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bigdatabiology.bsky.social

@bigdatabiology.bsky.social
332 followers 988 following 101 posts
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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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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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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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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 04/08/2026
New paper led by Daniel Howard & Simon Phipps: why breastfeeding protects infants against severe lung infections. Milk osteopontin reshapes the infant gut microbiome → Lactobacillaceae → phenyllactic acid → dendritic cell development in liver & lung → disease tolerance doi.org/10.1016/j.ce...
doi.org
Redirecting
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Steven Robbins @stevenjrobbins.bsky.social · 22/07/2026
It's out! Excited to present the Great Barrier Reef Microbial Genomes Database (GBR-MGD), a comprehensive DB of 1000s of high-quality prokaryote, virus, plasmid, and chromosome-level eukaryote MAGs using Nanopore long reads. Subthreads incoming. Please share widely. 🙂 www.nature.com/articles/s41...
nature.com
The planktonic microbiome of the Great Barrier Reef - Nature
The Great Barrier Reef Microbial Genomes Database compiles prokaryotic, viral and eukaryotic genomes from seawater collected from the Great Barrier Reef, providing a rich resource for the study of mar...
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 17/07/2026
We updated our companion website to the elusive resistome paper to be more responsive (it's 100% client side now) You can generate all the alternative plots that we could not get into the paper: arg-pipelines.big-data-biology.org
arg-pipelines.big-data-biology.org
ARG Pipeline Explorer — The Elusive Resistome
Interactive companion to "The elusive resistome": compare 10 antibiotic-resistance-gene detection pipelines across 13 habitats and 278M genes.
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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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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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Mike Neugent PhD @mikeneugent.bsky.social · 19/05/2026
Happy Tuesday, Svetlana!
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Willem van Schaik @wvschaik.bsky.social · 13/05/2026
This is an incredibly relevant preprint. Your favourite pipeline and/or AMR gene database cannot be considered authoritative, but neither can others.
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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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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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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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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 25/03/2026
Urban soils are a small part of the world and lack the glamour of the wilderness or the economic importance of agriculture, but as most people live in cities, they are very important Our latest preprint using long-read metagenomics reveals massive hidden diversity and function in city soils 🧵
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 25/03/2026
Quarterly updates from the group! Focus is our latest work on urban soil microbiomes. They are far richer than might be expected. Our latest work using long-read metagenomics reveals massive hidden diversity and function in city soils bigdatabiology.substack.com/p/bdb-lab-ma...
bigdatabiology.substack.com
BDB-Lab March 2026 Updates
What lurks in urban soil microbiomes
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 23/03/2026
We released GMSC-mapper v0.2.0! GMSC-mapper queries the Global Microbial smORFs Catalog to find and annotate small proteins from metagenomic data github.com/BigDataBiolo...
github.com
GitHub - BigDataBiology/GMSC-mapper
Contribute to BigDataBiology/GMSC-mapper development by creating an account on GitHub.
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 20/03/2026
Jug 2.5.0 is out! Jug is a Python framework for parallel & reproducible computation. Write plain Python, run it across many processes or machines with no message-passing code. pip install jug --upgrade (Or use the conda-forge packages with conda/pixi)
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 17/02/2026
I will be speaking at BrisJAMS next week!
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 21/01/2026
New Year updates from the group with a focus on Anil Pokhrel who is working on metagenomics for food security! bigdatabiology.substack.com/p/bdb-lab-ja...
bigdatabiology.substack.com
BDB-Lab January 2026 Updates
New Year!
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Sean Gibbons 🦠💩 @gibbological.bsky.social · 19/12/2025
It's time for the 2025 Gibbons Lab Research Roundup! Yeehaw! 🤠 @isbscience.org In these dark times, let the joy of scientific discovery and trainee success be your balm ❤️‍🩹 🧵...
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Svetlana Ugarcina Perovic @svetlanaup.bsky.social · 18/12/2025
Today I had the pleasure of meeting the 🇵🇹 Microbiome HD Lab Great to see Bich Ngoc Do's work on the Portuguese gut resistome data using argNorm (github.com/BigDataBiolo... by @bigdatabiology.bsky.social). Impressive, methodical research! @anasalmeida.bsky.social thank you for the invitation!
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Institut Pasteur | 130 years of biomedical research @pasteur.fr · 08/12/2025
🔬 Call to create junior research groups at the Institut Pasteur Focus: Infectious diseases, host-microbe interactions, vaccines Special interest: AI methodologies 📅 Deadline: Feb 9, 2026 👥 2-12 years post-PhD Apply now 📝 research.pasteur.fr/en/call/crea... #JobOpportunity #Research
research.pasteur.fr
Creation of new junior research groups at the Institut Pasteur - Call for applications 2026 - Research
The Institut Pasteur is launching an international call to recruit new junior research group leaders leveraging cutting-edge transdisciplinary approaches to exploring infectious diseases, host-microbe...
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 25/11/2025
New version of macrel released (v1.6.0) The biggest change is internal, using a much better approach to saving and loading models (thus removing the dependency on particular versions of scikit-learn) A few other bugfixes were included github.com/BigDataBiolo...
github.com
GitHub - BigDataBiology/macrel: Predict AMPs in (meta)genomes and peptides
Predict AMPs in (meta)genomes and peptides. Contribute to BigDataBiology/macrel development by creating an account on GitHub.
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Anna Cusco @annacusco.bsky.social · 23/09/2025
I would like to thank all co-authors: Yiqian Duan, Fernando Gil, Alexei Chklovski, Nithya Kruthi, Shaojun Pan, Sofia Forslund, Susanne Lau, Ulrike Löber, Xing-Ming Zhao, and especially @luispedrocoelho.bsky.social And of course, all the dog owners and the main characters of this story 🐶
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 24/09/2025
September 2025 updates! A focus on Anna's preprint, but several other updates too, including Faith Adegoke joining us to work on AMR and several other preprints bigdatabiology.substack.com/p/bdb-lab-se...
bigdatabiology.substack.com
BDB-Lab September 2025 Updates
Dogs and other microbiomes
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Anna Cusco @annacusco.bsky.social · 23/09/2025
Finally, the results of my postdoc at the @bigdatabiology.bsky.social lab in Shanghai see the light! The work includes my three favorite things research-wise: 🦠 microbiome, 🧬 long-reads, and 🐶 dogs. See our new preprint: www.biorxiv.org/content/10.1...
biorxiv.org
Capturing global pet dog gut microbial diversity and hundreds of near-finished bacterial genomes by using long-read metagenomics in a Shanghai cohort
Pet dogs are considered part of the family, and understanding their gut microbiomes can provide insights into both animal and household health. Most comprehensive studies, however, relied on short-rea...
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bioRxiv Microbiology @biorxiv-microbiol.bsky.social · 18/09/2025
Capturing global pet dog gut microbial diversity and hundreds of near-finished bacterial genomes by using long-read metagenomics in a Shanghai cohort www.biorxiv.org/content/10.1101/202…
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Luis Pedro Coelho @luispedrocoelho.bsky.social · 18/09/2025
Full thread will come later, but @annacusco.bsky.social's preprint on the dog pet gut microbiome is out! Using ONT+Illumina, we get better MAGs than to corresponding species representative in public databases doi.org/10.1101/2025...
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Alvaro San Millan @sanmillan.bsky.social · 13/08/2025
New paper in collaboration with the @asantoslopez.bsky.social lab! www.biorxiv.org/content/10.1...
biorxiv.org
Plasmids promote antimicrobial resistance through Insertion Sequence-mediated gene inactivation
Antimicrobial Resistance (AMR) is a major threat to public health. Plasmids are mobile genetic elements that can rapidly spread across bacterial populations, promoting the dissemination of AMR genes i...
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 25/06/2025
Quarterly updates from the Lab! This June, the focus is on Alexandre Areias Castro, who is working on metabolic modeling of the microbiome with the aim of giving us a new view on microbial composition, focused of "functional roles" instead of taxonomy bigdatabiology.substack.com/p/bdb-lab-up...
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 24/06/2025
New version of argNorm! Will be available frombioconda & funcscan in the next few days We fixed how NCBI genes were being handled. It is a fundamentally more principled way and should fix a few corner cases (particularly if data has been run through hARMonization) pypi.org/project/argn...
pypi.org
argnorm
Normalize antibiotic resistance genes (ARGs) results by using the ARO ontology (developed by CARD).
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 15/05/2025
Anyone from Europe wants to spend 2 years in sunny Queensland working on the global microbiome? Get in touch (even if all you have right now is a vague idea, just email early)! We also have a lot of friends in Europe for the return phase. marie-sklodowska-curie-actions.ec.europa.eu/calls/msca-p...
marie-sklodowska-curie-actions.ec.europa.eu
MSCA Postdoctoral Fellowships 2025
MSCA Postdoctoral Fellowships enhance the creative and innovative potential of researchers holding a PhD and who wish to acquire new skills through advanced training, international, interdisciplinary ...
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 19/04/2025
An tutorial by our own Alexandre on metabolic modeling areias03.github.io/blog/intro-t...
areias03.github.io
A (not so) short introduction to Metabolic Modelling – Alexandre Areias Castro
A practical introduction to concepts, methods and tools that will initiate you in systems biology.
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 13/04/2025
ArgNorm 0.8.0 released! More information including English language names for outputs and a bugfix for handling abricate+resfinder outputs argnorm.readthedocs.io/en/latest/wh...
argnorm.readthedocs.io
What's New - argNorm: Normalize ARG annotations to ARO
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Raes Lab @raeslab.org · 08/04/2025
🚨PhD position in AI in Microbiology! We’re looking for a PhD researcher passionate about developing automated systems for microbiological research. 🌍 More info & apply: jobs.vib.be/j/109363/phd... @vibmicrobes.bsky.social @vibai.bsky.social
jobs.vib.be
PhD Position in AI in Microbiology - VIB
About the labThe lab of Jeroen Raes (VIB, KU Leuven) is home to a vibrant, dynamic and international group of researchers in the field of gut microbial ecology and its clinical applications. In additi...
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 25/03/2025
Updates from the group (newsletter, sent 4x/year) Focusing on #ExtremelyOpenScience this quarter bigdatabiology.substack.com/p/bdb-lab-ma...
bigdatabiology.substack.com
BDB-Lab March 2025 Updates
Extremely open science
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 21/03/2025
SemiBin v2.2.0 released! This includes a lot of minor fixes rather than any big new features Generally speaking, SemiBin v2.2.0 is more robust, will fail in fewer corner cases and will give you better error messages when it does. semibin.readthedocs.io/en/latest/wh...
semibin.readthedocs.io
What's New - SemiBin
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 18/03/2025
How to install SemiBin using pixi (including GPU support) Pixi is conda modernized and makes everything easier youtu.be/kqp8qV4S8dk
youtu.be
How to install SemiBin using pixi (including GPU support)
YouTube video by BigDataBiology-Lab
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 17/03/2025
We are looking for PhD students! Fully funded studentships available to work on a range of topics, from small proteins to developing computational tools to study the global microbiome
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 08/03/2025
ArgNorm version 0.7.0 released! A lot of improvements, including an update to CARD v4, support for AMRFinderPlus 4, an updated manual curation for many genes argnorm.readthedocs.io/en/latest/wh...
argnorm.readthedocs.io
What's New - argNorm: Normalize ARG annotations to ARO
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 04/02/2025
Check out @biorxivpreprint.bsky.social on healthy urinary microbiome from BacTdrugs - Luísa Peixe lab led by Svetlana U. Perović
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Urinary Microbiome of Reproductive-Age Asymptomatic European Women
Baterial diversity in healthy female urinary tract
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 28/01/2025
NGLess tutorial (in 4 languages) English:
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Assembling metagenomes using NGLess (ENGLISH)
English version: https://youtu.be/EIkmZ8kN6j0Portuguese version: https://youtu.be/6PQ1YFEXpfcGerman version: https://youtu.be/iJ8ffOC-9_gFrench version: http...
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 28/01/2025
Assembling multiple metagenomes using NGLess
buff.ly
Assembling multiple metagenomes using NGLess
Luis Pedro Coelho shows how to use NGLess to process multiple metagenomesPrevious tutorial (single sample): https://youtu.be/EIkmZ8kN6j0Github link: https://...
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 28/01/2025
Our YouTube channel has videos on our work including tutorials on our tools and we are happy to do them on request as well (if you have a question that we think others would like to see answered as well) Like & subscribe to keep up to date
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BigDataBiology-Lab
This is Luis Pedro Coelho's lab (BDB-Lab) We post tutorials on our tools, highlights of our work, and other content To get in touch: luispedro@big-data-biology.org
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Microbiome Virtual International Forum @microbiomevif.bsky.social · 21/01/2025
Congratulation to the #MVIF #34 winners!!! 💐 Vedanth Ramji (@bigdatabiology.bsky.social) 💐 Kurtis Budden Besides the fame, there's a $200 prize to the prize winners, so make sure to vote and to submit an abstract for next time!
mvif winners
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 21/01/2025
How to obtain amino acid versions of GMGCv1 subcalogs
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How to retrieve amino acid versions of GMGC unigenes for subcatalogs
#science #tutorial #microbiomeLuis Pedro Coelho answers a subscriber question about how to get amino acid versions of the GMGCv1 subcatalogshttps://github.co...
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 21/01/2025
"A global survey of eco-evolutionary pressures acting on horizontal gene transfer" by Marija Dmitrijeva et al. buff.ly/3DDBBgj
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 21/01/2025
The antimicrobial peptides (AMPs) of the global microbiome! From 72 diffferent habitats (the best current sampling of the global microbiome) we obtained almost 1 million candidate AMPs buff.ly/404s9Ky
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Adrian Liston @labliston.bsky.social · 14/01/2025
Our paper on nurturing a #PositiveResearchCulture within your #research #team published by @wellcometrust.bsky.social gives useful tips for your lab. As well as making you a good team leader, nurturing culture pays off in building your science: 1/11 wellcomeopenresearch.org/articles/9-3...
wellcomeopenresearch.org
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bigdatabiology.bsky.social @bigdatabiology.bsky.social · 14/01/2025
News from our lab for the past quarter, focusing on new lab members! bigdatabiology.substack.com/p/bdb-lab-ja...
bigdatabiology.substack.com
BDB-Lab January 2025 Updates
Wishing you a happy new year from warm & sunny Queensland
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