Why Viability Declines in Fed-Batch Bioreactors
Every fed-batch bioreactor campaign ends the same way: viability begins its decline somewhere around day 7-8, and by harvest on day 12-14, a significant fraction of the culture is dead or dying. For decades, bioprocess engineers attributed this decline almost entirely to apoptosis. That assumption shaped engineering strategies, media formulations, and cell line development across the industry.
Recent work has overturned that consensus. Mentlak et al. (2024) systematically profiled cell death pathways in CHO fed-batch cultures and found that under standard production conditions, classical apoptosis markers such as caspase-3 activation are not observed during the viability decline phase. Instead, markers of two other pathways dominate: ferroptosis, an iron-dependent form of lipid peroxidation, and parthanatos, a PARP1-driven pathway that collapses cellular energy reserves. Apoptosis markers only appeared when additional stressors were applied beyond normal fed-batch conditions.
This matters because your rescue strategy must match the actual death pathway. Overexpressing Bcl-2 to block apoptosis will not help if your cells are dying from iron-catalyzed lipid damage. Understanding which cell death pathways operate in your fed-batch bioreactor, and when each becomes active, determines which interventions will genuinely extend culture longevity and improve titer.
The typical CHO fed-batch culture reaches a peak viable cell density (VCD) of 15-25 x 106 cells/mL around day 7-9. From that point, nutrient depletion, metabolic waste accumulation (lactate, ammonia), osmolality shifts, and oxidative stress converge to trigger programmed cell death. But which programme runs depends on the specific stressors present and their intensity.
Apoptosis: The Classical Pathway
Apoptosis is the most studied form of programmed cell death and has been the default framework for understanding viability decline in mammalian cell culture for over three decades. It proceeds through two converging routes, each culminating in the activation of executioner caspases (caspase-3 and caspase-7) that dismantle the cell in an orderly fashion.
The intrinsic (mitochondrial) pathway is initiated when cellular stress signals, such as nutrient deprivation, DNA damage, or growth factor withdrawal, tip the balance between pro-apoptotic (Bax, Bak, Bad, Bim) and anti-apoptotic (Bcl-2, Bcl-xL, Mcl-1) members of the Bcl-2 family. When Bax and Bak oligomerize and form pores in the outer mitochondrial membrane, cytochrome c is released into the cytosol. Cytochrome c binds Apaf-1 to form the apoptosome, which recruits and activates initiator caspase-9. Caspase-9 then cleaves and activates caspase-3 and caspase-7, initiating the execution phase.
The extrinsic pathway begins at the cell surface when death ligands (TNF-alpha, FasL, TRAIL) bind their cognate receptors (TNFR1, Fas/CD95, DR4/DR5). This triggers assembly of the death-inducing signalling complex (DISC), which activates initiator caspase-8. In type I cells, caspase-8 directly activates caspase-3. In type II cells, including most CHO variants, caspase-8 cleaves Bid to form tBid, which engages the mitochondrial pathway, creating cross-talk between the two routes.
The morphological hallmarks of apoptosis are distinct: cell shrinkage, chromatin condensation, membrane blebbing without loss of membrane integrity, formation of apoptotic bodies, and DNA fragmentation into a characteristic nucleosomal ladder (180 bp repeats). Crucially, the plasma membrane remains intact during early apoptosis, which is why Annexin V-positive, propidium iodide-negative (Annexin V+/PI-) staining is the flow cytometric signature of early apoptotic cells.
Why apoptosis was assumed to dominate
For years, the CHO cell culture literature focused on apoptosis because the tools existed to measure it and the genetic interventions to block it were well characterized. Bcl-2 overexpression in CHO cells was shown to extend culture longevity by 2-5 days and in some cases double antibody concentration (Arden and Betenbaugh, 2004). These results seemed to confirm apoptosis as the primary death mechanism. However, Bcl-2 also has non-apoptotic functions, including regulation of calcium homeostasis and mitochondrial bioenergetics, which may explain part of its benefit independently of blocking caspase activation.
The Mentlak et al. (2024) study challenged this assumption directly. When they profiled caspase-3 activity across a standard 14-day CHO fed-batch culture, they found essentially no activation during the viability decline phase. Caspase-3 became significantly active only when they deliberately imposed additional stress. This means the historical success of anti-apoptotic strategies may have been overstated, or at least their mechanism of action was more complex than simple caspase blockade.
Ferroptosis: Iron-Dependent Lipid Peroxidation in Cell Culture
Ferroptosis was first described by Dixon et al. in 2012 as a form of regulated cell death driven by iron-dependent accumulation of lipid peroxides. Unlike apoptosis, it is entirely caspase-independent. The master regulator is glutathione peroxidase 4 (GPX4), a selenoenzyme that reduces toxic phospholipid hydroperoxides to non-toxic lipid alcohols. When GPX4 activity falls below a critical threshold, lipid peroxides accumulate and propagate through Fenton chemistry (Fe2+ + ROOH reactions), ultimately rupturing the plasma membrane.
Why fed-batch bioreactors are ferroptosis-prone
Several features of fed-batch cell culture create a perfect environment for ferroptosis. First, iron accumulates progressively. Chemically defined media contain iron (typically as ferric citrate or ferrous sulphate) to support cellular metabolism, and bolus feeds add more iron with each addition. By day 7-8, the labile iron pool can reach levels that catalyse lipid peroxidation. Second, glutathione (GSH) is depleted by metabolic stress. GSH is the essential co-substrate for GPX4, and its synthesis requires cysteine, which can become rate-limiting as the culture ages. Third, polyunsaturated fatty acid (PUFA)-containing phospholipids in cell membranes are the substrates for peroxidation, and their abundance increases as cells incorporate lipid supplements from feeds.
The Mentlak et al. (2024) data show lipid reactive oxygen species (ROS) levels beginning to rise around day 7-8 in standard CHO fed-batch cultures, coinciding with the onset of viability decline. GPX4 protein levels decreased correspondingly. This temporal correlation, combined with the rescue of viability by ferroptosis-specific inhibitors (ferrostatin-1, deferoxamine), establishes ferroptosis as the primary cell death pathway under standard fed-batch conditions.
Ferroptosis detection
The gold-standard assay for ferroptosis is measurement of lipid ROS using the ratiometric probe C11-BODIPY 581/591. The probe shifts from red fluorescence to green upon oxidation by lipid peroxides, and the ratio change can be quantified by flow cytometry or plate reader. Additional markers include GPX4 protein level by Western blot, labile iron pool by calcein-AM quenching, and malondialdehyde (MDA) as an end-product of lipid peroxidation. Critically, ferroptosis is confirmed when cell death is blocked by iron chelators (deferoxamine, deferiprone) or lipid peroxide scavengers (ferrostatin-1, liproxstatin-1) but not by caspase inhibitors (zVAD-fmk).
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Parthanatos: PARP1-Driven NAD+ Depletion
Parthanatos (from Thanatos, the Greek personification of death) is a caspase-independent cell death pathway driven by hyperactivation of poly(ADP-ribose) polymerase 1 (PARP1). Under normal conditions, PARP1 detects single-strand DNA breaks and catalyses the addition of ADP-ribose units (poly(ADP-ribose), or PAR) to recruit repair machinery. This process consumes NAD+ as a substrate. When DNA damage is extensive, PARP1 becomes hyperactivated and consumes NAD+ faster than the cell can regenerate it. The resulting NAD+ and ATP depletion causes bioenergetic collapse.
The downstream effector of parthanatos is apoptosis-inducing factor (AIF). Free PAR polymers released from the nucleus bind AIF in the outer mitochondrial membrane, triggering its release and translocation to the nucleus. Once in the nucleus, AIF recruits macrophage migration inhibitory factor (MIF), which has nuclease activity, to catalyse large-scale DNA fragmentation, a fragmentation pattern distinct from the orderly nucleosomal laddering of apoptosis.
Parthanatos in fed-batch bioreactors
In CHO fed-batch cultures, oxidative stress from accumulated reactive oxygen species, shear-induced mechanical damage, and metabolic waste products all contribute to DNA damage that activates PARP1. The Mentlak et al. (2024) study detected elevated PAR polymer levels from day 8-10 onward, lagging slightly behind the ferroptosis markers. AIF translocation from mitochondria to the nucleus was confirmed by confocal immunofluorescence. The NAD+/NADH ratio declined in parallel, consistent with the energy depletion model.
An important practical note: PARP cleavage (the 89 kDa fragment) is commonly used as an apoptosis marker because caspase-3 cleaves PARP1 to inactivate it. However, in parthanatos, PARP1 is not cleaved by caspases but is instead hyperactive and intact. Observing PARP1 hyperactivation (high PAR signal) without PARP cleavage is a distinguishing feature of parthanatos versus apoptosis. If your Western blot shows full-length PARP1 with high PAR polymer levels and no 89 kDa cleavage product, parthanatos rather than apoptosis is likely the dominant pathway.
Parthanatos can be pharmacologically suppressed by PARP inhibitors (olaparib, veliparib, PJ34), NAD+ supplementation (nicotinamide riboside, NMN), or by reducing the upstream oxidative DNA damage that triggers PARP1 hyperactivation. In bioprocess practice, controlling dissolved oxygen to minimize ROS generation and maintaining antioxidant capacity in the medium are the most accessible interventions.
How Do You Detect Which Cell Death Pathway Is Active?
Identifying the dominant cell death pathway in your specific fed-batch process requires a panel of complementary assays rather than any single marker. No universal stain distinguishes all three pathways simultaneously, and some markers overlap (for example, both apoptosis and parthanatos involve DNA fragmentation, although the pattern differs). The table below summarizes the key detection markers, methods, and distinguishing features for each pathway.
| Feature | Apoptosis | Ferroptosis | Parthanatos |
|---|---|---|---|
| Primary markers | Caspase-3/7 activity, Annexin V+/PI- | Lipid ROS (C11-BODIPY), GPX4 level | PAR polymer, AIF nuclear translocation |
| Secondary markers | PARP cleavage (89 kDa), DNA laddering | Labile iron (calcein-AM), MDA, 4-HNE | NAD+/NADH ratio, PARP1 hyperactivation |
| Key detection method | Flow cytometry (Annexin V/PI), luminescent caspase assay | Flow cytometry (C11-BODIPY), Western blot (GPX4) | Immunofluorescence (PAR, AIF), enzymatic NAD+ assay |
| Onset in fed-batch | Day 10+ (stress conditions only) | Day 7-8 | Day 8-10 |
| Caspase-dependent? | Yes | No | No |
| Iron-dependent? | No | Yes | No |
| Blocked by zVAD-fmk? | Yes | No | No |
| Blocked by deferoxamine? | No | Yes | No |
| Blocked by PARP inhibitor? | No (worsens) | No | Yes |
| Morphology | Shrinkage, blebbing, intact membrane | Swelling, membrane rupture, shrunken mitochondria | Large-scale chromatin condensation |
A practical detection panel
For a bioprocess development lab that wants to determine which cell death pathways are operating in their fed-batch culture, the most practical approach is a three-assay panel:
- Caspase-3/7 activity assay (e.g., Caspase-Glo 3/7): a luminescent readout that takes 30-60 minutes from sample to result. If caspase activity is low during the viability decline phase, apoptosis can be deprioritised as a target.
- C11-BODIPY 581/591 by flow cytometry: a 2-hour assay including staining and acquisition. A shift toward green fluorescence confirms lipid peroxidation and points to ferroptosis.
- PAR polymer immunoblot: a Western blot using anti-PAR antibody (clone 10H). High PAR signal with intact (uncleaved) PARP1 indicates parthanatos. If PARP1 is cleaved (89 kDa fragment), apoptosis is contributing.
Adding a small-molecule inhibitor panel provides definitive pathway assignment. Take replicate cultures and add zVAD-fmk (pan-caspase inhibitor, 20 microM), ferrostatin-1 (ferroptosis inhibitor, 1 microM), and olaparib (PARP inhibitor, 5 microM) individually on day 6. The inhibitor that most extends viability identifies the dominant pathway. Patel and Madabhushi (2026) used a similar approach to confirm that process interventions targeting ferroptosis had the greatest impact on viability and productivity.
Viability Rescue Strategies: From Media Exchange to Genetic Engineering
Once you know which cell death pathway dominates in your process, you can select targeted rescue strategies. Six approaches have demonstrated measurable viability and titer improvements in CHO fed-batch cultures, ranging from simple process adjustments to genetic engineering of the host cell line.
1. Media exchange at day 7
The simplest and most immediately impactful intervention. Patel and Madabhushi (2026) showed that replacing spent medium at day 7, before the viability decline accelerates, removes accumulated waste products (lactate, ammonia, oxidized lipids) and replenishes depleted nutrients (glutathione precursors, trace metals in balanced ratios). This single intervention improved productivity by 26% and maintained higher viability through harvest. At day 14, viability was approximately 66% versus 40% in the untreated control. Media exchange effectively resets multiple death pathway triggers simultaneously rather than targeting just one mechanism.
2. Iron chelation (deferoxamine)
Deferoxamine (DFO) is a siderophore that chelates labile iron with high affinity, directly suppressing the Fenton chemistry that drives ferroptotic lipid peroxidation. Addition of DFO (50-100 microM) from day 6 onward reduces the labile iron pool and preserves membrane integrity. Studies report day-14 viability of approximately 58% (versus 40% control) and titer improvements of around 18%. The key consideration is that excessive iron chelation can impair essential iron-dependent enzymes (ribonucleotide reductase, cytochrome complexes), so dose titration is important. Too much DFO will slow growth; too little will be insufficient to sequester the accumulating iron.
3. Ferrostatin-1 (lipid peroxide scavenger)
Ferrostatin-1 is a synthetic radical-trapping antioxidant that specifically scavenges lipid peroxyl radicals. Unlike general antioxidants (e.g., vitamin E, NAC), it concentrates in lipid bilayers where the damage occurs. Addition at 0.5-2 microM from day 6 yields day-14 viability of approximately 55% and titer improvement around 15%. Ferrostatin-1 is more targeted than DFO because it does not affect the total iron pool, only the downstream lipid peroxidation cascade. However, it degrades over time in culture and may require repeated supplementation.
4. Anti-apoptotic engineering (Bcl-2/Bcl-xL overexpression)
Overexpression of anti-apoptotic proteins Bcl-2 or Bcl-xL has been the most widely reported genetic engineering strategy for extending CHO fed-batch viability. Templeton et al. (2014) demonstrated that Bcl-2 overexpression reshapes central carbon metabolism, redirecting flux away from lactate production and improving the metabolic efficiency of the culture. Historical reports showed culture extension of 2-5 days and up to doubling of antibody concentration in some cases. However, these experiments pre-date the recognition of ferroptosis and parthanatos as primary pathways. Under standard conditions where apoptosis is not the dominant pathway, Bcl-2 overexpression delivers more modest improvements, with day-14 viability around 52% and titer gains of approximately 12%. Bcl-2 may still provide benefit through its non-apoptotic functions (calcium buffering, mitochondrial quality control) rather than through caspase blockade.
5. Combined anti-apoptotic gene overexpression (E1B-19K, Aven, XIAP)
More aggressive genetic engineering approaches have stacked multiple anti-death genes. Arden and Betenbaugh (2004) reviewed strategies including adenoviral E1B-19K (Bcl-2 functional homologue), Aven (apoptosome inhibitor), and XIAP (direct caspase-3/7/9 inhibitor). Combined expression can increase integral of viable cell density (IVCD) by up to 60% and titer by 80% in optimized systems. These approaches require stable integration and screening, making them a cell line development strategy rather than a process intervention. Their effectiveness also varies significantly between clones and process conditions.
6. Combined process intervention (media exchange + iron chelation)
Combining media exchange at day 7 with iron chelation addresses both the general metabolic stress (by removing waste and replenishing nutrients) and the specific ferroptotic trigger (by sequestering excess iron). This combined approach delivers the best reported outcomes: day-14 viability of approximately 72% and titer improvement of up to 35%. The rationale is straightforward. Media exchange is a broad reset that addresses multiple pathways including parthanatos (by reducing oxidative DNA damage), while iron chelation specifically targets the ferroptosis pathway that Mentlak et al. (2024) identified as dominant.
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What Is the Best Strategy to Extend CHO Fed-Batch Viability?
The evidence points to a combined, multi-pathway approach as the most effective strategy. No single intervention addresses all three cell death pathways simultaneously, and the optimal combination depends on what is operationally feasible in your facility and development stage.
For process development and clinical manufacturing, the combined media exchange plus iron chelation approach offers the best return. It requires no genetic modification of the host cell line, can be implemented in any existing fed-batch process within a single campaign, and delivers 35% titer improvement. The operational complexity of media exchange (essentially a perfusion-like step at day 7) is manageable at scales up to 2000 L with appropriate planning.
For cell line development programmes with longer timelines, stacking anti-apoptotic engineering (Bcl-2 or XIAP) with process-level ferroptosis suppression (iron chelation or ferrostatin-1 supplementation) can provide additive benefits. Zhang et al. (2025) demonstrated that understanding the interplay between apoptosis and autophagy during the decline phase is critical for designing effective genetic interventions. Autophagy can serve as a survival mechanism early in the decline phase, and suppressing it prematurely may actually accelerate death.
The temperature shift strategy (37 to 32-33 degrees C at the onset of stationary phase) remains a powerful complementary tool. While not targeting a specific death pathway, mild hypothermia reduces metabolic rate, slows waste accumulation, and decreases oxidative stress, all of which delay the onset of both ferroptosis and parthanatos. Combining temperature shift with targeted iron chelation is an underexplored approach that is likely synergistic.
Timing Matters: When to Intervene in a Fed-Batch Culture
The timing of intervention is arguably more important than the choice of intervention. Cell death pathways involve commitment points beyond which rescue becomes ineffective. For ferroptosis, once lipid peroxide levels exceed the remaining GPX4 capacity, the peroxidation cascade becomes self-amplifying through Fenton chemistry and no amount of GPX4 upregulation can reverse it. For parthanatos, once NAD+ drops below a critical threshold, the bioenergetic collapse is irreversible. For apoptosis, once cytochrome c is released and the apoptosome forms, the caspase cascade proceeds to completion within hours.
The practical implication is that interventions must be applied before markers cross their commitment thresholds. Based on the kinetics reported by Mentlak et al. (2024) and Patel and Madabhushi (2026), the optimal intervention window is:
- Day 5-6: Begin monitoring lipid ROS and labile iron. These are leading indicators that precede viability decline by 1-2 days.
- Day 6-7: Apply ferroptosis-targeted interventions (iron chelation, ferrostatin-1) if lipid ROS is trending upward. Perform media exchange if planned.
- Day 7-8: Apply temperature shift if not already done. Add NAD+ precursors (nicotinamide, NMN) to support PARP1 activity without NAD+ depletion.
- Day 8-10: Monitor PAR polymer as a parthanatos indicator. If rising sharply, the oxidative DNA damage load is high and may require dissolved oxygen setpoint reduction or antioxidant supplementation.
- After day 10: Rescue effectiveness drops significantly. Cells already committed to death pathways will not recover regardless of intervention. Focus shifts to harvest timing to maximize viable cell fraction in the harvest pool.
Worked Example: Diagnosing Cell Death Pathway from Day-10 Sample
Scenario: A CHO-K1 fed-batch culture producing a monoclonal antibody shows viability of 72% at day 10, down from 95% at day 6. You collect a sample and run the three-assay detection panel.
Results:
- Caspase-3/7 activity: 1.2x baseline (essentially unchanged)
- C11-BODIPY ratio (oxidized/reduced): 3.8x baseline (significantly elevated)
- PAR polymer immunoblot: moderate signal, PARP1 intact (no 89 kDa cleavage product)
- Labile iron (calcein-AM quenching): 2.5x baseline
Interpretation: The near-baseline caspase activity rules out apoptosis as the primary pathway. The strongly elevated lipid ROS and labile iron point to ferroptosis as the dominant mechanism. The moderate PAR polymer signal with intact PARP1 indicates parthanatos is contributing as a secondary pathway. PARP cleavage absence confirms this is parthanatos (hyperactivated PARP1), not apoptotic PARP cleavage.
Recommended action: For the current culture, it is too late for maximal rescue, but adding DFO (75 microM) and reducing the DO setpoint from 40% to 30% may slow progression. For the next campaign, implement media exchange at day 7 and begin DFO supplementation (50 microM) at day 6. Use the Fed-Batch Calculator to model the adjusted feed schedule around the media exchange step.
Monitoring is most effective when integrated with at-line or online viability measurement. Traditional trypan blue exclusion counts can lag real-time status, while capacitance-based biomass probes and Raman spectroscopy can provide continuous indicators of cellular state. These process analytical technology (PAT) approaches enable earlier detection of the viability inflection point and more precise timing of interventions. Consider pairing your cell death pathway knowledge with osmolality monitoring, since hyperosmolality from feed boluses can exacerbate oxidative stress and accelerate both ferroptosis and parthanatos onset.
Frequently Asked Questions
What is the main cause of cell death in CHO fed-batch cultures?
Under standard fed-batch conditions, ferroptosis (iron-dependent lipid peroxidation) and parthanatos (PARP1-driven NAD+ depletion) are the primary cell death pathways, not apoptosis. Mentlak et al. (2024) showed that caspase-3 activation is minimal during typical viability decline, while lipid ROS and PAR polymer accumulate from day 7-8 onward. Apoptosis markers only become significant under additional stress conditions beyond what normal fed-batch cultures experience.
How do you distinguish between apoptosis and ferroptosis in cell culture?
Apoptosis is identified by caspase-3/7 activation, Annexin V-positive/PI-negative staining, and DNA laddering. Ferroptosis is identified by elevated lipid ROS (measured with C11-BODIPY 581/591), depleted GPX4 protein, and elevated labile iron. A key distinguishing test is that ferroptosis is blocked by iron chelators (deferoxamine) and lipid peroxide scavengers (ferrostatin-1) but not by caspase inhibitors (zVAD-fmk), while apoptosis shows the opposite sensitivity profile.
Can anti-apoptotic engineering prevent all cell death in fed-batch bioreactors?
No. Anti-apoptotic engineering (Bcl-2, Bcl-xL, XIAP overexpression) blocks only the intrinsic apoptotic pathway and does not address ferroptosis or parthanatos. Since ferroptosis and parthanatos are the primary death pathways under standard fed-batch conditions, anti-apoptotic engineering alone typically extends viability by only 2-5 days. A combined approach targeting multiple pathways, such as media exchange plus iron chelation, achieves the best results with up to 35% titer improvement.
When should you intervene to rescue viability in a fed-batch culture?
The optimal intervention window is day 6-7, before ferroptosis markers begin rising significantly. Media exchange at day 7 has been shown to improve productivity by 26%. Waiting until viability drops below 70% (typically day 10-11) means the majority of cells are already committed to death pathways and rescue effectiveness drops sharply. Monitor lipid ROS and labile iron as early warning indicators starting from day 5.
What is parthanatos and why does it matter in bioprocessing?
Parthanatos is a caspase-independent cell death pathway driven by hyperactivation of PARP1 in response to oxidative DNA damage. PARP1 consumes NAD+ to synthesize PAR polymers, which depletes NAD+ and ATP, causing energy collapse. PAR polymers also trigger AIF release from mitochondria, leading to large-scale DNA fragmentation. In fed-batch bioreactors, parthanatos is triggered by oxidative DNA damage from accumulated metabolic waste and shear stress, with markers rising from day 8-10. Ignoring this pathway means missing a significant contributor to viability decline that anti-apoptotic strategies will not address.
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- Growth Curve Fitter — Fit growth kinetics models to your VCD data and extract specific growth rate, lag time, and carrying capacity.
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References
- Mentlak DA, Raven J, Moses T, Massie F, Barber N, Hoare R, Burton G, Young A, Pybus LP, Rosser S, White RJ, Ungar D, Bryant NJ (2024) Dissecting cell death pathways in fed-batch bioreactors. Biotechnology Journal 19(1): e2300257. doi:10.1002/biot.202300257
- Patel M, Madabhushi SR (2026) Characterization of apoptosis in fed-batch cultures highlights the impact of timely process intervention on improving recombinant protein productivity. Biotechnology Progress 42(2): e70110. doi:10.1002/btpr.70110
- Templeton N, Lewis A, Dorai H, Qian EA, Campbell MP, Smith KD, Lang SE, Betenbaugh MJ, Young JD (2014) The impact of anti-apoptotic gene Bcl-2 expression on CHO central metabolism. Metabolic Engineering 25: 92-102. doi:10.1016/j.ymben.2014.06.010
- Arden N, Betenbaugh MJ (2004) Life and death in mammalian cell culture: strategies for apoptosis inhibition. Trends in Biotechnology 22(4): 174-180. doi:10.1016/j.tibtech.2004.02.004
- Zhang H-J, Zhao Q, Abiti J, Gao Y-P, Han M-M, Wang H-T, Zhang X, Wang J-N, Guo J-L, Wang X-Y, Hua Z-C, Wang T-Y, Jia Y-L (2025) Effect of apoptosis and autophagy on recombinant protein expression in Chinese hamster ovary cells. Biotechnology Journal 20(7): e70069. doi:10.1002/biot.70069