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Yogesh Goyal

@goyallab.bsky.social
232 followers 209 following 31 posts

Single cell systems and synthetic biology lab at Northwestern University and Chan Zuckerberg Biohub Chicago. www.goyallab.org

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Reposted by Yogesh Goyal
Ben Kuznets-Speck @biophysben.bsky.social · 09/07/2026
Special thanks to @goyallab.bsky.social @vaikuntsuri.bsky.social for their guidance over the last two years, Mike Hinczewski, and to all my advisors throughout my time in science so far!
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Yogesh Goyal @goyallab.bsky.social · 10/07/2026
So happy to see one of my first postdocs Ben starting his own group at Fred Hutch! Ben has been central to our perturbation modeling efforts and I’m excited to see what he does in his own group.
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Yogesh Goyal @goyallab.bsky.social · 14/06/2026
A preview from my group on @rongfan8.bsky.social 's excellent new technology and the broader spatial CRISPR screens in @natbiotech.nature.com
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🇲🇽 Leonardo Collado-Torres @lcolladotor.bsky.social · 06/05/2026
#TwINFER by Yogesh Goyal et al for analyzing recently divided cells (aka “twins”) seems interesting Gotta read later the preprint from doi.org/10.64898/202... #BoG2026 @cshlmeetings.bsky.social
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Vijay Ramani @vram142.bsky.social · 06/05/2026
Delighted to share our lab's latest (w/ inimitable @genophoria.bsky.social) in final form at @nature.com. Enormous lift by Sean Wang, @palindromephd.bsky.social & @martyyang.bsky.social to address extensive & constructive reviewer comments & see this through. (1/n) www.nature.com/articles/s41...
nature.com
Pervasive and programmed nucleosome distortion on single chromatin fibres - Nature
An analytical pipeline called Iteratively Defined Lengths of Inaccessibility (IDLI) maps the genome-wide occupancy of a range of nucleosome types and shows that most nucleosomes exhibit programmed ‘di...
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Yogesh Goyal @goyallab.bsky.social · 06/04/2026
*POSTDOC Positions* Multiple positions open in my group at @biohub.org & @feinberg.northwestern.edu / @nitmb.bsky.social We welcome PhDs from diverse disciplines interested in QBio & BioE job-boards.greenhouse.io/biohub/jobs/... job-boards.greenhouse.io/biohub/jobs/... www.goyallab.org/positions
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Yoav Gilad @ygilad.bsky.social · 04/04/2026
For decades, molecular biology and human genetics have been built around measurements of average gene expression. That was partly conceptual, but also technological: for a long time, the mean was the quantity we could measure most reliably. Our new preprint argues that this framework is incomplete.
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Vijay G. Sankaran @bloodgenes.bsky.social · 02/01/2026
Delighted to have our work on 🧬 resilience to 🩸cancer led by @g-agarwal.bsky.social & amazing collaborators, including @kharaslab.bsky.social, published in @science.org: www.science.org/doi/10.1126/... 🧵
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Nature Reviews Genetics @natrevgenet.nature.com · 05/02/2026
New online! Revisiting the molecular workhorse: plasmids in evolutionary conflict
dlvr.it
Revisiting the molecular workhorse: plasmids in evolutionary conflict
Nature Reviews Genetics, Published online: 04 February 2026; doi:10.1038/s41576-026-00942-6Campbell and Goyal discuss a recent study by Rossine et al., which introduces a synthetic plasmid system that experimentally separates within-cell from between-cell selection, revealing multilevel evolutionary conflict and addressing questions first posed by Szathmáry and Smith in 1995.
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Suri Vaikuntanathan @vaikuntsuri.bsky.social · 17/12/2025
Super happy to be associated with this work !!
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Suja Jagannathan @rnabiologist.bsky.social · 25/12/2025
Excited for this work by Michael Cortazar, an @JagannathanLab Postdoc, to be out as a preprint. So much hard work went into it, but it was well worth it 🤓
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Suri Vaikuntanathan @vaikuntsuri.bsky.social · 17/12/2025
Excited to share new work by Daiki and Hector in collaboration with Monika: arxiv.org/abs/2512.13859 We introduce a gating mechanism in classic associative memory models and find capacity is increased far above the Hopfield limit without the usual catastrophic breakdown.
arxiv.org
Neuromodulation-inspired gated associative memory networks:extended memory retrieval and emergent multistability
Classical autoassociative memory models have been central to understanding emergent computations in recurrent neural circuits across diverse biological contexts. However, they typically neglect neurom...
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Yogesh Goyal @goyallab.bsky.social · 02/12/2025
NEW PREPRINT led by stellar postdoc @biophysben.bsky.social We turn diffusion models into inference machines. Score function→exact likelihoods, uncertainty estimate & interpretablity. Diffusion models generate. But classify? Untapped—until now @chanzuckerberg.bsky.social shorturl.at/s32uX
shorturl.at
Interpretable Thermodynamic Score-based Classification of Relaxation Excursions
Classification and regression are cornerstones of computational biology and science at large, from identifying cell types to stratifying patients by disease state. Current deep learning classifiers pr...
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Tim Triche, Jr.🔰 @timtriche.bsky.social · 22/10/2025
Guaranteed funding for five years and a 20% increase in a $39K base stipend if you haul in a fellowship. World class facilities and faculty in metabolism, structural biology, epigenetics, and beyond. Grand Rapids is half the cost of living of California or Boston. Apply by December 1st if interested
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Michael Baym @baym.lol · 20/11/2025
Hot off the press! Our latest paper led by @fernpizza.bsky.social, understanding how plasmids evolve inside cells. These small, self-replicating DNA circles live inside bacteria and carry antibiotic resistance genes, but also compete with one another to replicate. 1/ www.science.org/doi/10.1126/...
science.org
Intracellular competition shapes plasmid population dynamics
From populations of multicellular organisms to selfish genetic elements, conflicts between levels of biological organization are central to evolution. Plasmids are extrachromosomal, self-replicating g...
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Itai Yanai @itaiyanai.bsky.social · 23/11/2025
PhD students and Postdocs: The Night Science Podcast (@nightsciencepod.bsky.social) is producing an episode highlighting young scientists talking about their creative process. DM me if you'd like us to consider you for this, & read below what PhD student Davis Garner will contribute! ⬇️
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Gabriel Rocklin @grocklin.bsky.social · 19/11/2025
New preprint! We measured temperature- and pH-induced aggregation for over 18,000 natural and de novo designed protein domains!
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Vijay G. Sankaran @bloodgenes.bsky.social · 18/11/2025
Excited to share our new study, led by @dellaVolpe_L, now out in @natcellbio.nature.com! Blocking #ferroptosis enhances human 🩸 stem cell expansion, with implications for transplantation and gene therapy. www.nature.com/articles/s41...
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Scott Coyle @cellraiser.bsky.social · 18/11/2025
How do cells adapt morphology to function? In a 🔥 preprint by @zjmaggiexu.bsky.social , with @dudinlab.bsky.social and @amyweeks.bsky.social , we identify a self-organizing single-cell morphology circuit that optimizes the feeding trap structure of the suctorian P. collini. 🧵 tinyurl.com/4k8nv926
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Harris Wang @harriswang.bsky.social · 15/11/2025
📢 Our Dept. of Systems Biology at Columbia University has an open tenure-track Assistant Professor position in the broad area of quantitative biology. Come join our awesome department in NYC! Please circulate. apply.interfolio.com/177622 Suggested deadline: 12/15/2025. @columbiasysbio.bsky.social
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Northwestern Basic Sciences @nu-bsa.bsky.social · 14/10/2025
Congratulations to Yogesh Goyal, PhD @goyallab.bsky.social, who was named a 2025–2028 Edward Mallinckrodt, Jr. Foundation Grant Fellow! His work bridges engineering and biology to advance understanding of cellular plasticity and fate in development and disease. Learn more: tinyurl.com/2rumf48v
Portrait of Yogesh Goyal, PhD, assistant professor of Cell and Developmental Biology at Northwestern University Feinberg School of Medicine, smiling against a purple gradient background. Text reads: “Goyal Named Mallinckrodt Foundation Grant Fellow.” Northwestern Medicine Feinberg School of Medicine logo appears in the lower right corner.
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Yogesh Goyal @goyallab.bsky.social · 16/10/2025
Exciting opportunity to work with @ianmellis.bsky.social who is an excellent mentor and working on cool stuff !
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Vijay Ramani @vram142.bsky.social · 09/10/2025
Congratulations @karalmckinley.bsky.social & lab on their groundbreaking recent preprint establishing + characterizing a chemically inducible model of menstruation in mouse: www.biorxiv.org/content/10.1... My jaw dropped when I heard this presented earlier this year. Incredible.
biorxiv.org
Induction of menstruation in mice reveals the regulation of menstrual shedding
During menstruation, an inner layer of the endometrium is selectively shed, while an outer, progenitor-containing layer is preserved to support repeated regeneration. Progress in understanding this co...
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Rita Strack @ritastrack.bsky.social · 24/09/2025
Nature Biomedical Engineering is hiring again! This time we're hoping to add an editor with machine learning expertise to the team (although we are open to those with other relevant expertise!) Deadline is Oct 20. Please RT! springernature.wd3.myworkdayjobs.com/SpringerNatu...
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Yun S. Song @yun-s-song.bsky.social · 22/09/2025
We are excited to share GPN-Star, a cost-effective, biologically grounded genomic language modeling framework that achieves state-of-the-art performance across a wide range of variant effect prediction tasks relevant to human genetics. www.biorxiv.org/content/10.1... (1/n)
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Anders Sejr Hansen @andersshansen.bsky.social · 21/09/2025
Asking BlueSky for help: For a review, I am trying to accurately credit the first paper that measured pairwise 3D distances between 2 pieces of DNA on the same chromosome (or cosmid). Is Trask 1989 the first? I know of earlier single-locus papers (1982). www.sciencedirect.com/science/arti...
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Vijay Ramani @vram142.bsky.social · 20/09/2025
Some (+)ve news to lighten another heavy weekend: our latest preprint (c/o Mattiroli + Ramani labs) is up! www.biorxiv.org/content/10.1... A tour-de-force by 1st authors Bruna Eckhardt & @palindromephd.bsky.social, focusing on chromatin replication. RTs welcome; tweetorial in 3,2...(1/n)
biorxiv.org
The eukaryotic replisome intrinsically generates asymmetric daughter chromatin fibers
DNA replication is molecularly asymmetric, due to distinct mechanisms for lagging and leading strand DNA synthesis. Whether chromatin assembly on newly replicated strands is also asymmetric remains un...
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Jaehyuk Choi @jaehyukchoimd.bsky.social · 20/09/2025
We have an active search for tenure-track faculty interested in #ImmuneEngineering #ProteinEngineering #GenomeEngineering & #CancerImmunology. Join the newly formed Center for Cellular Therapies and Cancer Immunology #CCTCI. Learn more at apply.interfolio.com/173562. #facultyjobs
apply.interfolio.com
Apply - Interfolio {{$ctrl.$state.data.pageTitle}} - Apply - Interfolio
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Ian Mellis @ianmellis.bsky.social · 19/09/2025
Highly productive and innovative group doing elegant quantitative bio spanning theory, experimental and computational methods, and actual applications. If you're interested in a postdoctoral position studying cancer, development, or single cell biology, reach out to Yogesh!
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Yogesh Goyal @goyallab.bsky.social · 19/09/2025
**POSTDOC POSITION** My lab (www.goyallab.org) at Northwestern and CZ Biohub Chicago looking for a postdoctoc in quantitative biology. We work on a range of topics, including single-cell cancer plasticity, modeling single-cell perturbations, theory, and stem-embryo models. contact via email. Pls RT
goyallab.org
Goyal Lab
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Michael Baym @baym.lol · 01/09/2025
What was antibiotic resistance like before we ever used antibiotics? How did we change what antibiotic resistance genes looked like over 100 years? Our paper looking at resistance genes from a century of NCTC historical isolates now out in mGen: www.microbiologyresearch.org/content/jour...
microbiologyresearch.org
Genomic resistance in historical clinical isolates increased in frequency and mobility after the age of antibiotics
Antibiotic resistance is frequently observed shortly after the clinical introduction of an antibiotic. Whether and how frequently that resistance occurred before the introduction is harder to determin...
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Stefano Di Talia @ditalialab.bsky.social · 02/09/2025
Priyom's preprint is out on biorxiv. See below for a detailed thread. In a nutshell, she has discovered and characterized the oscillator that times notochord and spine segmentation in zebrafish. Turns out that there are uniform Erk oscillations across the entire tissue that act as timekeepers!
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Michael Baym @baym.lol · 01/09/2025
Every few months the "good lab hands" thing comes up and it misses a key point: you can learn to have good hands. Training matters. Good hands aren't some magic gift from the PCR gods, you have to develop them through directed repetitive practice, like any other skill
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Anshul Kundaje @anshulkundaje.bsky.social · 19/08/2025
@jengreitz.bsky.social l & my lab want to co-hire a computational biologist/biostatistician with project management expertise to help map the regulatory code of the human genome and discover genetic mechanisms of disease. Details below careersearch.stanford.edu/jobs/computa... Plz RT
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Itai Yanai @itaiyanai.bsky.social · 25/08/2025
Good ideas come from having lots of experience. And experience comes from having lots of bad ideas.
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Colin Conine @colinconine.bsky.social · 23/08/2025
New from the lab led by @natrigg.bsky.social. We started by characterizing mRNA in sperm, EVs, and the epithelium across epididymal transit. This revealed evidence that sperm acquire specific mRNAs through fusion with epididymal EVs, which we further established with in vitro co-incubation assays
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Yogesh Goyal @goyallab.bsky.social · 19/08/2025
Nice writeup by Stas capturing Benny Shilo, who passed away untimely. To me as a young graduate student and to others in our lab, Benny was fondly referred to as the “EGFR Uncle.” Benny was kind and I loved how he always had time for young trainees www.sciencedirect.com/science/arti...
sciencedirect.com
Ben-Zion Shilo (1951–2025)
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Yogesh Goyal @goyallab.bsky.social · 18/08/2025
QUESTION: What are the best ways currently to integrate scRNAseq samples (same cell line, drug treated vs untreated) for comparitive analysis? We are aware of scTransfrom, scanorama, harmony, scVI. Any suggestions would be great!
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James Briscoe @jamesbriscoe.bsky.social · 14/08/2025
Latest on Waddington Landscapes: Computational methods to fit dynamical landscapes directly to single cell data Applied to neural tube patterning shows morphogen-signalling landscapes can be linearly interpolated Connects interpretable landscape models with data www.biorxiv.org/content/10.1...
biorxiv.org
Reconstructing Waddington's Landscape from Data
The development of a zygote into a functional organism requires that this single progenitor cell gives rise to numerous distinct cell types. Attempts to exhaustively tabulate the interactions within d...
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Anshul Kundaje @anshulkundaje.bsky.social · 12/08/2025
Job Alert: A stealth startup focused on non-cancer diagnostics is keen to hire a deep learning for genomics/bio engineer. I am an advisor for the startup & closely involved. Please see the job description below and get in touch if interested. Plz forward.
Stealth genomics startup focused on non-cancer diagnostic applications

Senior Deep Learning Engineer
•	Ph.D. in relevant field with 3+ years practical experience in deep learning for biology
•	Demonstrated proficiency in building DL architectures using Pytorch or TensorFlow+Keras.
•	Substantial expertise in training lightweight deep learning models and tuning large foundation models.
•	Substantial expertise with developing efficient data loaders for large datasets and optimizing training workflows.
•	Deep expertise training and deploying models in Cloud-based compute environments and local hardware.
•	Sufficient knowledge of the genomics of gene regulation to ask the right questions for the specific information to be gained.
•	Expertise in developing models of gene regulation and sequence-to-function models is a plus.
•	Interactive team player in highly collaborative small setting. Experience collaborating and communicating with biologists.

Interested candidates can send their CV to anshul @ kundaje . net
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Tera Levin @teralevin.bsky.social · 05/08/2025
I'm excited to announce our new biorxiv preprint, wherein we investigate the evolution of the weirdest genetic locus I've ever seen! Behold the tgr genes of the social amoeba, which mediate self/non-self discrimination during facultative multicellularity 🐅 🧵 1/ www.biorxiv.org/content/10.1...
biorxiv.org
Hypermutable hotspot enables the rapid evolution of self/non-self recognition genes in Dictyostelium
Cells require highly polymorphic receptors to perform accurate self/non-self recognition. In the amoeba Dicytostelium discoideum, polymorphic TgrB1 & TgrC1 proteins are used to bind sister cells and e...
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Yogesh Goyal @goyallab.bsky.social · 02/08/2025
wrong answers only umap artwork from @biophysben.bsky.social
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Nikolai Slavov @slavov-n.bsky.social · 24/07/2025
How challenging is the prediction of transcriptional responses to CRISPR gene perturbations ? A simple model, just scaling RNA correlation vectors, results in accurate predictions for many perturbations. The model is intuitive & grounded in a simple approximation. 1/2
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Iain Cheeseman @iaincheeseman.bsky.social · 23/07/2025
New preprint! We solve a mystery you didn't know existed. Mitotic cells lack new transcription but require ongoing translation. Interphase mRNA half life is only 2-4 hrs. So how do cells arrest in mitosis for hours without depleting their transcriptomes? www.biorxiv.org/content/10.1...
biorxiv.org
Global inhibition of deadenylation stabilizes the transcriptome in mitotic cells
In the presence of cell division errors, mammalian cells can pause in mitosis for tens of hours with little to no transcription, while still requiring continued translation for viability. These unique...
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Vijay G. Sankaran @bloodgenes.bsky.social · 17/07/2025
Delighted to have our preprint led by @lvchosen1.bsky.social up: Genetic variation reveals a homeotic long noncoding RNA that modulates human hematopoietic stem cells biorxiv.org/content/10.1... 🧵 below ...
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Yogesh Goyal @goyallab.bsky.social · 17/07/2025
Just noticed a super nice preview of our paper by @ditalialab.bsky.social and Alexandra Hiestand. As always, good editorial experience with @cp-cellsystems.bsky.social www.cell.com/cell-systems...
cell.com
Vascular scaling: A careful balancing act between proliferation and extrusion
How do vascular tissues grow with the rest of the developing organism postnatally? In this issue of Cell Systems, Pi et al. combine modeling with molecular biology to uncover how cell behaviors scale ...
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Anshul Kundaje @anshulkundaje.bsky.social · 20/04/2025
genomebiology.biomedcentral.com/articles/10.... Quite an indictment of some of the current single cell "virtual cell" foundation models. Even for the relatively mundane applications, cell labeling, batch correction etc, they are poor compared to much simpler & cheaper methods.
genomebiology.biomedcentral.com
Zero-shot evaluation reveals limitations of single-cell foundation models - Genome Biology
Foundation models such as scGPT and Geneformer have not been rigorously evaluated in a setting where they are used without any further training (i.e., zero-shot). Understanding the performance of mode...
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Rita Strack @ritastrack.bsky.social · 10/07/2025
Come work at Nature Methods! A dream job. I know from experience 😄
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Yogesh Goyal @goyallab.bsky.social · 07/07/2025
Excited to share our paper on deciphering the design & control principles of tissue scaling w/ Luisa Arispe! Amazing work by co-first authors Danielle Pi and Jonas Braun. We show *differentiated* endothelial cell proliferate in waves with ultrafast cell cycle time of ~5h www.cell.com/cell-systems...
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Alek Erickson @alekerickson.bsky.social · 07/07/2025
looks useful
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