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Luis Pedro Coelho

@luispedrocoelho.bsky.social
1.9K followers 2.2K following 345 posts

Content creator for Elsevier, NPG, and others Microbiome researcher Based in Brisbane

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Reposted by Luis Pedro Coelho
Physalia-courses@ONLINE @physaliacourses.bsky.social · 06/10/2026
🚨 Last call for Environmental Metagenomics with @luispedrocoelho.bsky.social & @oskolkov.bsky.social ! Only 1 seat left for this course! 🧬 Interested in exploring the microbial world and learning practical approaches to environmental metagenomics? This is your last chance to join us!
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 05/10/2026
I'm going to be in Berkeley for the Progress Conference from Tuesday! Please say Hi if you want to get a coffee and chat science, progress, vibe sciencing or any other topic might be of mutual interest...
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 02/10/2026
We might soon get to 1 mg-worth of publicly available DNA!
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 01/10/2026
People say that the ENA/SRA are huge databases, but it's only 100 µg of DNA! luispedro.substack.com/p/links-twee...
luispedro.substack.com
Links. Tweets. Photos (September 2026)
Travel Oct 6–11, 2026 Progress Conference 2026 in Berkeley, CA, USA!
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 30/09/2026
bigdatabiology.substack.com/p/bdb-lab-se... Our latest newsletter! Everyone presents
bigdatabiology.substack.com
BDB-Lab September 2026 Updates
Everybody presents!
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Reposted by Luis Pedro Coelho
bigdatabiology.bsky.social @bigdatabiology.bsky.social · 16/09/2026
SemiBin 2.5.0 is out 🎉 concatenate_fasta() can now preserve full FASTA headers (e.g. circularity flags) when merging samples /ht Jim Downie (github.com/prototaxites) for the suggestion Agents make releases easy now: expect more frequent ones in the future github.com/BigDataBiolo...
github.com
GitHub - BigDataBiology/SemiBin: SemiBin: metagenomics binning with self-supervised deep learning
SemiBin: metagenomics binning with self-supervised deep learning - BigDataBiology/SemiBin
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Reposted by Luis Pedro Coelho
bigdatabiology.bsky.social @bigdatabiology.bsky.social · 21/09/2026
Jug 2.6.0 is out Robustness and QoL fixes Heads-up: Py 3.14+ and lambda Tasklets will recompute once., but this does ensure backwards compatibility with Python 3.13 and earlier jug.readthedocs.io/en/latest/hi...
jug.readthedocs.io
History — Jug 2.6.0 documentation
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 28/08/2026
New substack: on porting NGLess from Haskell to Rust (with claude, obviously) luispedro.substack.com/p/i-repeated...
luispedro.substack.com
Porting NGLess from Haskell to Rust with Claude
It’s easy when you have a comprehensive test suite
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Reposted by Luis Pedro Coelho
cmrqut.bsky.social @cmrqut.bsky.social · 17/08/2026
18 AUG — #ISME20 Day 2! 🦠 Today we're exploring microbial functional roles, 16S and gene cluster tools, foodborne pathogens and rumen microbiomes rewiring. Check out our presentations below! 🔬🌏
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Reposted by Luis Pedro Coelho
bigdatabiology.bsky.social @bigdatabiology.bsky.social · 16/08/2026
AI/ML day at #ISME20 Our group is well represented today, with @luispedrocoelho.bsky.social chairing and presenting a session! Come say Hi!
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 13/08/2026
The game itself is hosted at uncommon-ground.xyz
uncommon-ground.xyz
Uncommon Ground
A party game where each team finds what they secretly have in common, and rivals pounce if they share it too.
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 13/08/2026
I made an ice breaker game: Uncommon Ground. luispedro.substack.com/p/uncommon-g...
luispedro.substack.com
Uncommon Ground.
an ice breaker game
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Reposted by Luis Pedro Coelho
Aldert Zomer @aldertzomer.bsky.social · 08/12/2025
MetaPointFinder: A new approach for detecting mutation-driven antimicrobial resistance directly from metagenomic reads. Fills a major gap in current resistome profiling by capturing chromosomal AMR mutations that metagenome tools miss. github.com/aldertzomer/...
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 17/07/2026
R/shiny was the first version, actually; but we could never get as fast as client-side javascript
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 17/07/2026
It's so good at this stuff For other things, I'm more wary, but for websites, I'm happy to have them completely vibecoded The data is preprocessed with artisanal Python code, which is where things could go wrong; so I'm happy to not look at the Javascript that does the different plots
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 17/07/2026
For example, in the paper, you can only show a small number of views of the data, but in a more interactive platform, you can choose the default, but then give users the choice
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 17/07/2026
I would like to do more of these as time goes on. Claude is very good at this (even between when we started drafting the paper and now, the models are so much better!) and I think this can be a great addition to any paper
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Reposted by Luis Pedro Coelho
Physalia-courses@ONLINE @physaliacourses.bsky.social · 16/07/2026
🧬 Want to analyse microbial communities beyond amplicon sequencing? Join Environmental #Metagenomics: From Reads to Genomes (12–16 Oct ) & learn how to process metagenomic data, assemble MAGs & apply modern bioinformatic workflows with Illumina & @nanoporetech.com reads @luispedrocoelho.bsky.social
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Reposted by Luis Pedro Coelho
Milot Mirdita @milot.bsky.social · 20/01/2026
My time in @martinsteinegger.bsky.social's group is ending, but I’m staying in Korea to build a lab at Sungkyunkwan University School of Medicine. If you or someone you know is interested in molecular machine learning and open-source bioinformatics, please reach out. I am hiring! mirdita.org
mirdita.org
Mirdita Lab - Laboratory for Computational Biology & Molecular Machine Learning
Mirdita Lab builds scalable bioinformatics methods.
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 10/07/2026
I'd be very happy to hear opinions and alternative ideas on how to make our tools easier to use in an agent/coding assistant context
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 10/07/2026
2) Add information to a NotebookLM so that users can chat with it and get help Perhaps this will be a lower-barrier to asking questions than emailing the user-list (also, faster) notebooklm.google.com/notebook/e7c...
notebooklm.google.com
Sign in - Google Accounts
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 10/07/2026
I've been thinking of how to make tools "AI-ready" so it's not just an empty buzzword I'd like to hear other opinions, but this is what I'm trying with SemiBin: 1) bundle skills with the tool SemiBin2 install-skills will (in the next release) install a skill for claude/codex/...
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Reposted by Luis Pedro Coelho
bigdatabiology.bsky.social @bigdatabiology.bsky.social · 24/06/2026
New newsletter with updates from the group! Focus is on Juan's preprint on the elusive resistome bigdatabiology.substack.com/p/updates-fo...
bigdatabiology.substack.com
BDB-Lab June 2026 Updates
The elusive resistome and upcoming travel/conferences
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 17/06/2026
New substack: Links. Tweets (June 2026) luispedro.substack.com/p/links-twee...
luispedro.substack.com
Links. Tweets (June 2026)
Links I’m Not Crazy, I’m Just Becoming an Orthodox Jew
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Reposted by Luis Pedro Coelho
bigdatabiology.bsky.social @bigdatabiology.bsky.social · 07/06/2026
A bit delayed announcement, but we recently released SemiBin 2.30! No big new features, but it contains a large number of small fixes and improvements (include having had all major LLMs audit and improve the code) bioconda & pypi packages have been updated too github.com/BigDataBiolo...
github.com
Release Version 2.3.0 · BigDataBiology/SemiBin
This release bundles a large number of bug fixes (several of which fix silent correctness issues in training and clustering), removes the deprecated SemiBin1 command, and includes many documentatio...
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Reposted by Luis Pedro Coelho
ae @aelkus.bsky.social · 31/05/2026
nintendo’s creation of wario and waluigj was one of the most important advances in manichean religion and philosophy
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Reposted by Luis Pedro Coelho
Svetlana Ugarcina Perovic @svetlanaup.bsky.social · 29/05/2026
New #MicrobiomeDigest is OUT microbiomedigest.com/2026/05/29/m... • root microbiome/ @algazuccaro.bsky.social   • gut microbiome-epigenetics/ @gangfang.bsky.social   • resistome annotation/ @bigdatabiology.bsky.social   • invitation for #MVIF 50🎂 / @microbiomevif.bsky.social & more. Happy Friday!
microbiomedigest.com
May 29, 2026
See you next week at MVIF! Global microbiome Advancing microbial ecology, microbiomes, and One Health in Africa: From regional initiatives to pan-African flagship programs – Mohamed Hijri – The ISM…
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Reposted by Luis Pedro Coelho
Svetlana Ugarcina Perovic @svetlanaup.bsky.social · 15/05/2026
We started with a simple question: which tool and db should we use for resistome profiling in the EMBARK project? That question sent us down a rabbit hole. Different ARG annotation pipelines don't just give different ARG numbers, they give you different resistome profiles. 1/3
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 27/05/2026
A new substack, following up on last week's arXivgate discussions. The text is not the paper luispedro.substack.com/p/the-text-i...
luispedro.substack.com
The text is not the paper
A few notes on authorship in Big Life Sciences
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Reposted by Luis Pedro Coelho
Physalia-courses@ONLINE @physaliacourses.bsky.social · 27/05/2026
🧬 Online course - #EnvironmentalMetagenomics this October (12–16 ) with @luispedrocoelho.bsky.social & @oskolkov.bsky.social! Learn state-of-the-art approaches for metagenomic analysis, from read-based profiling to MAG recovery using Illumina + @nanoporetech.com data, SemiBin2, and more.
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Reposted by Luis Pedro Coelho
Svetlana Ugarcina Perovic @svetlanaup.bsky.social · 15/05/2026
The preprint is now out: www.biorxiv.org/content/10.6... Thank you to @luispedrocoelho.bsky.social, Juan Inda, and the #SEARCHER_JPIAMR team! Check out the summary thread: bsky.app/profile/bigd... 3/3
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 14/05/2026
I will be in Brazil (São Paulo) for a week for the 55th Annual Meeting of SBBq ! Come say Hi! luispedro.substack.com/p/travel-lin...
luispedro.substack.com
Travel. Links. Tweets.
In Brazil next week, venha dizer-me Olá!
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Reposted by Luis Pedro Coelho
bigdatabiology.bsky.social @bigdatabiology.bsky.social · 13/05/2026
How well do ARG detection pipelines agree when applied to the same data? Spoiler: not very well. In our new preprint, we ran 10 pipelines on 270M microbial unigenes from GMGCv1. The same data can support conflicting biological conclusions! 🧵 www.biorxiv.org/content/10.6...
biorxiv.org
The elusive resistome: a global comparison reveals large discrepancies among detection pipelines
Identifying antibiotic resistance genes (ARGs) from metagenomic data is critical for studying antimicrobial resistance across microbial communities and pathogens. However, there is no standardized methodology for ARG annotation. Here, we compare ten commonly used ARG detection pipelines by analysing over 270 million prokaryotic genes from the Global Microbial Gene Catalogue across 13 distinct habitats. We observed up to a 45-fold difference in the number of reported ARGs, with a mean Jaccard index of only 16% between pipelines. Pipeline selection profoundly impacted downstream biological interpretations, with drastic changes to estimates of ARG relative abundance and richness, to the characterization of pan- and core-resistomes, and to the class-level composition of the inferred resistome. ARG detection pipelines make different, defensible trade-offs, and no single approach should be treated as authoritative. Therefore, users should justify and communicate choices carefully, as our analyses show that, taken uncritically, the same data can support conflicting biological and ecological interpretations. ### Competing Interest Statement The authors have declared no competing interest. National Health and Medical Research Council of Australia (NHMRC), 2031902 Australian Research Council (ARC), FT230100724 International Development Research Centre (IDRC), 109304-001 Deutsche Forschungsgemeinschaft (DFG), FO1279/6-1 Bundesministerium für Bildung und Forschung (BMBF), F01KI1909A, 01KI2404B Swedish Research Council (VR), 2024-06123, 2019-00299, 2023-01721 Knut and Alice Wallenberg Foundation, KAW 2020.0239 Swedish Foundation for Strategic Research, FFL21-0174
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 13/05/2026
One big difficulty with this project was the overwhelming abundance of potential lines of analysis and data. We tried to complement the paper with a supporting website where the data can be explored: arg-pipelines.big-data-biology.org
arg-pipelines.big-data-biology.org
This section highlights the difference in number of Antimicrobial Resistance Genes (ARGs) reported by each pipeline.
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 13/05/2026
Here is the scientific thread bsky.app/profile/did:...
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 13/05/2026
More details to follow later, but this has been in the works for almost 6 years, so it is great to finally see it in preprint form: "The elusive resistome: a global comparison reveals large discrepancies among detection pipelines" www.biorxiv.org/content/10.6...
biorxiv.org
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Reposted by Luis Pedro Coelho
bioRxiv Bioinfo @biorxiv-bioinfo.bsky.social · 13/05/2026
The elusive resistome: a global comparison reveals large discrepancies among detection pipelines www.biorxiv.org/content/10.64898/20…
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 29/04/2026
Because of timezones, I keep waking up to these questions that were already answered by @tsbschm.bsky.social !
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Reposted by Luis Pedro Coelho
Kruthi rao @kruthirao.bsky.social · 22/04/2026
Happiest Birthday @luispedrocoelho.bsky.social!!🎉 #2026 #Birthday #supervisor #memories #Celebrate #BDB @cmrqut.bsky.social #TRI #QUT
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 21/04/2026
open.substack.com/pub/luispedr...
open.substack.com
Whither PhDs in the Age of Claude?
Publication or perish as export discipline
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 17/04/2026
Links & Tweets post (plus a picture found on the street) luispedro.substack.com/p/links-twee...
luispedro.substack.com
Links. Tweets. Photos (mid-April 2026)
I have created a new section on the substack to contain the Links emails, so you can subscribe/unsubscribe to the Links emails separately from other posts.
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 15/04/2026
"A lot of what I do with graduate students is what I call unteaching school." A new substack post luispedro.substack.com/p/unteaching...
luispedro.substack.com
Unteaching school
A lot of what I do with graduate students is what I call unteaching school.
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Reposted by Luis Pedro Coelho
JAMS Brisbane @brisjams.bsky.social · 14/04/2026
BrisJAMS is back this April and it’s shaping up to be a seriously fun night of science, stories, and good vibes 🧪🧫✨ 📅 When: Wednesday, 29 April 2026 | 6:00–7:30pm 📍 Where: The Burrow (Beer Garden Room), West End. 👉 Register via the QR code on the poster!
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 14/04/2026
Yes, we also got better results with multi sample! I have not yet dug into this new preprint, but definitely surprising
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Reposted by Luis Pedro Coelho
Sebastian Schmidt @tsbschm.bsky.social · 14/04/2026
This simulation-cum-benchmark study on MAG making by @tkorem.bsky.social & team looks really interesting. Loads of plots and results to work through! www.biorxiv.org/content/10.6...
biorxiv.org
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 08/04/2026
The other day, I was listening to a podcast about AI in science and from people's accents while introducing themselves, I knew what everyone was going to say
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Reposted by Luis Pedro Coelho
Lukas Malfertheiner @lukasmalf.bsky.social · 06/04/2026
Very impressive to see all the diversity hidden and generally missed by common approaches!
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 03/04/2026
This, but unironically (especially so in the Age of Claude - taste is that which is scarce)
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Reposted by Luis Pedro Coelho
Sebastian Schmidt @tsbschm.bsky.social · 03/04/2026
Our work on 'hidden diversity' in unbinned contigs is now published in @natmicrobiol.nature.com : www.nature.com/articles/s41... See the linked threads for more details!
nature.com
Unbinned contigs expand known diversity in the global microbiome - Nature Microbiology
Re-analysis of over 92,000 metagenomes reveals hundreds of thousands of previously undescribed Bacterial and Archaeal clades hidden in plain sight.
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Reposted by Luis Pedro Coelho
Luis Pedro Coelho @luispedrocoelho.bsky.social · 02/04/2026
We have always been overwhelmed by the current data explosion! luispedro.substack.com/p/bioinforma...
luispedro.substack.com
Bioinformaticians have been writing the same abstract for decades
We have always been overwhelmed by the data explosion
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