Eric & Wendy Schmidt Postdoctoral Fellow @BroadInstitute of MIT and Harvard; based in @sangerinstitute; PhD in Comp Bio @UofT

Cambridge, England
Joined March 2021
Delaram Pouyabahar retweeted
1/ For over a decade, my lab and others have shown you can predict 3D structure of proteins, it’s interactions, which mutations may cause disease and even how a virus evolves - all from evolutionary sequence data 2/ Whilst powerful - our approaches are still missing what we really need: how natural variation or design ripples through transcription, translation, complex assembly, and the behavior of the cell/tissue organism it's sitting in. Call that mechanism, etiology, pathophysiology, but it’s where we need new models. 3/ GenBio AI (where I am an advisor) is previewing AIDO Cell today: genbio.ai/aido-cell-simulato… one model spanning DNA, RNA, protein, and whole-cell behavior, so a variant's consequences can be traced forward instead of just scored. The technical report here nice is a way to release the progress.
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Delaram Pouyabahar retweeted
I have long written and spoken about the many ways US immigration policy harms international students and scholars. This has been true for as long as I can remember, including when I first came to the US on a single-entry student visa more than 20 years ago under a process formerly known as muslim registry program. But the current administration has gone much further, through arbitrary policy changes, travel bans, and broad visa processing pauses that leave folks unable to work, travel, or train. These policies affect a minority of scientists, and in the current state of the world they can be easy to overlook. But we should not let that happen. I wrote about the quiet loss of Iranian scientific talent in US labs for @TheScientistLLC: the-scientist.com/the-quiet-…
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Delaram Pouyabahar retweeted
Meet evedesign: a new open-source ML framework that makes protein design accessible and interoperable. 📢 See our post: deboramarkslab.substack.com/… Protein design models are powerful, but combining them shouldn’t require custom glue code. ✅Combine models for multi-objective optimization ✅Integrate lab-in-the-loop experimental of data ✅100% secure: run on your own infra, no data sharing Get started building therapeutics & industrial enzymes today 👇 📄Paper: biorxiv.org/content/10.64898… 💻Code: github.com/evedesignbio 🌐Webserver: evedesign.bio Reach out to collaborate: [email protected]
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Excited to share that FLASH-MM is now published in @NatureComms🚀 nature.com/articles/s41467-0… If you are performing differential expression across conditions in large single-cell datasets, FLASH-MM is for you. Differential expression analysis at the cell level requires accounting for hierarchical structure. FLASH-MM introduces a new formulation of linear mixed models, delivering orders of magnitude improvements in speed and memory while maintaining accuracy, and is available as both R and Python packages. Huge thanks to all collaborators, especially #Changjiang_Xu  for co-leading this work, @BioinVeronique , @hheydarii , and @garybader1 for his incredible mentorship.
🧵1/ Excited to share our new preprint: FLASH-MM - a fast and scalable method for single-cell differential expression using linear mixed models, enabling DE analysis in massive scRNA-seq datasets. 🔗doi.org/10.1101/2025.04.08.6… #Changjiang_Xu @BioinVeronique @hheydarii @garybader1
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Delaram Pouyabahar retweeted
Hospitals in Iran are being attacked, with wounded patients abducted and healthcare workers targeted for providing care. This is a clear violation of international humanitarian law. Medical care is not a crime, and silence from global health org is complicity. @WHO @MSF_USA
URGENT🚨: Islamic Republic Ministry of Intelligence forces raided Milad Hospital in Isfahan, kidnapping several doctors who treated wounded protesters. Their lives are now in grave danger. #DigitalBlackoutIran #Iran
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Delaram Pouyabahar retweeted
🇮🇷 IRAN MASSACRE Estimates are 12,000-20,000 killed. Following is just the verified data as of Jan. 13: 97 forced confessions 1,134 severely injured 2,403 killed (12 children) 18,434 detained 🇺🇳 U.N. Human Rights Council reaction: 0 resolutions 0 investigations 0 urgent sessions
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Iran has now been under a near-total internet and telecommunications blackout for over 70 hours, as protests against the Islamic Republic continue across the country. The limited information that does get out suggests a deadly crackdown, with reports of thousands of protesters brutally killed and hospitals overwhelmed since the blackout began. For those of us outside Iran, the shutdown has meant a complete loss of contact with our families. Many of my friends and former classmates are participating in the protests, and I have no way of knowing whether they are safe or even alive. What is striking is how little international attention this has received. Coverage remains limited, public responses from major human rights organizations have been minimal, and the scale of the protests has often been downplayed. Framing the protests as a foreign conspiracy, or speaking over those facing violence on the ground, is not solidarity; it erases people who have been systematically suppressed through repression, economic dispossession, and routine state violence. #DigitalBlackoutIran
⚠️ Update: #Iran's internet blackout is now past the 60 hour mark as national connectivity levels continue to flatline around 1% of ordinary levels. The censorship measure presents a direct threat to the safety and wellbeing of Iranians at a key moment for the country's future.
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This travel ban has quietly reshaped the personal and scientific futures of many Iranian scholars, including my own. After a full year of planning for a U.S. postdoc, tens of hours of interview preparation, fellowship applications, constant monitoring of whether Harvard’s legal battles would lead to F or J visa revocations, stress over grant freezes, and endless immigration paperwork, the sudden travel ban announced on June 4, 2025 upended everything. After the draft list for the new travel ban appeared in a New York Times article in March, we rushed to reschedule my PhD defense as early as possible. I ended up preparing for my defense in just two weeks in an attempt to get ahead of the ban, which turned out to be pointless. The ban was announced only weeks after my interview at the U.S. Consulate in Toronto, and I have not heard back since. This ban is far more expansive than the one in 2017 and includes no exemptions for F or J visas. When I asked about the possibility of an exemption letter, I was told it was unlikely to help, as this administration appears to view science as no longer being in the U.S. national interest. As @genophoria points out, media coverage and the political response around this ban have been surprisingly limited. I wish more senior academics would speak up. Today, many Iranian and other international students and scholars live in a state of permanent uncertainty, where a single policy change can freeze their careers or force them to leave everything behind. Many do not even feel safe sharing their experiences publicly. In the current political climate for immigrants in the U.S., it is heartbreaking to admit that I feel almost relieved I did not end up there. When you are living with constant fear about your status, buried in paperwork, and know your life can be overturned overnight, how much bandwidth remains to do actual science?
The new travel ban is far more expansive than the one in 2017, yet the political response this time around has been muted to the point of silence. A Republican congresswoman seems to be the loudest voice raising concerns. The cynic in me can't help wondering whether this is payback for immigrant communities not delivering the turnout some Dem politicians expected in 2020. My speculations aside, the impact is very real. The U.S. visa process was already a grueling, dehumanizing maze even in the best of times. International scholars and students now face even more uncertainty about something as basic as freedom to move or change jobs. What’s heartbreaking is how normalized this has become. A century ago, simply landing at Ellis Island meant a chance to start a life by signing your name in a book. Today, the path to "legal entry" is a labyrinth of paperwork, shifting rules, and a political climate where people's lives can be upended overnight depending on who's in office. We should not accept this volatility as the price of wanting to study, work, or build a life in this country. miamiherald.com/news/local/i…
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Replying to @UPS
@UPS lost my passport. I paid for 24-hour delivery of my most important government ID after waiting 6 months for my Post Graduate Work Permit and another month for visa processing by @CitImmCanada. They marked it “delivered,” but have no idea where it actually is.
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I have a UK visa appointment on Friday for a new job. My move, my start date, my entire life plan is now in limbo because @UPS_Canada cannot manage a single envelope. The sheer incompetence is unbelievable.
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🧵1/ Excited to share our new preprint: FLASH-MM - a fast and scalable method for single-cell differential expression using linear mixed models, enabling DE analysis in massive scRNA-seq datasets. 🔗doi.org/10.1101/2025.04.08.6… #Changjiang_Xu @BioinVeronique @hheydarii @garybader1
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4/ FLASH-MM controls false positive rates and maintains high statistical power in differential expression analysis. We validate FLASH-MM using extensive simulations and real-world applications such as the tuberculosis immune atlas (~500K cells).
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sciRED is now officially out @NatureComms !🚀 nature.com/articles/s41467-0… The peer-reviewed version includes several new analyses beyond our preprint, so check it out even if you’ve seen it before! Huge thanks to @garybader1 and @talandrews for their incredible guidance.
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Delaram Pouyabahar retweeted
So excited to share the first paper from the lab! We identified CD34 as a marker of the heart’s SAN pacemaker cells enabling their isolation from stem cell differentiation cultures, advancing future disease modeling and biological pacemaker applications. nature.com/articles/s41467-0…
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There's a lot of excitement about foundation models and their ability to learn biology 🧬💻 But current tools for perturbation prediction perform worse than simple linear models! We need more careful benchmarking to make progress. biorxiv.org/content/10.1101/…
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Delaram Pouyabahar retweeted
Congratulations to our 2024 Dorrington Award Winners! 🥳 Graduate students Heta Lad, Delaram Pouyabahar and Justin Sing received the #award for their research on myopathy, the liver and protein modification. #UofT Learn more 👉 uoft.me/2024DorringtonAward
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Delaram Pouyabahar retweeted
sciRED: Interpretable single-cell factor decomposition biorxiv.org/content/10.1101/…
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