Lior Pachter Profile picture
25 Jan, 16 tweets, 10 min read
New preprint from our lab on whole animal multiplexed #scRNAseq (WHAM-seq) by Tara Chari, Brady Weissbourd & @JaseGehring et al. collaborating w/ David Anderson, Evelyn Houliston @Clytia_Vlfr, and @richcopley. A 🧵 about our proof of principle in🎐... 1/ biorxiv.org/content/10.110…
We show #scRNAseq can be used for "reverse genomics" to conduct low-cost *experiments*. Instead of sequence first ask questions later, we ask questions first & then sequence. We illustrate the approach w/ a starvation experiment using the emerging model Clytia hemisphaerica. 2/ ImageImage
We performed multiplexed #scRNAseq using the ClickTag approach developed in our lab by @JaseGehring (w/@sisichen, Matt Thomson, Jeff Park). The chemical multiplexing can be used on any tissue/animal and facilitates experiments with little batch effect. 3/ nature.com/articles/s4158…
Single-cell RNA-seq had not been perform on Clytia Hemisphaerica prior to our work, so we first had to figure out how to make good cell suspensions. This is one part of #scRNAseq that requires trial and error. @LOLCats4U and @JaseGehring solved it w/ a dounce homogeneizer. 4/ Image
We multiplexed 5 starved and 5 fed jellyfish, and first built a cell atlas. This was both challenging & interesting. E.g., we uncovered a previously unknown putative mechanosensory cell type in Clytia expressing homologs of components characterized in vertebrate hair cells. 5/ Image
A remarkable feature of the Clytia medusa is that it constantly generates many cell types, notably neural cells and nematocytes from prominent interstitial stem cell pools in the tentacle bulb epidermis. We can see the differentiating cell trajectories in our cell atlas. 6/ Image
We also identified 14 likely subpopulations of neurons, and 10 new likely neuropeptides. The neuronal subpopulations appear to express combinatorial combinations of neuropeptides, and some are spatially localized whereas others are broadly distributed across the animal. 7/ Image
The starvation experiment revealed an interesting story of shifts in cell *state* as opposed to cell *type*. We believe we are sensitive to such shifts because of the greatly reduced batch effect in our experiments as a result of multiplexing our samples with ClickTags. 8/ Image
A deep dive into the genes perturbed by starvation was extremely interesting. For example we found one "gene module" of perturbed genes shared across multiple gastro-digestive cell types that was enriched in proteolytic genes. Much more on this in the paper. 9/ Image
In situs of perturbed genes was illuminating (beautiful work by @AnnaFerraioli_ @Leclere_L @Clytia_Vlfr). E.g., the gastro-digestive cell marker CathepsinL confirms extensive reorganization of the gastroderm in starved animals, especially in the oocyte-depleted gonad (arrows).10/ Image
We have released all the data & code needed to reproduce the paper, including the reads. This reproducibility is not theoretical: every figure caption has a link to a @GoogleColab notebook enabling free reproducibility in the cloud. See e.g. Figure 2: github.com/pachterlab/CWG… 11/
One of our goals was to demonstrate that WHAM-seq can be practiced routinely. The lab cost of our starvation experiment was ~$12,000, which is not a trivial amount but hopefully in the range of most labs. In addition to usable and reproducible code all protocols are shared. 12/ Image
WHAM-seq should be useful for studying developing embryos to organoids to non-models organisms. It is also well suited to large-scale perturbation studies. Clytia hemisphaerica with ~10^5 cells was the perfect scale for now. More will be possible soon. academic.oup.com/database/artic… 13/
Working on this project was a lot of fun. Our author contribution description "T.C., B.W.,J.G., A.F., L.L., R.R.C., E.H., D.J.A, and L.P. contributed to writing and editing the manuscript" reflects to a wonderful, productive collaborative process with tons of discussion. 14/
This was not a project from my lab or the Anderson lab or the Houliston lab. Everyone pitched in key ideas, contributions and experiments for positive epistasis. I've learned a lot about Clytia hemisphaerica from @Clytia_Vlfr & Brady Weissbourd, and I'm now totally hooked... 15/ Image
Special shout out to the leading authors: my former student @JaseGehring did great work w/ the #scRNAseq in our lab (now a postdoc with @JShendure), current student Tara Chari led the analysis, and Brady Weissbourd introduced us to Clytia and guided the neuronal work. 🎐16/16

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More from @lpachter

28 Jan
Universal Health Services @UHS_Inc is the largest facility-based behavioral health provider in the country. Its mission statement includes "To provide..healthcare services that..INVESTORS seek for long-term returns."

Hard to believe right?

This is straight from their "mission statement" website, capitalization and all... uhsinc.com/mission-statem… Image
Last year UHS settled with the DOJ for $122 million. complianceweek.com/regulatory-enf…
Read 5 tweets
8 Dec 20
There are some difficult truths when it comes to publication modes and publication costs, and @rsidd120 makes some good points here.

His on-point thread reminded me of my black and white paper: 🧵
In 2006 I went on a year-long sabbatical to @UniofOxford from @UCBerkeley. My grants were just ending and I thought I'd reset by doing some math after several years of genome consortia (I didn't have a biology mentor to tell me R01s can be renewed, so I didn't know & didn't try).
At @UniofOxford I was hosted by Philip Maini in Maths and @JotunHein in the Stats. It was a fun year in which I met @satijalab who was a student at the time. We ended up writing a paper on phylogenetics, alignment and annotation: academic.oup.com/bioinformatics…
Read 12 tweets
7 Dec 20
A thread about curated databases in genomics:

The first database I curated by hand was for my Ph.D. thesis. It consisted of a database of 117 orthologous human and mouse genes (this was in the late 90s before either genome was sequenced!). It's still up: cb.csail.mit.edu/cb/crossspecie…
Compiling this database was hard. It required combing through GENBANK, performing alignments to check for orthology, examine proteins for homology etc. The database was generated for benchmarking a gene prediction tool, but I found that the curation had much more value than that.
The process of compiling the database taught me a ton about the state of gene sequences in GENBANK, challenges in sequence alignment, functional annotation etc. I learned a lot making this database. Also others found it useful in derivative work: korflab.ucdavis.edu/~genis/documen….
Read 12 tweets
1 Dec 20
A friend (who does not work in science) asked me today whether it is true that "protein folding has been solved". My short answer:

The AlphaFold method produced very impressive results on CASP14. Protein folding is not a solved problem.
The AlphaFold results are impressive not just because they are (on average) much better than other methods, but because the improvement is so great in just the last 2 years that it suggests much more is still possible.
Also, the AlphaFold results are just markedly different from what a lot of other methods are producing. This is not an incremental improvement.
Read 7 tweets
20 Nov 20
There has been discussion over the past week about what the new @Apple M1 chip means for bioinformatics. Some have predicted the end of compbio on @Apple. Others are more optimistic.

We got a Mac Mini & @pmelsted easily compiled kallisto bustools #scRNAseq on it. Results below: Image
Several points:
1. Compilation of code on the M1 ARM architecture was easy for kallisto and bustools because they have few dependencies. In fact we did it before for the ARM Rock64 which is why this time there was no problem with the M1.
2. @Apple has done a great job with Rosetta 2. M1 emulating x86 is still faster than previous Macs. And the extra cores are great for running kallisto. macrumors.com/2020/11/15/m1-…
Read 6 tweets

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