Feature Articles :
Oct 1, 2012 (Vol. 32, No. 17)
Automation Redefines Compound Management
·
Caitlin Smith
Jump to The NOVA Article
The advent of high-throughput screening (HTS) and robotic automation also saw an
evolution in compound-management tools.
New technologies, as well as steady increases in available compounds, have made
organizing and managing the libraries of chemicals, compounds, and other
reagents used by research labs a major challenge. More than ever before, labs
are incorporating automated solutions for liquid handling, compound retrieval,
and sample barcoding, for example.
“Whether it is preparing millions of compounds for screening, or a few for lead
optimization, compound management is now heavily reliant on automation that is
directly connected to inventory management software for quick and accurate
delivery of requested compounds,” said Dan Hascall, senior scientific manager at
Genentech.
What are the effects of new, automated, and faster technologies on compound
management? Do labs need them, and are they helping? Last month in Boston,
several experts spoke about innovative compound-management practices at the IQPC
conference on “Compound Management and Integrity”. Their insights hold promise
for those trying to understand the issues and possible solutions in compound
management today.
Software Holds It All Together
Recently, a group from the University of Michigan developed a new, secure,
web-based open-source application called MScreen, that is designed to organize
and run HTS and compound management. Described in an application note in this
month’s issue of the Journal of Biomolecular Screening, MScreen is free to
academic and nonprofit institutions, and available by license for industry.
Though its main focus is HTS, it also facilitates compound management, governing
standard tasks such as debiting volumes while loading screening plates, for
example. But MScreen can also accomplish other jobs, such as making and handling
mixture plates for screening multiple compounds simultaneously. It shows you
views of each well and the compounds contained within the well, with thumbnails
of each compound’s structure, to which is linked the complete information on the
individual compounds.
An MScreen author Richard Neubig, M.D., Ph.D., professor of pharmacology, and
co-director of the Center for Chemical Genomics at the University of Michigan,
says that MScreen also has a unique ability to handle compounds and extracts.
“[This is useful] if you have an unknown mixture,” said Dr. Neubig. “MScreen has
a large collection of natural extracts. We can also link those to the
constituents [of your mixture] once you’ve identified what the chemical
constituents are. So we’ve got substances and compounds, and you can link a
compound well, or a compound structure, to a particular substance so that you
can see how those fit.”
Mscreen also helps you keep track of chemicals’ sources, using different sets of
daughter plates made with different concentrations, or made at different times.
“If you order in a new stock of something, we can keep good track of which lot
it was, and we also can keep track of the different daughter plates,” said Dr.
Neubig. “We make sure that when we do a screen, we know exactly which daughter
plate the compound came from. So if we see discrepancies between two assays on a
single compound, we can track those easily to make sure there wasn’t a
difference in the two daughter plates that were used.”
MScreen also features a specially designed infrastructure for managing nucleic
acid reagents. “We have a very specific structure set up for the siRNAs, where
we have links to sequences of the siRNAs in the collection, and links to the
genes that are targeted by the siRNAs,” continued Dr. Neubig.
This framework within MScreen is also easily adaptable to work for shRNAs or
micro RNAs as well, he added.
Errors and Quality Control
Though automation is meant to prevent human error, it can also inadvertently
result in more errors—which could have potentially profound effects on compound
management. For example, even increases in sample throughput and plate densities
in HTS can increase the frequency of errors.
“[In addition to error frequency,] these technologies also introduce
opportunities for [entirely] new types of errors, some of which may not be
obvious until the technology is used routinely,” said Pierre Baillargeon,
compound manager at Scripps Florida.
“At the same time, new technologies often allow tighter integration between
software and hardware automation, leading to reduced potential for human error.”
He recommended that tools for quality control and quality assurance be in place
to check for errors that might originate from new technologies. “This means
identifying bottlenecks and weaknesses in existing laboratory practices, and
finding ways to mitigate error without negating the efficiency gains from the
technology being used,” said Baillargeon.
For example, his group uses an automated volume checking device to verify that
the amount of solubilized sample in a container matches the electronic record of
that sample. This eliminates the potential error that might result from
discrepancies between actual sample amounts, and those recorded in the
management system.
To help prevent further errors, Baillargeon’s group also developed a novel
machine vision based instrument called the Plate Auditor, which automatically
inspects plates for insufficient volume, precipitate, and sample color.
“By integrating this new instrument into our existing workflows, we have enabled
errors to be detected and corrected much earlier in the sample lifecycle,” said
Baillargeon. “Detecting problems earlier in the sample lifecycle simultaneously
reduces the cost of errors and increases the quality of data produced
downstream.” The Plate Auditor was recently licensed by Brooks Life Science
Systems.
Monitoring for Aggregates
The issue of precipitates or aggregates in solutions is one that vexes nearly
every lab. The Plate Auditor, cameras to look for precipitates in samples, and
devices to measure the amount of water in a DMSO solvent, are some solutions
that researchers use.
Robert Damoiseaux, scientific director of the Molecular Screening Shared
Resource at UCLA’s Jonsson Comprehensive Cancer Center, uses dynamic light
scattering to look for particles or aggregates in solutions using 384 and 1,536
well plates. Wells containing particles are flagged for further inspection.
“We use this for nanoformulations quite a bit,” said Damoiseaux. “For example,
the compound Abraxane® is nanoparticles made of Taxol particles with an albumin
shell. It’s a great concept, because Taxol is very hydrophobic and precipitates
out really easily.”
The albumin shell renders it less hydrophobic, making it more potent and easier
to infuse into patients.
“The vasculature around cancers actually actively recruits albumin because it’s
bound to many nutrients,” explained Damoiseaux. “So basically the tumor loads
itself up with the albumen-coated nanoparticles by the active transport
mechanism, resulting in enrichment of Taxol where it needs to be.”
In compound management, nanoparticles are more needy than their chemical
cousins. They are less stable than small molecules, which can exist happily in
DMSO in a desiccator.
“But with nanoparticles, even if they’re in powder, they clump, they aggregate,
they re-precipitate, there are templating effect. It’s a very complicated
picture,” said Damoiseaux. “That’s something that dynamic light scattering is
very useful for.”
Challenge of Dry Compounds
Recent progress in compound management has not, however, included the transfer
of dry compounds, despite the high demand for automation of this common task.
“The physical transfer of dry compound from source to destination is still a
very manual process, mainly because the industry has not developed an acceptable
automated solution due to the extreme complexities of transferring dry
compounds,” says Genentech’s Hascall.
“Although weighing compounds is one of the least desired tasks in the lab, it is
a critical first step to preparing the sample for testing. Whether compound
management is weighing a large library, or newly synthesized compounds from
chemistry, it has historically required human manipulation of the compound for
the transfer to occur.”
One of the challenges of automating this process is the type of solid—powders
are much easier for robots to work with. Hascall’s group uses a fully automated
weighing system called the Nova, from Innovate Engineering, to transfer dry,
free-flowing powders.
Other solids such as dry films, oils, globular material, or chunks of crystals,
still present challenges. For powder transfer, the Nova uses a stainless steel
collector pin charged with static electricity, to which the powder clings.
The Nova changes the collector pin each time to avoid cross contamination, and
uses powder level detection (similar to liquid level sensing) to calculate the
static charge, and the right level at which to place the collector into the
vial.
“Fully automated weighing holds many challenges that the Nova has been designed
to handle,” says Hascall. “With a greater than 85% success rate in our study of
over 4,000 compounds, the Nova can be considered to be one of the first fully
automated compound transfer robots.”
It is also integrated into Titian’s Mosaic compound-management software to
eliminate manual data entry.
Even though compound management is evolving quickly, new challenges are directly
ahead. For example, nucleic acid reagents such as plasmids, siRNA, microRNA, and
shRNA are increasingly stored and require a special kind of management.
A repository that stores plasmids, which are typically purified using RNases,
and also stores siRNA must have separate, dedicated liquid-handling systems to
avoid destruction of the siRNA.
“These are the strategies,” says Damoiseaux. “You have to be very careful to set
up your equipment in such a way that the workflows are parallel, and the
overlaps are such that you are not damaging reagents.”
Whether for nucleic acid reagents or other compounds, no doubt parallel advances
in software and automated instrumentation, such as MScreen, the Plate Auditor,
and the Nova, will pave the way to progress, with labs running more smoothly
than ever.
|