Alec Plotkin @alecplot
Bioinformatics and Computational Biology at UNC Single-cell, T-cells, and Trajectory Inference Chapel Hill, NC Joined August 2019-
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I've been reading up on flow matching recently, especially wrt. single-cell data. It seems like it's basically fitting a generative model on top of optimal transport--can anybody tell me if my intuition is right?
.@JoleneRanek @natstann @purvislab @CompMedUNC present DELVE, an unsupervised feature selection method to identify core molecular features driving cell fate decisions. #BiotechNatureComms nature.com/articles/s4146…
And now congrats to Dr. Haidong Yi for great contributions to featurizing single cell data to predict outcomes :) congratulations @haidyi1 🎉🍾🥳
Are you puzzled about your batch correction practices after reading: biorxiv.org/content/10.110… . We were too and provide some insights here. @pmelsted @adamgayoso @YosefLab @martin_kim0 colab.research.google.com/drive/15k5kahl…
In this preprint biorxiv.org/content/10.110… with @Sindri_e we compared seven widely used methods for batch correction of single cell RNA-seq data. We found that all but one of the methods introduce batch effects when there are none. 1/N
.@DylanLSchaff et al. show that resistant cancer cell clones are different from one another, yet the cells within a clone remain similar during treatment. Transcriptional differences between clones result in different cell fates when treated sequentially with different agents or…
Very evocative figure. "We present an alternative to Graph Neural Networks (GNNs) termed Graph Structured Neural Networks (GSNN), which uses cell signaling knowledge, encoded as a graph data structure, to add inductive biases to deep learning."
Congratulations @alecplot for winning a best poster award at data science day for work predicting CD8 T-cell fates with @JJMilnerLab :) Truthfully, this a picture from last week, but is the same poster. Great job Alec.
So you just used a fancy deep-learning method (e.g., U-Net) to segment your cells. Do you trust your results? Should theorists model your data? Beware of “What You Put Is What You Get (WYPIWYG).” Your results will reflect your bias in your training dataset. Short thread. 1/
Interested in "integrating" multimodal #scRNAseq data? W/ @MariaCarilli, @GorinGennady, @funion10 & Tara Chari we introduce biVI, which combines the scVI variational autoencoder with biophysically motivated bivariate models for RNA distributions. 🧵 1/ biorxiv.org/content/10.110…
Just found out that python's default behavior is to prioritize loading packages in your base installation over your active conda environment... that was a fun bug to fix 🥲
Scientists spend too much time taking “professional selfies”. A paper from PNAS describes what it takes to be a scientist today. Key points (that I always emphasize myself): #AcademicTwitter @AcademicChatter #research
How to stay on top of the literature? Here are 5 tips to stay current, just follow along ⬇️
Do you want to get into scRNA-seq but are lost in the sea of never-ending papers? No worries, I got you covered. Here's a list of the best review that have help me understand the core concepts of the technique, analysis and interpretation:🧵
Do you want to get into scRNA-seq but are lost in the sea of never-ending papers? No worries, I got you covered. Here's a list of the best review that have help me understand the core concepts of the technique, analysis and interpretation:🧵
Congratulations to Chi-Jane who led our new paper on graph coarsening approaches for single-cell data. We show that by shrinking the graph in a principled way, you can achieve similar performance in downstream bioinf tasks as if using the full graph. biorxiv.org/content/10.110…
Great initiative. As someone who uses scanpy often, I'm excited to see what comes out of this!
Great initiative. As someone who uses scanpy often, I'm excited to see what comes out of this!
does anyone else get anxiety after submitting a SLURM job?
Today is the last day of @alecplot ‘a rotation with us and @JJMilnerLab . He did a great job and is on the way to becoming both an expert of T-cells and graphs. What a great combo of content 🧫👨💻 :) thanks for joining us Alec!
"Ontogeny of plasma cytokine & chemokine concentrations across the 1st week of human life" published in @ElsevierConnect #Cytokine. This work, from the @PrecVaccines EPIC@hipcProject, will help future studies better understand the neonatal immune system. bit.ly/3iwV9Wl

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