Prasath Lab @PrasathLab
AI Lab at @CincyInformatix @CincyChildrens. Deep Learning, Image Processing, Data Science, Bioinformatics. prasathlab.com Cincinnati, OH Joined May 2018-
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🔗Paper: doi.org/10.1007/s10278… Let’s stop just collecting/accumulating data and start curating it for the future of precision medicine. 🩺💻 9/9 #DigitalPathology #MedicalAI #GenerativeAI #DataScience #FAIRData #HealthTech #OpenScience #PrecisionMedicine #Pathology #AIReady
Key Takeaways: • Diversify: We must fix the geographic bias where most data comes from the Global North. • Standardize: A centralized portal for pathology data is no longer optional. • Curate: Metadata persistence is the key to reproducible medical science. 8/9
Is your Medical AI actually "AI-Ready"? This is the billion(s) $ question in the high-stakes Medical AI domain. The "dirty secret" of medical AI is that while we have more data than ever, most of it isn't ready for the prime time of Foundation Models and Generative AI! 🧵 1/9
Applications are open for our Caregiver Travel Grant 2025! Apply now for a chance to receive flexible funding to cover caregiving expenses while attending an in-person scientific conference! Apply: mothersinscience.com/caregiver-trav… 📅 Deadline: March 31, 2025 #WomenInSTEM @Momademia
This might be the first time after 10 years that boosted trees are not the best default choice when working with data in tables. Instead a pre-trained neural network is, the new TabPFN, as we just published in Nature 🎉
Something I've observed in academia but I suspect is true in industry as well: as you become more senior, you'll find that you can be much more productive if you spend all your time being a manager and letting junior people do all the real work. But after a few years of this, you're likely to lose your skill at doing the work yourself, the opportunity to practice that skill, and the gratification of doing so that drew you to your chosen profession in the first place. And you'll probably also get worse at being a manager as you lose touch with the actual work. Avoiding managerdom is hard. You have to give up substantial short-term productivity gains. If you're in academia in a tenure track, you risk not getting tenure by being less productive. And personally I find that switching between thinker mode (deep work with no distractions for a whole day) and manager mode (a thousand quick but urgent tasks) to be highly unpleasant. When I'm in thinker mode, it kills me that people have to wait a day (often a lot more) for a 1-minute response from me that could unblock them on what they're stuck on and save them hours of work. When I'm in manager mode, it kills me that I have all these creative ideas sloshing around in my brain that I'm not able to execute on. So it's extremely tempting to perpetually be in just one mode or the other. When you have a team, not managing them is not an option, but being a pure manager is an option. That makes a constant struggle to carve out time for your own work and not give in to the temptation. Note: I think this is only tangentially related to Founder Mode vs Manager Mode. It's much more related to another Paul Graham essay, Maker's Schedule vs Manager's Schedule. And Deep Work by Cal Newport is very relevant.
Expert's Dilemma: the more specialized you become, the less open you are to creative solutions from other fields. But the more you explore other fields, the more you risk losing credibility in your home field. Interdisciplinary work is still not really embraced by academia.
Periodic Reminder To "Be Kind" 🙂 May the Kindness Be With You 🖖
A gentle introduction to pangenomics academic.oup.com/bib/article/25…
Out yesterday from Baker, Sorger, and colleagues, comes CyLinter--quality control software for high-plex tissue profiling. nature.com/articles/s4159…
scAGCI: an anchor graph-based method for cell clustering from integrated scRNA-seq and scATAC-seq data biorxiv.org/content/10.110…
STAMP: Interpretable spatially aware dimension reduction of spatial transcriptomics nature.com/articles/s4159…
MultiSC: a deep learning pipeline for analyzing multiomics single-cell data academic.oup.com/bib/article/25…
🗨️ WANNA TALK TO YOUR CELLS? Try out CellWhisperer – our new multimodal AI that turns single-cell RNA-seq analysis into a conversation. No coding needed, just chat in plain English. Short walkthrough below. Web app & bioRxiv preprint linked in the thread. Let's dive in! (1/9)
Itai Yanai @ItaiYanai
34K Followers 2K Following Professor at the NYU School of Medicine. Co-host of the 'Night Science Podcast' @nightsciencepod and Co-founder of the Night Science Institute https://t.co/lede3rBmXU
Cincinnati Children's @CincyChildrens
36K Followers 977 Following Cincinnati Children's, ranked one of the best children’s hospitals in the nation by U.S. News & World Report
Anshul Kundaje @anshulkundaje
31K Followers 3K Following Federally funded academic research is the innovation engine of the US economy. Reform is welcome. Destruction will have long term consequences.
UC College of Medicin... @UCincyMedicine
8K Followers 2K Following Since 1819, the University of Cincinnati College of Medicine is indispensable to our community through excellence in education, research and patient care.
Cincinnati Children's... @CincyKidsHeart
2K Followers 1K Following The Heart Institute at @CincyChildrens - Sharing patient stories, groundbreaking research, community partnerships, and latest news as it happens!
Denis Wirtz @deniswirtz
47K Followers 8K Following VP for Research @JohnsHopkins, T.H. Smoot Professor @HopkinsEngineer & @HopkinsMedicine, Co-founder @INBT_JHU, Lab: https://t.co/9OtmgB6InU Tweets are my own.
Ming "Tommy" Tang @tangming2005
46K Followers 3K Following Director of bioinformatics at AstraZeneca. YouTube at chatomics. On my way to helping 1 million people learn bioinformatics. Also talks about leadership.
Waggoner Lab @LabWaggoner
13K Followers 8K Following Research lab of Dr. Stephen Waggoner. Opinions expressed are Dr. Waggoner's alone and not on behalf of lab staff or employer. @labwaggoner.bsky.social
Alejo Rodriguez-Frati... @AlejoFraticelli
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Brian D. Coley @bdcoleymd
3K Followers 1K Following Pediatric radiologist. Opinions are my own. RT/likes ≠ endorsement.
Laura Ramsey @drlauraramsey
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Anil Menon @MedSciMenon
362 Followers 277 Following Scientist, Educator, founder of the University of Cincinnati Medical Sciences and Public Health Baccalaureate Programs.
Steven Ge @StevenXGe
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Sam Virolainen, PhD @samuel_viro
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Maisam Haija-PANCREAS... @MaisamHaijaMD
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Cincinnati Children's... @CCHMCArchives
511 Followers 465 Following The Cincinnati Children's Hospital Medical Center Archives supports, chronicles, and promotes the ongoing vision, mission, and heritage of Cincinnati Children's
Lana Garmire 🌶 @GarmireGroup
4K Followers 3K Following Endowed full prof & vice chair of research, BIDS dept, UAB. multiomic. EMR. informatics. womenhealth. cancer research. PECASE awardee. FAIMBE. FACMI. Mom.
Andrew Trout @AndrewTroutMD
2K Followers 640 Following Professor of Radiology (Ped Rad & Nuc Med) and Director of Clinical Research in Radiology at Cincinnati Children's Medical Center. Opinions my own.
Chirag Lakhani @cmlakhan
517 Followers 4K Following Currently: Staff Scientist @nygenome in the @david_a_knowles lab. Previously: @HarvardDBMI Postdoctoral Research Fellow in @chiragjp lab https://t.co/APTLHsivM2
Dhurba Baral @dhurbaya
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Pii AI Labs @PiiAiLabs
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Atanas G. Atanasov @_atanas_
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Logpui @Logpui141
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フジリンゴ🍏�... @heiesu1970
9 Followers 129 Following 【アロマ&長風呂好き🛀】副業→本業を目指すアラフォー女子🌸|Twitter初心者🔰|仲良くしてください😊
Swnewsaw @Swnewsaw4u9Sc
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Mike Allton | AI Stra... @mike_allton
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@BioAI_Neuro @BioAI_Pharma
12K Followers 7K Following @MIT trained Neuroscientist writing on 🧠NeuroAI |⏳Neuro_Aging | ⚡Bioelectricity | 💊Neuro_Pharma 🎯 [email protected]
Klipp-Linding Laborat... @KlippLindingLab
91 Followers 73 Following Researching Biological Systems in Time, Space and Disease. https://t.co/dvjo6a9KXA
Sipoogho @Sipooghorcrd
33 Followers 4K Following
gift, mama max🐶�... @gft_is_Gift
363 Followers 381 Following oh chim!!! data science🧍♀️feminist 💞 lazy asf🥱hypocrite
Topey @TopeyYsfA4
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Thoyses @Thoysesw060
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Sharon Francis @SharonF152001
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Smeaul @Smeaul171935
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Ying Ma @yingma0107
839 Followers 984 Following Statistical genetics and genomics. Assistant Professor at Brown Biostats @BrownBiostats and Brown CCMB @BrownCCMB
Homer @kidayuka182485
75 Followers 7K Following
Suriyaprasanth S @suriyaprasanths
312 Followers 980 Following PhD Student in Physics. யாதும் ஊரே யாவரும் கேளிர். I a universe of atoms,an atom in the universe. Fan of @SpacesScience https://t.co/5jCQoCdF7s
Adib Miraki @Adib_m_
221 Followers 1K Following Crafting stories from sequences - Bioinformatician works at Sanger institute 🇬🇧
Cincinnati Children�... @CincyResearch
387 Followers 440 Following As one of the largest pediatric research teams in the United States, our @CincyChildrens discoveries and innovations have changed modern medicine.
Mathieu Ravaut @MatRavox
421 Followers 2K Following ML, NLP, Quant research. Graduate from @ntunlpsg | @AstarI2r | @uoftcompsci | @centralesupelec. Currently QR at ADIA.
scraiber @ScraiberTeam
13 Followers 308 Following AI workspace for students & scientists ✍️ Smart autocompletion, live collaboration, citation magic & more. Join our waitlist ➡️ https://t.co/MLYJO3l5js
Parand Shams @lparandl
17 Followers 185 Following PhD Student @CincyInformatix ✨Trying to make a difference #beingmindful
Pillai Lab @Pillai_Lab
37 Followers 99 Following The Pillai Lab at Yale School of Medicine. We study RNA mechanisms in Hematopoiesis
Sepideh Dolatshahi @sepiddsh
387 Followers 536 Following Assistant Professor of Biomedical Engineering @UVABME, @MedicineUVA, @UVAEngineers,@UVACancerCenter, @UVAimmunology
Peter Krawitz @KrawitzPeter
585 Followers 617 Following For precision medicine human and artificial intelligence need to join efforts.
Takashi Nishina @nishina_takashi
2K Followers 3K Following Researcher #Tumor, #Immunology, #Fibroblasts, #Intestine, #Inflammation, #CAFs Toho University, Views are my own. In bluesky, @takashi-nishina.bsky.social
Aarti Kamat, MD @K13Kamat
107 Followers 125 Following Pediatric BMT/oncology hospitalist @ Children’s Hospital of Philadelphia. interested in AYA oncology care and improving mental health. Professional Disney fan
Christos Constantinid... @c_constan
5K Followers 4K Following Professor of Biomedical Engineering and Neuroscience. Neural basis of cognition, cognitive development, deep brain stimulation.
Seeslo @Seeslo152447
72 Followers 7K Following
Sergey Plis @PlisSergey
3K Followers 967 Following Nothing is new under the sun, but replication errors are creative
Pankaj Rajdeo @pankajrajdeo01
39 Followers 173 Following Biomedical Informatics PhD @ Cincinnati Children's | Working on CV, NLP & Multimodal AI for Healthcare | AI Research Scientist in the making
Leo Dianbo Liu @DianboLiu
1K Followers 1K Following Assistant professor at @NUSingapore . Previously @BroadInstitute @Mila @Harvard @BostonChidrens @MIT @MIT_CSAIL,@dundeeuni @EdinburghUni @SingaporePoly e/acc
Jordan Shapiro, MD, M... @drjshapiro
2K Followers 2K Following WI-OH-TX. 💩doc. AYA, IBS, IBD, pelvic floor, eating disorders, trauma. White chaiwallah. Tweets are 100% my own and are not medical advice. https://t.co/oVSdYrgg4f.
Mindaugas Galvosas, M... @MGalvosas
4K Followers 2K Following Focused on digital biomarkers (neuroscience @ Indivi) | prev. cough as a digital biomarker @ Hyfe | founder in dementia care | medical advisor | my opinions
Fabian Theis @fabian_theis
38K Followers 430 Following Computational biologist @HelmholtzMunich, prof @TU_Muenchen & associate PI @sangerinstitute. Dad of 4 and mountain lover. Department news, see @CompHealthMuc
Itai Yanai @ItaiYanai
34K Followers 2K Following Professor at the NYU School of Medicine. Co-host of the 'Night Science Podcast' @nightsciencepod and Co-founder of the Night Science Institute https://t.co/lede3rBmXU
Cincinnati Children's @CincyChildrens
36K Followers 977 Following Cincinnati Children's, ranked one of the best children’s hospitals in the nation by U.S. News & World Report
Oded Rechavi @OdedRechavi
146K Followers 1K Following Transgenerational inheritance, q.e.d: @qedscience https://t.co/tKNk6qiSlZ TED: https://t.co/rcOm9TSTf5 Huberman Lab Podcast: https://t.co/xZTNlx9nbi
Eric Topol @EricTopol
768K Followers 669 Following physician-scientist, author of SUPER AGERS https://t.co/ZEdooyyJpP and Ground Truths: https://t.co/YhatcBT0hA
Anshul Kundaje @anshulkundaje
31K Followers 3K Following Federally funded academic research is the innovation engine of the US economy. Reform is welcome. Destruction will have long term consequences.
UC College of Medicin... @UCincyMedicine
8K Followers 2K Following Since 1819, the University of Cincinnati College of Medicine is indispensable to our community through excellence in education, research and patient care.
Cincinnati Children's... @CincyKidsHeart
2K Followers 1K Following The Heart Institute at @CincyChildrens - Sharing patient stories, groundbreaking research, community partnerships, and latest news as it happens!
Denis Wirtz @deniswirtz
47K Followers 8K Following VP for Research @JohnsHopkins, T.H. Smoot Professor @HopkinsEngineer & @HopkinsMedicine, Co-founder @INBT_JHU, Lab: https://t.co/9OtmgB6InU Tweets are my own.
Ming "Tommy" Tang @tangming2005
46K Followers 3K Following Director of bioinformatics at AstraZeneca. YouTube at chatomics. On my way to helping 1 million people learn bioinformatics. Also talks about leadership.
Waggoner Lab @LabWaggoner
13K Followers 8K Following Research lab of Dr. Stephen Waggoner. Opinions expressed are Dr. Waggoner's alone and not on behalf of lab staff or employer. @labwaggoner.bsky.social
Lior Pachter @lpachter
68K Followers 2K Following Bren Professor of Computational Biology @caltech. Blog at https://t.co/FFQzhEsmhi. Tweets represent my views, not my employer's. #methodsmatter
UC Health @uc_health
10K Followers 458 Following Groundbreaking research and comprehensive care that’s so personal it makes your best tomorrow possible. That’s boundless care for better outcomes.
Alejo Rodriguez-Frati... @AlejoFraticelli
12K Followers 7K Following Quantitative analysis of aging/cancer heterogeneity - @fraticellilab @icreacommunity @IRBbarcelona @ERC_research @criscancer @CaixaResearch 🇦🇷🇪🇺🇺🇸
Manolis Kellis @manoliskellis
48K Followers 4K Following Dissecting disease mechanism. Single-cell, Epigenomics, Regulatory Genomics, Disease Genetics, Brain, Cancer, Metabolism. @MIT Prof, @MIT_CSAIL, @BroadInstitute
Yann LeCun @ylecun
1.2M Followers 786 Following Professor at NYU & Executive Chairman at AMI Labs. Ex-Chief AI Scientist at Meta. Researcher in AI, Machine Learning, Robotics, etc. ACM Turing Award Laureate.
Cincy Kids Radiology @CincyKidsRad
9K Followers 714 Following The Radiology Department at Cincinnati Children's is a leader in pediatric diagnostic imaging, radiology research, and radiation dose reduction.
Brian D. Coley @bdcoleymd
3K Followers 1K Following Pediatric radiologist. Opinions are my own. RT/likes ≠ endorsement.
CincyAILab @CincyAILab
2 Followers 2 Following
Pii AI Labs @PiiAiLabs
2 Followers 3 Following Leveraging AI for Data Science, Health Care, and Biomedical Informatics
Shivkumar Kalyanarama... @shivkuma_k
2K Followers 2K Following Views are personal. CEO, ANRF Govt of India, ex-CTO, Energy Industry Asia, Microsoft; Ex-GE Power Conv.; Ex-IBM Research/India & Aus, Ex-Professor, RPI, USA
Caleb Ellington @probablybots
871 Followers 378 Following Scientist @genbioai | PhD @CMUCompBio | Creator/maintainer https://t.co/E3h3NJS6S7 | multi-task learning, graphical models, and personalized medicine
India BioImaging @IndiaBioImaging
217 Followers 95 Following India BioImaging (IBI), established in 2012, is a growing community advancing bioimaging across India. IBI expands access to cutting-edge imaging technologies
Open Life Science AI @OpenlifesciAI
2K Followers 7 Following Daily tweets: Latest Medical LLMs, Datasets, Benchmarks, and Top Research Papers ⚡ Life Science AI https://t.co/162AiaLLMV
@BioAI_Neuro @BioAI_Pharma
12K Followers 7K Following @MIT trained Neuroscientist writing on 🧠NeuroAI |⏳Neuro_Aging | ⚡Bioelectricity | 💊Neuro_Pharma 🎯 [email protected]
OH FIRST LEGO League @OhioFLL
507 Followers 81 Following Ohio FIRST LEGO League is part of the Wright Patterson AFB Educational Outreach Office and is responsible for overseeing the FIRST LEGO League program for Ohio.
FIRST LEGO League @firstlegoleague
43K Followers 3K Following The most accessible, guided, global robotics competition, helping students & teachers build a better future together! One of 3 @FIRSTweets programs for K-12.
Fatima Institute for ... @fatimafellowshp
3K Followers 146 Following We provide free research opportunities, mentorship and computational resources to students in developing countries🌍 We are a non-profit. SPONSOR US⤵️
Radiology of Indiana @RadiologyofIN
524 Followers 914 Following Indiana's Top Radiologists - Helping improve Hoosier lives through expert imaging practices at our multiple locations throughout Indiana
UCSF DoC-IT @UCSF_DOCIT
238 Followers 69 Following UCSF Division of Clinical Informatics and Digital Transformation (DoC-IT)
Ying Ma @yingma0107
839 Followers 984 Following Statistical genetics and genomics. Assistant Professor at Brown Biostats @BrownBiostats and Brown CCMB @BrownCCMB
Xuegong @XuegongZ
340 Followers 74 Following Professor of Pattern Recognition and Bioinformatics, Tsinghua University
Cincinnati Children�... @CincyResearch
387 Followers 440 Following As one of the largest pediatric research teams in the United States, our @CincyChildrens discoveries and innovations have changed modern medicine.
JAAD Journals @JAADjournals
19K Followers 2K Following Clinical cases and the latest research from Journal of the American Academy of Dermatology (JAAD), JAAD Case Reports, and JAAD International.
Mathieu Ravaut @MatRavox
421 Followers 2K Following ML, NLP, Quant research. Graduate from @ntunlpsg | @AstarI2r | @uoftcompsci | @centralesupelec. Currently QR at ADIA.
NeoMind-AI @NeomindAi
740 Followers 161 Following A team of experienced neonatologists committed to advancing neonatology through the development and implementation of innovative AI-based tools and techniques.
3DSIG @3DSIG_ISCB
236 Followers 155 Following 💻 We are the Structural Bioinformatics and Computational Biology track of the International Society for Computational Biology (ISCB) @iscb
Symmetry and Geometry... @neur_reps
5K Followers 1K Following NeurIPS workshop and digital community | 🌐 geometry, algebra, topology + 🤖 deep learning + 🧠 neuroscience | Join us on slack! https://t.co/Run9wPnrDB
Brain Networks Lab @RajLab_UCSF
389 Followers 179 Following Twitter account for the lab of Dr. Ashish Raj, a professor of Radiology at UCSF. Our research focuses on modeling brain networks in the context of human disease
ARPA-H @ARPA_H
9K Followers 248 Following Official Twitter account of the Advanced Research Projects Agency for Health (ARPA-H). Privacy Policy: https://t.co/Z855rcfwXT Engagement ≠ endorsement
Pillai Lab @Pillai_Lab
37 Followers 99 Following The Pillai Lab at Yale School of Medicine. We study RNA mechanisms in Hematopoiesis
Pall Melsted @pmelsted
3K Followers 283 Following Professor @hi.is in CS, head of rna seq data analysis at decode genetics (views are mine). Bioinformatician, epistemic trespasser, &c. ps. I hate GTF files
Dr. Brielle C. Stark ... @BrielleStarkPhD
2K Followers 1K Following Assoc Prof @IUSPHS @IUB_PNS. @GatesAlumni & @FulbrightAssoc Aphasia, Discourse, Inner Speech, Gesture, Neuro of language & recovery. Co-founder @FOQUSAphasia
Mile Sikic @msikic
2K Followers 272 Following Group leader @astar_gis, Prof @SveucilisteZG, partner @OraclumCapital. AI in Genomics
Vanja (Ivan Kulakovsk... @halfacrocodile
202 Followers 101 Following bald but bearded bioinformatics buddy
Bin Shao @ShaoBin_phy
740 Followers 1K Following Broadie. deep learning; synthetic biology; single cell genomics; non-linear dynamics. opinions are my own.
The Classification So... @theClassSociety
242 Followers 104 Following The Classification Society is a nonprofit interdisciplinary and international organization whose purposes are to promote the scientific study of classification.
Gil Kaplan MD MPH @gilkaplan
3K Followers 715 Following Gastroenterologist & epidemiologist. Professor @UCalgary. Associate Editor, @AGA_Gastro My life's work: https://t.co/2Y2gG6Gel4 Tweets are my personal views.
Sepideh Dolatshahi @sepiddsh
387 Followers 536 Following Assistant Professor of Biomedical Engineering @UVABME, @MedicineUVA, @UVAEngineers,@UVACancerCenter, @UVAimmunology
Gautam "Machi" Machir... @gmachiraju
711 Followers 5K Following AI x biology @RadicalNumerics 🧬 discovery via interp & attribution🔬 Prev @HazyResearch @CanaryCenter 🌲 Prog house/city pop, 3rd spaces, design/aesthetic 🌺
GestaltMatcher (.eth) @GestaltMatcher
305 Followers 99 Following I am very good at recognizing patterns in the facial gestalt and would like to help you matching a patient.
POMA @ASA_POMA
2K Followers 437 Following Twitter feed of Proceedings of Meetings on Acoustics, published by the Acoustical Society of America
Ejv @ejvillablanca
6K Followers 1K Following
Joshua T. Vogelstein @neuro_data
8K Followers 610 Following Computational Neuroscientist. Co-founder of @FlourishAILabs.
Peter Krawitz @KrawitzPeter
585 Followers 617 Following For precision medicine human and artificial intelligence need to join efforts.
Takashi Nishina @nishina_takashi
2K Followers 3K Following Researcher #Tumor, #Immunology, #Fibroblasts, #Intestine, #Inflammation, #CAFs Toho University, Views are my own. In bluesky, @takashi-nishina.bsky.social
Kai Tan Lab @KaiTanLab1
640 Followers 231 Following Tan laboratory at the Children's Hospital of Philadelphia and the University of Pennsylvania Perelman School of Medicine.
ECD Global Alliance @ECDGA
570 Followers 264 Following The ECD Global Alliance is the only nonprofit worldwide solely dedicated to people living with #ErdheimChester disease #histocytosis #histocyte #raredisease
Aman Chadha @i_amanchadha
4K Followers 476 Following GenAI at @GoogleDeepMind • @Stanford AI • @UWMadison ECE • Ex-@Apple, #AWS, #Alexa, @Nvidia, @Qualcomm • EMNLP Outstanding Paper Award • #ai #ml #nlproc
IU Division of Comput... @IUCompPath
40 Followers 32 Following Computational group of @IndianaUniv @IUMedSchool, with a focus on clinically impactful #MachineLearning/#DeepLearning research for histopathology imaging
Vivli @VivliCenter
915 Followers 2K Following We are an independent non-profit whose mission is to advance human health through global clinical research data sharing. Active updating paused as of Feb 2025.
Raphael Mourad @RaphaelMourad
73 Followers 139 Following Associate Professor of Data Science in Biology at University Paul Sabatier (France).
Latest on Alternative... @SplicingNews
321 Followers 11 Following Retweets of alternative splicing tweets. Fell free to tag @SplicingNews if you want some splicing-related content to be retweeted. Acoount managed by @m1quelag.
Rachel Belote @_RachelBelote
54 Followers 51 Following Single cell biologist & melanocyte enthusiast, Assistant Professor @ OSU, Columbus, OH
Paul Calcraft @paul_cal
6K Followers 5K Following AI is good & bad, actually. Tweeting about AI/ML methods, software dev, research, tech and society, social impact. 20yrs in tech, 10 in ML/AI, PhD in comp sci



















