Devon Stork

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Devon Stork

Devon Stork

@StorkDevon

Co-founder at Pioneer Labs, SAB at Tenza, Molecular Biology. I edit microbial genomes and take lots of notes. All views my own, He/Him.

San Francisco, CA Katılım Haziran 2019
408 Takip Edilen688 Takipçiler
lada
lada@ladanuzhna·
Biology woke up and chose violence
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Isaak Freeman
Isaak Freeman@isaakfreeman·
America is exceptional. But I noticed few people write about WHY America is so exceptional, especially San Francisco. And even fewer write for the high-skilled talent around the world. So here's a few raw obvious observations on America, from a European fresh off the boat.
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The Align Foundation
The Align Foundation@Align_Bio·
In partnership with @Pioneer__Labs, we’re proposing Tesseract: a large-scale, open microbial phenomics dataset to functionally annotate microbial genomes at scale. 🧬🤖 ✅5M diverse genes x 50 host strains × 100 conditions 🔗 Read the proposal: zenodo.org/records/179902…
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Devon Stork
Devon Stork@StorkDevon·
@DanielleFong I still find it ridiculous that steam is the only mainstream way to do heat to electricity. Too many moving parts.
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Danielle Fong 🔆
Danielle Fong 🔆@DanielleFong·
sadly there is no supply for the desired helium turbomachinery to generate power for space nuclear microreactors. if only someone were working on a solid state nuclear power generator 🤔💭🔆
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Devon Stork
Devon Stork@StorkDevon·
@ramez As a scientist and author (under pen name) I think it's one part creative anxiety, one part torment nexus and one part clique mentality/solidarity. There's a couple people bullish on it - @alexanderwales has the best opinions here.
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Ramez Naam
Ramez Naam@ramez·
Science fiction authors seem, on average, remarkably hostile to LLMs. I find it shocking. I understand their angst about creators being disruped. But it turns into this deep skepticism that AI is useful or societally beneficial at all. Real cognitive dissonance.
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Devon Stork
Devon Stork@StorkDevon·
We learned something from each of these, and I hope that by sharing, we can help someone else learn the same lessons without the failure part. Posting negative results publicly should be more normal!
PioneerLabs@Pioneer__Labs

We just wrapped our 12-day Negative Results Advent Calendar 🎄⛔🧪 Now it’s all in one place, with extra context + a few runner-up failures we didn’t post the first time 📉🤦 Take a look for a behind-the-scenes look at how science happens. 🔬❤️#aHR0cHM6Ly9vcGVuLnN1YnN0YWNrLmNvbS9wdWIvcGlvbmVlcmxhYnMvcC8xMi1kYXlzLW9mLW5lZ2F0aXZlLXJlc3VsdHM=" target="_blank" rel="nofollow noopener">rynomad.github.io/stubsack/#aHR0

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PioneerLabs
PioneerLabs@Pioneer__Labs·
That’s the end of our Negative Results Advent Calendar🎁🚫😜12 days of mistakes and weird data, and what we learned along the way🔬😅We'll post the collation of them all and a few honorable mentions tomorrow❤️
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Devon Stork@StorkDevon·
Not all libraries are created equal, and we're still figuring out which summary statistics and cutoffs to use when evaluating them. I'd love to hear any tips on Gini coefficients or Simpson indices, and how to apply them to large DNA libraries.
PioneerLabs@Pioneer__Labs

⛔ result 12: Some of our libraries are already pretty skewed before we start selection 😅📊 Not always bad enough to trash, but it means we need much bigger bottlenecks to avoid chopping off all the low-abundance members 🧬🔍🧵

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Devon Stork
Devon Stork@StorkDevon·
Good QC metrics are essential to good science, and I especially like this one. It'e asking if our variance is explainable by sampling noise (var/mean = 1) for every barcode in the library. From there you can track down the problem. In this case, insufficient DNA input into PCR.
PioneerLabs@Pioneer__Labs

⛔ result 11: We barcode the genome and use Illumina reads to track fitness of 5E6 strains at once 🧬📊 But at that scale, you need to add µg’s of gDNA to avoid bottlenecks. We didn’t, so our variance ended up far above Poisson noise 🤦‍♀️📉🎲

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Devon Stork
Devon Stork@StorkDevon·
@ATinyGreenCell Answered over in other post! As far as we can tell, nothing weird, just contamination somewhere in multiple days of antibiotic-free passaging. x.com/StorkDevon/sta…
Devon Stork@StorkDevon

@ATinyGreenCell 7. Stock stuff that looks good. 16S/WGS it. The plates above are from step 5, so they'd gone through 3 cultures, 144 hours of growth without antibiotics, and the contamination happened somewhere in there, and maybe earlier.

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Sebastian S. Cocioba🪄🌷
Sebastian S. Cocioba🪄🌷@ATinyGreenCell·
@StorkDevon Wow, what was the ID on the contam? Maybe sporulation in the incubator? Its so uniform thay it seems to have come from the innoculum. Very invested now in this detective work
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Devon Stork
Devon Stork@StorkDevon·
You don't realize how much you're leaning on antibiotics and fast growth times to prevent contamination until you need to do experiments without them. These excisions need almost the same level of sterile technique as human stem cell culture.
PioneerLabs@Pioneer__Labs

⛔result 10: For genomic integration in C. necator, we do repeated rounds of integration & excision🧬🔁That means days of growth without selection, and C. necator is so slow-growing it usually gets contaminated 😭 Other strains outgrow hitchhikers, but not this little guy🐌🧫

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Devon Stork@StorkDevon·
@ATinyGreenCell 7. Stock stuff that looks good. 16S/WGS it. The plates above are from step 5, so they'd gone through 3 cultures, 144 hours of growth without antibiotics, and the contamination happened somewhere in there, and maybe earlier.
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Devon Stork
Devon Stork@StorkDevon·
@ATinyGreenCell 4. Cure out the excision plasmid with sucrose/novobiocin. 48 hours. 5. Drop dilutions on antibiotics to estimate excision/curing success. Plate to isolate colonies. 48 hours. 6. Pick colonies, grow up in +/- antibiotics to look for things that don't have any resistances. 48 hours
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Sebastian S. Cocioba🪄🌷
Sebastian S. Cocioba🪄🌷@ATinyGreenCell·
Very invested in the mystery contam source here. The art and craft of biological research is a lifelong pursuit and we can always learn from each others stumbles and everests. This sort of transparent reporting of negative results is deeply refreshing.
Devon Stork@StorkDevon

@ATinyGreenCell That's the thing - this was done in a downdraft hood, and it still got contaminated. Those sleeves you wear to cover your wrists help, but we think some of it came from other stuff in the incubator too.

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Devon Stork@StorkDevon·
@ATinyGreenCell That's the thing - this was done in a downdraft hood, and it still got contaminated. Those sleeves you wear to cover your wrists help, but we think some of it came from other stuff in the incubator too.
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Sebastian S. Cocioba🪄🌷
Sebastian S. Cocioba🪄🌷@ATinyGreenCell·
@StorkDevon I always found it odd that microbio peeps who have access to hoods dont just work in hood always. I do all my work in my downdraft sterile air cabinet and my background contam is literally 0%. I only get contam from silly mistakes or overloaded autoclave run.
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Devon Stork
Devon Stork@StorkDevon·
@ATinyGreenCell @Pioneer__Labs Yeah, we saw it get all snotty at higher salt too. Was this MG1655-derived? I'm curious as to the selection regimen. Our strains can tolerate only ~4% at the start.
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PioneerLabs
PioneerLabs@Pioneer__Labs·
⛔ result 5: Because of our LB drama, we switched to measuring salt tolerance in M9, a defined minimal medium🧫➡️📏 And then…😅Strains that looked great in high-salt LB showed no improved salt tolerance in M9. Turns out “salt-tolerant” depends a lot on the exact media🧂🤷‍♂️
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