# Ergonomic Pipetting for High-Throughput Labs Ergonomic pipetting is a set of body mechanics, tool choices, and workstation habits that let a scientist dispense hundreds to thousands of volumes in a day without injury and without letting data quality drift as fatigue builds. It matters most in plate-based work, where a single 96-well or 384-well assay turns one experiment into hundreds of individual liquid transfers. In a [molecular biology](/blog/careers/molecular-biology) or screening lab, a technician can easily make several thousand aspiration and dispense cycles in a working week. This guide covers the physical principles behind pipetting injuries, a step-by-step pipetting technique built around neutral posture, workstation layout, tip and pipette selection, calibration and performance checks, troubleshooting, and the point at which automation becomes the better answer. Expect about 30 to 60 minutes to set up your workstation and practice the technique, and a few weeks of consistent habit-building before the adjustments feel automatic. No reagent preparation is required, though the same habits apply whether you are transferring buffer, master mix, cells, or organic solvent. ## Why Ergonomics Matters in High-Throughput Pipetting Manual pipetting is one of the most repetitive tasks in laboratory science. Published high-throughput protocols consistently describe manual pipetting as labor-intensive and prone to batch-to-batch variability in output quality, which is a major reason laboratories move toward automated platforms [1]. That variability has two sources that feed each other. First, repetitive motion loads the thumb, wrist, forearm, shoulder, and neck thousands of times per day. Second, as a person fatigues, their pipetting technique degrades, tip immersion angles change, and volume delivery becomes less consistent, which shows up as increased well-to-well variation. The scale of modern plate-based work makes this worse every year. Screening campaigns that test hundreds of compounds in miniaturized 24-well or 384-well formats [2], cell-based antiviral assays designed to screen large drug libraries [3], drug and shRNA library screens in 96-well glass-bottom plates [4], and multiwell reaction-optimization workflows [5] all depend on a human or a robot performing the same liquid transfer motion hundreds of times. The human version of that job is a recognized ergonomic hazard in laboratory occupational health, and the repetitive strain injuries it produces, including tendinitis of the thumb and wrist and shoulder impingement, are among the most commonly reported laboratory musculoskeletal complaints. Ergonomic pipetting is not about comfort as a luxury. It is about keeping the operator healthy and keeping the data consistent from the first well to the last. ## The Principle Behind Ergonomic Pipetting Three variables determine the physical load of pipetting: force, repetition, and posture. **Force.** Every pipetting cycle involves gripping the pipette, pressing the plunger to the first stop, aspirating, dispensing to the second stop on blow-out, and ejecting the tip. The thumb applies most of this force. Injuries accumulate when the required force is high, when the force is applied through a bent wrist rather than a straight one, and when tip ejection requires a hard thumb strike. A wrist held in flexion or extension while thumb-loading compresses the carpal tunnel and multiplies the effective strain on the tendons. **Repetition.** High-throughput work multiplies a single motion by hundreds or thousands. Tendons and joints recover slowly under continuous load, so the total daily cycle count matters more than any single cycle. Reducing force per cycle and inserting recovery breaks both lower the cumulative load. **Posture.** A neutral posture keeps the joints near the middle of their range of motion. For pipetting this means wrists straight, elbows close to the body and bent near 90 degrees, shoulders relaxed rather than shrugged, and the work surface at or slightly below elbow height. Reaching forward to a distant rack, rotating the neck to read a plate map, and pipetting inside a crowded biosafety cabinet all break these rules and add load. A useful way to think about it: a manual pipetting session is a repetitive-strain exposure that scales with (force per cycle) × (cycles per session) × (postural penalty). Ergonomic pipetting attacks all three factors. ## Materials and Equipment | Item | Specification or working configuration | Purpose | |--|--|--| | Air-displacement pipette, single channel | Volume range matched to your task, e.g. 2-20 µL, 20-200 µL, 100-1000 µL; clean, calibrated, with smooth plunger action | Small-volume transfers, primer or sample additions | | Multichannel pipette | 8- or 12-channel, matched to plate row or column spacing | Loading entire plate rows or columns in one pass, cutting cycle count by 8- to 12-fold | | Electronic pipette | Motor-driven aspiration and dispense with adjustable speed | Reduces thumb force and standardizes dispense speed across a long session | | Pipette tips | Low-retention, filtered where required, sterile or non-sterile as the assay demands, correctly sized to the pipette shaft | Accurate volume delivery, aerosol protection for biological samples | | Reagent reservoirs | Sterile single-use or autoclaved multichannel reservoirs | Bulk source liquid for multichannel loading | | Microplates | 24-, 96-, or 384-well plates appropriate to the assay | Standard high-throughput formats | | Tip-ejection waste container | Benchtop sharps-style container or a tip box lid used as a tip waste tray | Safe tip disposal without a long reach | | Pipette stands or carousels | Upright stands within arm's reach | Keeps pipettes accessible without reaching and stores them upright | | Adjustable chair and footrest | Seat height adjustable so forearms rest level with the bench | Supports neutral shoulder and wrist posture | | Gravimetric calibration check materials | Calibrated analytical balance, test tips, distilled water at recorded temperature | Periodic verification of dispensed volume | | Pipette decontamination supplies | 70% ethanol or manufacturer-approved disinfectant, cleaning tools per the manual | Routine decontamination of nose cones and exterior | Keep in mind that pipette design varies between manufacturers. Lighter pipettes, low plunger forces, low tip-ejection forces, and adjustable hook or finger-rest designs all reduce load, and manufacturer technical documentation lists these specifications so you can compare models before purchase. ## Ergonomic Pipetting for High-Throughput Labs, Step by Step The following procedure describes an ergonomic pipetting technique for a high-throughput session, with the reason for each critical step. Practice it deliberately on a low-stakes plate, such as water into a practice plate, before applying it to an assay. 1. **Set the bench and chair height first.** Adjust the chair so that when your forearms rest on the bench, they are level or angled slightly downward, with elbows near 90 degrees and shoulders relaxed. Raise or lower the bench task, using supports under the plate if needed, so the plate sits at or slightly below elbow height. This establishes the neutral joint positions that every later step depends on. 2. **Arrange the work in a shallow arc within easy reach.** Place the source reservoir, the plate, and the tip box so everything falls inside forearm reach without shoulder extension. Anything you must reach with a straightened arm or a twisted trunk will be reached hundreds of times, so move it closer or reposition your seat instead. This directly reduces the postural penalty term of the exposure. 3. **Select the lightest pipette that covers the volume range.** For full-plate work, choose an 8- or 12-channel multichannel pipette over a single channel whenever the assay permits. Loading a full 96-well plate by multichannel takes 8 to 12 pipetting passes instead of 96, which collapses the repetition count by roughly an order of magnitude. 4. **Set the volume before picking up the pipette.** Dial the volume while the pipette rests on the stand or is held loosely, not while gripping it at eye level with a bent neck. Pre-setting volume avoids repeated twisting of the volume adjuster under load mid-session. 5. **Attach the tip with minimal force.** Press the pipette onto the tip using a light, brief push and a slight rotation. Do not hammer the pipette down repeatedly to seat the tip. A firm, light seat is enough for an air-displacement pipette, and hammering is a classic high-force repetition that drives thumb and wrist injury. 6. **Keep the wrist straight through the plunger stroke.** Hold the pipette so your forearm and hand form a straight line. Press the plunger with the pad of the thumb, using the large muscles of the arm and shoulder rather than a tight thumb flick. Straight-wrist thumb loading moves force through the skeleton rather than through bent-joint tendon friction. 7. **Pre-wet the tip for aqueous solutions.** Aspirate and dispense the set volume once or twice before the analytical transfer. Pre-wetting equilibrates the humidified air cushion inside the tip, which reduces evaporative volume loss and improves reproducibility, especially in long sessions where the first and last wells would otherwise differ. 8. **Aspirate vertically and smoothly.** Immerse the tip only a few millimeters below the liquid surface, hold the pipette vertical, and release the plunger at a steady pace. Deep immersion and a fast release pull extra liquid up the outside of the tip and create dribble, which produces carryover between wells and forces re-work that adds more pipetting cycles. 9. **Dispense against the wall, not into the air.** Touch the tip to the angled wall of the well or the liquid surface, dispense to the first stop, then press to the second stop only where blow-out is needed for the volume range. Dispensing into the well wall prevents droplet loss and prevents aerosol generation that would otherwise require extra cleaning and decontamination cycles. 10. **Eject tips with a light, direct motion into a nearby container.** Keep the tip waste vessel inside your reach arc. A hard strike to a distant bin, repeated hundreds of times, is one of the highest-force motions in the entire workflow. 11. **Alternate tasks and hands.** If the protocol allows, switch the pipette between hands at natural boundaries, such as between plate rows or between reagent blocks, or alternate pipetting with a non-pipetting task like sealing plates or loading the reader. Alternating distributes load across muscle groups that do not share the same tendons. 12. **Insert micro-breaks on a fixed schedule.** Stand, shake out the hands, and stretch the wrist and shoulder for 20 to 30 seconds roughly every 20 to 30 minutes of continuous pipetting. Schedule the break rather than trusting yourself to notice fatigue, because by the time technique visibly degrades, the load has already accumulated. 13. **Log the session and stop on symptoms.** Note the approximate cycle count per session and stop immediately if you feel tingling, numbness, or sharp pain in the thumb, wrist, or forearm. Report persistent symptoms to your institution's occupational health service early, when they are still reversible. ## Workstation Setup for High-Throughput Sessions The technique above only works if the workstation permits neutral posture. Three zones matter. **The pipetting zone.** The plate and reservoir belong directly in front of you, at elbow height or slightly below. Pipetting deep inside a biosafety cabinet with the sash low, or reaching to the back row of a plate with a shrugged shoulder, converts every aspiration into a sustained static load. If a cabinet forces a high sash or a deep reach, use a platform or a mirror-assisted layout, or reorganize so the active wells sit at the front edge. **The tip and waste zone.** Tip boxes and tip waste sit within the same shallow arc as the plate. Some labs load an entire row of tips into the multichannel in one press, which is only safe if the pipette seats tips without a hard strike, so test this on your specific pipette model. **The body zone.** Sit fully forward on the chair with feet supported, forearms level, and the plate map mounted at eye level rather than flat on the bench. Looking down at a flat map for an entire plate session is a major neck-load source. A raised monitor or an angled map stand is a cheap fix. For seated vs. standing work, the same neutral-posture rules apply. Standing benches used for plate loading need an anti-fatigue mat and a footrest rail so one leg can rest at a time. ## Ergonomic Pipetting Tips for Long Sessions These tips address the failure points that appear specifically during multi-hour, multi-plate runs. - **Batch by motion, not by row.** Complete all aspirations for one reagent across the plate before switching pipettes or volumes. Each switch forces a posture reset, grip change, and new volume adjustment. - **Use the smallest pipette that comfortably covers the volume.** A pipette operated near the top of its range delivers better relative accuracy than one operated at 10 percent of its maximum, and it usually requires less extreme plunger travel per µL delivered. - **Choose low-retention tips for viscous or proteinaceous liquids.** Retained droplet film changes delivered volume and tempts users to re-aspirate, adding cycles. - **Slow down dispense speed for foamy solutions.** Electronic pipettes let you set a slow dispense profile that prevents bubbles in detergent-containing buffers, removing the need to re-do bubbled wells. - **Watch your face height.** If you find yourself bending your neck to align the pipette with a row of wells, bring the work up on a platform instead of bringing your face down. - **Track your cycle count.** A rough tally of tips consumed per day is a simple, honest measure of exposure. If the count is in the thousands, that is the day to rotate a colleague in or run the plate on an automated dispenser. - **Protect your non-dominant hand too.** The stabilizing hand that holds the plate or tube gets its own static load. Rest it on the bench rather than gripping the plate edge continuously. ## Pipette Calibration and Performance Verification Ergonomics and accuracy are linked, because a pipette that runs stiff or sticks forces harder plunger strokes and a tighter grip. A defined pipette calibration program protects both the operator and the data. Air-displacement pipettes should be verified gravimetrically: dispense repeated volumes of distilled water onto a calibrated analytical balance, convert mass to volume using the temperature-corrected density of water, and compare the mean and the [coefficient of variation](/blog/research-skills/how-to-calculate-coefficient-of-variation) against the manufacturer's tolerances at 10, 50, and 100 percent of nominal volume. Most manufacturers and institutional quality programs call for formal recalibration at least annually, with more frequent verification for pipettes in heavy daily use, and immediate re-check after any drop, any suspected sticking, or any repair. Between formal calibrations, perform quick functional checks. Aspirate colored water and look for a consistent meniscus across channels on a multichannel pipette, since a single channel that wets differently signals a leaking or misaligned nose cone. Clean and inspect nose cones regularly, replace seals and O-rings per the manual, and never autoclave a pipette unless the manufacturer explicitly rates it for autoclaving. A stiff plunger, a wobbling tip cone, or a visible gap between tip and cone is a calibration problem and an ergonomic problem at the same time, because the operator compensates with more force. ## Expected Results and How to Read Them A properly executed ergonomic pipetting session produces three observable outcomes. **Consistent delivered volumes across the session.** Replicates across a plate should show low well-to-well scatter for the assay in question. If your first rows and last rows differ systematically, fatigue-driven technique drift is a candidate cause, alongside evaporation and reagent settling. Miniaturized, automated pipetting workflows were built precisely because [uniform distribution](/blog/data-analysis/uniform-distribution) across wells is hard to sustain by hand, and published miniaturized screening systems achieve tight, reproducible per-well distributions once manual loading is removed [2]. **Reduced physical strain.** Within a few sessions you should notice less thumb and wrist ache at the end of the day. If pain persists despite correct technique, the likely culprits are tip-ejection force, pipette weight, or simply a cycle count that exceeds what manual work should carry, which points toward automation. **Faster plate completion at equal or better quality.** Multichannel loading with a good reservoir and pre-wetted tips cuts a 96-well reagent load from dozens of minutes to a few minutes per reagent. Published cell-based assay protocols run in 384-well format explicitly describe optimized single-plate workflows as time- and resource-efficient compared with earlier multi-step approaches [6], and the same principle applies to any plate format. Interpret your own results the way you would any assay metric. Compare against your own historical plate coefficients of variation, not against another lab's numbers, since acceptable scatter depends entirely on the assay readout. ## Troubleshooting ![Four warning signs from pipetting: thumb or wrist ache, tingling and numbness, neck and shoulder ache, and a stiff plunger.](/article-images/illustrations/ergonomic-pipetting-high-throughput-strain-warning-signs.webp) | Symptom | Likely cause | Fix | |--|--|--| | Thumb or wrist ache by end of session | High tip-ejection force, hard tip seating, bent-wrist plunger strokes | Switch to a lighter-eject pipette, seat tips with one light press, re-check wrist neutrality | | Well-to-well volume variation increases through the plate | Fatigue-driven technique drift, loss of pre-wet discipline, evaporation | Take scheduled micro-breaks, pre-wet every tip, cover unused wells or work briskly | | First channels of a multichannel pipette deliver less than the rest | Misaligned or leaking nose cone on one channel, uneven tip seating | Inspect and clean nose cones, reseat tips, gravimetric check per channel | | Droplets on the outside of the tip | Tip immersed too deep, fast plunger release, dispensing into liquid instead of the wall | Reduce immersion depth, slow the release, dispense against the well wall | | Carryover between wells | Blow-out aerosol, contact with well contents, splash-back | Dispense down the wall, use filtered tips, change tips between reagent groups | | Neck and shoulder ache | Plate map flat on the bench, reaching to the back rows, crowded cabinet | Raise the map, reposition the plate into the reach arc, declutter the cabinet | | Repetitive volume errors at the smallest volumes | Pipette operated below 10 percent of its range | Move to a lower-range pipette sized for the volume | | Pipette plunger feels progressively stiffer over weeks | Contamination or corrosion in the plunger and seals, overdue service | Clean per the manual, replace seals, send for service and recalibration | ## Variations and When to Automate ![Decision path asking about cycle count, liquid hazard and uniformity, ending in manual, multichannel or automated liquid handler.](/article-images/illustrations/ergonomic-pipetting-high-throughput-automation-triage.webp) Ergonomic pipetting has three natural extensions, and knowing when to switch between them is part of good high-throughput design. **Electronic pipettes.** Motor-driven aspiration and dispense reduce thumb force per cycle and enforce consistent dispense speed and timing across a long run. They are the first upgrade to consider when a manual session leaves your hand tired, and they work well for serial dilutions and reagent master-mix builds. **Multichannel and stepping pipettes.** An 8- or 12-channel pipette is the highest-value ergonomic tool on the bench because it divides the cycle count by the channel number. Stepping or repeating dispensers similarly divide cycles when one reagent must go into many wells. **Automated liquid handlers.** When throughput, viscosity, sterility, or hazard exposure outgrows manual capacity, automation is the ergonomic answer, because it removes the human joint from the repetition entirely. Affordable benchtop pipetting robots now put automated liquid dispensing and transfer within reach of individual research groups, including for post-reaction work-up steps such as selectively sampling biphasic mixtures [7]. High-throughput strategies built around automated robots dispensing directly into 96-well plates, with on-plate characterization downstream, are established across materials and formulation screening [8]. Automated pipetting platforms also underpin miniaturized screening systems, where cell suspensions are processed to fit the robot and distributed uniformly across 24-well plates with a 100-fold volume downscaling relative to flask-scale culture [2]. In [cell biology](/blog/careers/cell-biology), high-throughput bioprinting workflows have been demonstrated in a 96-well format for downstream drug screening [9], and microfluidic-enabled high-throughput qPCR platforms replace laborious manual setups for multi-assay workflows [10]. The consistent lesson across these platforms is that automation shifts the human role from performing hundreds of cycles to designing, loading, and verifying them. The practical decision rule: keep manual pipetting for short, varied, judgment-heavy tasks, use multichannel and electronic pipettes for full-plate repetition, and move to a robot when a single person would otherwise perform thousands of cycles per day, when the liquid is hazardous, or when well-to-well uniformity demands machine consistency. ## Storage and Stability Equipment storage affects both calibration stability and the next session's ergonomics. Store pipettes upright on stands or carousels rather than lying on the bench, because an upright pipette keeps residual liquid out of the internal assembly and protects plunger travel. Never store a pipette with a tip attached or, worse, with liquid inside the tip, since column pressure can drive liquid into the barrel and corrode the piston. Clean nose cones and external surfaces on a routine schedule with the manufacturer-approved disinfectant, and decontaminate immediately after any work with infectious material or biohazardous samples, consistent with the [biosafety level](/knowledge/diagnostics/emerging-tech/biosafety-levels-1-4-a-comparative-framework-for-diagnostic-laboratory-design) your facility operates under [3]. Tips and plates are stable at room temperature in sealed packaging kept dry and away from UV sources that degrade plastics over long periods. Reservoirs should be discarded or re-autoclaved after each session. Calibration records belong in the lab's quality file with the balance logs, so that any drift in assay performance can be traced back to a documented pipette history. ## Safety Note Pipetting brings the operator's airways and hands close to the liquid phase. Work with infectious agents only at the biosafety level and with the containment practices the agent requires, as demonstrated in published cell-based screening protocols conducted at biosafety level 2 [3]. Wear the gloves, lab coat, and eye protection your institution's chemical hygiene plan specifies for the reagents in use, and handle volatile or toxic solvents in a fume hood rather than an open bench. Used tips contaminated with biological or chemical hazards go into the designated waste stream, never into open trays that can splash. Finally, treat the ergonomics themselves as a safety issue. Musculoskeletal injury from pipetting is a genuine occupational hazard, and reporting early symptoms to occupational health is part of safe lab practice. ## Common Mistakes and Limitations Ergonomic pipetting for high-throughput labs fails in predictable ways. Each of the following is a real mistake that working researchers make routinely. - **Buying ergonomics but keeping the old technique.** An electronic or low-force pipette used with a bent wrist and hard tip strikes still overloads the thumb. Tool upgrades only work when paired with posture changes. - **Treating breaks as optional.** Skipping micro-breaks to finish a plate converts a manageable load into an injury exposure and, simultaneously, into technique drift that degrades data. - **Ignoring the non-pipetting hand.** The stabilizing hand holding tubes and plates develops its own strain, and switching which hand pipettes does not help if the other hand now grips plates for hours. - **Pipetting outside the pipette's accurate range.** Delivering 5 µL from a 1000 µL pipette is both an accuracy error and an ergonomic one, because fine control at the bottom of a large range demands excessive plunger precision from the thumb. - **Skipping gravimetric verification between annual calibrations.** A dropped or sticky pipette can be out of tolerance for months while the data quietly shifts. Verification checks are cheap, formal recalibration is not. - **Automating before optimizing the manual workflow.** A robot will faithfully reproduce a bad plate layout and a bad reagent plan. Published high-throughput successes pair automation with deliberate protocol optimization, not substitution for it [8], [5]. - **Assuming automation eliminates all human exposure.** Someone still loads tips, fills reservoirs, plates cells, and unloads stacks. Robotic workflows shift rather than remove the manual component, so ergonomics remains relevant. The principal limitation of any ergonomic program is that it depends on sustained behavior change in an environment that rewards speed. Labs that succeed build the habits into standard operating procedures and onboarding rather than relying on individual memory. And, as with any health matter, persistent symptoms need evaluation by a medical professional rather than continued self-management at the bench. ## Frequently Asked Questions ### How long can I pipette safely in one continuous session? Keep continuous manual pipetting to roughly 20 to 30 minute blocks separated by short active breaks, and cap total daily pipetting exposure by rotating tasks or operators. If a single experiment requires thousands of cycles, that is the signal to use a multichannel pipette or an automated liquid handler instead. ### Does an electronic pipette really reduce strain? Yes, because the motor replaces thumb force for both plunger strokes and, on many models, tip ejection. Electronic pipettes also fix dispense speed and timing, which improves consistency over a long session. They are the first upgrade most high-throughput users should make. ### How often should pipettes be calibrated? Schedule formal recalibration at least annually per manufacturer guidance, and verify gravimetrically more often for pipettes in heavy daily use. Always re-check a pipette after a drop, a suspected leak, or any repair, and keep the records with your lab's quality documentation. ### What is the best posture for pipetting at a bench? Wrists straight, elbows near your body and bent close to 90 degrees, shoulders relaxed, and the work surface at or slightly below elbow height. If you cannot maintain that posture, change the bench height, chair, or plate position rather than adapting your body to the bench. ### Are multichannel pipettes better for 96-well plates? For filling or sampling entire rows or columns, yes, because an 8- or 12-channel pipette cuts the number of pipetting cycles by 8- to 12-fold. Use single-channel pipettes for scattered wells, small volumes below the multichannel's accurate range, or irregular transfer patterns. ### When should a lab switch from manual pipetting to an automated liquid handler? When daily cycle counts reach the thousands, when liquids are hazardous or highly viscous, when sterility or well-to-well uniformity demands machine consistency, or when skilled staff time is the bottleneck. Affordable benchtop robots now make this transition practical for individual labs. ### Can poor pipetting technique actually affect my data? Yes. Fatigue changes plunger speed, tip immersion depth, and pre-wetting discipline, and those changes appear as increasing well-to-well variation across a plate. Manual high-throughput workflows are documented as labor-intensive and variable, which is a core reason automated platforms were developed. ### What is the correct way to pre-wet a pipette tip? Aspirate the full set volume and dispense it back into the source once or twice before the real transfer. This humidifies the air cushion and stabilizes delivered volume, which matters most for aqueous solutions, small volumes, and long sessions where the air cushion would otherwise dry out progressively. ## Sources 1. [Machine Learning-Enhanced Optimization for High-Throughput Precision in Cellular Droplet Bioprinting](https://pubmed.ncbi.nlm.nih.gov/40287843/) 2. [An innovative automated active compound screening system allows high-throughput optimization of somatic embryogenesis in Coffea arabica](https://pubmed.ncbi.nlm.nih.gov/31965007/) 3. [Cell-Based High-Throughput Screening Protocol for Discovering Antiviral Inhibitors Against SARS-COV-2 Main Protease (3CLpro)](https://pubmed.ncbi.nlm.nih.gov/33464543/) 4. [Fast in vitro protocol for the visualization and quantitative high-throughput analysis of sprouting angiogenesis by confocal microscopy](https://pubmed.ncbi.nlm.nih.gov/34557696/) 5. [Reaction screening in multiwell plates: high-throughput optimization of a Buchwald-Hartwig amination](https://pubmed.ncbi.nlm.nih.gov/33432233/) 6. [Assessing Gαq/15-signaling with IP-One: Single Plate Transfection and Assay Protocol for Cell-Based High-Throughput Assay.](https://pubmed.ncbi.nlm.nih.gov/33659379/) 7. [Streamlined Work-Up for High-Throughput Experimentation Using Automated Filtration](https://doi.org/10.1002/cmtd.202500134) 8. [High-throughput synthesis, analysis, and optimization of injectable hydrogels for protein delivery.](https://pubmed.ncbi.nlm.nih.gov/31686502/) 9. [High Throughput Bioprinting Using Decellularized Adipose Tissue-Based Hydrogels for 3D Breast Cancer Modeling.](https://pubmed.ncbi.nlm.nih.gov/38685795/) 10. [Development and validation of a DNA-based multi-species biomonitoring toolkit using a high-throughput qPCR platform: A case study of Irish shellfish species.](https://pubmed.ncbi.nlm.nih.gov/38429942/)