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7 Metrics to Track in Cultivated Meat Bioreactors

By David Bell  •   17 minute read

7 Metrics to Track in Cultivated Meat Bioreactors

Cultivated meat relies on precise bioreactor systems to grow animal cells under controlled conditions. Seven key metrics ensure optimal cell growth, consistent quality, and scalability. These include:

  • Temperature: Must remain stable (around 37°C) to support cell metabolism and reduce stress.
  • Dissolved Oxygen: Maintained between 20–40% air saturation to support respiration and prevent lactate build-up.
  • pH Levels: Kept within a specific range to prevent damage to cells and ensure nutrient absorption.
  • Glucose: Monitored to provide energy for cell growth while avoiding osmotic stress.
  • Carbon Dioxide (CO₂): Controlled to prevent pH drops and oxygen transport issues.
  • Biomass Density: Managed to avoid overcrowding and ensure proper cell development.
  • Metabolites (e.g., lactate, ammonia): Tracked to prevent toxic build-up and maintain cell health.

Real-time monitoring technologies like sensors, spectroscopy, and automated systems are critical for managing these metrics, ensuring efficient production and high-quality results. As cultivated meat scales to commercial levels, precise control over these factors is essential to meet consumer expectations and production goals.

1. Temperature Control

Impact on Cell Growth and Health

Keeping a steady temperature is essential for cell growth in cultivated meat production. Most animal cells thrive at around 37°C, as this supports their metabolic processes. Any significant temperature changes can slow down cell growth and interfere with differentiation, ultimately affecting the quality of the cultivated meat [1].

Real-time Monitoring Capabilities

Modern bioreactors tackle this issue by constantly tracking the temperature to ensure it stays within the ideal range. These systems use automatic controls to adjust heating or cooling as needed, helping to minimise cellular stress.

Relevance to Cultivated Meat Production

Proper temperature control isn’t just about quality; it also plays a big role in managing production costs and reducing CO2 emissions [1]. As production scales up, precise temperature management becomes even more critical to ensure consistent cell growth and reliable meat quality.

2. Dissolved Oxygen Levels

Impact on Cell Growth and Health

Right after temperature, oxygen management takes centre stage in cultivated meat production. Dissolved oxygen plays a critical role in cellular respiration, as animal cells rely on it to generate energy through aerobic metabolism. When oxygen levels dip too low, cells shift to anaerobic metabolism, which can lead to lactate build-up - a byproduct that can disrupt cell cultures and affect their health.

Striking the right balance is essential. Too little oxygen slows metabolic activity, while too much can lead to oxidative stress, damaging the cells. Typically, animal cells used in cultivated meat thrive when dissolved oxygen levels are kept between 20–40% of air saturation. However, this range can vary depending on the cell type and growth stage.

Real-time Monitoring Capabilities

Modern bioreactors are equipped with advanced optical sensors that allow for continuous monitoring of dissolved oxygen without consuming it. These sensors use fluorescence-based technology, which detects subtle changes in specialised dyes, delivering more precise readings compared to traditional electrochemical probes.

These systems can detect oxygen fluctuations in seconds, enabling immediate adjustments to aeration or agitation. This quick response is crucial, especially as oxygen levels can shift rapidly with increasing cell density.

Technological Methods for Measurement

Several tools are used to measure dissolved oxygen in bioreactors. Polarographic electrodes, though reliable, require frequent calibration and consume oxygen during use. On the other hand, luminescent dissolved oxygen sensors are gaining popularity in advanced facilities. These sensors are not only more accurate but also offer a longer lifespan and require less maintenance.

Relevance to Cultivated Meat Production

Effective oxygen management is vital for both efficiency and product quality in cultivated meat production. Low oxygen levels can slow cell growth and protein production, extending production times and increasing costs. Conversely, maintaining optimal oxygen levels supports efficient cell differentiation, which is essential for achieving the desired texture and nutritional profile of cultivated meat.

As production scales up from the lab to commercial facilities, managing dissolved oxygen uniformly becomes more complex. Large-scale bioreactors require sophisticated oxygen transfer systems and advanced monitoring to ensure consistent oxygen distribution. This makes real-time tracking a critical component in scaling cultivated meat production successfully.

3. pH Balance

Impact on Cell Growth and Health

pH levels play a critical role in the growth and health of animal cells. In Cultivated Meat production, most animal cells thrive within a specific pH range that closely resembles their natural environment in living tissue. Deviations from this range can disrupt cellular processes and hinder growth.

When the pH becomes too acidic, it can damage cell membranes and interfere with protein synthesis. On the other hand, excessive alkalinity can impair enzyme activity and reduce nutrient absorption. As cells grow and metabolise nutrients, they generate acidic byproducts that gradually lower the pH. If these changes aren’t addressed promptly, they can slow growth rates and potentially affect the quality of the cultivated meat.

To manage these risks, bioreactor systems are equipped to monitor and adjust pH levels continuously.

Real-time Monitoring Capabilities

Modern bioreactors use glass electrode sensors to provide continuous, real-time pH readings. These sensors work by measuring the electrical potential difference between the culture medium and a reference solution, delivering precise pH values.

Real-time monitoring is especially important because pH levels can shift rapidly during periods of high cellular activity. Advanced systems are designed to detect even minor changes and make automatic adjustments to maintain optimal conditions. For example, they can dispense buffer solutions or regulate gas flow rates as needed. This is particularly valuable during long production runs or when managing multiple bioreactors simultaneously.

Technological Methods for Measurement

Different technologies are used to measure pH in Cultivated Meat production, depending on operational requirements. Traditional glass electrodes are a dependable choice but need regular calibration with standard buffer solutions and occasional replacement due to electrode drift.

More advanced options include ISFET sensors and optical pH sensors. These newer technologies offer faster response times, greater durability, and less frequent maintenance. Optical pH sensors, which use fluorescent dyes, provide a non-invasive way to measure pH and are unaffected by electrical interference, making them a practical alternative for many setups.

Relevance to Cultivated Meat Production

Maintaining precise pH levels is just as crucial as controlling temperature and oxygen in Cultivated Meat production. Proper pH management ensures healthy cell growth and efficient conversion of nutrients into biomass, which directly impacts the texture and nutritional profile of the final product.

As production scales up from laboratory experiments to large commercial bioreactors, maintaining uniform pH conditions becomes more challenging. Larger systems can develop gradients, with slight variations in conditions across different parts of the vessel. To address this, advanced mixing techniques and multiple sensors placed throughout the bioreactor are used to monitor and adjust pH variations effectively. This ensures consistent cell health and supports efficient production processes.

4. Glucose Concentration

Impact on Cell Growth and Health

Glucose plays a central role as the primary energy source for cells in Cultivated Meat production, making its concentration a crucial factor for cell growth. Animal cells depend on glucose to drive essential metabolic processes like protein synthesis, cell division, and tissue formation.

If glucose levels drop too low, cells may face energy shortages, leading to halted growth and the breakdown of proteins and lipids for energy. On the other hand, an excess of glucose can cause osmotic stress, disrupting the cell's ability to maintain water balance and potentially damaging the cells.

As cell density increases, the demand for glucose rises significantly, requiring careful monitoring and timely adjustments. Poor glucose management can not only reduce production yields but also affect the texture and flavour of the cultivated meat.

Real-Time Monitoring Capabilities

Modern bioreactor systems are equipped with enzymatic biosensors to continuously track glucose levels. These sensors use glucose oxidase enzymes, which react with glucose to generate an electrical signal that reflects the glucose concentration.

Real-time monitoring is particularly critical during phases of rapid cell growth when glucose consumption spikes. Advanced systems can detect even minor fluctuations, allowing for quick interventions to keep cells healthy. Many commercial bioreactors now integrate automated feeding systems that respond directly to sensor data, delivering fresh culture medium as soon as glucose levels drop below the required threshold.

Technological Methods for Measurement

Several methods are employed to measure glucose levels in Cultivated Meat bioreactors. Electrochemical sensors are among the most commonly used due to their reliability, though they require regular calibration to maintain accuracy.

Optical glucose sensors, which use fluorescence-based detection, provide a non-invasive alternative and are less prone to interference from electrical noise. For smaller-scale operations, offline sampling paired with glucose analysers offers highly accurate readings, though this method involves manual effort and a slight delay. Many setups combine continuous monitoring with periodic offline measurements to ensure both accuracy and consistency.

These technologies work together to maintain optimal glucose levels, which are essential for efficient cell growth and overall production success.

Relevance to Cultivated Meat Production

Effective glucose management is vital for ensuring both the efficiency and quality of Cultivated Meat production. Balanced glucose levels promote uniform cell growth, leading to consistent product quality. In large-scale bioreactors, where uneven nutrient distribution can become an issue, deploying multiple sensors ensures nutrients are evenly spread.

Additionally, optimising glucose use can reduce waste in the culture medium, making the production process more efficient and environmentally friendly. This balance between precision and sustainability is key to advancing the production of high-quality Cultivated Meat.

5. Carbon Dioxide Accumulation

Impact on Cell Growth and Health

As cells respire, they produce carbon dioxide (CO₂), which, if allowed to build up, can significantly harm their growth and survival.

After addressing temperature, oxygen, and pH, CO₂ management becomes just as important. High CO₂ levels can reduce the pH of the medium and interfere with oxygen transport, both of which are detrimental to cell health and growth.

Real-time Monitoring Capabilities

Modern bioreactors are equipped with non-dispersive infrared (NDIR) sensors that continuously monitor CO₂ by detecting infrared absorption. These sensors work alongside advanced controllers to adjust gas sparging or circulation within minutes, ensuring CO₂ levels stay within the desired range.

Dissolved CO₂ probes add another layer of precision. These probes measure gas concentrations directly in the liquid medium, generating electrical signals that correspond to CO₂ levels. This data allows for real-time adjustments, creating an environment that supports optimal cell culture conditions.

Technological Methods for Measurement

For monitoring CO₂ in the bioreactor headspace, NDIR sensors are the go-to choice due to their accuracy. For dissolved CO₂, membrane-covered electrodes provide quick, localised readings. While gas chromatography is highly precise, its complexity makes it unsuitable for continuous monitoring in production settings.

Relevance to Cultivated Meat Production

Maintaining proper CO₂ levels is essential for efficient cell growth and achieving the texture and structure required for cultivated meat.

Techniques like gas sparging - bubbling air or nitrogen through the culture medium to remove excess CO₂ - and pH buffering, which neutralises the acidifying effects of dissolved CO₂, are critical for keeping the culture environment stable.

In large-scale production, multi-point monitoring with strategically placed sensors ensures uniform CO₂ levels throughout the bioreactor. This approach prevents localised CO₂ build-up, which could negatively impact production efficiency.

Accurate CO₂ control is not just a technical requirement but a cornerstone for scalable and high-quality cultivated meat production.

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6. Biomass Density

Impact on Cell Growth and Health

Biomass density refers to the mass of cells per litre in the culture medium. When this density gets too high, cells compete more fiercely for nutrients, and waste builds up, which can harm cell health. On the other hand, keeping the density at an optimal level ensures that cells grow and develop properly.

This balance becomes especially important during the shift from the proliferation phase - when cells are rapidly dividing - to differentiation, where they mature into muscle tissue. Managing this metric allows for real-time adjustments, which are essential for scaling up cultivated meat production successfully.

Real-time Monitoring Capabilities

Maintaining cell health relies on precise, real-time biomass monitoring. Bioreactors are equipped with tools like optical density sensors, which measure how light scatters through the culture medium. More advanced technologies, such as capacitance probes and acoustic sensors, provide further accuracy by distinguishing between living and dead cells and detecting subtle changes in the medium.

Capacitance probes work by measuring the electrical properties of the medium, which shift as the mass of living cells increases. This method’s strength lies in its ability to separate live cells from dead ones, giving a clearer picture of biomass levels.

Acoustic sensors, on the other hand, track how sound waves travel through the culture medium. When biomass density rises, it alters the way sound propagates, allowing these sensors to deliver precise measurements even in opaque or thickened conditions.

Technological Methods for Measurement

Traditional methods like dry weight measurement, cell counting with haemocytometers, and flow cytometry are still widely used to measure biomass. However, these techniques only provide periodic snapshots, unlike the continuous monitoring offered by modern sensors.

Flow cytometry stands out for its detailed analysis. It uses laser beams to measure individual cell properties, distinguishing between various cell types and their viability. This method not only quantifies biomass but also provides insights into its quality.

Relevance to Cultivated Meat Production

Biomass density control plays a key role in achieving the right texture for cultivated meat. Producers aim to harvest cells when the density reaches about 80–90% of the maximum sustainable level. This approach ensures a balance between maintaining cell viability and achieving structural consistency.

Large-scale bioreactors often use multi-zone monitoring to distribute nutrients effectively and maximise production efficiency. The timing of harvest is heavily influenced by biomass density readings, which help avoid overcrowding while ensuring maximum yield.

The economic impact is significant - managing biomass density effectively can reduce production costs per kilogram of cultivated meat. Higher sustainable densities mean each bioreactor cycle produces more, bringing cultivated meat closer to competing with traditional meat in terms of cost.

7. Metabolite Levels (Lactate and Others)

Impact on Cell Growth and Health

Metabolites are the byproducts of cell metabolism, and in cultivated meat production, keeping an eye on them is essential. Among these, lactate, ammonia, carbon dioxide, and various organic acids are particularly important. If these compounds build up too much, they can create a toxic environment that hampers cell growth and survival.

Lactate, for instance, is produced when cells break down glucose for energy. High levels of lactate point to cell stress, which can slow growth and affect the quality of the cultivated meat. Similarly, ammonia is generated as cells metabolise amino acids from the culture medium. When ammonia levels rise too high, it can disrupt the balance within cells, alter pH levels, and interfere with protein synthesis. Together, excessive lactate and ammonia create a tough environment for cells, making it harder to maintain healthy cultures. This is why constant, real-time monitoring of these metabolites is so important.

Real-time Monitoring Capabilities

Real-time monitoring of metabolites is critical for keeping cell cultures healthy. Bioreactors are equipped with advanced sensors to track metabolite levels continuously. One example is enzymatic biosensors, which use specific enzymes to react with target metabolites like lactate, generating measurable electrical signals. These sensors provide instant updates on metabolite concentrations, ensuring that conditions remain optimal.

Another method is near-infrared spectroscopy, which analyses how light interacts with the culture medium. By studying these interactions, it’s possible to track multiple metabolites at once, all while minimising the risk of contamination.

Mass spectrometry, while often used for periodic rather than continuous monitoring, offers a deep dive into metabolite profiles. It identifies and quantifies a wide range of compounds, providing valuable insights into the overall metabolic state of the culture.

Technological Methods for Measurement

High-performance liquid chromatography (HPLC) is a precise tool for separating and quantifying metabolites. This method is widely used to measure substances like lactate, glucose, amino acids, and organic acids, offering reliable and routine results.

Automated analysers add speed and convenience to the process, delivering quick measurements of key metabolites with minimal sample volumes. This makes them ideal for frequent checks without disrupting the culture.

Raman spectroscopy offers a non-invasive alternative by analysing molecular vibrations in the culture medium. It can detect multiple metabolites at once, even through the walls of the bioreactor. However, this method requires careful calibration to handle the complexity of the culture environment effectively.

Relevance to Cultivated Meat Production

Managing metabolite levels effectively is essential to making cultivated meat production both efficient and cost-effective. Accurate monitoring helps producers decide when and how much to replenish the culture medium, keeping cells healthy and ensuring consistent product quality.

Metabolite data also helps determine the best time to harvest. By tracking how metabolites accumulate, producers can strike the right balance between cell health and yield, avoiding the pitfalls of harvesting too early or letting harmful byproducts build up.

In advanced facilities, metabolite monitoring even informs feeding strategies. By delivering fresh nutrients at just the right time, producers can encourage healthier cell growth and maximise the final yield of cultivated meat.

Monitoring Technology Comparison

Selecting the right monitoring technology is a crucial decision for any cultivated meat production facility. Metrics such as temperature and glucose levels depend heavily on the sensors used, which directly impact process reliability, operational costs, and product quality. This comparison builds on earlier sensor details, weighing the benefits and limitations of various approaches.

In-line sensors are the go-to choice for real-time monitoring. Positioned directly within the bioreactor, they continuously provide data without needing to remove samples. Tools like temperature probes, dissolved oxygen sensors, and pH electrodes work around the clock, allowing for immediate adjustments when needed. While these sensors require a higher upfront investment and regular calibration, they minimise contamination risks and enable rapid responses to changes.

Off-line sensors, on the other hand, involve manual sampling at set intervals. Technicians extract small amounts of the culture medium for analysis using techniques like HPLC or enzymatic assays. Although this method has a lower initial cost, it introduces delays between sampling and receiving results. This lag can lead to missed critical changes in cell culture conditions, and the sampling process itself carries a risk of contamination that could jeopardise entire batches.

Advancements in optical and enzymatic technologies are also transforming real-time monitoring capabilities. Here’s a closer look at how these options compare:

Technology Type Response Time Contamination Risk Initial Cost Best Use Case
In-line sensors Real-time Very low High Critical parameters (pH, temperature, dissolved oxygen)
Off-line analysis 30 minutes - 2 hours Moderate Low Complex metabolite profiling
Raman spectroscopy Real-time None Very high Multi-parameter monitoring
Enzymatic biosensors Real-time Low Moderate Specific metabolites (glucose, lactate)

Raman spectroscopy offers a cutting-edge solution by analysing molecular vibrations through bioreactor walls. This eliminates contamination risks while tracking multiple parameters, such as glucose, lactate, and amino acids, in real time. Its high cost and the need for specialised training make it a better fit for large-scale operations.

Enzymatic biosensors, meanwhile, remain a reliable and cost-effective option. These sensors use specific enzymes to detect target molecules like glucose or lactate, producing electrical signals that correspond to concentration levels. They are often used alongside spectroscopic methods for targeted monitoring.

The choice of technology often hinges on the scale of production and available budget. Smaller research labs might lean towards off-line analysis with selective in-line monitoring for key parameters. In contrast, larger commercial facilities are increasingly adopting comprehensive real-time systems that integrate multiple sensor types for full bioprocess control.

Automated sampling systems offer a middle ground between in-line and off-line methods. These systems periodically extract samples, analyse them using miniaturised sensors, and deliver results within minutes. This reduces the risk of contamination while providing detailed data profiles.

Looking ahead, the industry is moving towards integrated platforms that combine optical spectroscopy with traditional sensors. These systems not only provide redundancy for critical measurements but also allow for the simultaneous tracking of dozens of parameters. As cultivated meat production scales up, such robust monitoring systems will be key to ensuring consistent product quality across multiple bioreactors.

Conclusion

These seven metrics form the backbone of successful Cultivated Meat production. Keeping a close eye on these factors is critical for advanced bioreactor systems to reliably produce high-quality results.

Real-time monitoring plays a key role in scaling Cultivated Meat from experimental stages to full commercial production. As facilities grow to industrial levels, even minor deviations can risk entire batches, making precise control absolutely essential.

Integrating real-time sensors not only boosts efficiency and lowers costs but also ensures the consistent taste and texture consumers expect from meat products.

But it’s not just about process control; these advancements also influence consumer confidence. Platforms like Cultivated Meat Shop help bridge the gap between the complex science of bioprocessing and public understanding. By explaining how strict monitoring and quality control ensure safety and consistency, such resources help foster the trust needed for widespread acceptance.

The future of meat production depends on precise biotechnology and informed consumer trust. From temperature regulation to metabolite management, every metric supports the shift from research labs to everyday use. As monitoring systems become more advanced and affordable, Cultivated Meat is poised to move from a novel concept to a staple on British dinner tables, offering real meat with a smaller environmental footprint.

For those curious about this emerging food category, understanding the science behind Cultivated Meat production can deepen appreciation for the rigorous standards that will shape this industry. This knowledge will help make Cultivated Meat a reliable and trusted alternative to traditional meat products.

FAQs

How do real-time monitoring systems improve cultivated meat production?

Real-time monitoring systems are essential for fine-tuning the production of cultivated meat, as they allow precise control over critical factors like glucose and lactate levels. These elements are key to supporting healthy cell growth and metabolism, which in turn influence the efficiency and quality of the final product.

By constantly tracking conditions within bioreactors in a non-invasive way, these systems can quickly identify any irregularities. This ensures consistency, safety, and cost-effective operation. Such control is especially important for scaling up production, paving the way for cultivated meat to become a viable and sustainable alternative to traditional meat.

What are the main challenges in scaling cultivated meat production, and how can they be overcome?

Scaling up cultivated meat production to a commercial scale comes with its fair share of obstacles. Among the most pressing are the high costs associated with growth media, specialised equipment, and bioreactors. On top of that, there are technical challenges like optimising cell lines, improving media formulations, and maintaining consistency across production processes.

Addressing these issues requires the development of cost-effective bioprocessing technologies, better growth conditions, and bioreactors tailored for large-scale cell cultivation. Progress in these areas could make production more efficient and affordable, bringing cultivated meat closer to consumers' plates.

Why is maintaining precise pH levels essential for cell growth in cultivated meat bioreactors?

Maintaining accurate pH levels in cultivated meat bioreactors is crucial for creating the perfect conditions for cell growth. A well-balanced pH ensures efficient nutrient absorption, keeps enzyme activity steady, and fine-tunes metabolic processes - key ingredients for healthy cell development.

Beyond supporting growth, precise pH control plays a vital role in preventing spoilage and maintaining consistent quality. This careful regulation is essential for producing cultivated meat that is not only safe but also meets the high standards expected for health and sustainability.

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Author David Bell

About the Author

David Bell is the founder of Cultigen Group (parent of Cultivated Meat Shop) and contributing author on all the latest news. With over 25 years in business, founding & exiting several technology startups, he started Cultigen Group in anticipation of the coming regulatory approvals needed for this industry to blossom.

David has been a vegan since 2012 and so finds the space fascinating and fitting to be involved in... "It's exciting to envisage a future in which anyone can eat meat, whilst maintaining the morals around animal cruelty which first shifted my focus all those years ago"