Sensor measurement compensation in bioprocessing systems

The pH system compensates for pressure and conductivity variations in bioprocessing systems by applying a conductivity-dependent compensation coefficient, enhancing accuracy and reliability of pH readings.

JP7811274B2Active Publication Date: 2026-02-04MERCK PATENT GMBH
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Patent Information

Application Number
JP2024541993
Authority / Receiving Office
JP · JP
Patent Type
Patents
Current Assignee / Owner
Priority Date
2022-02-11
Filing Date
2023-02-08
Publication Date
2026-02-04
Estimated Expiration
2043-02-08

AI Technical Summary

Technical Problem

Existing bioprocessing systems face inaccuracies in pH sensor readings due to variations in pressure and conductivity, which can compromise process effectiveness and product quality.

Method used

A pH system that compensates for changes in pressure and conductivity using a controller that applies a compensation coefficient based on the difference in pressure and conductivity, calculated as a power function of conductivity, to adjust pH readings.

Benefits of technology

The system provides accurate pH readings, ensuring process control and product quality by minimizing inaccuracies caused by pressure and conductivity variations.

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Abstract

A pH system is disclosed that is capable of compensating for changes in pressure and conductivity. The system includes a pH sensor, a pressure sensor, and an optional conductivity sensor, each of which transmits its output to a controller. The controller multiplies a compensation factor by the difference between the measured pressure and a threshold pressure. This result is then added to the measured pH value. Furthermore, the compensation factor is dependent on the conductivity of the solution. In some examples, the compensation factor is calculated by raising the conductivity to a power and multiplying the result by a constant. The pH system may be incorporated into various bioprocessing systems, such as a multi-column chromatography system and a virus inactivation system.
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Description

[Technical Field]

[0001] Embodiments of the present disclosure relate to systems and methods for compensating measurements received from sensors based on other environmental conditions. [Background technology]

[0002] In many applications, such as bioprocessing applications, it is important to carefully and accurately monitor and control parameters associated with the environment, such as pH, pressure, temperature, conductivity, etc. These parameters can determine the effectiveness of a particular process and can be critical to the desired outcome.

[0003] For example, in virus inactivation applications, pH must be tightly controlled to ensure virus inactivation without compromising product quality, and this is also true for a variety of other processes.

[0004] Additionally, in some bioprocessing applications, various operating parameters at various points in the system are displayed for the user, and the accuracy of these displayed parameters is paramount to instill confidence in the user. Summary of the Invention [Problem to be solved by the invention]

[0005] Therefore, it would be beneficial to have a system that produces accurate pH sensor readings that are adjusted based on pressure and conductivity. Furthermore, it would be advantageous if these adjusted or compensated values ​​could be utilized in bioprocessing applications. [Means for solving the problem]

[0006] A pH system capable of compensating for changes in pressure and conductivity is disclosed. The system includes a pH sensor, a pressure sensor, and an optional conductivity sensor, each of whose outputs is transmitted to a controller. The controller multiplies a compensation coefficient by the difference in pressure between the measured pressure and a threshold pressure. This result is then added to the measured pH value. Furthermore, the compensation coefficient is proportional to the conductivity of the solution. Dependent In some instances, the compensation factor is calculated by raising the conductivity to a power and multiplying the result by a constant. This pH system may be incorporated into various bioprocessing systems, such as multi-column chromatography systems and viral inactivation systems.

[0007] For a better understanding of the present disclosure, reference is made to the accompanying drawings, which are incorporated herein by reference. [Brief explanation of the drawings]

[0008] [Figure 1] 1 is a representative graph showing the effect of pressure on pH sensor measurements for various selected solution conductivities. [Figure 2] 1 is a representative graph showing the effect of conductivity on pressure compensation coefficient. [Figure 3] 1A-1D illustrate different configurations of multi-column chromatography systems. [Figure 4] 1A-1D illustrate different configurations of multi-column chromatography systems. [Figure 5] 1A-1D illustrate different configurations of multi-column chromatography systems. [Figure 6] FIG. 1 shows a viral inactivation system. [Figure 7] FIG. 1 illustrates a system having multiple sensors and a controller. DETAILED DESCRIPTION OF THE INVENTION

[0009] Embodiments of the present disclosure describe systems and methods for compensating for inaccuracies in sensor measurements due to environmental conditions.

[0010] In many applications, such as bioprocessing applications, it is important to carefully and accurately monitor and control parameters associated with the environment, such as pH, pressure, temperature, conductivity, and the like.

[0011] It is known that temperature can affect the accuracy of pH sensors, and in fact many pH sensors are designed with an integrated temperature sensor to allow compensation for temperature changes.

[0012] However, it has been unexpectedly discovered that pH sensors are also sensitive to other parameters.

[0013] 1 shows a graph showing pH readings for a sensor in a fluid with a known pH while pressure and conductivity are varied. Line 100 shows the change in pressure for a solution of known pH with a conductivity of 0.579 mS / cm. Depends 1 shows pH measurements. As shown, pH increases linearly with increasing pressure with a first slope. Line 101 shows the change in pH with pressure for a solution of known pH with a conductivity of 5.51 mS / cm. Depends 1 shows pH measurements. As shown, the pH increases linearly with increasing pressure with a second slope that is less than the first slope. Line 102 shows the change in pressure with respect to a solution of known pH with a conductivity of 7.84 mS / cm. Depends 10 shows pH measurements. As shown, the pH increases linearly with increasing pressure with a third slope that is less than the second slope. Finally, line 103 shows the pH vs. pressure for a solution of known pH with a conductivity of 10.2 mS / cm. Depends 1 shows pH measurements. As shown, the pH increases linearly with increasing pressure with a fourth slope that is smaller than the others.

[0014] Note that for each line, the slope is approximately linear. In other words, pH varies with pressure for all pressures above the threshold pressure. Dependent The slope of each line is related to the conductivity of the solution. In other words, P measured >P threshold Whenever pH actual = pH measured +compensation_coefficient(σ)×(P measured -P threshold ) where: P measured is the environmental pressure, P threshold is the threshold pressure, which may be 10 psi, Compensation_coefficient(σ) is the pressure Depends is the slope of the line, and the slope depends on the conductivity (σ) Depends are.

[0015] Below this pressure no compensation is necessary.

[0016] Using Figure 1, the slope at each of the four conductivity values ​​can be determined. Figure 2 shows the relationship between these slope values ​​and conductivity, which is represented as line 200.

[0017] As shown, there is a power law relationship between conductivity and the slope of the pressure line. In one embodiment, this relationship is: compensation_coefficient(σ)=0.0298σ -0.901 It can be approximated as follows.

[0018] In other words, the higher the conductivity of the solution, the less the pH measurement will be affected by pressure. Therefore, in certain embodiments, the compensation factor may be calculated by raising the conductivity value to a power and multiplying the result by a constant. In some embodiments, the power may be a negative number.

[0019] Combining these results: pH actual (P measured ,σ)=pH measured +0.0298σ -0.901 ×(P measured -P threshold ) This results in:

[0020] It should be noted that the above relationship is one particular embodiment. Rather, the general form of this equation is: pH actual (P measured ,σ)=pH measured +compensation_coefficient(σ)×(P measured -P threshold ) It is expressed as follows.

[0021] This compensation is important because the pressure range within bioprocessing equipment typically ranges from 0 to 4 bar (58 psi), and the conductivity of solutions, which may be buffers or biomaterial solutions, can be between 500 μS / cm and tens of mS / cm. This wide variation in operating conditions can lead to pH readings that may be inaccurate.

[0022] The actual pH of a solution actually depends on the pressure and conductivity. Dependent Having determined that various bioprocesses operate in a similar manner, this knowledge can be used to improve the operation of various bioprocesses.

[0023] 3-5 show a multi-column chromatography system having three columns: a first column 300, a second column 301, and a third column 302. A controller 390 is used with the system and is in communication with the valves, pressure sensors, pH sensors, and conductivity sensors.

[0024] Product fluid conduit 310 is used to deliver product material to one or more of the columns. For example, product fluid conduit 310 may deliver one or more of the following: buffer, product, and other materials. Various mixing valves are used to introduce these components into product fluid conduit 310.

[0025] One or more solvents are delivered to one or more of the columns using solvent fluid conduit 311. Various mixing valves are used to introduce one or more of a number of different solvents into solvent fluid conduit 311.

[0026] An inlet mixing valve is associated with each column. The first inlet mixing valve 320 is positioned to enable or disable product and / or solvent flow to the first column 300. The second inlet mixing valve 321 is positioned to enable or disable product and / or solvent flow to the second column 301. The third inlet mixing valve 322 is positioned to enable or disable product and / or solvent flow to the third column 302.

[0027] An input series mixing valve is associated with each column. The first input series mixing valve 330 is positioned to enable or disable the flow of material from the output of the second column 301 to the first column 300. The second input series mixing valve 331 is positioned to enable or disable the flow of material from the output of the third column 302 to the second column 301. The third input series mixing valve 332 is positioned to enable or disable the flow of material from the output of the first column 300 to the third column 302.

[0028] Additionally, an output series mixing valve is associated with each column. The first output series mixing valve 340 is positioned to enable or disable the flow of material from the output of the first column 300 to the third column 302. The second output series mixing valve 341 is positioned to enable or disable the flow of material from the output of the second column 301 to the first column 300. The third output series mixing valve 342 is positioned to enable or disable the flow of material from the output of the third column 302 to the second column 302.

[0029] Each output series mixing valve also communicates with a respective outlet valve 350, 351, 352 which, when open, discharges waste material from one or more columns into a storage tank or other system.

[0030] It should be noted that the columns and mixing valves may be configured differently. For example, the output from the third column 302 may be fed to the first column 300; the output from the first column 300 may be fed to the input of the second column 301, and the output of the second column 301 may be fed to the input of the third column 302. Thus, Figures 3 through 5 illustrate one particular embodiment; however, the disclosure is not limited to this embodiment.

[0031] Sensors may be located at various points within this multi-column chromatography system. For example, pH and conductivity sensors may be located at locations 360, 361, and 362. Pressure sensors may be located at locations 370, 371, and 372. In addition, pressure sensors may be located at locations 380 and 381.

[0032] In FIG. 3 , third column 302 and second column 301 are being loaded. To do this, product flows through product fluid line 310 and through third input mixing valve 322, which is open. Note that second input mixing valve 321 is closed at this point. Product flows through third input series mixing valve 332 and into third column 302. Product then flows out the output of third column 302 and is routed by output series mixing valve 342 into second input series mixing valve 331 and the input of second column 301. Product then flows through second column 301 and exits through second output series mixing valve 341 and second outlet valve 351. The remaining valves are closed. Therefore, in this configuration, it may be beneficial to measure pH in third column 302 and second column 301. As mentioned above, pH sensors may be placed at locations 360, 361, and 362. In addition, conductivity sensors may also be placed at these locations.

[0033] The third column 302 and the second column 301 are loaded while the first column 300 is unloaded. This is done by allowing the solvent to pass through the solvent fluid line 311 and into the first input mixing valve 320. The solvent passes through the first column 300 and exits through the first output series mixing valve 340.

[0034] Additionally, during the loading process, the pressure in third column 302 may be approximated using a pressure sensor located at location 380. The conductivity of the material entering third column 302 may be measured using a conductivity sensor located at location 362. The pressure in second column 301 may be approximated at the output of third column 302 using a pressure sensor located at location 372. The conductivity of the material entering second column 302 may be measured using a conductivity sensor located at location 361. Using the conductivity and pressure measurements from these sensors, the readings from the pH sensors located at locations 361 and 362 may be compensated.

[0035] In other embodiments, pressure sensors may be located at locations 360, 361 and 362.

[0036] FIG. 4 illustrates the loading of second column 301 and first column 300. To do this, product flows through product fluid line 310 and through second input mixing valve 321, which is open. Note that first input mixing valve 320 is closed at this point. Product flows through second input series mixing valve 331 and into second column 301. Product then flows out the output of second column 301 and is routed by output series mixing valve 341 into first input series mixing valve 330 and the input of first column 300. Product then flows through first column 300 and exits through first output series mixing valve 340 and first outlet valve 351. The remaining valves are closed. Therefore, in this configuration, it may be beneficial to measure pH in second column 301 and first column 300.

[0037] While the second column 301 and the first column 300 are loaded, the third column 302 is unloaded. This is done by allowing solvent to pass through the solvent fluid conduit 311 and into the third input mix valve 322. The solvent passes through the third column 302 and exits through the third output series mix valve 342.

[0038] As mentioned above, pH sensors may be placed at locations 360, 361, and 362. In addition, conductivity sensors may also be placed at these locations. Furthermore, the pressure in second column 301 may be approximated using a pressure sensor placed at location 380. The pressure in first column 301 may be approximated at the output of second column 301 using a pressure sensor placed at location 371. Using these measurements, the pH readings for second column 301 and first column 300 may be compensated.

[0039] FIG. 5 illustrates the loading of the first column 300 and the third column 302. To do this, product flows through the product fluid line 310 and the first input mixing valve 320, which is open. Note that the third input mixing valve 322 is closed at this point. The product flows through the first input series mixing valve 330 and into the first column 300. The product then flows out the output of the first column 300 and is routed by the first output series mixing valve 340 into the third input series mixing valve 332 and into the input of the third column 302. The product then flows through the third column 302 and exits through the third output series mixing valve 342 and the third outlet valve 352. The remaining valves are closed. Therefore, in this configuration, it may be beneficial to measure pH in the first column 300 and the third column 302.

[0040] The first column 300 and the third column 302 are loaded, while the second column 301 is unloaded. This is done by allowing solvent to pass through the solvent fluid conduit 311 and into the second input mix valve 321. The solvent passes through the second column 301 and exits through the second output series mix valve 341.

[0041] As mentioned above, pH sensors may be placed at locations 360, 361, and 362. In addition, conductivity sensors may also be placed at these locations. Furthermore, the pressure in first column 300 may be approximated using a pressure sensor placed at location 380. The pressure in third column 301 may be approximated at the output of first column 300 using a pressure sensor placed at location 370. Using these measurements, the pH readings for first column 300 and third column 302 may be compensated.

[0042] Additionally, various sensors may be used during the unloading and regeneration processes. A pressure sensor located at location 381 may be used to indicate the pressure entering the column during the unloading process. In FIG. 3, the first column 300 is unloaded. A conductivity sensor and a pH sensor located at location 360 may be used to compensate the pressure readings, if necessary. In FIG. 4, the third column 302 is unloaded. A conductivity sensor and a pH sensor located at location 362 may be used to compensate the pressure readings, if necessary. In FIG. 5, the second column 301 is unloaded. A conductivity sensor and a pH sensor located at location 361 may be used to compensate the pressure readings, if necessary.

[0043] Figure 6 shows another embodiment in which a compensated pH sensor may be utilized. This figure shows a system for viral inactivation. The system for viral inactivation includes a controller 690. The controller 690 is in communication with the valves, pumps, pressure sensors, pH sensors, and conductivity sensors.

[0044] In operation, protein 600 may be delivered using protein pump 601. Protein 600 passes through first mixing valve 612. In addition, acid 610 is delivered to first mixing valve 612 using acid pump 611. Protein 600 and acid 610 then enter first static mixer 630 downstream of first mixing valve 612, where they are thoroughly mixed to form a mixture. The mixture then enters incubation chamber 640, where it can remain for a predetermined period of time. Upon exiting incubation chamber 640, the mixture passes through second mixing valve 622. In addition, base 620 is delivered to second mixing valve 622 using base pump 621. The mixture and base 620 then enter second static mixer 650 downstream of second mixing valve 622, where they are thoroughly mixed. The output of static mixer 650 may then be used as input to an anion exchange (AEX), a cation exchange (CEX) or other device or system.

[0045] It may be beneficial to measure the pH of the mixture exiting first static mixer 630, for example, at location 660. Therefore, a first pH sensor may be installed at this location. However, to compensate for changes in pressure and conductivity, a first conductivity sensor and / or a first pressure sensor may also be located at location 660. This allows a first compensated pH value of the acid and protein mixture to be calculated by controller 690.

[0046] However, in certain embodiments, the conductivity of the mixture may not change significantly. In this embodiment, the conductivity sensor may be located elsewhere, for example, before the first static mixer 630, before the first mixing valve 612, or even at the source of protein 600. In other words, the conductivity sensor may be located upstream of the incubation chamber 640.

[0047] In other embodiments, the conductivity of the mixture may be known and may be manually entered into the controller 690. In this case, a conductivity sensor may not be necessary.

[0048] Similarly, it may be beneficial to measure the pH of the mixture exiting second static mixer 650, for example, at location 670. Therefore, a second pH sensor may be installed at this location. However, to compensate for changes in pressure and conductivity, a second pressure sensor may be placed at location 670. In some embodiments, a second conductivity sensor is also used. This allows a second compensated pH value of the base, acid, and protein mixture to be calculated by controller 690. In other embodiments, the previously provided conductivity is suitable for use in determining the second compensated pH value, and therefore a second conductivity sensor is not used.

[0049] FIG. 7 illustrates an example embodiment applicable to any of the bioprocessing systems described above. Typically, a pH sensor, such as pH sensor 700, includes an integrated temperature sensor to compensate for known temperature dependence. Each of the bioprocessing systems described herein may also include a conductivity sensor 710. In certain embodiments in which the conductivity of the solution is known, a conductivity sensor may not be used. Rather, the conductivity of the solution may be provided to the controller 750 in other ways. The conductivity may be entered manually or estimated from the buffer used. Additionally, each of the bioprocessing systems described herein may also include at least one pressure sensor 720. Measurements from each of these sensors may be transmitted via a communication system 730, which may be an analog signal or a bus.

[0050] The three values: conductivity, pressure, and pH, are then provided to the controller 750. The controller 750 first uses the conductivity to determine the slope of the pH / pressure graph, also referred to as the compensation factor. As mentioned above, the relationship between the compensation factor and the conductivity can be a power law, where the conductivity is raised to a power and then multiplied by a constant to produce the slope. The power can be negative.

[0051] Once the compensation factor is determined, this value is then used to compensate for the pressure of the solution. As described above, above the threshold pressure, the relationship between pressure and pH is linear, with the slope determined based on the conductivity of the solution. Therefore, if the measured pressure is greater than the threshold pressure, the compensation factor is multiplied by the difference between the measured pressure and the threshold pressure. This result is then added to the measured pH value to produce a compensated value, which is much more accurate than the measured pH value. This compensated pH value may then be used by the controller 750 in several ways. In one embodiment, the value may be displayed to the user. As another example, the value may be used by the controller 750 to control the operation of the system. As described above, if the measured pressure is less than the threshold pressure, no compensation is necessary.

[0052] As mentioned above, in some embodiments, the pressure sensor and conductivity sensor may be co-located with the pH sensor so that all relevant measurements are taken from the same physical location. In other embodiments, the conductivity of the solution may be a constant, known value, so a conductivity sensor is not required; rather, the conductivity is simply input into the controller. In other embodiments, the pressure sensor may not be co-located with the pH sensor, or may be located in a location that has the same pressure as the location where the pH sensor is located.

[0053] The embodiments described above in this application may have many advantages. For example, with respect to the multi-column chromatography system of FIGS. 3 through 5, the pressure at the input to the first loaded column is much greater than the pressure of the second loaded column. Using a conventional pH sensor, users of this system may be confused or frustrated that the pH readings of these two columns differ by as much as 0.4. By compensating the pH sensor using conductivity and pressure, the readings from the two columns are much closer to each other. In one test, the compensated pH readings were within 0.03, which is less than the tolerance of the pH sensor. For virus inactivation, the actual pH value is critical because it must remain between upper and lower limits. If the actual pH is too low, product quality may deteriorate and production yield may decrease. If the actual pH is too high, inactivation may fail, and viruses may remain in solution, creating a safety risk since inactivation was thought to be successful.

[0054] The present disclosure is not limited in scope by the specific embodiments described herein. Indeed, various other embodiments of the present disclosure and modifications thereof, in addition to the embodiments described herein, will be apparent to those skilled in the art from the foregoing description and accompanying drawings. Accordingly, such other embodiments and modifications are intended to be within the scope of the present disclosure. Moreover, while the present disclosure has been described herein in the context of particular embodiments in particular environments for particular purposes, those skilled in the art will recognize that its utility is not limited thereto, and that the present disclosure may be beneficially implemented in any number of environments for any number of purposes. Therefore, the appended claims should be construed in light of the full scope and spirit of the present disclosure as described herein.

Claims

1. 1. A system for measuring pH, comprising: a pH sensor for measuring the pH of the solution; a pressure sensor for measuring pressure; Controller and a controller in communication with the pH sensor and the pressure sensor, the controller calculating a compensation amount by multiplying a difference between the pressure measured by the pressure sensor and a threshold pressure by a compensation coefficient that compensates for the pressure of the solution, and adding the compensation result to the pH measured by the pH sensor to obtain a compensated pH.

2. The system of claim 1 , wherein the compensation factor is dependent on the electrical conductivity of the solution.

3. The system of claim 2 further comprising an electrical conductivity sensor for measuring the electrical conductivity of the solution.

4. The system of claim 2 , wherein the electrical conductivity of the solution is provided to the controller.

5. 3. The system of claim 2, wherein the compensation factor is the electrical conductivity of the solution raised to a power and multiplied by a constant.

6. The system of claim 5 , wherein the power is a negative number.

7. A system as described in claim 3, wherein the electrical conductivity sensor, pressure sensor and pH sensor are located in the same location.

8. A system as described in claim 3, wherein the electrical conductivity sensor and pH sensor are positioned in the same location and the pressure sensor is positioned in a location having the same pressure as the location where the pH sensor is positioned.

9. 1. A multi-column chromatography system comprising: At least three columns; a plurality of valves for directing flow to and from the at least three columns; A pressure sensor; an electrical conductivity sensor; a pH sensor for measuring the pH of the solution; Controller and wherein a controller receives inputs from a pressure sensor, a conductivity sensor, and a pH sensor and determines a compensated pH value based on the inputs.

10. 10. The multi-column chromatography system of claim 9, wherein the controller calculates a compensation amount by multiplying a difference between the pressure measured by the pressure sensor and the threshold pressure by a compensation coefficient that depends on the electrical conductivity measured by the electrical conductivity sensor, and adds the compensation result to the pH measured by the pH sensor to obtain a compensated pH.

11. 1. A system for virus inactivation, comprising: A source of protein; a source of acid; a source of base; a first mixing valve in communication with the protein source and the acid source; a first static mixer downstream of the first mixing valve, an output of the first static mixer comprising the mixture; an incubation chamber in communication with the output of the first static mixer; a first pH sensor disposed between the output of the first static mixer and the incubation chamber; a first pressure sensor for measuring the pressure of the mixture; a controller that receives information regarding the electrical conductivity of the mixture from the first static mixer, receives inputs from the first pressure sensor and the first pH sensor, and determines a first compensated pH value based on said information and said inputs; A system comprising:

12. The system of claim 11 , wherein the first electrical conductivity sensor is disposed between the output of the first static mixer and the incubation chamber.

13. The system described in claim 11, wherein an electrical conductivity sensor is positioned upstream of the incubation chamber to provide information regarding the conductivity of the mixture.

14. 12. The system of claim 11, wherein the information regarding the conductivity of the mixture is manually provided to the controller.

15. a second mixing valve in communication with the output of the incubation chamber and with a source of base; a second static mixer downstream of the second mixing valve; a second pH sensor located at the output of the second static mixer; a second pressure sensor located at the output of the second static mixer; 12. The system of claim 11, further comprising: a controller receiving information about the electrical conductivity of the mixture from the second static mixer and inputs from the second pressure sensor and the second pH sensor and determining a second compensated pH value.

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