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Sushmita Roy

@sroyyors.bsky.social
1.2K followers 253 following 57 posts

Regulatory genomics, machine learning, networks, systems biology, evolution

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Sushmita Roy @sroyyors.bsky.social · 25/04/2026
Very happy to see this review online annualreviews.org/content/journa… where we review current approaches and challenges in GRNs with a focus on dynamics, perturbations and cell type specificity.
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Stephen Turner @stephenturner.us · 09/03/2026
Remembering Phil Bourne. Personal reflections on a legendary scientist, leader, builder, and mentor. blog.stephenturner.us/p/rememberin...
blog.stephenturner.us
Remembering Phil Bourne
Personal reflections on a legendary scientist, leader, builder, and mentor
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Sushmita Roy @sroyyors.bsky.social · 03/03/2026
Excited to be speaking at #SRCKC26 this April in Kansas City focusing on Development, Regulatory Genomics & AI. Early-bird registration is open at www.stowers.org/events/stowe...
stowers.org
Stowers Research Conferences: Development, Regulatory Genomics & AI
Organized by Julia Zeitlinger, Ph.D., Neşet Özel, Ph.D., and Tatjana Sauka-Spengler, Ph.D.
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Ferhat Ay @ferhatay.bsky.social · 02/03/2026
To accommodate decision timelines from RECOMB main conference and ISMB, we have now extended the submission deadline with RECOMB-RSG to March 13th, there will be no more extensions. Looking forward to have you join us in Greece! recomb-rsg.github.io
recomb-rsg.github.io
RECOMB-RSG 2026 | Regulatory Genomics Satellite
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Sushmita Roy @sroyyors.bsky.social · 27/01/2026
Thanks to @ferhatay.bsky.social and Aly Khan, we’re excited to announce a new chapter for RECOMB-RSG 2026. After years with ISCB/DREAM, we are transitioning to an official RECOMB satellite meeting (May 25 in Thessaloniki). recomb-rsg.github.io
recomb-rsg.github.io
RECOMB-RSG 2026 | Regulatory Genomics Satellite
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Keller Lab @kellerlab.bsky.social · 08/01/2026
Notably, we have successfully used this tool to identify a previously unknown transcription factor for negative regulation of gliotoxin and found the bZIP protein AtfA as required for fungal responses to lipo-chitooligosaccharides (LCOs) microbial signals.
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Sushmita Roy @sroyyors.bsky.social · 13/01/2026
Very happy to see this published: doi.org/10.1093/nar/...: a GRN-based approach to predict regulatory subnetworks for developmental and pathogenic processes in Aspergillus fumigatus and GRAsp: a network viz tool: grasp.wid.wisc.edu with @jeanmichelane.bsky.social and Nancy Keller labs!
doi.org
A network-based model of Aspergillus fumigatus elucidates regulators of development and defensive natural products of an opportunistic pathogen
Abstract. Aspergillus fumigatus is a notorious pathogenic fungus responsible for various harmful, sometimes lethal, diseases known as aspergilloses. Unders
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Jean-Michel Ané @jeanmichelane.bsky.social · 08/01/2026
Latest paper from our lab in collaboration with @sroyyors.bsky.social and Nancy Keller. Most notably for me, we describe here the first fungal gene required for responses to LCOs (Nod factors) in the fungus Aspergillus fumigatus. More to come on this topic later!
sco.lt
network-based model of Aspergillus fumigatus elucidates regulators of development and defensive natural products of an opportunistic pathogen
Aspergillus fumigatus is a notorious pathogenic fungus responsible for various harmful, sometimes lethal, diseases known as aspergilloses. Understanding the gene regulatory networks that specify the expression programs underlying this fungus’ diverse phenotypes can shed mechanistic insight into its growth, development, and determinants of pathogenicity. We used eighteen publicly available RNA-seq datasets of Aspergillus fumigatus to construct a comprehensive gene regulatory network resource. Our resource, named GRAsp (Gene Regulation of Aspergillus fumigatus), was able to recapitulate known regulatory pathways such as response to hypoxia, iron and zinc homeostasis, and secondary metabolite synthesis. Further, GRAsp was experimentally validated in two cases: one in which GRAsp accurately identified an uncharacterized transcription factor negatively regulating the production of the virulence factor gliotoxin and another where GRAsp revealed the bZip protein, AtfA, as required for fungal responses to microbial signals known as lipo-chitooligosaccharides. Our work showcases the strength of using network-based approaches to generate new hypotheses about regulatory relationships in Aspergillus fumigatus. We also unveil an online, user-friendly version of GRAsp available to the Aspergillus research community.
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Wisconsin Institute for Discovery @widofficial.bsky.social · 17/12/2025
In collaboration with @enginlab.bsky.social, Khahani Eynullazada, a grad student from @sroyyors.bsky.social Lab identified gene regulatory networks capturing shared and perturbation-specific stress pathways in Type 1 diabetes using GRN inference tools on scRNA-seq data from in vivo mouse models.
news.wisc.edu
How disabling one gene protects mice against Type 1 diabetes
UW–Madison researchers have discovered a mechanism that could one day help people at risk of developing the metabolic disease.
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Feyza Engin @enginlab.bsky.social · 26/11/2025
Our new paper is out now in Nature Communications! We uncovered the function of XBP1 in beta cells of a preclinical model of T1D and identified unique and shared gene regulatory networks driven by IRE1 and XBP1. www.nature.com/articles/s41...
nature.com
Defining the role of β-cell IRE1α/XBP1 pathway and its gene regulatory network components in non-obese diabetic mice - Nature Communications
Modulating the unfolded protein response (UPR) can induce protective dedifferentiation of β-cells in non-obese diabetic mice. Here, the authors show that β-cell deletion of UPR transcription factor XB...
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Sushmita Roy @sroyyors.bsky.social · 04/06/2025
very cool www.nature.com/articles/s41... Conservation of regulatory elements with highly diverged sequences across large evolutionary distances
nature.com
Conservation of regulatory elements with highly diverged sequences across large evolutionary distances - Nature Genetics
Combining functional genomic data from mouse and chicken with a synteny-based strategy identifies positionally conserved cis-regulatory elements in the absence of direct sequence conservation.
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UW–Madison Data Science Institute @uwdsi.bsky.social · 03/06/2025
How might AI transform science? DSI Director @kylecranmer.bsky.social will discuss the diverse ways AI could revolutionize scientific practice at this @uwbadgertalks.bsky.social live event in Green Bay. Join us at the Neville Public Museum, June 10, 6pm. www.nevillepublicmuseum.org/events/calen...
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Alejandra Medina-Rivera @alemedinarivera.bsky.social · 13/05/2025
Collaborative work shared with: #JasonErnst @juliazeitlinger.bsky.social @shaunmahony.bsky.social @amathelier.bsky.social @sroyyors.bsky.social @ferhatay.bsky.social and #SaurabhSinha
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Bioinformatics Advances @bioinfoadv.bsky.social · 14/05/2025
Authors include: @juliazeitlinger.bsky.social, @sroyyors.bsky.social, @ferhatay.bsky.social, @amathelier.bsky.social, @alemedinarivera.bsky.social, @shaunmahony.bsky.social
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Alejandra Medina-Rivera @alemedinarivera.bsky.social · 13/05/2025
Our New perspective explores breakthroughs & challenges in regulatory & systems genomics: from cis-regulatory code & 3D chromatin to spatial omics & AI models. 🔗 doi.org/10.1093/bioa... #Genomics #Bioinformatics #RegulatoryGenomics
doi.org
Perspective on recent developments and challenges in regulatory and systems genomics
Abstract. Predicting how genetic variation affects phenotypic outcomes at the organismal, cellular, and molecular levels requires deciphering the cis-regul
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Stand Up for Science! @standupforscience.net · 10/05/2025
HAPPY 75th, NSF! We’re celebrating this milestone by highlighting some of NSF’s most transformative accomplishments—innovations that have shaped our world and continue to drive progress in health, technology, the environment, and beyond. Read on 🧵(1/11):
A chocolate cake with red and white decorations and lit candles shaped as the number 75. Bold text reads: ‘The NSF Turns 75 Today. What has it done over the past 7 decades?’ The background is a celebratory red with a spray-paint texture.
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Sushmita Roy @sroyyors.bsky.social · 11/05/2025
Wow, this paper on interpreting ML models by @suinlee.bsky.social and Scott Lundberg came out in 2017 and has 34k citations! Congratulations @suinlee.bsky.social and your team, what an achievement :-). arxiv.org/abs/1705.07874
arxiv.org
A Unified Approach to Interpreting Model Predictions
Understanding why a model makes a certain prediction can be as crucial as the prediction's accuracy in many applications. However, the highest accuracy for large modern datasets is often achieved by c...
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Erik van Nimwegen @erikvannimwegen.bsky.social · 09/05/2025
Here it is! Bonsai. Now there is really no more excuse for using t-SNE/UMAP. Bonsai not only makes cool pictures of your data. It actually rigorously preserves its structure. No tunable parameters. Incredible work by @dhdegroot.bsky.social. I'm so excited about this! www.biorxiv.org/content/10.1...
biorxiv.org
Bonsai: Tree representations for distortion-free visualization and exploratory analysis of single-cell omics data
Single-cell omics methods promise to revolutionize our understanding of gene regulatory processes during cell differentiation, but analysis of such data continues to pose a major challenge. Apart from...
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Marc A. Marti-Renom @mamartirenom.bsky.social · 08/05/2025
In case you have not seen it 😉 Here is our latest paper! With @arnausebe.bsky.social @ianakim.bsky.social @encent.bsky.social and many more 👏🏻 www.nature.com/articles/s41...
nature.com
Chromatin loops are an ancestral hallmark of the animal regulatory genome - Nature
The physical organization of the genome in non-bilaterian animals and their closest unicellular relatives is characterized; comparative analysis shows chromatin looping is a conserved feature of ...
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Marc A. Marti-Renom @mamartirenom.bsky.social · 08/05/2025
Fantastic work Lars and team! 👏🏻👏🏻
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Dr. David Miller 🏳️‍🌈 @davidimiller.bsky.social · 04/05/2025
🧪 Though a doubling of NSF's budget might seem far-fetched, that's exactly what Congress said what's needed to maintain national competitiveness in science & tech. From the bipartisan CHIPS and Science Act of 2022:
CHIPS and Science authorization for FY26 = $17.8B

White House skinny budget = $3.9B
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bioRxiv Bioinfo @biorxiv-bioinfo.bsky.social · 04/05/2025
multideconv - Integrative pipeline for cell type deconvolution from bulk RNAseq using first and second generation methods www.biorxiv.org/content/10.1101/202…
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Mike Inouye @mikeinouye.bsky.social · 03/05/2025
From a genomics & bioinformatics perspective, these new NIH policies will likely knock out the pillars of these research fields across the world. No joke. Reseachers everywhere should be aware and **non-US funders need to step up** to fill the big gaps that will appear in the coming months.
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Sushmita Roy @sroyyors.bsky.social · 28/04/2025
So happy to see this published now! We present TGIF, Tree-Guided Integrated Factorization, based on multi-task NMF to examine dynamics of the 3D genome organization. genome.cshlp.org/cgi/content/... with rockstar student, now Dr. Erika Da-Inn Lee.
genome.cshlp.org
Sign In
An international, peer-reviewed genome sciences journal featuring outstanding original research that offers novel insights into the biology of all organisms
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Stein Aerts @steinaerts.bsky.social · 26/04/2025
Our new call for VIB.AI group leaders is online! Junior and senior positions available to develop innovative ML methods in biology. With professorship at CS or Medical Faculty. Deadline 14th June. DM for more info.
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Sander Dieleman @sedielem.bsky.social · 15/04/2025
New blog post: let's talk about latents! sander.ai/2025/04/15/l...
sander.ai
Generative modelling in latent space
Latent representations for generative models.
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Jesse Engreitz @jengreitz.bsky.social · 17/04/2025
Our latest work now online in Cell: Rewriting regulatory DNA to dissect and reprogram gene expression Our new method (Variant-EFFECTS) uses high-throughput prime editing + flow sorting + sequencing to precisely measure effects of noncoding variants on gene expression Thread 👇
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Sushmita Roy @sroyyors.bsky.social · 13/04/2025
Genomic language models: opportunities and challenges: Trends in Genetics www.cell.com/trends/genet...
cell.com
Genomic language models: opportunities and challenges
Large language models (LLMs) are having transformative impacts across a wide range of scientific fields, particularly in the biomedical sciences. Just as the goal of natural language processing is to ...
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Rob Patro @robp.bsky.social · 05/04/2025
Hey #genomics, #bioinformatics & #algorithms peeps 💻🧬. If you haven't seen the CfP for WABI '25 yet, check out the website wabiconf.github.io/2025/. It will be held at UMD @umdscience.bsky.social with Broňa Brejová & myself as co-chairs! Submit your exciting & late-breaking algorithmic work to WABI
wabiconf.github.io
WABI 2025
WABI Conference on Algorithms in Bioinformatics
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Hannah Dickmänken @hannahdckmnkn.bsky.social · 04/04/2025
Make sure to also check out the preprint on the new CREsted package: many more sequence-to-function models across different species! … and it works with HyDrop v2 data as well. Congrats to @niklaskemp.bsky.social & @seppedewinter.bsky.social & all the others working on this super cool project!
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Stein Aerts @steinaerts.bsky.social · 04/04/2025
We investigate new CREsted models for the mouse cortex, PBMC, glioblastoma, and zebrafish development; and we validated synthetic enhancers for the heart, muscle, and endothelial cells in vivo in zebrafish. We furthermore fine-tune Borzoi to better capture cell type specific enhancer logic.
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Sushmita Roy @sroyyors.bsky.social · 05/04/2025
Very nice perspective on causal machine learning, perturbations + single cell omics, gene regulatory networks. nature.com/articles/s41... graph-based representations are important for getting to mechanism. This really resonates with me.
nature.com
Causal machine learning for single-cell genomics - Nature Genetics
This Perspective explores causal machine learning in single-cell genomics, addressing challenges such as generalization, interpretability and cell dynamics, while highlighting advances and the potenti...
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Anna Cuomo @annasecuomo.bsky.social · 24/03/2025
📢 new preprint alert: So so excited to share our analysis on the impact of common and rare variants on single-cell gene expression in blood, using WGS and scRNA-seq data from nearly 2,000 individuals and 5.4m cells as part of TenK10K phase 1 🧬 www.medrxiv.org/content/10.1... 🧵👇 (1/n)
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Jeremy Berg @jeremymberg.bsky.social · 19/03/2025
ATTENTION: Do you or someone you know get fired or have a job offer rescinded because of uncertainty due to the NIH funding freeze? Please DM me! THANK YOU!
media.tenor.com
a yellow piece of paper is laying on a brown background
ALT: a yellow piece of paper is laying on a brown background
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Igor Brodsky @brodskyigorlab.bsky.social · 20/03/2025
Our 11yo is telling us science dad jokes as a way to delay having to go to bed. It's working. My favorite of the evening: Why did the amoeba fail its math test? .... .... because it multiplied by dividing
media.tenor.com
a teddy bear is singing into a microphone while wearing a tie and hat .
ALT: a teddy bear is singing into a microphone while wearing a tie and hat .
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Kelton Minor @keltonminor.bsky.social · 18/03/2025
Please share this story. Talk about it with your colleagues, friends, and family. Spread the word, and don’t let what’s happening die in darkness. When we shut the eyes of science, we lose more than we know.
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Daniel MacArthur @dgmacarthur.bsky.social · 18/03/2025
This is sad not just for genomics in the US, but across the world: Eric has been an incredibly effective global champion for the power of genomics and the impact of genomic medicine.
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Eric Topol @erictopol.bsky.social · 06/03/2025
In these unprecedented dark times for American life science and medical research (no less well beyond biomedicine), my coping mechanism is to laser focus on the unremitting and remarkable daily advances, and the fervent hope these will not be slowed or interrupted.
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Benoit Bruneau @benoitbruneau.bsky.social · 17/03/2025
Vinod's team's work could have saved my wife's life, and I hope this and others like it will make a huge difference with patients with seemingly untreatable deadly diseases. This needs to be able to continue. www.mskcc.org/news/can-mrn...
mskcc.org
In Early-Phase Pancreatic Cancer Clinical Trial, Investigational mRNA Vaccine Induces Sustained Immune Activity in Small Patient Group
Learn how MSK researchers are deploying mRNA vaccines against pancreatic cancer.
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Rachael Sirianni, PhD @docsirianni.bsky.social · 15/03/2025
Did you know that science labs work like small business entrepreneurs? Faculty hired on strength of ideas, get some startup $ to last 3-4 yrs. After that is grants- grants pay all our + our trainees’ salaries + scientific work. Funding in this country is frozen. That means scientific work stops
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Saez-Rodriguez Group @saezlab.bsky.social · 14/03/2025
📄 Update on our preprint about Gene Regulatory Net (GRN) benchmarking 📄 We have included the original and decoupled version of SCENIC+, added a new metric and two more databases. Dictys and SCENIC+ outperformed others, but still performed poorly in causal mechanistic tasks. doi.org/10.1101/2024... 👇
Performance of multimodal GRN inference methods. SCENIC+ and Dictys outperform others.
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Sara Mostafavi @saramostafavi.bsky.social · 15/03/2025
Our new pre-print, investigating a few important questions when we train S2F models on different types of MPRA datasets. Congrats to Yilun and @xinmingtu.bsky.social www.biorxiv.org/content/10.1...
biorxiv.org
Investigating Data Size, Sequence Diversity, and Model Complexity in MPRA-based Sequence-to-Function Prediction
We created the MPRA Dataset Collection (MDC), a curated resource of MPRA data from 12 studies comprising over 150 million labeled DNA subsequences. These datasets include both random and natural genom...
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Denis Wirtz @deniswirtz.bsky.social · 09/03/2025
As federal funding for research is uncertain, we need to diversify funding sources for our PhD students. Here is a comprehensive list of >160 PhD fellowships and funding opportunities, mostly from private foundations and scientific societies. Download it here: research.jhu.edu/rdt/funding-...
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James Briscoe @jamesbriscoe.bsky.social · 10/03/2025
Our latest: uncovering hierarchical design rules for cis-regulatory elements with a high-throughput screen CRE activity follows multiplicative modular rules, tuned by spacing & positioning Enables engineering synthetic CREs for predictable tissue patterning www.biorxiv.org/content/10.1...
biorxiv.org
Predictable Engineering of Signal-Dependent Cis-Regulatory Elements
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bioRxiv Genomics @biorxiv-genomic.bsky.social · 07/03/2025
Systematic evaluation of single-cell multimodal data integration for comprehensive human reference atlas. www.biorxiv.org/content/10.1101/202…
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Jacob Schreiber @jmschreiber91.bsky.social · 07/03/2025
Evaluation of deep learning approaches for high-resolution chromatin accessibility prediction from genomic sequence www.biorxiv.org/content/10.1...
biorxiv.org
Evaluation of deep learning approaches for high-resolution chromatin accessibility prediction from genomic sequence
Accurately predicting high-resolution chromatin accessibility signals is crucial for precisely identifying regulatory elements and understanding their role in gene expression regulation. In the absenc...
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Valentine Svensson @nxn.se · 06/03/2025
A pre-trained SCVI model of our Tahoe-100M cell atlas is now available as a HubModel! It can be used for gene expression visualization, differential expression, or cell clustering. Available at Hugging Face with instructions on how to load it (see thread)
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Sushmita Roy @sroyyors.bsky.social · 06/03/2025
Excited to have our group represented at the CSHL Prob. Modeling in Genomics. meetings.cshl.edu/meetings.asp... Check our talk by @prakritigarg27.bsky.social and poster by @yudaliu.bsky.social on comparative regulatory genomics and gene regulatory networks!
meetings.cshl.edu
Probabilistic Modeling in Genomics
Cold Spring Harbor Laboratory Meetings & Courses -- a private, non-profit institution with research programs in cancer, neuroscience, plant biology, genomics, bioinformatics.
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Celtic Karla @celtickarla.bsky.social · 02/03/2025
Metascience and AI Postdoctoral Fellowships Grants of up to $250,000 (USD) over up to two years will be awarded to social sciences and humanities postdoctoral researchers who study the implication of AI for Science. Deadline: April 10, 2025 @sloanfoundation.bsky.social 🧪 sloan.org/programs/dig...
sloan.org
Call for submissions: Metascience and AI postdoctoral fellowship | Alfred P. Sloan Foundation
Our mission is to make the world a better place through the advancement of scientific knowledge.
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