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A genetically encoded redox bottleneck constrains human developmental rate

Gabriel E. Valdebenito, Jack P. Madden, Carolina Mendez, Leslie M. Azurdia, Xintao Zhu, Siyu Chen, Diana Atlas, Katherine Introcaso, Hao Zhang, Yahui Wang, Fangcong Dong, Rohit Sharma, Vamsi K. Mootha, Gary J. Patti, Margarete Diaz-Cuadros

Posted on: 29 October 2026

Preprint posted on 13 September 2026

“It’s just my slow metabolism!”, said the human embryo. This new preprint links one missing enzyme to our sluggish embryonic development.

Selected by Alexandra Neaverson

Categories: developmental biology

A graphical representation of the key results

Background

All animals, big and small, begin their lives the same way: as a fertilised egg, and then an embryo. Yet the amount of time different animals devote to embryonic development varies wildly between different species. The human pregnancy lasts 9 months, and mouse gestation is just 21 days long, yet the blue whale is pregnant for 10-12 months – so this clearly does not correlate with size. The record for the longest gestation goes to the alpine salamander, developing for 2-3 years at low altitudes, or 3-5 years in the cold climates of the Alps!

What governs the rate of embryo development, if it isn’t size or complexity? The alpine salamander gives us a clue: in cold temperatures, the mother’s metabolism drops, leading to a longer gestation. Metabolic rate is a key determinant in the overall pace of development.

Mice have a higher metabolic rate than humans, and their embryos develop much faster – despite needing to build much the same set of body parts (whiskers aside). Somitogenesis is a good example: the rhythmic formation of the segments that will become our vertebrae and skeletal muscle proceeds at double the speed in mice. However, unlike the salamander, this can’t be explained by temperature. Mouse and human cells develop at different rates even when grown in a dish in the same conditions, hinting that metabolic rate must be species-intrinsic.

Why I chose to highlight this preprint

I chose to highlight this preprint because I’m fascinated by this huge amount of variation across the animal kingdom. We know about the metabolic differences, but there is a clear gap in our knowledge, as we don’t know the determining factors for species-specific metabolic rate. Here, the authors use directly comparable stem cell culture systems for both mouse and human. This allowed for causal relationships between the genetics, metabolic rate, and the pace of development to be uncovered.

Metabolism 101

If you’re anything like me, you know that metabolism is central to all biology, but struggle to remember all the different terms and pathways. Here is a reminder of the parts you need to understand for this preprint.

Figure 1. An overview of the metabolic pathways in this preprint. Glycolysis takes place in the cytosol, converting glucose to pyruvate, which then enters the mitochondria. Electrons are transferred to NAD+ in this reaction, reducing it to NADH. Using these electrons, GPD1/1L reduces DHAP to G3P (glycerol-3-phosphate), oxidising NADH and regenerating NAD+. G3P acts like a shuttle, entering the mitochondria, where GPD2 takes the electrons from G3P, reducing FAD to FADH and converting G3P back to DHAP. From here, the electrons enter the electron transport chain to help make ATP.

Key findings

Redox metabolism controls developmental rate

The ratio of NAD+ to NADH acts as a gauge of the cell’s metabolic state: high NAD+ is similar to a build-up of empty batteries that are ready to accept electrons, while high NADH indicates a build-up of charged batteries, which causes glycolysis to slow down. Mirroring the results of previous work, the authors of this preprint could demonstrate that this ratio is linked to the speed of somitogenesis.

To do this, they used a stem cell-derived model of human and mouse presomitic mesoderm (PSM) – cells destined to form the somites – expressing a fluorescent Hes7 reporter, a gene that switches on and off cyclically as each new segment forms, driving the speed of the segmentation clock. The mouse clock ticked twice as fast as the human clock. They then expressed a NAD+/NADH sensor called SoNar in the cells, causing them to make a protein that fluoresces differently depending on whether NAD+ or NADH is bound to it. This showed that the mouse PSM had a higher NAD+/NADH ratio than human PSM.

They then took some bacterial genes that can modify redox state and expressed them in human cells, and found that when NAD+ was increased, the clock ticked faster, and the PSM cells induced MSGN1 – the ‘master regulator’ of somite development – earlier, linking the NAD+/NADH ratio directly to developmental tempo.

GPD1L: the missing enzyme

How are these different redox states achieved in mouse and human? As I mentioned earlier, the regeneration of NAD+ from NADH is important for continued glycolysis. The cell has three main ways of achieving this: the G3P shuttle (described in Figure 1), a malate-aspartate (MAS) shuttle, and the LDH reaction, which makes lactate without involving the mitochondria.

The authors analysed transcriptomic datasets of mouse and human cells. Genes related to the MAS shuttle and the LDH reaction, as well as GPD2 – the enzyme that takes electrons from G3P – were expressed similarly in both mouse and human. The difference came down to GPD1L, which was found at high levels in mouse, but barely expressed in human cells (Figure 1H in the preprint).

Figure 1H: A volcano plot (from bulk transcriptome data) comparing the expression of genes related to the G3P shuttle, in mouse and human cultured PSM cells. GPD1L was significantly upregulated in mice compared to humans. Figure was made available under a CC-BY-NC 4.0 International license.

 

It makes sense, then, that human cells were found to contain less G3P than mouse cells, but the authors still needed to check that this wasn’t a result of differences earlier in glycolysis. They performed two experiments, one with ‘heavy’ carbon and one with ‘heavy’ hydrogen, which labelled the atoms and allowed them to trace the fractions incorporated at each point in the pathway. They found that in human cells, the G3P – but not the DHAP – contained a smaller fraction of both heavy carbon (Figure 2D in the preprint) and heavy hydrogen, indicating the that the conversion step of DHAP to G3P was less efficient, making the G3P shuttle less active in humans than in mice.

Figure 2D: Mouse and human PSM cells incubated with ‘heavy’ traceable glucose demonstrated that G3P shuttle activity is stunted in human cells. Figure was made available under a CC-BY-NC 4.0 International license.

Mouse cells burn faster

Embryonic cells, like cancer cells, rely heavily on aerobic glycolysis. Glucose is converted to lactate, allowing for faster ATP production and supplying the building blocks for new cells more quickly, bypassing the mitochondria. But, continued glycolytic flux requires NADH oxidation back to NAD+, and a build-up of NADH can slow this down.

To see whether this was limiting human cells, the authors ran a glycolytic stress test on a ‘Seahorse Extracellular Flux Analyser’. It sounds like something from Back To The Future, but all it does is measure the acidification of the cell culture medium as the cells produce lactate. The mouse cells had a bigger and faster increase in acidification, confirming elevated glycolytic flux. The authors backed this up with transcriptomic data, showing that the mouse PSM expresses higher levels of genes involved in glycolysis.

Speeding up human development

The authors then put what they had learned into practice: could they make human development faster by introducing mouse-like metabolic features?

They first used CRISPRa to activate transcription of the human GPD1 or GPD1L genes in human PSM cultures (Figure 3A in the preprint). This led to an increase in G3P shuttle activation, an elevated NAD+/NADH ratio, elevated glycolytic flux, and importantly, faster segmentation clock oscillations – shortening the clock period by 40-50 minutes (Figure 3D in the preprint). This was accompanied by a faster cell cycle; however, it didn’t change the timing of MSGN1 induction.

Figure 3A: The CRISPRa strategy. A guide RNA (sgRNA) directs a dead Cas9, fused to an activator, onto GPD1 or GPD1L to activate its expression in human stem cells. Treated cells are then selected and differentiated into PSM. Figure was made available under a CC-BY-NC 4.0 International license.
Figure 3D: The duration of the segmentation clock period (in human PSM cells expressing the Hes7 reporter) was shorter after GPD1/1L overexpression. Figure was made available under a CC-BY-NC 4.0 International license.

 

Finally, the authors asked whether these findings apply to other cell types. When mouse and human stem cells were differentiated into definitive endoderm or neural progenitors using equivalent protocols, the mouse cells consistently expressed SOX17 (endoderm) or PAX6 (neural) earlier than human cells. However, when human cells were made to overexpress GPD1/1L, this led to cells switching on their lineage markers earlier.

Altogether, this preprint gives convincing evidence that GPD1/1L expression, by controlling a critical step of glycolysis, helps set the rate of embryonic development across multiple tissues.

 

Tags: developmental rate, embryo, human, metabolism, mouse, redox, segmentation, somitogenesis, tempo

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Author's response

Margarete Diaz-Cuadros shared

Questions for the authors:

  1. You have successfully shown that overexpression of GPD1/1L increases the tempo in human cells. Have you tried the reverse experiment, of knocking down expression of this gene in mice?

Yes! We knocked out Gpd1l in mouse epiblast stem cells and confirmed that the NAD+/NADH ratio is lowered as a result. We then differentiated the cells into presomitic mesoderm and found that segmentation clock oscillations were slower in Gpd1l knockout cells compared to wild-type controls. These are new results, so we still don’t know whether loss of Gpd1l similarly slows down other measures of developmental rate.

  1. Why do you think the human segmentation clock doesn’t speed up to match the mouse segmentation clock when GPD1/1L is overexpressed – are other mechanisms holding it back?

NADH oxidation capacity is likely only one mechanism among many that contribute to species-specific metabolic and developmental rates. For instance, we know that mouse cells have a higher mitochondrial density than human cells. Increasing respiration to match mouse levels probably requires boosting mitochondrial biogenesis in addition to increasing glycolytic flux. Furthermore, other mechanisms are known to regulate developmental rate besides metabolism, such as epigenetics and protein turnover. Given the complexity of tempo regulation, it is actually remarkable that a single enzyme, GPD1L, can have such a significant impact on developmental rate.

  1. Can you explain why GPD1/1L overexpression doesn’t change MSGN1 onset, but moderating NAD+/NADH ratio using bacterial genes does change MSGN1 onset?

We don’t fully understand the reason why presomitic mesoderm induction speeds up with LbNOX expression but not with GPD1/1L overexpression. One hypothesis is that GPD1/1L overexpression has separate effects on bioenergetics and signaling that pull mesodermal induction in opposite directions. High lactate secretion is required in neuromesodermal progenitors to activate Wnt signaling and direct them towards presomitic mesoderm fate (Oginuma et al. Nature 2020). By promoting G3P shuttle activity and mitochondrial respiration, GPD1/1L overexpression might shift the balance away from LDH and lactate production, therefore lowering Wnt activity and slowing down mesoderm induction. The general metabolic acceleration of the cells could counteract this signaling effect, leaving the overall timing of MSGN1 onset unchanged relative to controls. In contrast, LbNOX does not contribute directly to mitochondrial respiration, so the bioenergetic effect may dominate over the signaling effect, leading to earlier MSGN1 onset.

  1. Does the G3P shuttle become more important at other stages of human development?

Yes, the suppression of G3P shuttle activity that we observe is limited to the embryonic period. GPD1 and GPD1L are expressed in fetal and adult stages with tissue-specific patterns. In the case of the paraxial mesoderm lineage, we know that GPD1L begins to be expressed in fetal skeletal muscle progenitors. These genes are also involved in human disease. For example, variants in GPD1L have been implicated in human disorders, such as Brugada syndrome. GPD1/1L expression levels are also altered in certain types of cancer, contributing to tumor progression.

  1. Have you tried to modulate developmental tempo in any whole embryo contexts?

Not in mammalian embryos yet. We would like to start working with transgenic mouse strains that conditionally overexpress LbNOX or EcSTH, but this is still in the planning stages. As our main whole animal platform for developmental timing, we actually use the nematode Caenorhabditis elegans. We can track embryonic and larval development at high temporal resolution in individual animals using time-lapse imaging. We are focusing on strains with mild mitochondrial dysfunction which are known to not only develop slowly but also live longer and have slow physiological rhythms (e.g. pharyngeal pumping rate). We are now characterizing how each stage of development is affected by these mutations to understand whether there is concerted scaling of all developmental steps, or whether stage-specific effects result in heterochronies.

  1. Are there any downsides of targeting NADH metabolism to speed up development of stem cell cultures or organoids?

One potential downside that we have not fully explored is whether boosting metabolic rates by enhancing NADH oxidation could cause cellular stress. It is possible that human cells are not equipped to handle faster biological rates and forcing them to do so could induce stress or damage. We are now checking for reactive oxygen species (ROS) levels and activation of the integrated stress response (ISR) in GPD1/1L overexpressing cells. So far, we haven’t detected an increase in ROS under the conditions we have tested, but further work is needed.

  1. Do you think somitogenesis in humans needs to proceed more slowly, and if so, why?

We think somitogenesis proceeds more slowly in humans simply because the overall developmental rate of the embryo is also slow. If the segmentation clock failed to scale with the rate of embryogenesis, we might expect defects in somitogenesis such as altered somite size or number. More generally, we think slow human development may be connected to our broadly slow biological tempo, which can also be observed in our long lifespan, heart rate, and even the duration of our menstrual cycle. Understanding how developmental tempo fits into life history strategies is a major long-term goal of our laboratory.

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