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#stress

7 posts6 participants0 posts today

Our new preprint is now out!

Dynamic transcriptional heterogeneity in pituitary corticotrophs

biorxiv.org/content/10.1101/20

We analysed publicly available single-cell RNA sequencing data of pituitary gland tissue and looked at corticotrophs, cells that are central to mediate stress responses.

We identified several transcriptional states in these cells that are related to how they respond to stress. Cells are able to transition between these states and this might be helpful for them to respond to stress coming at unpredictable times.

We also highlight issues related to using scRNAseq to look at functional subpopulations of cells.

bioRxiv · Dynamic transcriptional heterogeneity in pituitary corticotrophsA large body of evidence has shown that corticotrophs, the anterior pituitary cells central to the generation of hormonal stress responses, exhibit heterogeneous functional behavior, suggesting the presence of functional sub-populations of corticotrophs. We investigated whether this was the case at the transcriptomic level by conducting a comprehensive analysis of scRNA-seq datasets from rodent pituitary cells. We envisaged two alternative scenarios, one where robust subtypes of corticotrophs exist, and the other where these subpopulations were only transient states, possibly transitioning into one another. Our findings suggest that corticotrophs transition between multiple transcriptional states rather than existing as rigidly defined subpopulations. We employed marker gene-based comparisons and whole transcriptome label transfer approaches to analyze transcriptional signatures across datasets. Marker-based clustering revealed strikingly low similarity in the identified subpopulations across datasets. This analysis evidenced the presence of transcriptional states with different functional relevance, related to different stages of hormonal signalling. Similarly, the label transfer approach, which considers non-linear interactions across the entire transcriptome showed that transcriptional states could be detected across independent datasets. This classification relied on broader gene expression patterns rather than conventional marker genes, reinforcing the notion of continuous rather than discrete cell states. Furthermore, trajectory analysis by RNA velocity indicated dynamic transitions between transcriptional states, suggesting the presence of transcriptional mechanisms facilitating rapid recruitment of corticotrophs in response to physiological demands. Our findings align with evidence from other endocrine cell types, such as lactotrophs and pancreatic β-cells, where hormone secretion is linked to fluctuating transcriptional activity. The observed transitions in corticotroph states suggest a mechanism allowing flexible hormonal responses to unpredictable and time-varying stressful events. Additionally, this study highlights the challenges associated with scRNA-seq methodologies, including data sparsity, batch effects, and pseudoreplication, underscoring the need for rigorous experimental design and reproducibility in single-cell transcriptomics research. These insights contribute to a broader understanding of pituitary cell plasticity and endocrine adaptation mechanisms. ### Competing Interest Statement The authors have declared no competing interest.

@Garwboy
Thank you for your work.

One small comment - it seems to me that stress comes in two non-exclusive varieties!
Short term 'event' stress that can be debilitating for a couple of hours /days or a week.
Plus-
Longer term stress that builds up like a pressure cooker looking for release.
Then-
Long term stressors can have short term issues piled on top that nudge the release valve beyond breaking point if they aren't managed.

Stress and anxiety go hand in hand as cousins, and the support mechanisms you highlight can really help with these (and if they work for me, they'll work for anyone!).

Long hours, high stress?

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Ah yes, the art of setting arbitrary #deadlines to keep your engineers perpetually on edge. 😱 Because nothing screams #productivity like working nights and weekends for a deadline that exists solely in the fevered imaginations of #management. 🎉 Maybe next time, try a to-do list instead of a fictitious ticking clock. 🕰️
newsletter.manager.dev/p/using #workplaceculture #engineerlife #stress #HackerNews #ngated

Manager.dev · Using fake deadlines without driving your engineers crazyBy Anton Zaides

💾 Rebooting Petabyte Control Node 💾

am rebooting one of the control nodes for a petabyte+ storage array, after 504 days of system uptime..

watching kernel log_level 6 debug info scroll by on the SoL terminal via iDrac..

logs scrolling, the array of SAS3 DE3-24C double-redundant SFF linked Oracle/Sun drive enclosures spin-up and begin talking to multipathd...

waiting for Zpool cache file import..

waiting.. 131 / 132 drives online across all enclosures.. hmm.. what's this now...

> transport_port_remove: removed: sas_addr(0x500c04f2cfe10620)

well ffs 😒

> 12:0:10:0: SATA: handle(0x0017), sas_addr(0x500c04f2cfe10620), phy(32),

oh, that's a SATA drive on the system's local enclosure bay for scratch data, it's not part of the ZFS pool.. 😌

next step, not today, move control nodes to a higher performance + lower wattage pair of FreeBSD servers 💗

I saw an interview recently where the interviewee -- who is about my age or maybe a little older -- was talking about how #socialmedia has changed things.

He said that before social media kids were either outside playing with their friends, or inside in their rooms *drawing, or playing with a keyboard, or whatever*.

If he had just added reading and programming 8-bit machines, that would actually be my childhood.

(1/3)

I don’t know if it’s my age or just the general shitty state of the world around me, but I’ve been struggling to get enough rest these days to function optimally. The amounts of work that I would normally find OK (or even pleasant) has shrunk down significantly. I need more rest, more distraction, more entertainment to get through the day.

I think a lot of it comes down to stress. I’m stressed more and longer each day than I used to be. And dealing with stress means getting away from the routine and having some do-nothing downtime. And the more stress I get, the more intentional downtime I need.

Unbeknownst to me, I think I’ve allowed my “max stress” alarm level to be set at higher and higher levels over time. I need to reset that index back downward for my health.