Valentine Svensson
Negative binomial regression and inference using a pre-trained transformer
https://arxiv.org/abs/2508.04111
@davisjmcc.bsky.social
Head, Bioinformatics and Cellular Genomics Lab, St Vincent's Institute of Medical Research, Melbourne. Stats, AI/ML, bioinformatics, genomics, single-cell. https://www.svi.edu.au/researchers/dr-davis-mccarthy/
Valentine Svensson
Negative binomial regression and inference using a pre-trained transformer
https://arxiv.org/abs/2508.04111
When Jeffrey "graduated" from our lab to go to do a PhD at Cambridge I knew big things would come - and boy was I vindicated!
Very exciting work - rigorous and insightful (exactly as I came to expect from Jeffrey) and immediately useful for a huge number of cool projects.
Awesome π, well done!
Gosh the number of times I see people testing differentially expressed genes and then applying a post-hoc fold-change threshold and I have to scream into the void WE WROTE A METHOD TO TEST THE INTERVAL NULL (...15+ years ago π« )
23.07.2025 04:51 β π 5 π 0 π¬ 0 π 0people don't actually want to test point-nulls in NHST, they want to test interval nulls and they rely on the structure of the test to define the "interval null" (*waves hands vaguely*) for them, rather than explicitly defining an interval null and testing it.
23.07.2025 04:38 β π 26 π 5 π¬ 4 π 1π’ Announcing the MOPITAS Autumn School on Spatial Transcriptomics Data Analysis β taking place November 12β14, in Munich. Don't miss this excellent opportunity to deepen your expertise in data science and multi-OMICS analysis - especially as a PhD student in the data science community.
04.07.2025 19:20 β π 15 π 8 π¬ 1 π 0The day is finally here! π Weβre releasing the invited speaker line-up, key dates, and lots more info for ABACBS 2025.
Check it out and share widely: www.abacbs.org/abacbs2025
Registrations and abstract submissions open next week, with abstracts due in August!
Job alert: Join us for a postdoc in AI in genetics at @EMBL Heidelberg! Great collaboration with @Adrian Cortes @GSK, aiming to develop new tools to elucidate genetic effects using population-scale cohorts and single-cell readouts. Please share!
embl.wd103.myworkdayjobs.com/de-DE/EMBL/d...
Increasingly, I think one of the most important questions people need to ask (and answer) themselves is "How much is enough?"
25.06.2025 01:05 β π 1 π 0 π¬ 0 π 0Applications for this position will close on Friday 30 June
So if you or anyone you know might be interested in applying, time to get your skates on!
Nice work :D
25.06.2025 00:57 β π 0 π 0 π¬ 0 π 0π¨ New paper published in @natmethods.nature.com!
We introduce SpotSweeper, the first spatially-aware QC methods for spatial transcriptomics.
π° Paper : nature.com/articles/s41...
π» Code: github.com/MicTott/Spot...
π Website: mictott.github.io/SpotSweeper/
π§΅π
Hey Australian genetics/genomics friends: the OurDNA Symposium will be in Sydney on 14 August, just before the HGSA meeting. Learn more about inclusive recruitment for genomics and get a preview of the OurDNA variant browser! events.humanitix.com/ourdna-sympo...
23.06.2025 01:03 β π 10 π 9 π¬ 0 π 0I would also very much like a mixed model in edgeR π
afaik (given I haven't been an active developer for years), it hasn't been possible to implement a mixed model in a way that's compatible with the empirical Bayes information sharing...and for edgeR eBayes is more important if there's a tradeoff
New preprint from the lab
@tyagilab.bsky.social
Yes, also open for PhD applicants too. We accept students who apply and are enrolled through the Faculty of Medicine, Dentistry and Health Sciences. Email me if you'd like to discuss further
18.06.2025 01:25 β π 1 π 0 π¬ 0 π 0I cannot recommend Davisβs group more highly! In addition to excellent research, he has been a great mentor!
16.06.2025 09:46 β π 2 π 1 π¬ 0 π 0Come for the science, stay for the March Mammal Madness!
17.06.2025 00:20 β π 1 π 0 π¬ 0 π 0π We're looking for:
- PhD in computational field
- Strong programming skills (R/Python/Julia)
- Genomics/bioinformatics experience
- HPC expertise
πΌ What we offer:
β’ 3-year contract
β’ $98-106K + generous super
β’ Supportive research environment
#bioinformatics #computationalbiology #postdoc
π§΅3/3
We're do cool stuff: single-cell genetics, spatial transcriptomics, biomedical imaging, and (dare I say it) AI (ahem, deep learning).
EG:
Developing an AI reader to detect breast cancer: www.nature.com/articles/s41...
Spatial transcriptomics in pulmonary fibrosis: www.nature.com/articles/s41...
π’ PostDoc opportunity in our Bioinformatics & Cellular Genomics lab at SVI! π§¬
Youβd join a welcoming, supportive, and brilliant team.
Why not spend a few years in Melbourne and be part of something exciting?
Apply here: www.seek.com.au/job/84737876
#ScienceCareers #PostDoc #Bioinformatics
I'm so sorry to hear this. Atul was very kind to me when I presented as a PhD student at a conference back in ~2013. That he was so impressive scientifically but so encouraging and welcoming stays with me
16.06.2025 00:16 β π 0 π 0 π¬ 0 π 0Delighted that the 'flagship' manuscript on our @genesandhealth.bsky.social 44k exomes (British Pakistanis & Bangladeshis) is now preprinted. Great academic-industry collaboration. Lots of new associations (mostly additive, a few recessive) and new insights into homoz knockouts & drug discovery.
12.06.2025 19:14 β π 45 π 14 π¬ 2 π 1People always stop me in the street to ask: "Yoav, where are the disease-associated eQLTs? We found a lot in GTEx but we can't find anymore. Do you know where they are?"
(For the record, no one has ever asked me this, but it is a really good question!)
I think we know where they are.
My message to Trumpβs NIH Director? No one in America wants us to do LESS cancer research.
No one is asking Trump to make it harder to cure Alzheimer's disease.
Yet Trump is cutting all of this NOW and demanding an $18 BILLION cut to NIH next year. Not on my watch.
Standard methods are equivalent to a flashlight, looking at each gene independently. We combine signals from multiple genes, turning a floodlight onto the genome.
Excited to share my first PhD paper in the @sbmontgom.bsky.social lab with @tamigj.bsky.social (www.biorxiv.org/content/10.1...)! Standard QTL methods treat each gene independently. But what if a single variant regulates multiple nearby genes at once - what we call βallelic proxitropyβ? π§΅ β¬οΈ
08.06.2025 17:38 β π 91 π 33 π¬ 6 π 4Great work and summary, Saahi! Very well done π
10.06.2025 06:45 β π 1 π 0 π¬ 0 π 0I am so excited to share our most recent work & my first big project as a graduate student! We leveraged spatial transcriptomics to study the cell-cell communication involved in human lung development. Hereβs the full study: www.biorxiv.org/content/10.1...
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Super happy and proud of this one. We and others have developed tools for dimensionality reduction for many years. MOFA (linear) and other non-linear generalisations, space/time. scDORI fuses this with GRN inference. Itβs a nice and useful piece of software. Here applied to GBM biology.
19.05.2025 15:38 β π 27 π 4 π¬ 0 π 0underrated track
19.05.2025 01:08 β π 0 π 0 π¬ 0 π 0My ongoing request:
If your NSF or NIH grant was terminated--whether at Harvard or elsewhere--please report it here.
NSF: grant-watch.us/submit-nsf.h...
NIH: grant-watch.us/submit-nih.h...
Our trackers are actively used in lawsuits and are often the only record that terminations ever occurred.