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The "sandwich" setup for the Resipher experiment is demonstrated in Figure 2A. Sensing lids with 32 probes corresponding to columns 3, 4, 9, and 10 on the 96-well plate sit between the cell plate and the Device. After connecting to the Hub, the Device activates motors to move the sensing lid up and down, measuring O2 concentration in the media column at a range of heights above the cell monolayer (typically 1-1.5 mm). The O2 gradient is therefore continuously measured by recording the O2 concentrations at these various heights above the monolayer. From gradient measurements and applying Fick's Laws of Diffusion, the Device automatically calculates the oxygen flux from above the probe height range to below it, which is the oxygen consumption rate (OCR) of the cell monolayer. The sensing lid detects O2 regardless of whether a well is empty (air-only), filled with media but no cells (media-only), or has media overlying a cell monolayer (media + cells). As a quality check for how well the sensors in the sensing lid are working, the lid can first be placed over an empty (air-only) 96-well plate. If each sensor for each well is working, the reported O2 should be consistent with each other and close to 200 µM, which is close to the expected O2 in the atmosphere under standard cell culture incubator conditions. Figure 2Bi shows O2 readings from eight probes in atmospheric air (reported as the concentration in µM since the default unit conversion assumes the probes are in 37 °C liquid). These readings are tight (±5%) and close to 200 µM, implying that all eight sensors are functioning well. In Figure 2Bii, the same sensing lid as in Figure 2Bi is being used, but a different Device is deployed. Here, two faulty Device sensors are picked up based on outlier curves (in red). This suggests the Device is problematic and needs to be replaced (or the wells corresponding to faulty sensors should be left out of the experiment). In Figure 2Biii, the same Device as Figure 2Bi is used, but two different sensing lids are employed. Lid1 (left side) has high variability among the probes, suggesting that the lid's sensing material is degraded, usually because the lid has been used too many times. Lid2 (right side) is new, demonstrating readings that are tight and clustered around 200 µM. Using the system, one can analyze the effect of serum supplementation in the media on RPE mitochondrial metabolism. As seen in Figure 2C, increasing levels of serum supplementation triggered subtly higher RPE OCR levels. Importantly, higher serum supplementation also allowed mitochondrial metabolism to be sustained for a longer period. Even without any serum supplementation, OCR is sustained for approximately 90 h before the exhaustion of mitochondrial metabolic substrates triggers a drop in OCR. Thus, media changes with 100 µL per 96-well every 3.5 days (twice a week) are sufficient, even with serum-free media, to avoid nutrient depletion in mature, highly differentiated, and polarized RPE cultures.
OCR rates can vary significantly from well to well, even in cultures where all wells appear to have the same cell number and morphology. Thus, to isolate whether increases in OCR are attributable to an experimental condition or simply baseline differences in OCR between wells, normalization is necessary. The first step in normalization is ensuring cell counts between wells are consistent, as outlined in protocol section 1.3. If cell counts vary between wells, the OCR for the well needs to be normalized to the cell number. In general, for highly mature and polarized RPE cultures, cell counts between wells are remarkably consistent9. Even in such scenarios, baseline OCR between wells can vary, as demonstrated in Figure 3A. Here, baseline OCR, prior to any treatment, varies by as much as 100 fmol/mm2/sec between wells. By measuring OCR prior to treatment, one can then determine the Delta OCR triggered by the experimental treatment and isolate this from any differences in baseline OCR between wells. In this case, the treatments are comparing two mitochondrial uncouplers (FCCP vs. BAM15) with vehicle control. Once baseline OCR is utilized for normalization, the treatment effects specific for the uncouplers versus control become obvious (compare Figure 3B vs. Figure 3C). Generally, experiments that can alter OCR should be split into at least two phases: initial OCR to establish a baseline OCR and a treatment phase to determine the Delta OCR.
To confirm that RPE cultures respond in expected ways to mitochondrial manipulation and establish a bioenergetic profile for RPE, the classic small molecule tools used in the Mitochondrial Stress Test on Agilent's Seahorse Analyzer can be employed with the system. First, spare mitochondrial capacity can be measured utilizing a mitochondrial uncoupler19. In RPE cultures, the mitochondrial uncoupler BAM15 shows a much more robust and sustained increase in OCR compared to FCCP (Figure 3C,D), without inducing toxicity. Other parameters available on the Seahorse Analyzer Mitochondrial Stress Test, including basal respiration, ATP-linked respiration, proton leak, and non-mitochondrial respiratory capacity, can be calculated using the system. Whereas the Seahorse Analyzer relies on injection ports to sequentially deliver toxins that inhibit specific oxidative phosphorylation complexes to infer the above parameters, Resipher does not have this capability. However, each mitochondrial toxin can be added to separate wells, and different respiratory parameters can be calculated based on fold-change over wells treated with vehicle. In Figure 4A, the differences in OCR between wells treated with the mitochondrial uncoupler BAM15, the ATP synthase inhibitor oligomycin, the complex I and III inhibitors antimycin/rotenone, and vehicle control (DMSO) are all compared. As these toxins can induce cell death over longer periods of time and cell death will affect OCR, the OCR readings were taken after only a few hours of treatment. Figure 4B shows the differences in OCR between vehicle and wells treated with each mitochondrially active small molecule in bar graph form, extrapolated from the last time points in Figure 4A. The OCR values in Figure 4B can then be used to calculate bioenergetic parameters for the RPE culture, as seen in Figure 4C. Each color-coded value in the bioenergetic profile in Figure 4C comes from the same color-coded value in Figure 4B. Thus, parameters like ATP-linked respiration, proton leak, maximal mitochondrial respiratory capacity, and non-mitochondrial respiratory capacity can be estimated using the OCR system. A summary of the mode of action of each mitochondrially active small molecule is shown in Figure 4D.
Having demonstrated the protocol for this system on RPE cultures and control experiments to assay for RPE bioenergetic profiles, one can explore experimental applications of the system to RPE biology and pathology. In proliferative vitreoretinopathy (PVR), a condition that occurs after retinal detachment or ocular trauma, RPE undergoes a dramatic transformation known as epithelial-to-mesenchymal transition (EMT) whereby the highly regular and cobblestone-like RPE lose their cell-cell adhesions and transdifferentiate into spindle-shaped mesenchymal cells that are contractile and motile1,2. This triggers tangential contractile forces on the retina that can induce retinal detachment. Classic inducers of EMT in RPE include transforming growth factor-beta (TGFβ) and tumor necrosis factor-alpha (TNFα)10,11,12. Of the three mammalian TGFβ isoforms, TGFβ2 is the most prominent and potent inducer of EMT in the retina1, causing a distinct cellular elongation of the characteristically hexagonal RPE cells and increased expression of mesenchymal markers. The EMT response induced by TGFβ2 in RPE is accompanied by a suppression of mitochondrial respiration and a subsequent increase in glycolytic capacity, as previously demonstrated using a Seahorse XFe9610. While the Seahorse provides real-time bioenergetic profiles, it does not allow for long-term OCR monitoring. Thus, in the first application of the OCR system in this study (Figure 5), mitochondrial respiration was tracked over three weeks as EMT was induced with TGFβ2 in RPE, allowing in vitro modeling of the metabolic reprogramming that occurs during PVR. Unlike the single time-point analysis of RPE EMT using a Seahorse Analyzer, the metabolic state of RPE undergoing EMT can be tracked for several weeks. It is apparent that repeated exposure of RPE to TGFβ2 causes a continued progressive decline in mitochondrial metabolism. Previous data using the Seahorse XF Analyzer indicated that TGFβ2 significantly reduced maximal respiration capacity at 24h and 72h but did not affect basal OCR levels10. The unchanged basal OCR with TGFβ2 up to 72 h is corroborated by the OCR system used in this study (Figure 5). However, the longer-term data from the OCR system in this study reveals that after 5 days of exposure to TGFβ2, basal OCR levels begin to decrease, with a drop in basal OCR becoming most evident at 20 days. These findings highlight long-term changes in basal OCR that were not captured with prior Seahorse time points.
In a second application, the system can be used to monitor RPE mitochondrial metabolism under hypoxic conditions. As AMD is linked to choriocapillaris thinning and hypoxia13,20, understanding the RPE's adjustments to subtoxic hypoxia should provide insights into AMD pathogenesis. To subject RPE cultures to controlled hypoxia while monitoring for mitochondrial metabolism, the system can be placed in a hypoxia chamber that, in turn, is placed in a cell culture incubator. To facilitate this setup, a small hole is drilled into the lid of a hypoxia chamber, allowing the system's USB cable to reach inside the hypoxia chamber. The hole is sealed with putty or silicone (Figure 6A). A portable O2 sensor can be placed in the hypoxia chamber to monitor atmospheric O2 levels and ensure the hypoxia chamber seal remains intact. Using this setup, the rate of equilibration between atmospheric O2 concentration and media O2 concentration can be determined. In Figure 6B, media equilibrated with atmospheric O2 is placed in individual wells on a 96-well plate, without any cells, and introduced into a hypoxia chamber containing just 5% O2 (~50 µM O2). Over time, the media in each well equilibrates with the new atmospheric concentration. The higher the media column height (more volume), the longer the equilibration takes. With 65 µL of media in a well of a 96-well plate, equilibrium with atmospheric O2 takes approximately 5 h. However, equilibrium time takes more than 10 h when the media volume is 100-200 µL. These results underscore the importance of pre-equilibrating media with the desired atmospheric O2 concentration before applying the media to cells during a hypoxia experiment.
For hypoxia experiments, it is important to ensure the O2 levels in the hypoxia chamber remain stable. Keeping one of the edge wells on the 96-well plate free from cells or media will allow one of the sensing lid sensors to continuously monitor atmospheric O2. In Figure 6C, such monitoring with a single well exposed to air demonstrates that the hypoxia chamber has a slow leak, such that by 30 h, the cells are close to atmospheric O2 concentrations. As a final control for hypoxia experiments, it is important to determine whether O2 solubility differs between "fresh" and "conditioned" media. If solubility differs between media initially placed on cells and media that has been on cells for a significant amount of time, then the O2 gradient in the media column above cells will differ as media "conditions" with time over the cells. This, in turn, affects the calculation of OCR. In Figure 6D, a 96-well plate with empty wells ("air"), wells without cells but with fresh media ("new media"), and wells without cells but with media previously incubated over RPE cultures for 48 h ("conditioned media") was first placed in atmospheric O2 to allow full equilibration. The plate was then placed in a hypoxia chamber at approximately 3-4% O2 (30-40 µM) and allowed to equilibrate. Finally, the plate was again returned to atmospheric O2 concentrations. The O2 concentration curves for new media and conditioned media are identical, demonstrating that O2 solubility between new and conditioned media is identical, confirming that changes in media composition over time as nutrients are consumed and byproducts are secreted into the media do not meaningfully alter O2 solubility and therefore do not inadvertently affect OCR.
As the height of the media column above cells dramatically affects O2 availability at the RPE monolayer9, it is important to determine whether a particular media volume is inducing hypoxia, normoxia, or hyperoxia at the RPE monolayer. Using measurements from the system, combined with an online calculator (https://lucidsci.com/notes?entry=oxygen_diffusion (and in the form of an open-source interactive notebook at https://observablehq.com/@lucid/oxygen-diffusion-and-flux-in-cell-culture) - source code of this calculator at https://github.com/lucidsci/oxygen-diffusion-calculator), the concentration of oxygen at the RPE monolayer can be estimated. Figure 7 demonstrates a screenshot of the interactive calculator. RPE in vivo typically sees an O2 concentration of 4-9%, translating into an O2 molar concentration of ~40-90 µM.

Figure 1: Location of sensors on different sensing lids, plate layout for the 32-channel sensing lid, and RPE morphology. Wells that correspond to the location of the sensors in the different sensing lids for the (A) 4-Channel, (B) 32-Channel, and (C) 96-Channel lid options. (D) Recommended plate layout for the 32-channel sensor lid. Due to edge effects, cells should not be seeded in the edge wells and instead, media must be placed in these four wells (purple). Cells are seeded in orange wells. The remaining wells should be filled with sterile water (blue) to prevent evaporation effects. (E) Mature RPE culture with hexagonal, tightly packed, pigmented cells. Scale Bar = 20 µm. Abbreviations: RPE = retinal pigment epithelium. Please click here to view a larger version of this figure.

Figure 2: Setup of Resipher system "sandwich" and quality control. (A) The sensing lid replaces a standard 96-well plate lid and has its probes inserted into corresponding wells. The Device in black sits tightly on the sensing lid via magnets. The images on the left side of the figure show the Device and sensing lid in their correct orientation. However, for the photographs on the right side, the Device and sensing lid have been rotated to their sides to better display their underprofile. (B) Quality control for sensing lids and the Device. (i,ii) The same sensing lid is placed in an empty 96-well receiver plate (air-only), and two different Devices are sequentially placed on top of the sensing lid. (i) The first Device demonstrates data from eight probes with low variability and O2 readings ~200 µM, expected for atmospheric O2. (ii) The second Device demonstrates data from eight probes in which two probes are reading anomalously (red dots). (iii) One Device was used with an empty 96-well plate (air-only) but with two different sensing lids sequentially tested. Data from 16 probes were plotted, demonstrating wide variability for Lid1 (left side) and low variability for Lid2 (right side). (C) OCR plots of RPE cultures in 100 µL media with different amounts of serum were monitored for 120 h. RPE cells in serum free media (magenta) have lower OCR, with OCR dropping earlier than media with higher amounts of serum. Abbreviations: OCR = oxygen consumption rate; RPE = retinal pigment epithelium. Please click here to view a larger version of this figure.

Figure 3: Long-term effects of mitochondrial uncouplers uniquely demonstrated with OCR system. (A) Raw OCR data over time (hours) highlighting the initial OCR (established over 50 h), treatment phase (~20 h after the addition of drugs), and recovery phase (~20 h after drug washout). RPE was treated with two different mitochondrial uncouplers, FCCP (3 µM, N = 4) or BAM15 (500 nM, N = 4) and compared to DMSO vehicle control (0.6%, N = 7). Each trace represents a single well. (B) Average OCR of all wells for each condition in (A) plotted for the treatment and recovery phases. Without normalization (Y axis is absolute OCR), it is difficult to see the magnitude of the treatment effect with FCCP. (C) When each OCR trace is subtracted from its OCR prior to treatment, a Delta OCR can be calculated (plotted on Y axis). This allows one to isolate the effects of the treatment on OCR, despite variability in baseline OCR between wells. Using Delta OCR, the effect of FCCP becomes apparent. It also becomes apparent how short-lived the effect of FCCP is on mitochondrial uncoupling, compared to BAM15. Finally, it becomes apparent that in comparison to FCCP, exposure to BAM15, even after the drug is washed off, creates a new "adapted" state of sustained higher OCR. (D) Plots in (B) and (C) are displayed in bar graph form, allowing for direct comparison between non-normalized (left graph, from (B)) and normalized (Delta OCR, right graph, from (C)) data. Abbreviations: OCR = oxygen consumption rate; RPE = retinal pigment epithelium; FCCP = carbonyl cyanide-p-trifluoromethoxyphenylhydrazone; DMSO = dimethyl sulfoxide. Please click here to view a larger version of this figure.

Figure 4: Utilizing OCR system to calculate parameters of mitochondrial bioenergetics. (A) Utilizing the same small molecules that are part of the Seahorse Analyzer Mitochondrial Stress Test, OCR over the first 2.5 h of the treatment phase is depicted for RPE cultures. (Left graph) The ATP-synthase inhibitor oligomycin (N = 3), the complex I and III inhibitors antimycin A/rotenone (N = 7), or vehicle, DMSO 0.4% (N = 4). (Right graph) The mitochondrial uncoupler BAM15 (N = 4) or vehicle DMSO 0.6% (N = 4). (B) Average of the final three time points for each treatment group (red boxes in (A)). (C) Depiction of a simulated Seahorse Analyzer Mitochondrial Stress Test bioenergetic profile based on Resipher data. The color-coded data points on the simulated graph correspond to color-coded bar graphs in (B). All respiratory parameters can be calculated using Resipher data and select small molecules. (D) Diagram of the mode of action of the reagents used in Figure 3 and Figure 4. Abbreviations: OCR = oxygen consumption rate; RPE = retinal pigment epithelium; DMSO = dimethyl sulfoxide; AA = Antimycin A; Rot = Rotenone. Please click here to view a larger version of this figure.

Figure 5: Long-term OCR monitoring of RPE undergoing epithelial-to-mesenchymal transition stimulated by TGFβ2. Mature primary human RPE cultures were treated with 10 ng/mL TGFβ2 or vehicle control every 2-3 days. (A) Real-time OCR measurements were monitored for 3 weeks with (B) Quantification of Delta OCR over time (Day 19-Day 6). N = 6-7 wells per condition, unpaired t-test, * P < 0.05. Abbreviations: OCR = oxygen consumption rate; RPE = retinal pigment epithelium; TGFβ2 = transforming growth factor beta-2. Please click here to view a larger version of this figure.

Figure 6: Monitoring RPE mitochondrial response to hypoxia. (A) The OCR system "sandwich" was assembled in a hypoxia chamber and the USB cable was connected to the Hub via a hole drilled in the lid and sealed with silicone grease or putty. Also in the hypoxia chamber is a Petri dish of sterile water to maintain humidity and a portable O2 sensor. The whole system was left in a cell culture incubator after the hypoxia chamber's atmosphere was replaced with a lower O2 concentration. (B) Media takes time to equilibrate to O2 concentrations above the air-liquid interface. Different volumes of RPE media equilibrated to atmospheric O2 were added in empty wells (no cells) of a 96-well plate. The hypoxia chamber was then adjusted to 5% (50 µM) O2. The O2 concentration in the media of each well was monitored for 20 h. Wells with higher media volumes equilibrated to 5% O2 more slowly than lower media volumes. N = 8. (C) The system can be used to detect air leaks in the hypoxia chamber. The hypoxia chamber was set up with 1% O2, and the sensing lid was placed over empty wells (air-only). The inlet and outlet ports of the hypoxia chamber were left open, and the hypoxia chamber atmosphere re-equilibrated to atmospheric O2 levels over ~90 h. (D) New media and supernatants ("conditioned media") have similar O2 solubility. This eliminates the concern of differential O2 solubility in media as its composition changes while in culture, which would impact the consistency of OCR readings over time. The same volume (100 µL) of fresh media ("new media") or media incubated for 48 h over cells ("conditioned media") were added to wells of a plate without cells. The OCR system "sandwich" was initially subjected to atmospheric O2 levels, then transferred to the hypoxia chamber (3-5% O2 or 30-50 µM), then transferred again to atmospheric O2 levels. O2 levels in the air were monitored by probes in empty (air-only) wells. The change in O2 concentration during each transition between the two media types is identical, showing that O2 solubility between the two media types is identical. N = 6. Abbreviations: OCR = oxygen consumption rate; RPE = retinal pigment epithelium. Please click here to view a larger version of this figure.

Figure 7: O2 concentrations at the RPE monolayer determined with an online calculator. Screenshot of the online calculator (https://observablehq.com/@lucid/oxygen-diffusion-and-flux-in-cell-culture). See text for details of how the calculator can be used to determine amount of oxygen available at the RPE monolayer. Abbreviations: RPE = retinal pigment epithelium. Please click here to view a larger version of this figure.

Figure 8: Troubleshooting experiments: evaporation, unhealthy cells, and excessive OCR fluctuations. (A) Excessive evaporation. When there is irregularity in the OCR trace for a well, start by clicking the Environment tab on the system's online interface (Left). Here, humidity, temperature, and atmospheric pressure can be monitored. Opening the cell culture incubator will temporarily disrupt humidity (see 2 h and 28 h on the trace). However, starting at 30 h, the humidity trace consistently lowers over time, even without door opening. This suggests the cell culture incubator water tray is dry. Any disruption to humidity or temperature will alter OCR readings. (Right) Low humidity exacerbates evaporation. In the trace on the right, a well undergoing rapid evaporation demonstrates progressively smaller differences in O2 concentration between the top and bottom of the sensor probe excursion (1 mm to 1.5 mm above the RPE monolayer). This suggests the probe tip is close to the air-media interface. When the O2 concentration reading "flatlines" at a value close to known atmospheric O2 concentrations (~200 µM), this suggests the probe tip is entirely out of the media column and only sampling air. OCR readings are no longer valid and such wells need immediate media change. (B) Unhealthy cells. Plotting each individual well's O2 and OCR trace enables the identification of an outlier well, usually caused by the cells being unhealthy. Here, the well designated by the blue trace is unhealthy. N = 6 wells. (C) Incubator door openings and media change. Changes in atmospheric humidity, temperature, pressure, and CO2 during incubator door openings, along with any media change, temporarily disrupt the equilibrium O2 gradient established in the well, causing aberrant O2 and OCR spikes early and late in these graphs. N = 6 wells. Abbreviations: OCR = oxygen consumption rate. Please click here to view a larger version of this figure.

Figure 9: Troubleshooting experiments: media volume and normalization. (A) Media volume limits the maximum possible OCR. Since higher media volumes lead to lower O2 availability at the RPE monolayer, each media volume in a single well of a 96-well plate has a maximum OCR. Above this OCR, the O2 at the level of the cells is essentially 0% (anoxic). Thus, if one is close to the maximum theoretical OCR for a given media volume, there is utility in lowering the media volume, so that no OCR "ceiling effect" is seen over the course of the experiment. Maximum theoretical OCR achievable at each media volume (in a standard 96-well plate) is shown. All values were calculated using the online calculator discussed in protocol section 4 and displayed in Figure 7. (B) Appropriate normalization. For experiments where one is interested in the effect of one variable on the ability of another variable to induce mitochondrial metabolism, a Delta-Delta OCR experimental setup is ideal. In the setup in (B), the ability of two different media to promote β-oxidation of palmitate is tested. If β-oxidation of the fatty acid occurs, there should be a significant increase in mitochondrial OCR. Some media may promote palmitate β-oxidation better than other media. On the left side of the OCR graph, two different media (Media 1 vs. Media 2) are introduced to parallel wells of RPE cultures. Baseline OCR is obtained. Next palmitate is added to half of the wells containing each media type. This creates four conditions: Media 1 - palmitate, Media 1 + palmitate, Media 2 - palmitate, Media 2 + palmitate. The OCR response to each of these new media conditions is recorded. Next, the OCR values after experimental treatments (average of red dashed box under Treatment phase) are subtracted from the baseline OCR values before treatment (average of red dashed box under Baseline phase), creating Delta OCR bar graphs (bottom left). Finally, the ability of Media 1 vs. Media 2 to promote β-oxidation is determined in a Delta-Delta OCR bar graph (bottom right). Here, the difference between "Delta OCR of Media 1 + palmitate" and "Delta OCR of Media 1 - palmitate" is calculated and compared to the difference between "Delta OCR of Media 2 + palmitate" and "Delta OCR of Media 2 - palmitate." This type of experimental set-up and normalization isolates the effects of Media 1 vs. Media 2 on promoting β-oxidation; the general structure of this normalization is applicable to any experiment where one is measuring the effect of one variable on the ability of another variable to alter OCR. Abbreviations: OCR = oxygen consumption rate; RPE = retinal pigment epithelium. Please click here to view a larger version of this figure.
Table 1: The recipe for RPE cell culture media. Please click here to download this Table.