the dramatic performance difference in the plots below. The eHiTS Lightning shows the expected behavior in terms of the expected good, i.e. low scores at low RMSD values whereas DockStar/AutoDock accuracy / score correlation has no tendency. These results show that eHiTS Lightning not only offers dramatic speed advantages but also the accuracy advantages we have been espousing. More detail will be published soon.

Autodock 4 1hvr

Img1: Autodock 4: 250,000 GA: 45 minutes, note the resultant RMSD distribution.
eHiTS Lightning 1hvr Img2: eHiTS Lightning, on the CELL B/E. 1 minute, note the nature of the Scrore/RMSD distribution, most poses are at low RMSD values.

Teasing you during the holiday season with the present of eHiTS Lightning

Thursday, December 18th, 2008

<meta name="GENERATOR" content="OpenOffice.org 2.4 (Unix)" /> <style type="text/css"> <!-- @page { size: 8.5in 11in; margin: 0.79in } P { margin-bottom: 0.08in } --> </style></p> <p style="margin-bottom: 0in">Yesterday I blogged about how excited we are about the latest version of eHiTS. The graph below is a teaser graph showing the difference observed in enrichment between eHiTS 6.2 and eHiTS Lightning.</p> <p style="margin-bottom: 0in">The graph below communicates the enormous differences we are seeing between the two versions of eHiTS. The results are simply outstanding, especially at top2% of the DB, which is the most important part. The plots compare data taken from the paper entitled “<strong>Detailed Analysis of Scoring Functions for Virtual Screening</strong>” by Stahl and Rarey ( J. Med. Chem. 2001, 44, 1035-1042), executed with eHiTS 6.2 and eHiTS Lightning in accuracy 1 mode. We have used the data contained in this manuscript for a number of years to map our progress version to version. This is the largest jump we’ve seen AND we acknowledge that it took two years to get here. But, all good things to those who wait. The analysis of these data will be discussed in detail in a Case Study document that will be assembled during the holiday season. It is one of MANY such case studies. We will show over the next few weeks how eHiTS performs relative to other tools in the marketplace and make similar historical comparisons of performance. What is coming next? We have a lot more areas we know can tweak out even further improved performance in terms of speed, enrichment and pose accuracy.</p> <p style="margin-bottom: 0in"><img align="middle" title="Roche 6 set, in accuracy 1" alt="Roche 6 set, in accuracy 1" src="http://www.simbiosys.ca/images/6sets-enrichment-acc1.png" /></p> </div> <p class="postmetadata">Posted in <a href="http://www.simbiosys.com/blog/category/software-products/" title="View all posts in Software products" rel="category tag">Software products</a>, <a href="http://www.simbiosys.com/blog/category/news/" title="View all posts in News" rel="category tag">News</a>, <a href="http://www.simbiosys.com/blog/category/science/" title="View all posts in Science" rel="category tag">Science</a> | <a href="http://www.simbiosys.com/blog/2008/12/18/teasing-you-during-the-holiday-season-with-the-present-of-ehits-version-8/#respond" title="Comment on Teasing you during the holiday season with the present of eHiTS Lightning">No Comments »</a></p> </div> <div class="post"> <h3 id="post-63"><a href="http://www.simbiosys.com/blog/2008/12/18/seven-presentations-at-the-spring-acs-meeting-salt-lake-city-ut/" rel="bookmark" title="Permanent Link to Seven Presentations at the Spring ACS meeting, Salt Lake City, UT">Seven Presentations at the Spring ACS meeting, Salt Lake City, UT</a></h3> <small>Thursday, December 18th, 2008</small> <div class="entry"> <p>We might have ended the conference season for this year, and an exhausting one it has been. We are looking forward to taking our holiday season downtime and then preparing for 2009 and all the fun and challenges that will come with the New Year. Based on the number of presentations we are involved with at the ACS meeting in Salt Lake City it’s going to be a busy year. Our work will be presented in seven different presentations listed below. We are certainly honored to be invited to present at the Dewar Memorial Symposium on our work with the Cell processor. We look forward to seeing you in Salt Lake City!</p> <ol> <li>COMP 184<br /> Session: Advancing Computational Chemistry through High-Performance Computing: From the Workstation to Petascale and Beyond: Michael Dewar Memorial Symposium<br /> Sunday, March 22, 2009 from 8:30 AM to 9:10 AM<br /> “Docking performance accelerated 30-50 fold on the Cell/BE processor”<br /> Presenter: Zsolt Zsoldos, See <a target="_blank" title="eHiTS Lightning" href="http://www.simbiosys.ca/science/presentations/2009-03-acs/abstract1.html">abstract </a></li> <li>CINF 026<br /> SESSION: Library Design, Search Methods and Applications of Fragment-based Drug Design<br /> Tuesday, March 24, 2009 from 10:10 AM to 10:40 AM<br /> “Fragment based docking and linking engine of eHiTS”<br /> Presenter: Zsolt Zsoldos, See <a target="_blank" title="eHiTS" href="http://www.simbiosys.ca/science/presentations/2009-03-acs/abstract2.html">abstract</a></li> <li>CINF 054<br /> SESSION: Adaptive Scoring Functions<br /> Wednesday, March 25, 2009 from 10:00 AM to 10:35 AM<br /> “eHiTS scoring function”<br /> Presenter: Zsolt Zsoldos, See <a target="_blank" title="eHiTS Scoring" href="http://www.simbiosys.ca/science/presentations/2009-03-acs/abstract3.html">abstract</a></li> <li>COMP 204<br /> SESSION: Drug Discovery<br /> Thursday, March 26, 2009 from 8:30 AM to 9:00 AM”<br /> “eHiTS: Docking and scoring ligand/target interactions to give good score-rmsd and ic50 correlations in in silico high throughput screening”<br /> Presenter: Danni Harris, See <a target="_blank" title="eHiTS Score and Binding Affinity" href="http://www.simbiosys.ca/science/presentations/2009-03-acs/abstract4.html">abstract</a></li> <li>CINF 033<br /> “Computational tools for fragment based drug design”<br /> Presenter: A. Peter Johnson, See <a target="_blank" title="Tools for Fragment Based DD" href="http://www.simbiosys.ca/science/presentations/2009-03-acs/abstract5.html">abstract</a></li> <li>COMP 210<br /> “Computational approaches to antibacterial and antimalarial hit finding”<br /> Presenter: A. Peter Johnson, See <a target="_blank" title="Application to Antimalaria Research" href="http://www.simbiosys.ca/science/presentations/2009-03-acs/abstract6.html">abstract</a></li> <li>CINF 073<br /> “Scoring synthetic feasibility: A very different problem”<br /> Presenter: A. Peter Johnson, See <a target="_blank" title="Synthetic Score" href="http://www.simbiosys.ca/science/presentations/2009-03-acs/abstract7.html">abstract</a></li> </ol> </div> <p class="postmetadata">Posted in <a href="http://www.simbiosys.com/blog/category/general-discussion/" title="View all posts in General Discussion" rel="category tag">General Discussion</a>, <a href="http://www.simbiosys.com/blog/category/news/" title="View all posts in News" rel="category tag">News</a> | <a href="http://www.simbiosys.com/blog/2008/12/18/seven-presentations-at-the-spring-acs-meeting-salt-lake-city-ut/#respond" title="Comment on Seven Presentations at the Spring ACS meeting, Salt Lake City, UT">No Comments »</a></p> </div> <div class="post"> <h3 id="post-62"><a href="http://www.simbiosys.com/blog/2008/12/17/chemical-and-engineering-news-acknowledges-simbiosys-archem-in-digital-briefs/" rel="bookmark" title="Permanent Link to Chemical and Engineering News Acknowledges SimBioSys’ ARChem in Digital Briefs">Chemical and Engineering News Acknowledges SimBioSys’ ARChem in Digital Briefs</a></h3> <small>Wednesday, December 17th, 2008</small> <div class="entry"> <p>It is always nice to be recognized and we’re happy to see that the American Chemical Society’s newsmagazine C&E News (<a target="_blank" href="http://pubs.acs.org/cen/">http://pubs.acs.org/cen/</a>) has chosen to recognize ARChem in their Nov 24th 2008 issue. The <a target="_blank" href="http://www.simbiosys.ca/archem/index.html">ARChem Route Designer</a> is our retrosynthetic analysis software tool and, in parallel to our work on <a target="_blank" href="http://www.simbiosys.ca/ehits/index.html">eHITS</a> and <a target="_blank" href="http://www.simbiosys.ca/science/white_papers/IBM_eHiTS_BLW03019USEN_1.1.pdf">eHITS Lightning</a> we are working to make ARChem the choice for chemists performing computationally based retrosynthetic analysis. An overview of the system is provided <a target="_blank" href="http://www.simbiosys.ca/science/presentations/2008-acs-08/archem_acs_081508.pdf">here</a> in a presentation we recently gave at the ACS meeting in Philadelphia.</p> <p>The Digital Brief page regarding ARChem - Route Designer is available for review <a target="_blank" href="http://www.simbiosys.ca/whatsnew/media/2008/pg044-CEN-NOV24.pdf">here</a>. </p> </div> <p class="postmetadata">Posted in <a href="http://www.simbiosys.com/blog/category/news/" title="View all posts in News" rel="category tag">News</a> | <a href="http://www.simbiosys.com/blog/2008/12/17/chemical-and-engineering-news-acknowledges-simbiosys-archem-in-digital-briefs/#respond" title="Comment on Chemical and Engineering News Acknowledges SimBioSys’ ARChem in Digital Briefs">No Comments »</a></p> </div> <div class="post"> <h3 id="post-61"><a href="http://www.simbiosys.com/blog/2008/12/17/ehits-lightning-changes-the-game-of-virtual-screening-and-docking/" rel="bookmark" title="Permanent Link to eHiTS Lightning changes the game of Virtual Screening and Docking">eHiTS Lightning changes the game of Virtual Screening and Docking</a></h3> <small>Wednesday, December 17th, 2008</small> <div class="entry"> <p>When we announced eHiTS Lightning to the world to our users and at conferences we were greeted with a balance of scepticism and interest. Colleagues working with FPGAs and GPUs wondered why we would do the work to implement on the Cell processor rather than follow more tried and true tested methods. Well, we’re not a company to always follow the rules. Fortunately for us Zsolt Zsoldos,our Chief Technical Officer is of the nature to pursue the best solution. He is focused on delivering the best solutions for our users and doing the best science possible. Based on some of the news we are seeing floating around of late (and to be expanded upon in later posts) we made an appropriate decision in terms of choosing a processor that is becoming mainstream, is certainly outperforming FPGAs and GPUS and is offering us the ability to move away from some of the hype associated with what we promised to truly delivering the outstanding performance we expected. For now we are shipping to our beta testers the latest beta release of eHiTS Lightning for people to test. What have we done in the latest release?</p> <p>During the development process to improve the system we have performed a lot of testing. These tests will form the basis of a series of future blog posts and/or technical notes in the near future. For now I’ll summarize the results here. In comparison to the previous beta-release, we have improved:</p> <ol> <li><strong>Stability:</strong> the system stability has improved dramatically as we have performed tests and hit issues we have resolved immediately.</li> <li>The <strong>Pose Prediction Accuracy</strong> has improved significantly since the previous release. We have tested on a series of datasets which have served as our testing sets for our platform for a number of previous releases.</li> </ol> <p>Relative to our previous eHiTS release on the Intel platform we have achieved:</p> <ol> <li><strong>40 x speed up</strong> in performance. This is a consistent speed improvement for large molecules containing more than seven rigid fragments (see image below).</li> <li>There is much better enrichment based on testing on 10 different test cases. For these particular test cases we see a <strong>20-30% improvement in enrichment </strong>factors.</li> <li>We have been working on examining <strong>correlations with binding energy (pKi,pKd) </strong>in a number of our tests over the past few months. We are seeing improved performance over all historical correlations</li> </ol> <p>In our hands we are seeing improvements across the board. The software is now in the hands of our users for their feedback. We will communicate some of the results summarized here in more detail shortly.</p> <p><img title="eHiTS Lightning speed up versus eHiTS 6.2" alt="eHiTS Lightning speed up versus eHiTS 6.2" src="http://www.simbiosys.ca/images/speed-up-acc1-mode.png" /></p> <p>posted by Aniko </p> </div> <p class="postmetadata">Posted in <a href="http://www.simbiosys.com/blog/category/software-products/" title="View all posts in Software products" rel="category tag">Software products</a>, <a href="http://www.simbiosys.com/blog/category/news/" title="View all posts in News" rel="category tag">News</a> | <a href="http://www.simbiosys.com/blog/2008/12/17/ehits-lightning-changes-the-game-of-virtual-screening-and-docking/#comments" title="Comment on eHiTS Lightning changes the game of Virtual Screening and Docking">2 Comments »</a></p> </div> <div class="post"> <h3 id="post-60"><a href="http://www.simbiosys.com/blog/2008/12/08/partnership-with-alfa-aesar/" rel="bookmark" title="Permanent Link to Partnership with Alfa Aesar">Partnership with Alfa Aesar</a></h3> <small>Monday, December 8th, 2008</small> <div class="entry"> <p>For those of you frequenting this blog you will know that we are working on enhancing our ARChem (<a title="ARChem" target="_blank" href="http://www.simbiosys.ca/archem/index.html">http://www.simbiosys.ca/archem/index.html</a>) retrosynthetic analysis software. We presented on ARChem recently (<a title="ARChem ACS 2008" target="_blank" href="http://www.simbiosys.ca/science/presentations/2008-acs-08/archem_acs_081508.pdf">http://www.simbiosys.ca/science/presentations/2008-acs-08/archem_acs_081508.pdf</a>) for those of you who are not aware of it. We are of course getting increasing interest from chemists in the application of ARChem but chemical vendors are also interested in how ARChem can help position their chemicals in front of potential clients. We are presently working to add additional chemical vendor catalogues to ARChem and are starting with the Alfa Aesar catalogue, a company now listed on our partners page (<a title="Partners" target="_blank" href="http://www.simbiosys.ca/company/partners.html">http://www.simbiosys.ca/company/partners.html</a>). Other chemical vendors will be added in the next few months. </p> </div> <p class="postmetadata">Posted in <a href="http://www.simbiosys.com/blog/category/software-products/" title="View all posts in Software products" rel="category tag">Software products</a>, <a href="http://www.simbiosys.com/blog/category/news/" title="View all posts in News" rel="category tag">News</a> | <a href="http://www.simbiosys.com/blog/2008/12/08/partnership-with-alfa-aesar/#respond" title="Comment on Partnership with Alfa Aesar">No Comments »</a></p> </div> <div class="post"> <h3 id="post-59"><a href="http://www.simbiosys.com/blog/2008/12/01/peer-reviewed-publications-and-independent-review-of-algorithmic-performance/" rel="bookmark" title="Permanent Link to Peer-reviewed Publications and Independent Review of Algorithmic Performance">Peer-reviewed Publications and Independent Review of Algorithmic Performance</a></h3> <small>Monday, December 1st, 2008</small> <div class="entry"> <p>As developers of scientific software and algorithms we of course have our own approaches to validating the performance of our software tools. We do spend a lot of time testing, validating and improving our algorithms but, clearly, we apply our tools in a manner that might be different from the users of our software. This is because of our deeper understanding of our software, option settings etc. Despite our best efforts to document and improve ease of use different performance in the hands of different users is, in some ways, inevitable. Therefore, we see the results of our users as more of a test of the performance of our software and, where appropriate, we coach and mentor our users as to how to get improved performance from our tools. One of the common issues is that users treat all docking software in the same way. Therefore, they assume that because they have to do a lot of preparation of input data for software applications such as GLIDE that they have to do the same preparation work for eHiTS. This is not true. In fact, preparing data in the same way for different software tools can be potentially disastrous and comparing the results is invalid.</p> <p>With this in mind we really appreciate the efforts of independent researchers to perform comparisons of performance of different software tools AND put in the work to understand, in depth, how to use the software tools properly. This includes data preparation, setting the appropriate parameters and examining the output in detail. Our experience is that eHiTS outperforms most other docking software available in the marketplace. This has been validated a number of times by our users in their feedback to us, but unfortunately not always published for public consumption. An example of such performance was shown in our examination of a Merck dataset as discussed here:<br /> <a target="_blank" title="Merck study" href="http://www.simbiosys.ca/ehits/ehits_enrichment.html">http://www.simbiosys.ca/ehits/ehits_enrichment.html</a> and shown below in the image. We’ve seen such performance capabilities many times.</p> <p><img align="middle" alt="Merck Study Overview" title="Merck Study Overview" src="http://www.simbiosys.ca/whatsnew/news/merck_published_results.png" /><br /> In the past few weeks we have received a number of manuscripts from our users. These have been submitted for peer-reviewed publication and represent the application of eHiTS to their problems and, in some cases, to the comparison of performance of eHiTS relative to other software packages. What we continue to see is a consistently enhanced performance of eHiTS over other software packages with eHiTS outperforming other algorithms, both commercial and in-house developments. We are, of course, proud of such achievements and feel validated in our own testing when our users can obtain such results independent of our coaching. These publications should be released in the near future and we will of course point you to them as they are released. </p> </div> <p class="postmetadata">Posted in <a href="http://www.simbiosys.com/blog/category/software-products/" title="View all posts in Software products" rel="category tag">Software products</a>, <a href="http://www.simbiosys.com/blog/category/news/" title="View all posts in News" rel="category tag">News</a>, <a href="http://www.simbiosys.com/blog/category/science/" title="View all posts in Science" rel="category tag">Science</a> | <a href="http://www.simbiosys.com/blog/2008/12/01/peer-reviewed-publications-and-independent-review-of-algorithmic-performance/#respond" title="Comment on Peer-reviewed Publications and Independent Review of Algorithmic Performance">No Comments »</a></p> </div> <div class="navigation"> <div class="alignleft"></div> <div class="alignright"></div> </div> </div> <div id="sidebar"> <ul> <li> <a href="http://www.simbiosys.com"><img src="images/SimBioSysLogo_name_long.gif" width="200" ></a> </li> <li> <form method="get" id="searchform" action="http://www.simbiosys.com/blog/"> <div><input type="text" value="" name="s" id="s" /> <input type="submit" id="searchsubmit" value="Search" /> </div> </form> </li> <li> <form style="border:1px solid #ccc;padding:3px;text-align:center;" action="http://www.feedburner.com/fb/a/emailverify" method="post" target="popupwindow" onsubmit="window.open('http://www.feedburner.com/fb/a/emailverifySubmit?feedId=1550225', 'popupwindow', 'scrollbars=yes,width=550,height=520');return true"><p>Enter your email address:</p><p><input type="text" style="width:140px" name="email"/></p><input type="hidden" value="http://feeds.feedburner.com/~e?ffid=1550225" name="url"/><input type="hidden" value="SimBioSys Blog" name="title"/><input type="hidden" name="loc" value="en_US"/><input type="submit" value="Subscribe" /><p>Delivered by <a href="http://www.feedburner.com" target="_blank">FeedBurner</a></p></form> </li> <!-- Author information is disabled per default. Uncomment and fill in your details if you want to use it. <li><h2>Author</h2> <p>A little something about you, the author. Nothing lengthy, just an overview.</p> </li> --> <li> <p>You are currently browsing the <a href="http://www.simbiosys.com/blog/">SimBioSys Blog</a> weblog archives for December, 2008.</p> </li> <li class="pagenav"><h2>Pages</h2><ul><li class="page_item"><a href="http://www.simbiosys.com/blog/about/" title="About SimBioSys">About SimBioSys</a></li> </ul></li> <li><h2>Archives</h2> <ul> <li><a href='http://www.simbiosys.com/blog/2013/02/' title='February 2013'>February 2013</a></li> <li><a href='http://www.simbiosys.com/blog/2012/07/' title='July 2012'>July 2012</a></li> <li><a href='http://www.simbiosys.com/blog/2012/05/' title='May 2012'>May 2012</a></li> <li><a href='http://www.simbiosys.com/blog/2012/03/' title='March 2012'>March 2012</a></li> <li><a href='http://www.simbiosys.com/blog/2012/01/' title='January 2012'>January 2012</a></li> <li><a href='http://www.simbiosys.com/blog/2011/12/' title='December 2011'>December 2011</a></li> <li><a href='http://www.simbiosys.com/blog/2011/11/' title='November 2011'>November 2011</a></li> <li><a href='http://www.simbiosys.com/blog/2011/09/' title='September 2011'>September 2011</a></li> <li><a href='http://www.simbiosys.com/blog/2011/08/' title='August 2011'>August 2011</a></li> <li><a href='http://www.simbiosys.com/blog/2011/04/' title='April 2011'>April 2011</a></li> <li><a href='http://www.simbiosys.com/blog/2011/03/' title='March 2011'>March 2011</a></li> <li><a href='http://www.simbiosys.com/blog/2011/01/' title='January 2011'>January 2011</a></li> <li><a href='http://www.simbiosys.com/blog/2010/10/' title='October 2010'>October 2010</a></li> <li><a href='http://www.simbiosys.com/blog/2010/09/' title='September 2010'>September 2010</a></li> <li><a href='http://www.simbiosys.com/blog/2010/08/' title='August 2010'>August 2010</a></li> <li><a href='http://www.simbiosys.com/blog/2010/07/' title='July 2010'>July 2010</a></li> <li><a href='http://www.simbiosys.com/blog/2010/06/' title='June 2010'>June 2010</a></li> <li><a href='http://www.simbiosys.com/blog/2010/03/' title='March 2010'>March 2010</a></li> <li><a href='http://www.simbiosys.com/blog/2010/01/' title='January 2010'>January 2010</a></li> <li><a href='http://www.simbiosys.com/blog/2009/12/' title='December 2009'>December 2009</a></li> <li><a href='http://www.simbiosys.com/blog/2009/11/' title='November 2009'>November 2009</a></li> <li><a href='http://www.simbiosys.com/blog/2009/10/' title='October 2009'>October 2009</a></li> <li><a href='http://www.simbiosys.com/blog/2009/07/' title='July 2009'>July 2009</a></li> <li><a href='http://www.simbiosys.com/blog/2009/06/' title='June 2009'>June 2009</a></li> <li><a href='http://www.simbiosys.com/blog/2009/05/' title='May 2009'>May 2009</a></li> <li><a href='http://www.simbiosys.com/blog/2009/03/' title='March 2009'>March 2009</a></li> <li><a href='http://www.simbiosys.com/blog/2009/02/' title='February 2009'>February 2009</a></li> <li><a href='http://www.simbiosys.com/blog/2009/01/' title='January 2009'>January 2009</a></li> <li><a href='http://www.simbiosys.com/blog/2008/12/' title='December 2008'>December 2008</a></li> <li><a href='http://www.simbiosys.com/blog/2008/11/' title='November 2008'>November 2008</a></li> <li><a href='http://www.simbiosys.com/blog/2008/10/' title='October 2008'>October 2008</a></li> <li><a href='http://www.simbiosys.com/blog/2008/09/' title='September 2008'>September 2008</a></li> <li><a href='http://www.simbiosys.com/blog/2008/08/' title='August 2008'>August 2008</a></li> <li><a href='http://www.simbiosys.com/blog/2008/07/' title='July 2008'>July 2008</a></li> <li><a href='http://www.simbiosys.com/blog/2008/06/' title='June 2008'>June 2008</a></li> <li><a href='http://www.simbiosys.com/blog/2008/05/' title='May 2008'>May 2008</a></li> <li><a href='http://www.simbiosys.com/blog/2008/04/' title='April 2008'>April 2008</a></li> <li><a href='http://www.simbiosys.com/blog/2008/03/' title='March 2008'>March 2008</a></li> <li><a href='http://www.simbiosys.com/blog/2008/02/' title='February 2008'>February 2008</a></li> <li><a href='http://www.simbiosys.com/blog/2008/01/' title='January 2008'>January 2008</a></li> </ul> </li> <li><h2>Categories</h2> <ul> <li><a href="http://www.simbiosys.com/blog/category/general-discussion/" title="View all posts filed under General Discussion">General Discussion</a> (22) </li> <li><a href="http://www.simbiosys.com/blog/category/news/" title="View all posts filed under News">News</a> (69) </li> <li><a href="http://www.simbiosys.com/blog/category/science/" title="View all posts filed under Science">Science</a> (44) </li> <li><a href="http://www.simbiosys.com/blog/category/software-products/" title="View all posts filed under Software products">Software products</a> (41) </li> <li><a href="http://www.simbiosys.com/blog/category/technology/" title="View all posts filed under Technology">Technology</a> (21) </li> <li><a href="http://www.simbiosys.com/blog/category/science/tips-and-hints/" title="Tells us tips and hints on how to best use eHiTS, and other SimBioSys tools, to maximize your ROI (return on invested time, money, energy etc.). It’s a must-read!">tips and hints</a> (5) </li> </ul> </li> </ul> </div> <hr /> <div id="footer"> <!-- If you'd like to support WordPress, having the "powered by" link someone on your blog is the best way, it's our only promotion or advertising. --> <p> SimBioSys Blog is proudly powered by <a href="http://wordpress.org/">WordPress</a> <br /><a href="feed:http://www.simbiosys.com/blog/feed/">Entries (RSS)</a> and <a href="feed:http://www.simbiosys.com/blog/comments/feed/">Comments (RSS)</a>. <!-- 15 queries. 0.115 seconds. --> </p> </div> </div> <!-- Gorgeous design by Michael Heilemann - http://binarybonsai.com/kubrick/ --> </body> </html>