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		<title>The Automation Revolution in Stem Cell Research</title>
		<link>https://assay.dev/2024/10/10/the-automation-revolution-in-stem-cell-research/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=the-automation-revolution-in-stem-cell-research</link>
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		<pubDate>Thu, 10 Oct 2024 06:32:39 +0000</pubDate>
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					<description><![CDATA[Stem cells hold incredible potential in regenerative medicine, offering promise for treating a wide range of diseases. However, turning this potential into reality is a challenging process that involves overcoming numerous technical hurdles, including the need for efficient, scalable, and cost-effective cell production. This is where automation can play a crucial role, enabling researchers to &#8230;<p class="read-more"> <a class="" href="https://assay.dev/2024/10/10/the-automation-revolution-in-stem-cell-research/"> <span class="screen-reader-text">The Automation Revolution in Stem Cell Research</span> Read More &#187;</a></p>]]></description>
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							<p>Stem cells hold incredible potential in regenerative medicine, offering promise for treating a wide range of diseases. However, turning this potential into reality is a challenging process that involves overcoming numerous technical hurdles, including the need for efficient, scalable, and cost-effective cell production. This is where automation can play a crucial role, enabling researchers to achieve consistent results while scaling up production for industrial and therapeutic applications.</p><h4>Why Automation in Stem Cell Workflows?</h4><p>Historically, stem cell research has relied heavily on manual techniques. This requires highly skilled labor and is prone to contamination, variability, and scalability issues. Manual cell culture can be highly time-consuming and labor-intensive, limiting the number of experiments that can be performed and restricting the throughput needed for large-scale research projects or clinical applications. For instance, in the study by Truong et al. (2021), an automated platform (TECAN Fluent) was used to culture and differentiate human induced pluripotent stem cells (hiPSCs) into retinal pigment epithelium (RPE). This automated approach enabled reproducible, and scalable generation of RPE cells, illustrating the potential for automation in personalized drug testing and disease modeling for age-related macular degeneration (AMD) patients. A similar approach can be implemented virtually on any other liquid handling robots such as Hamilton.</p><h4>The Benefits of Automation in Stem Cell Culture</h4><p>There are multiple advantages to integrate automation in cell culture workflow which I listed a few key ones with examples from recent publications below:</p><ol><li>Enhanced Efficiency and Throughput: Automated systems can perform routine tasks such as media changes, cell seeding, and harvesting at a faster pace and with higher precision than manual methods. For example, Bando et al. (2022) introduced a compact, automated culture machine designed for maintaining and differentiating hiPSCs. This system successfully expanded hiPSC cultures under feeder-free conditions and simultaneously differentiated them into cardiomyocytes, hepatocytes, neural progenitors, and keratinocytes. This machine uses a novel x-y-z-axes-rail-system to perform automated cell culture processes, making it easier for research laboratories to adopt iPSC-based workflows without the need for extensive space or specialized training. This level of automation reduces the need for highly trained personnel and supports high-throughput screening in various research fields.</li><li>Improved Reproducibility and Consistency: One of the main advantages of automation is its ability to reduce variability and human error. This is particularly important in stem cell research, where even small variations in culture conditions can significantly impact cell behavior and differentiation outcomes. Automating these processes ensures that experiments are reproducible and results are consistent across different batches and laboratories.</li><li>Reduced Contamination and Safety Risks: Automation minimizes human intervention, thereby reducing the risk of contamination and exposure to hazardous materials. This is especially important when working with stem cells for clinical applications, where sterility and safety are paramount.</li><li>Scalability for Large-Scale Production: Automated systems can easily be scaled up to handle large numbers of cell cultures and experiments simultaneously. This capability is essential for translating stem cell research from the lab to the clinic and supporting commercial-scale production of cell therapies. Elanzew et al. (2020) reported the development of the StemCellFactory, a modular platform that covers the entire hiPSC production workflow, from reprogramming human fibroblasts to expanding hiPSC clones. The platform integrates advanced hardware and software components, enabling parallel processing of multiple hiPSC lines and providing a scalable solution for disease modeling and drug screening.</li></ol><p><img decoding="async" loading="lazy" class="size-full wp-image-1512 aligncenter" src="https://assay.dev/wp-content/uploads/2024/10/The-StemCellFactory-an-automated-system-for-reprogramming-and-expansion-of-iPSCs.png" alt="The StemCellFactory, an automated system for reprogramming and expansion of iPSCs" width="2000" height="1192" srcset="https://assay.dev/wp-content/uploads/2024/10/The-StemCellFactory-an-automated-system-for-reprogramming-and-expansion-of-iPSCs.png 2000w, https://assay.dev/wp-content/uploads/2024/10/The-StemCellFactory-an-automated-system-for-reprogramming-and-expansion-of-iPSCs-300x179.png 300w, https://assay.dev/wp-content/uploads/2024/10/The-StemCellFactory-an-automated-system-for-reprogramming-and-expansion-of-iPSCs-1024x610.png 1024w, https://assay.dev/wp-content/uploads/2024/10/The-StemCellFactory-an-automated-system-for-reprogramming-and-expansion-of-iPSCs-768x458.png 768w, https://assay.dev/wp-content/uploads/2024/10/The-StemCellFactory-an-automated-system-for-reprogramming-and-expansion-of-iPSCs-1536x915.png 1536w" sizes="(max-width: 2000px) 100vw, 2000px" /></p><p style="text-align: center;"><em>Figure 1. The StemCellFactory, an automated system for reprogramming and expansion of iPSCs. From DOI: 10.3389/fbioe.2020.00811</em></p><h4>Market Trends, Future Directions, and Challenges</h4><p>As the demand for stem cell therapies and personalized medicine grows, the market for automated cell culture systems is expected to expand rapidly. The global automated cell culture market was valued at USD 18.75 billion in 2023 and is projected to reach USD 47.50 billion by 2032, growing at a compound annual growth rate (CAGR) of 11.28%. This growth is driven by increasing adoption of automated technologies in both research and industrial settings. As automation platforms become more accessible, modular, and user-friendly, they will likely play a critical role in enabling the widespread adoption of stem cell technologies for clinical and commercial applications.</p><p>Despite the numerous benefits, there are still challenges to the widespread adoption of automation in stem cell research. Setting up automated systems can be expensive, especially for smaller research laboratories. In addition, operating and maintaining automated systems requires specialized knowledge and skills. Researchers may need additional training to fully utilize the capabilities of these systems. The other challenge is to integrate automation when the lab is already using manual techniques. However, the long-term benefits in terms of reduced labor costs and increased efficiency often justify the investment.</p><p><img decoding="async" loading="lazy" class="size-full wp-image-1513 aligncenter" src="https://assay.dev/wp-content/uploads/2024/10/Schematic-representation-of-novel-or-facilitated-applications-for-hPSCs-by-automation.png" alt="Schematic representation of novel or facilitated applications for hPSCs by automation" width="900" height="478" srcset="https://assay.dev/wp-content/uploads/2024/10/Schematic-representation-of-novel-or-facilitated-applications-for-hPSCs-by-automation.png 900w, https://assay.dev/wp-content/uploads/2024/10/Schematic-representation-of-novel-or-facilitated-applications-for-hPSCs-by-automation-300x159.png 300w, https://assay.dev/wp-content/uploads/2024/10/Schematic-representation-of-novel-or-facilitated-applications-for-hPSCs-by-automation-768x408.png 768w" sizes="(max-width: 900px) 100vw, 900px" /></p><p style="text-align: center;"><em>Figure 2. Schematic representation of novel or facilitated applications for hPSCs by automation. From DOI: 10.1177/247263031771222</em></p><h4>Conclusion</h4><p>The automation revolution in stem cell research is transforming the field by enabling high-throughput, reproducible, and scalable workflows. From compact, automated culture machines to large-scale platforms like the BioNex Solution’s Hive and CELLITRO RoboCell, automation is addressing the challenges of manual cell culture and making stem cell research more accessible and effective. As these technologies continue to evolve, they will play an increasingly important role in translating the promise of stem cells into real-world therapies and clinical applications.</p><p>If there is a topic that you would like to see here or have a question, please drop us a line at <a href="mailto:hello@assay.dev">hello@assay.dev</a></p>						</div>
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		<title>SLAS 2024: Robots, robots, and more robots!</title>
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		<pubDate>Mon, 12 Feb 2024 11:37:58 +0000</pubDate>
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					<description><![CDATA[The main event of the Society for Laboratory Automation and Screening (SLAS) is its annual International Conference and Exhibition which rotates between Boston and San Diego. ]]></description>
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<![endif]--></p><p>The main event of the Society for Laboratory Automation and Screening (SLAS) is its annual International Conference and Exhibition which rotates between Boston and San Diego. If you are new to SLAS, I highly recommend visiting their expo which you can purchase 1-day or three-day passes for a relatively low price (&lt;300$). As a pro tip, you can most likely get free guess passes from your lab suppliers, especially those related to lab automation or high-throughput instruments. This year (2024) SLAS was February 3-7, 2024 at the Boston Convention and Exhibition Center. <a href="https://www.slas.org/events-calendar/slas2024-international-conference-and-exhibition/">https://www.slas.org/events-calendar/slas2024-international-conference-and-exhibition/</a> I am going to capture a few observations from 1-day my visit here.</p><p>Something I noticed in the Expo hall was the growing trend of specialized affordable small liquid-handling robots. These are benchtop robots with less flexibility which are designed to execute a particular task, such as PCR plate setup, and nucleic acid extraction. Macherey-Nagel isoPure mini and MagBinder from Omega-Bio tek are designed for magnetic-bead-based nucleic acid extraction of 1-24 samples. The other system was Myra from BMS which can prep reaction tubes to use with their MIC qPCR. One more flexible system is the Hamilton Microlab Prep. It costs $20-30k and can have up to two independent 8-prob heads. It controls with an integrated tablet and an App-like software. There are also a few devices (heat, cooler, shaker) and accessories (reservoirs, tube, and plate adapters) available that can improve the versatility of the system. It has a limited working deck (9 positions) but I recommend checking it if you are looking to introduce automation to your workflow. It can be a great option for simple tasks such as plate prep, serial dilutions, transfer, and cherry-picking. <a href="https://www.hamiltoncompany.com/automated-liquid-handling/platforms/microlab-prep">https://www.hamiltoncompany.com/automated-liquid-handling/platforms/microlab-prep</a></p><p><img decoding="async" loading="lazy" class="alignnone size-full wp-image-1449" src="https://assay.dev/wp-content/uploads/2024/02/small-footprint-robots-in-SLAS2024.png" alt="small footprint robots in SLAS2024" width="1310" height="470" srcset="https://assay.dev/wp-content/uploads/2024/02/small-footprint-robots-in-SLAS2024.png 1310w, https://assay.dev/wp-content/uploads/2024/02/small-footprint-robots-in-SLAS2024-300x108.png 300w, https://assay.dev/wp-content/uploads/2024/02/small-footprint-robots-in-SLAS2024-1024x367.png 1024w, https://assay.dev/wp-content/uploads/2024/02/small-footprint-robots-in-SLAS2024-768x276.png 768w" sizes="(max-width: 1310px) 100vw, 1310px" /></p><p style="text-align: center;">Figure 1. Example of small footprint robots in SLAS2024 that can simplify low throughput specialized applications.</p><p> </p><p>The other interesting innovations were around total lab automation. Biosero Omron is a mobile robot that can move labware between workstations with equipment spread throughout the laboratory, across multiple floors, or even different buildings. Mobile robots can enhance the modality and flexibility of the workflow but would need designated infrastructure and a high level of integration. Nonetheless, it is exciting to see a robot moving a microplate from an incubator to a centrifuge across the room!</p><p>There were also a few floating transport systems that combined the advantages of conventional systems and supplemented them with a unique magnetic levitation technology. With their floating 2D transport, they can rotate, tilt, and elevate microplates which opens up a whole host of new possibilities. For instance, Hamilton integrated a Beckhoff XPlanar with a Vantage system (called Vantage Plus) to virtually extend the deck in any direction. Planar Motors was another vendor that offered similar technology.</p><p><img decoding="async" loading="lazy" class="alignnone size-full wp-image-1450" src="https://assay.dev/wp-content/uploads/2024/02/technologies-that-enable-across-lab-integration.png" alt="technologies that enable across-lab integration" width="1553" height="487" srcset="https://assay.dev/wp-content/uploads/2024/02/technologies-that-enable-across-lab-integration.png 1553w, https://assay.dev/wp-content/uploads/2024/02/technologies-that-enable-across-lab-integration-300x94.png 300w, https://assay.dev/wp-content/uploads/2024/02/technologies-that-enable-across-lab-integration-1024x321.png 1024w, https://assay.dev/wp-content/uploads/2024/02/technologies-that-enable-across-lab-integration-768x241.png 768w, https://assay.dev/wp-content/uploads/2024/02/technologies-that-enable-across-lab-integration-1536x482.png 1536w" sizes="(max-width: 1553px) 100vw, 1553px" /></p><p style="text-align: center;">Figure 2. Two examples of technologies that enable across-lab integration.</p><p> </p><p>The other boosts that catch my eyes were CELLTRIO and BioNex which offer highly integrated enclosed robotic systems. These systems are usually cost-prohibitive for most applications. However, they are valuable tools for multi-step applications that are laborious, delicate, and need a sterile environment, such as cell-based processes.  CELLITRO RoboCell<img src="https://s.w.org/images/core/emoji/14.0.0/72x72/2122.png" alt="™" class="wp-smiley" style="height: 1em; max-height: 1em;" /> Cell Line Automation Platform performs cell maintenance, culture, passage, differentiation, transformation, cell line development, biobanking, assays, imaging, and screening for multiple cell lines such as adherent, suspension, primary, immortalized, iPSC. The platform can handle various flask types, plates, and even serological pipettes. <a href="https://celltrio.com/">https://celltrio.com/</a></p><p>BioNex Solution’s Hive Automation Platform uses vertical space to facilitate the integration of a large number of instruments and consumable storage in a relatively small footprint.  Vertical design facilitates compact system integration of BioNex instruments with third-party devices without compromising performance. One key technology is their BumbleBee sample handler that provides independent channels and rotating sample translators enabling fast, simultaneous picking from and placing any location on the sample deck.  <a href="https://bionexsolutions.com/">https://bionexsolutions.com/</a></p><p>Multiple vendors offered OEM services, custom-made instruments/robots, data infrastructure, scheduling software, and more liquid handling system options. One liquid handling system that I saw in several boosts was Lynx from Dynamic Devices. I have not used their system, but seems they are growing in popularity probably due to their Volume Verified Pipetting (VVP) technology. Anyway, it is always enticing to visit SLAS Exhibitions!</p><p>If there is a topic that you would like to see here or have a question, please drop us a line at <a href="mailto:hello@assay.dev">hello@assay.dev</a></p><p><img decoding="async" loading="lazy" class="alignnone size-full wp-image-1451" src="https://assay.dev/wp-content/uploads/2024/02/BioNex-Solutions-Hive-Automation-and-CELLITRO-RoboCell&#x2122;.png" alt="BioNex Solution’s Hive Automation and CELLITRO RoboCell&#x2122;" width="1368" height="576" srcset="https://assay.dev/wp-content/uploads/2024/02/BioNex-Solutions-Hive-Automation-and-CELLITRO-RoboCell&#x2122;.png 1368w, https://assay.dev/wp-content/uploads/2024/02/BioNex-Solutions-Hive-Automation-and-CELLITRO-RoboCell&#x2122;-300x126.png 300w, https://assay.dev/wp-content/uploads/2024/02/BioNex-Solutions-Hive-Automation-and-CELLITRO-RoboCell&#x2122;-1024x431.png 1024w, https://assay.dev/wp-content/uploads/2024/02/BioNex-Solutions-Hive-Automation-and-CELLITRO-RoboCell&#x2122;-768x323.png 768w" sizes="(max-width: 1368px) 100vw, 1368px" /></p><p style="text-align: center;">Figure 3. BioNex Solution’s Hive Automation and CELLITRO RoboCell<img src="https://s.w.org/images/core/emoji/14.0.0/72x72/2122.png" alt="™" class="wp-smiley" style="height: 1em; max-height: 1em;" /> Cell Line Automation platforms offer highly integrative systems for cell and other biological applications.</p>						</div>
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		<title>On Lab Automation: Liquid Handling Systems</title>
		<link>https://assay.dev/2023/10/27/on-lab-automation/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=on-lab-automation</link>
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		<dc:creator><![CDATA[Admin]]></dc:creator>
		<pubDate>Fri, 27 Oct 2023 05:57:54 +0000</pubDate>
				<category><![CDATA[lab automation]]></category>
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					<description><![CDATA[Lab automation has become more and more popular recently mainly due to the demand for high throughput screening and testing.  In most cases, when people talk about lab automation, they are referring to liquid-handling systems. As the name indicates, liquid handling systems, also known as liquid handling robots or automated liquid handlers, are robotic devices &#8230;<p class="read-more"> <a class="" href="https://assay.dev/2023/10/27/on-lab-automation/"> <span class="screen-reader-text">On Lab Automation: Liquid Handling Systems</span> Read More &#187;</a></p>]]></description>
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															<img decoding="async" width="683" height="1024" src="https://assay.dev/wp-content/uploads/2023/08/lab-automation-683x1024.jpg" class="attachment-large size-large wp-image-250" alt="" loading="lazy" srcset="https://assay.dev/wp-content/uploads/2023/08/lab-automation-683x1024.jpg 683w, https://assay.dev/wp-content/uploads/2023/08/lab-automation-200x300.jpg 200w, https://assay.dev/wp-content/uploads/2023/08/lab-automation-768x1152.jpg 768w, https://assay.dev/wp-content/uploads/2023/08/lab-automation-1024x1536.jpg 1024w, https://assay.dev/wp-content/uploads/2023/08/lab-automation-1365x2048.jpg 1365w, https://assay.dev/wp-content/uploads/2023/08/lab-automation-scaled.jpg 1707w" sizes="(max-width: 683px) 100vw, 683px" />															</div>
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							<p>Lab automation has become more and more popular recently mainly due to the demand for high throughput screening and testing.  In most cases, when people talk about lab automation, they are referring to liquid-handling systems. As the name indicates, liquid handling systems, also known as liquid handling robots or automated liquid handlers, are robotic devices used to automate the precise, repetitive, and accurate transfer of liquid volumes. These days, you can find these instruments in drug discovery, chemical synthesis, bio-assay labs, and virtually any lab that performs repetitive liquid handling tasks.</p><p>A liquid-handling robot can be as simple as a standalone benchtop automated pipett (such as Integra Assist Plus) or it can center a complex end-to-end automated workflow by integrating various instruments (such as those ones that can be found in BioFoundries).  Nevertheless, the main feature of a liquid handling robot is to offer accurate liquid transfer (no surprise!). So, various mechanisms and technologies have been developed to accurately and precisely transfer liquid volumes. The choice of mechanism depends on the specific application, the required precision, and the type of liquid being handled. Here are some common liquid-handling technologies used in modern liquid-handling robots:</p><ol><li><strong>Air Displacement Pipetting:</strong> This mechanism relies on air pressure differentials to aspirate and dispense liquids. A pipette tip is used to aspirate the liquid by creating a vacuum in the tip, and the liquid is dispensed by releasing the vacuum and allowing air pressure to push the liquid out. This method is widely used for general liquid handling tasks and is suitable for a broad range of liquid viscosities. This is the main liquid handling technology in the Hamilton robots.</li><li><strong>Positive Displacement Pipetting</strong>: Positive displacement pipetting mechanisms use a disposable, disposable piston to physically displace the liquid into the pipette tip. This mechanism is ideal for handling viscous or volatile liquids and reduces the risk of cross-contamination. You can find this mode in various Formulatrix instruments.</li><li><strong>Peristaltic Pumping:</strong> Peristaltic pumping involves using a rotating roller mechanism to compress and decompress tubing, creating a flow of liquid. It is often used for dispensing large volumes of liquids and for applications where avoiding contact with the liquid is important. This is more common in reagent dispensers where accuracy might not be critical.</li><li><strong>Piezoelectric Pipetting:</strong> Piezoelectric pipetting relies on the deformation of piezoelectric material to dispense precise nano-liter or pico-liter volumes of liquid. This mechanism is commonly used in droplet-based microfluidics and high-throughput screening applications. Check BioSyntheSizer from GeSiM.</li><li><strong>Acoustic Liquid Handling</strong>: Acoustic liquid handling uses ultrasonic sound waves to dispense and transfer liquids without any physical contact with the sample. It is highly precise and avoids the risk of sample carryover. Beckman Eco is an example of this mode.</li><li><strong style="font-size: 16px;">Syringe Pumping:</strong><span style="font-size: 16px;"> Syringe pumps use a plunger within a syringe to draw in and dispense liquids. This mechanism is suitable for both small and large-volume liquid transfers and is often used in high-throughput applications. This is a common technology in some of Tecan&#8217;s liquid-handling robots.</span></li></ol><p>These are some of the more common options, but there are additional technologies, with some still in development, in the market. Examples include capillary action and contactless magnetic or electrostatic manipulation, which are often used in microfluidic and lab-on-a-chip systems.</p><p> </p>						</div>
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										<img decoding="async" width="768" height="524" src="https://assay.dev/wp-content/uploads/2023/08/Screenshot-2023-10-29-145620-768x524.png" class="attachment-medium_large size-medium_large wp-image-969" alt="" loading="lazy" srcset="https://assay.dev/wp-content/uploads/2023/08/Screenshot-2023-10-29-145620-768x524.png 768w, https://assay.dev/wp-content/uploads/2023/08/Screenshot-2023-10-29-145620-300x205.png 300w, https://assay.dev/wp-content/uploads/2023/08/Screenshot-2023-10-29-145620.png 813w" sizes="(max-width: 768px) 100vw, 768px" />											<figcaption class="widget-image-caption wp-caption-text">A few liquid handling robots with different capacities, liquid handling technologies, and price points. From the top left, an Opentrons, a Hamilton STAR, a Tecan Fluent, and a Beckman Echo. </figcaption>
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							<p>If your lab is new to liquid-handling robots, here are a few thoughts on selecting the right robot:</p><ol><li><strong>Accuracy and Precision:</strong> The robot should offer high accuracy and precision for your liquid type and working range. Pick a robot that can handle various liquid types, including aqueous solutions, organic solvents, viscous liquids, and volatile reagents. Hamilton STAR and Tecan Evo systems are robust choices for most applications. Whereas, for viscous liquids robots that utilize positive displacement pipetting can be a better choice.</li><li><strong>Throughput</strong><em>:</em> Consider the robot&#8217;s throughput capabilities. Choose a robot that can meet your sample processing needs, whether it&#8217;s low, medium, or high throughput. If your task is only to handle a few samples or execute simple commands, a benchtop simple liquid handler such as Integra Viaflo or Opentrons might suffice. Consider the robot&#8217;s deck capacity and the number of labware positions available for various types of containers (e.g., microplates, tubes, reservoirs).</li><li><strong>Modularity and Integrability:</strong> If you consider upgrading to fully automated workflows, or need the flexibility to support several assays on the same instrument then opt for a liquid handling system that is modular and customizable. This allows you to adapt the system to various applications and tasks. Hamilton and Tecan systems usually offer the best compatibility and options for third-party-developed devices (such as robotic arms), API, and software such as schedulers. Some systems are highly customized out-of-the-box for certain applications, such as NGS.</li><li><strong>Software Interface:</strong> the user interface and software should be user-friendly, allowing for easy programming, customization, and monitoring of liquid handling protocols. The more complex system provides more flexibility but they need a well-trained operator to utilize. On the other hand, drag-and-drop systems need only a few hours of training. Some of the instruments, such as Opentrons, offer programmability in popular languages such as Python. This offers flexibility to automate scripting for simple tasks using generative AI tools such as ChatGPT <a href="https://insights.opentrons.com/webinar-07-25-23-chatgpt">https://insights.opentrons.com/webinar-07-25-23-chatgpt</a>  </li><li><strong>Compatibility with Labware:</strong><em> e</em>nsure the robot is compatible with a wide range of labware, including pipette tips, microplates, and sample tubes. For some vendors, the only option is authentic consumables whereas for some there are several generic alternatives. This factor will affect operation costs in the long term. One can 3D-print custom labware and carriers, but always check if the labware and carriers that you would need for the task exist for that instrument.</li><li><strong>Sample and Reagent Tracking: </strong>If you need sample management, perform multi-step processes, or work with many samples (HT) consider the ability of the robot to track samples and reagents throughout the workflow. Hamilton system offers excellent file-handling capabilities although it needs skills to program it. This feature will also help with data management, reporting, and LIMS integration.</li><li><strong>Validation and Regulatory Compliance:</strong> If working in regulated industries (e.g., pharmaceuticals, clinical diagnostics), ensure that the robot, both software and hardware, meets the necessary validation and compliance requirements. Check for FDA Regulation 21 CFR compliance when searching for the robot.</li><li><strong>Sample and Reagent Conservation:</strong> if you work with precious materials and need to minimize sample and reagent consumption or work in the sub-microliter range, look for a system that offers minimum dead volume such as the Beckman Echo, iDOT, and MNATIS.</li><li><strong>Maintenance and Support: </strong>evaluate the maintenance requirements and the availability of technical support, service contracts, and spare parts. I highly recommend purchasing the service contract when acquiring a liquid-handling robot. It would cost 5-10% more, but it will pay off in the long term. The service contract covers maintenance, and engineering time to help with hardware and software issues.</li><li><strong>Cost and Budget:</strong> consider the initial purchase price, ongoing operational costs, and the overall cost of ownership within your budget constraints. Furthermore, consider the cost of training programs and user support to ensure that your team can operate the robot effectively. Entry-level liquid handling workstations (such as Opentrons OT-2) cost $5-$50k, and mid-range systems (such as Agilent Bravo, Tecan Evo, Hamilton STARlet) fall in $100,000 to $200,000, depending on the configuration. High-end liquid handling robots (such as Hamilton Vantage and Tecan Fluent) can cost $200,000 to $500,000 or more. Custom or integrated solutions can range from $200,000 to over $1 million or more, depending on the complexity of the automation and integration requirements. Alternatively, you can consider purchasing used or refurbished systems to save 30-50%. In this case, I highly recommend buying the system from a reputable vendor and performing the accuracy, precision, and robustness evaluation in-house.</li><li><strong style="font-size: 16px;">User Community and Reviews:</strong><span style="font-size: 16px;"> explore user communities, especially internal ones in your company, forums, and reviews to gather insights and feedback from other users who have experience with the robot. In most cases, it will be more cost-effective if you acquire the same brand that currently exists in your company. This allows knowledge- and cost-sharing across the company. </span></li></ol><p>Selecting the right liquid-handling robot involves careful consideration of your specific application requirements, workflow, and budget constraints. It&#8217;s essential to choose a system that can meet your immediate needs and accommodate potential future expansion or changes in your laboratory&#8217;s work. Most vendors offer no (or low)-cost demo contracts so that you can test the robot in-house before purchasing.</p><p>These were my thoughts but you can check these two papers for a more detailed review of the current automatic liquid handling technologies with a focus on bio-based labs. <a href="https://www.sciencedirect.com/science/article/pii/S247263032201679X">https://www.sciencedirect.com/science/article/pii/S247263032201679X</a></p><p><a href="https://www.sciencedirect.com/science/article/pii/S1369703X22003825">https://www.sciencedirect.com/science/article/pii/S1369703X22003825</a></p><p>In summary, introducing liquid-handling robots to your lab can be costly and time-consuming initially.  However, in the long run, the investment will pay off by improving the accuracy/precision and reducing FTE time. Let us know in the comment section what your experience with liquid-handling robots is.</p><p>If there is a topic that you would like to see here or have a question, please drop us a line at <a href="mailto:hello@assay.dev">hello@assay.dev</a></p><p>Happy Automating!</p>						</div>
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