Dhuvi Karthikeyan's Avatar

Dhuvi Karthikeyan

@dkarthikey1.bsky.social

Shape rotator and vibes curator at UNC’s Personalized Immunotherapy Research Lab. Generative modeling and representation learning in biology. πŸ‘¨β€πŸ«πŸ‘¨β€πŸ”¬

760 Followers  |  334 Following  |  36 Posts  |  Joined: 01.09.2023  |  1.8722

Latest posts by dkarthikey1.bsky.social on Bluesky

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Artificial intelligence could end disease, lead to "radical abundance," Google DeepMind CEO Demis Hassabis says At Google DeepMind, researchers are chasing what's called artificial general intelligence: a silicon intellect as versatile as a human's, but with superhuman speed and knowledge.

Today’s news about Joe Biden makes it almost difficult not to reflect on the unrealistic promises from AI leaders who claim AI could end disease and usher in radical abundance. Disease will persist. AI is a tool, not a cure-all. People deserve truth, not hype.

www.cbsnews.com/amp/news/art...

19.05.2025 01:58 β€” πŸ‘ 20    πŸ” 4    πŸ’¬ 0    πŸ“Œ 1
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NSF slashes number of β€˜rotators’ and well-paid managers as part of restructuring Smaller future budgets will require fewer people, NSF official tells staff

NSF to ONLY fund research in five areas: artificial intelligence, quantum information science, biotechnology, nuclear energy, and translational science. Can this be happening?

www.science.org/content/arti...

09.05.2025 23:38 β€” πŸ‘ 261    πŸ” 148    πŸ’¬ 23    πŸ“Œ 84
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what do you teach at the first-year graduate course on machine learning, in this era of LLM and large-scale compute? here's my experiment on answering this question: let's teach everything that admits SGD and that is not LLM, and ask students to read old papers.

08.05.2025 14:03 β€” πŸ‘ 44    πŸ” 3    πŸ’¬ 1    πŸ“Œ 0
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We hadn’t won World War II by May 8th. I know because my family and I were still in an internment camp in Tule Lake, California.

03.05.2025 22:22 β€” πŸ‘ 31689    πŸ” 6525    πŸ’¬ 2241    πŸ“Œ 483
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Your immune system gradually loses it top team players when we get older πŸ‘±βž‘οΈπŸ‘΅
Our study in @ebiomedicine.bsky.social investigates how long good immune cells stay around – a πŸ§΅β¬‡οΈ go.unimelb.edu.au/4sep
@katherinekedz.bsky.social @thedohertyinst.bsky.social #Influenza #AgingResearch #Immunity #TCR

24.04.2025 10:58 β€” πŸ‘ 21    πŸ” 13    πŸ’¬ 1    πŸ“Œ 0
NSF Award Search: Award # 2240343 - Constructing Credible Knowledge and Expertise in Air Pollution Regulation and Monitoring: The Problem of Quantification Lock

My PhD student's NSF grant was terminated today. Her dissertation investigates why air pollution monitoring, metrics, and regulations don't properly capture the harms experienced by marginalized communities--esp in the most polluted Detroit neighborhoods. She and I are happy to talk with press etc.

21.04.2025 20:41 β€” πŸ‘ 2233    πŸ” 970    πŸ’¬ 45    πŸ“Œ 35
A model of intra-tumor and inter-patient heterogeneity explains clinical trials of curative combination therapy for lymphoma Abstract. Models of tumor drug response have illuminated important concepts in oncology, but there remains a need for theory that combines intra-tumor and inter-patient heterogeneity to explain patien...

I am so excited to share that our new paper is out!

A model of intratumor and interpatient heterogeneity explains clinical trials of curative combination therapy for lymphoma

Out in Blood Cancer Discovery
doi.org/10.1158/2643-3230.BCD-24-0230

#mathonc #lymsm #BloodCancer
1/n

10.04.2025 15:56 β€” πŸ‘ 7    πŸ” 4    πŸ’¬ 1    πŸ“Œ 0
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nf-core/airrflow: An adaptive immune receptor repertoire analysis workflow employing the Immcantation framework Author summary We have created nf-core/airrflow, a workflow to help researchers study the immune system in healthy and disease states, such as infections, autoimmunity, and cancer. The adaptive immune...

Do you analyze large BCR and TCR sequencing datasets?

Answer our survey for improving nf-core/airrflow, a Nextflow pipeline to analyze bulk and single-cell AIRRseq data (doi.org/10.1371/jour...). We’re interested in your opinion on useful new features!

yalesurvey.ca1.qualtrics.com/jfe/form/SV_...

31.03.2025 14:41 β€” πŸ‘ 9    πŸ” 5    πŸ’¬ 0    πŸ“Œ 0

HHS's Office of Long COVID Research and Practice has been DOGEd. Closing this week.

24.03.2025 21:23 β€” πŸ‘ 6463    πŸ” 2946    πŸ’¬ 382    πŸ“Œ 348

We @prescientdesign.bsky.social Genentech pre-printed our "Lab-in-the-loop for therapeutic antibody design." We built a general ML system to accelerate molecule design for challenging, therapeutically relevant targets.

www.biorxiv.org/content/10.1...

26.02.2025 21:15 β€” πŸ‘ 24    πŸ” 9    πŸ’¬ 1    πŸ“Œ 2
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You in the Triangle area and thinking about standing up for science? Come to my beloved 2nd workplace and make a sign 😊🍻 supplies provided!

You can leave a sign w me and i can bring it up to DC!

@standupforscience.bsky.social

25.02.2025 03:41 β€” πŸ‘ 56    πŸ” 19    πŸ’¬ 3    πŸ“Œ 2
stitchr β€” stitchr documentation

Dear TCR researchers of #immunosky, you may be interested to know that our tool Stitchr - for the automated production of full-length T cell receptor sequences - has just had a nice little update:

jamieheather.github.io/stitchr/

25.02.2025 04:24 β€” πŸ‘ 37    πŸ” 8    πŸ’¬ 2    πŸ“Œ 0
list of banned keywords

list of banned keywords

🚨BREAKING. From a program officer at the National Science Foundation, a list of keywords that can cause a grant to be pulled. I will be sharing screenshots of these keywords along with a decision tree. Please share widely. This is a crisis for academic freedom & science.

04.02.2025 01:26 β€” πŸ‘ 28136    πŸ” 15949    πŸ’¬ 1296    πŸ“Œ 3732

Arguably well*

01.02.2025 05:08 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Musks method of ruthlessly enforcing efficiency by removing things and adding them back if the system breaks has worked well for pruning complexity of products, pipelines and entire companies. But applying this methodology to govt is dangerous and will result in greater harm to the American people

01.02.2025 05:07 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

Tagging in @pranam.bsky.social

27.01.2025 19:54 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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An intranasal, NLC-delivered self-amplifying RNA vaccine establishes protective immunity against pre-pandemic H5N1 and H7N9 influenza Seasonal and pandemic influenzas are continuous threats to human health, requiring rapid development of vaccines to multiple evolving viral strains. New RNA vaccine technologies have the adaptability ...

Good combo! A nasal vaccine with self-amplifying RNA (much less dose required for v potent immune response), complete protection effective vs both H5N1 and H7N9 viruses in experimental models www.biorxiv.org/content/10.1...

12.01.2025 22:41 β€” πŸ‘ 559    πŸ” 115    πŸ’¬ 19    πŸ“Œ 9

Ahahaha I think my brain autocorrected LLM to pLM and selectively dropped for natural language when I saw your skeet. Still a cool approach if you would like to be the first to show that it works and is useful for natural language tasks πŸ˜‡

30.12.2024 13:44 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Aggregating Residue-Level Protein Language Model Embeddings with Optimal Transport Protein language models (PLMs) have emerged as powerful approaches for mapping protein sequences into embeddings suitable for various applications. As protein representation schemes, PLMs generate per...

www.biorxiv.org/content/10.1...

30.12.2024 12:45 β€” πŸ‘ 3    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

@rohitsingh8080.bsky.social and co have a really cool paper out on optimal transport for pooling embeddings for pLMs. Worth checking out forsure

30.12.2024 12:43 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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On the merits of reading papers, attending conferences, preprinting manuscripts… Overseen at the Library of Congress.

30.12.2024 02:17 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Unsure if people on bsky are aware of o3s existence. But if anyone wants to talk I’ve been itching all day

21.12.2024 05:41 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Intuition behind why two-point statistics might provide an easier path to generalization

Intuition behind why two-point statistics might provide an easier path to generalization

How to learn generalizable rules across complex sequence-function maps? πŸ’‘In our new preprint we propose a framework for learning two-point statistics and use it to discover biophysical rules of TCR co-specificity that generalize to unseen ligands ! ✨ arxiv.org/abs/2412.13722

19.12.2024 11:14 β€” πŸ‘ 9    πŸ” 5    πŸ’¬ 0    πŸ“Œ 0
Decrease in conformational entropy of an antibody between germline/naive sequence (left, green) and affinity-matured sequence (yellow, right)

Decrease in conformational entropy of an antibody between germline/naive sequence (left, green) and affinity-matured sequence (yellow, right)

2D free energy landscape before and after affinity maturation. Features are sin/cos of CDRH3 backbone dihedrals

2D free energy landscape before and after affinity maturation. Features are sin/cos of CDRH3 backbone dihedrals

Ideal test is antibody CDRH3s which often conformationally rigidify during affinity maturation. MSAs only report inter-species evolution, not intra-species maturation, so existing methods fail. Pics from doi.org/10.3389/fimmu.2018.03065 & doi.org/10.3389/fmolb.2020.00182

11.12.2024 07:52 β€” πŸ‘ 10    πŸ” 2    πŸ’¬ 0    πŸ“Œ 0

Huge fan of SEDD for DNA sequences! Congratulations again on a well thought out and well executed paper :)

10.12.2024 04:49 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Given the subtext here I wouldn’t be surprised if both X and Bsky develop extremely close but distinct niches: the former to blast information and reach broader audiences, and the latter as a place of discourse with members of a particular community.

04.12.2024 21:24 β€” πŸ‘ 2    πŸ” 1    πŸ’¬ 0    πŸ“Œ 0
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πŸ§™πŸͺ„Summoning Alex to πŸ’™πŸ¦‹ so the Bio x ML community can celebrate ESM-C with him on here as well

04.12.2024 20:26 β€” πŸ‘ 3    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Also worth checking out:

academic.oup.com/bioinformati...

TLDR: performance gains from tokenization depend largely on dataset composition and specific task (complexity?).

02.12.2024 21:53 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

My usual go to is VDJdb. Set antigen species to human, minimal confidence score to 3, and paired A+B. It's not perfect, but it filters out most of the cruft.

There's also a new DB called TRAIT which has a nice pack of TCRs that are being/have been trialed, which are mostly against human epitopes.

26.11.2024 16:44 β€” πŸ‘ 7    πŸ” 1    πŸ’¬ 1    πŸ“Œ 0

@dkarthikey1 is following 20 prominent accounts