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@bioconductor.bsky.social
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Bioconductor: Free, open-source software for rigorous, reproducible biological data analysis with R. Join our diverse community of developers and data scientists. bioconductor.org

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Bioconductor @bioconductor.bsky.social · 28/09/2026
📢 We’re running a developer survey to better understand the needs and priorities of the community to help shape the future of Bioconductor. The survey is open until September 30 and takes approximately 15-30 minutes to complete. 📝 Survey link: bit.ly/4zPf6h4 We look forward to hearing from you!
forms.gle
Bioconductor developer survey
Thank you for taking the time to complete this Bioconductor developer survey. For the purposes of this survey, "developer" includes package developers as well as contributors involved in…
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Bioconductor @bioconductor.bsky.social · 24/09/2026
📢 We’re running a developer survey to better understand the needs and priorities of the community to help shape the future of Bioconductor. The survey is open until September 30 and takes approximately 15-30 minutes to complete. 📝 Survey link: bit.ly/4zPf6h4 We look forward to hearing from you!
forms.gle
Bioconductor developer survey
Thank you for taking the time to complete this Bioconductor developer survey. For the purposes of this survey, "developer" includes package developers as well as contributors involved in…
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Bioconductor @bioconductor.bsky.social · 21/09/2026
📢Interested in improving the performance of R packages? This month's Developers' Forum will explore two complementary approaches to more efficient R package development. 🎤 Speaker: Andrew Ghazi 📅 Sep 24, 2026 🕓 4:00 PM GMT 🔗 Register to attend: us06web.zoom.us/meeting/regi...
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Bioconductor @bioconductor.bsky.social · 09/09/2026
✈️ BiocAsia 2026 Travel Scholarships! Great news! SAiGENCI is supporting travel scholarships of up to AU$400 for eligible attendees to participate in BiocAsia 2026. The scholarships are designed to support students and ECRs who'd like to attend the conference Apply here 👇️ bit.ly/4dqZNkO
biocasia2026.bioconductor.org
Travel Scholarship
Apply for a BiocAsia 2026 travel scholarship
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Bioconductor @bioconductor.bsky.social · 09/09/2026
🎉BiocAsia 2026 Sponsor spotlight! SAiGENCI – South Australian Immunogenomics Cancer Institute, through the Computational System Oncology Program, is a main supporter of #BiocAsia2026! We’re grateful for their support in bringing the Bioconductor community across the Asia-Pacific region together!
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Bioconductor @bioconductor.bsky.social · 27/08/2026
📢 Update: The Orchestrating Microbiome Analysis with Bioconductor workshop in Addis Ababa, Ethiopia, has been postponed. The workshop will now take place on: 📅 23–27 November 2026 Apologies for any inconvenience this may cause & we appreciate your understanding. Apply to attend: bit.ly/4xvDUsf
Workshop announcement for "Orchestrating Microbiome Analysis with Bioconductor" showing a large red POSTPONED stamp, scheduled 23–27 Nov 2026 in Addis Ababa, Ethiopia, noting a week‑long program, QR code to register, and partner logos along the bottom.
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Bioconductor @bioconductor.bsky.social · 26/08/2026
🎥 BioC2026 keynote talks are now on YouTube! Missed the keynotes or want to watch them again? They are now available in the BioC2026 keynote playlist. ▶️ Watch the playlist here: www.youtube.com/playlist?lis... #BioC2026 #Bioconductor
youtube.com
BioC2026
Recordings for the BioC2026 conference, https://bioc2026.bioconductor.org/
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Bioconductor @bioconductor.bsky.social · 26/08/2026
🧬 Bioconductor Africa Seminar Series: Single-cell RNA sequencing data analysis with Bioconductor, exploring scRNA-seq workflows from data filtering and preprocessing to cell cluster analysis and more. 🎤 Speaker: Jacques Serizay 📅 Sep 16 & 23, 2026 🕓 4 PM EAT Register to attend: bit.ly/45Kk40M
Bioconductor Africa seminar "Single-cell RNA sequencing data analysis with Bioconductor" — two sessions on Sep 16 & 23, 2026 at 4 PM EAT / 3 PM CAT / 2 PM WAT, presented by Jacques Serizay (CNRS Research Fellow); QR code to register; covers preprocessing, clustering and temporal ordering of
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Bioconductor @bioconductor.bsky.social · 25/08/2026
📢 We’re running a developer survey to better understand the needs and priorities of the community and help shape the future of Bioconductor. The survey is open until September 30 and takes approximately 15-30 minutes to complete. 📝 Survey link: bit.ly/4zPf6h4 We look forward to hearing from you!
forms.gle
Bioconductor developer survey
Thank you for taking the time to complete this Bioconductor developer survey. For the purposes of this survey, "developer" includes package developers as well as contributors involved in…
033
Bioconductor @bioconductor.bsky.social · 24/08/2026
🚀 Introducing BiocJobs: declare dispatchable jobs inside Bioconductor packages BiocJobs lets package authors declare analyses as batch jobs and auto-generate wrappers for Galaxy, GA4GH TES, Nextflow, and WDL from a single declaration—no hand-written wrappers needed. 🔗 Find out more: bit.ly/4zBj7pa
blog.bioconductor.org
BiocJobs: declaring dispatchable jobs inside Bioconductor packages – Bioconductor community blog
An early framework letting package authors declare, inside their own package, the analyses that make sense to run as batch jobs, and generating Galaxy, GA4GH task execution, Nextflow and WDL wrappers…
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Bioconductor @bioconductor.bsky.social · 24/08/2026
📢 Apply or nominate someone for the Bioconductor 2026 Advisory Boards by Aug 31, 2026! 🌐 Community Advisory Board - advance engagement, training, outreach and inclusion: bit.ly/4hugFKG 🔧 Technical Advisory Board - help guide Bioconductor's technical direction & sustainability: bit.ly/4gqi3Ng
Annual nominations open for Bioconductor—call to join the Community Advisory Board (CAB) or Technical Advisory Board (TAB), shown in three hexagons: Bioconductor logo, a crowd with idea bubbles for CAB, and a desk with blueprints for TAB.
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Bioconductor @bioconductor.bsky.social · 17/08/2026
📣 Just a few days left to submit your workshop proposal for BiocAsia 2026! BioCAsia 2026 will take place on 19-20 November 2026 in Melbourne, Australia, and the call for workshop proposals closes soon. 🗓️ Deadline: 21 August 2026. 🔗 Submit your proposal: forms.office.com/r/r1n3au5Drz
Call for workshop proposals for ABACBS 2026 & BiocAsia 2026 — submit by 21 Aug 2026; sessions 1.5‑hr, half‑day (~3hr) or full‑day (~6hr); target audience from beginners to advanced (state prerequisites); delivery in‑person or online; workshop dates 19–20 Nov 2026.
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Bioconductor @bioconductor.bsky.social · 17/08/2026
📢Bioconductor will hold a hands-on Orchestrating Microbiome Analysis with Bioconductor workshop in Addis Ababa this September. 📅 21–25 September 2026 📍 BETin, Addis Ababa, Ethiopia Register to attend: bit.ly/4xvDUsf Learn more about this workshop: bit.ly/4xB6GYC
Workshop poster for "Orchestrating Microbiome Analysis with Bioconductor" — a week-long, free R-focused training in Addis Ababa (BETin) 21–25 Sep 2026, 9:00 AM–4:30 PM, with QR code to register and partner logos at the bottom.
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Bioconductor @bioconductor.bsky.social · 14/08/2026
🌟 Thank you Cortex for supporting the Bioconductor community and helping make BioC2026 possible. CORTEX is knowledge infrastructure for reproducible science. It unifies a lab's scattered data into one queryable base, capturing context and tracking provenance from raw input to reported value.
Bioconductor thank-you for BioC2026 acknowledging CORTEX as a Gold Sponsor, featuring large "THANK YOU" lettering, "BioC2026" and "was Proudly Supported By" text, the CORTEX logo, colorful cheering figures, and a caption about community generosity.
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Bioconductor @bioconductor.bsky.social · 13/08/2026
🌟Thank you, R consortium, for supporting the Bioconductor community and helping make BioC2026 possible. R Consortium's mission is to support the R Foundation and organizations that develop, maintain, distribute & use R by identifying, developing & implementing infrastructure projects. #BioC2026
Thank you message for BioC2026 acknowledging R Consortium as a Silver Sponsor, featuring the Bioconductor logo, large colorful "THANK YOU" text, a boxed R Consortium logo with a "SILVER SPONSOR" badge, rainbow-colored raised-arms figures, and the line "Your generosity helped bring our community
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Bioconductor @bioconductor.bsky.social · 13/08/2026
🌟 Thank you Posit for supporting the Bioconductor community and helping make BioC2026 possible. Posit creates exceptional software that helps individuals, teams, and organizations understand and make better decisions with data. #BioC2026 #Bioconductor
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Bioconductor @bioconductor.bsky.social · 06/08/2026
🌟 BioC2026 Gold sponsor spotlight: CORTEX! CORTEX is knowledge infrastructure for reproducible science. It unifies a lab's scattered data into one queryable base, capturing context and tracking provenance from raw input to reported value. Thank you Cortex for helping make #BioC2026 possible.
BioC2026 sponsor spotlight for CORTEX: Bioconductor logo at top, large circular CORTEX logo with a "Gold Sponsor" badge, plus a short blurb calling CORTEX a knowledge infrastructure for reproducible science and the URL bioc2026.bioconductor.org.
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Bioconductor @bioconductor.bsky.social · 06/08/2026
🎉 Introducing the Bioconductor Student-ECR Council! The Council will support students and ECRs with mentorship, networking, professional development & opportunities to contribute to Bioconductor. Learn more: bit.ly/4giOlJ1 Interested in joining? Connect on Zulip: bit.ly/4yYVxT0
Hexagonal badge labeled "Student ECR" with a signpost reading COMMUNITY, EVENT, and MENTORS topped by a graduation cap, surrounded by icons for virtual learning (headset at laptop), small mentor–mentee figures, speech bubbles for discussion, and a cheering audience with music notes.
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Bioconductor @bioconductor.bsky.social · 05/08/2026
🌟 BioC2026 Silver sponsor spotlight: R Consortium! Their mission is to support the R Foundation and organizations that develop, maintain, distribute & use R by identifying, developing & implementing infrastructure projects. Thank you R Consortium for helping make BioC2026 possible.
BioC2026 Sponsor Spotlight announcing R Consortium as a Silver Sponsor, featuring Bioconductor branding at top, the R Consortium logo inside a green-blue circle, a short mission blurb, and the conference URL bioc2026.bioconductor.org.
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Bioconductor @bioconductor.bsky.social · 05/08/2026
🌟 BioC2026 Silver sponsor spotlight: Posit! Posit creates exceptional software that helps individuals, teams, and organizations understand and make better decisions with data. Thank you, Posit, for supporting the Bioconductor community and helping make #BioC2026 possible.
BioC2026 Sponsor Spotlight graphic featuring Posit as a Silver Sponsor, with the Posit logo and the text: "Posit creates exceptional software that helps individuals, teams, and organizations understand and make better decisions with data
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Bioconductor @bioconductor.bsky.social · 05/08/2026
📢 Join the August Bioconductor Developers' Forum which will introduce {anvl}, an array computing framework that supports automatic code transformations, JIT compilation, and execution on GPU accelerators. 🎤 Sebastian Fischer 📅 August 27, 2026 🕓 4:00 PM GMT 🔗 Register to attend: bit.ly/4h67hMZ
Promotional poster for the Bioconductor Developers' Forum announcing an August session on the {anvl} package. The session introduces {anvl}, an array computing framework for R that supports code transformations, just-in-time (JIT) compilation, and execution on GPU accelerators. It will provide an overview of the package's capabilities with practical demonstrations. Speaker: Sebastian Fischer. Date: August 27, 2026. Time: 4:00 PM GMT. A QR code is included for registration.
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Bioconductor @bioconductor.bsky.social · 04/08/2026
📢 Join BioC2026 online! Although in-person registration for BioC2026 is now closed, you can still join the conference virtually from anywhere in the world. 💻 Virtual registration closes: August 12 Secure your virtual ticket today: 🎟️ ti.to/nf-projects/...
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Bioconductor @bioconductor.bsky.social · 03/08/2026
📢 Join the next Bioconductor Africa Seminar Series where we'll explore approaches for combining omics data using statistical and machine learning methods. 🎤 Speakers: Dr. Himel Mallick & Nalin Arora 📅 Date: August 12, 2026 🕓 Time: 13:00 UTC 🔗 Register to attend here: bit.ly/4ceZDfO
Promotional poster for the Bioconductor Africa Seminar Series featuring the session "Multi-omics Data Integration with Bioconductor." The poster includes headshots of speakers Dr. Himel Mallick and Nalin Arora from Cornell University. The session will explore integrating genomics, transcriptomics, proteomics, metabolomics, and microbiome data using statistical and machine learning approaches in Bioconductor. Date: August 12, 2026. Time: 4:00 PM EAT / 3:00 PM CAT / 2:00 PM WAT. A QR code is provided for registration.
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Bioconductor @bioconductor.bsky.social · 30/07/2026
📣 Call for Workshop Proposals: BioCAsia 2026 BioCAsia 2026 will take place on 19-20 November 2026 in Melbourne, Australia, and the call for workshop proposals is now open. 🗓️ Submission deadline: 21 August 2026 🔗 www.abacbs.org/workshops-20... #BioCAsia #Bioconductor
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Bioconductor @bioconductor.bsky.social · 30/07/2026
📢 Bioconductor Developers' Forum | July 2026 🗓️ Today, July 30, 2026 | 4:00 PM GMT Topic: The Orchestrating Single Cell Analysis books; their design, maintenance challenges, and strategies for more sustainable book development. Presenter: Aaron Lun Register to attend: bit.ly/4gApqlU
Promotional graphic for a Bioconductor Developers' Forum session titled "The Orchestrating Single Cell Analysis books." The graphic explains that the session will discuss the design, maintenance challenges, and future sustainability of the Orchestrating Single Cell Analysis books, which are widely used resources for learning single-cell analysis in Bioconductor. The event takes place on July 30, 2026, at 4:00 PM GMT and will be presented by Aaron Lun. A QR code is included for registration, alongside the Bioconductor logo.
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Bioconductor @bioconductor.bsky.social · 27/07/2026
🚨 There are only a few hours left to register for BioC2026 and submit a late-breaking poster abstract. Don't miss the opportunity to join the Bioconductor community in Seattle this August. 🎟️ Register: bit.ly/4xpG5hQ 📌 Submit your late-breaking poster: bit.ly/4efxyqh
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Bioconductor @bioconductor.bsky.social · 24/07/2026
📢 We're excited to announce that Ben Busby will be presenting "Developing Technologies That Meet the New Scale of Digital Biology" at BioC2026. His talk tackles infrastructure challenges that come with biology's explosive growth in data scale and complexity. 🔗 Register to attend: bit.ly/4fjAGlC
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Bioconductor @bioconductor.bsky.social · 23/07/2026
Late-breaking poster submissions for BioC2026 are open, and regular registration is still available through 27 July 2026. Join the Bioconductor community in Seattle, 10-12 August 2026. 🎟️ Register: bit.ly/4xpG5hQ 📌 Submit your late-breaking poster: bit.ly/4efxyqh #BioC2026
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Bioconductor @bioconductor.bsky.social · 21/07/2026
📢 After BioC2026 wraps up, the learning will continue with two post-conference events on 13-14 August in Seattle. - Learn how to analyse large-scale single-cell RNAseq data with Bioconductor. - Code, collaborate & connect at the Bioconductor Hackathon Learn more & sign up: bit.ly/4eHWR3k
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Bioconductor @bioconductor.bsky.social · 16/07/2026
📣 Call for Workshop Proposals: BioCAsia 2026 BioCAsia 2026 will take place on 19–20 November 2026 in Melbourne, Australia, and the call for workshop proposals is now open. 🗓️ Submission deadline: 21 August 2026 🔗 www.abacbs.org/workshops-20... #BioCAsia #Bioconductor #Bioinformatics
abacbs.org
Workshops - Call
Website of the Australian Bioinformatics and Computational Biology Society Inc (ABACBS, pronounced \u02C8ab\u0259k\u0259s).
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Bioconductor @bioconductor.bsky.social · 16/07/2026
📢 There's still time to join the Bioconductor community at BioC2026! Regular registration and late-breaking poster submissions are open until 27 July 2026. 🎟️ Register: bit.ly/4xpG5hQ 📌 Submit your late-breaking poster: bit.ly/4efxyqh #BioC2026
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Bioconductor @bioconductor.bsky.social · 14/07/2026
Two exciting post-conference events will take place 13-14 August 2026, immediately following BioC2026. 1. Single-cell RNA-seq analysis 👉 Register: bit.ly/4et8Djg 2. Bioconductor Hackathon 👉 Sign up: bit.ly/44rgGqN Learn more: bit.ly/4eHWR3k
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Bioconductor @bioconductor.bsky.social · 13/07/2026
📢 Bioconductor Developers' Forum | July 30, 2026 | 4:00 PM GMT Join us to discuss the design, maintenance challenges, and future of the Orchestrating Single Cell Analysis books in Bioconductor. Topic: The Orchestrating Single Cell Analysis books Presenter: Aaron Lun Register here: bit.ly/4gApqlU
Promotional graphic for the July 2026 Bioconductor Developers' Forum. The session, "The Orchestrating Single Cell Analysis books," will be presented by Aaron Lun on July 30, 2026, at 4:00 PM GMT. The graphic includes a brief description of the talk about the design, maintenance challenges, and sustainable development of the Orchestrating Single Cell Analysis books, along with a QR code for registration and the Bioconductor logo.
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Bioconductor @bioconductor.bsky.social · 10/07/2026
🌟 Bioconductor 2026 CAB & TAB nominations are open! Join our advisory boards to support community growth or guide technical strategy. 📅 Apply by Aug 31 CAB: forms.gle/qXwPqEzPET45... TAB: forms.gle/MLYBYDgdbU1C... #Bioconductor #RStats
Bioconductor nominations graphic with CAB and TAB illustrations and www.bioconductor.org
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Bioconductor @bioconductor.bsky.social · 09/07/2026
Don't miss the opportunity to be part of BioC2026 this August in Seattle. Registration is still open, and you can also submit a late-breaking poster abstract until 27 July 2026. 🎟️ Register: bit.ly/4xpG5hQ 📌 Submit your late-breaking poster: bit.ly/4efxyqh
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Bioconductor @bioconductor.bsky.social · 07/07/2026
🚨 Don't miss the BioC2026 post-conference events! Immediately after BioC2026, two parallel events will be held in Seattle on 13–14 August. 1. Single-cell RNA-seq analysis 👉 Register: bit.ly/4et8Djg 2. Bioconductor Hackathon 👉 Sign up: bit.ly/44rgGqN Learn more: bit.ly/4eHWR3k
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Bioconductor @bioconductor.bsky.social · 02/07/2026
Don't miss your chance to join the Bioconductor community in Seattle this August. Regular registration and late-breaking poster submissions are open through July 27, 2026. 🎟️ Register: lnkd.in/eubT7qHn 📌 Submit a late-breaking poster: lnkd.in/enQ5N4E7 #BioC2026 #Bioconductor
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Bioconductor @bioconductor.bsky.social · 01/07/2026
📢 Save the date: BiocAsia Seminar Series Topic: "A Single-Cell Spatially-Resolved Human Whole Transcriptome Atlas of Non-Small Cell Lung Cancer (NSCLC) Associates Spatial Features with Clinical Response" Speaker: Dr Dharmesh Bhuva 📅Tue, 14 July ⏰ 4:00–5:00 pm AEST 🔗 Register here:
adelaide.zoom.us
Welcome! You are invited to join a webinar: BiocAsia Seminar Series. After registering, you will receive a confirmation email about joining the webinar.
Please join us for the next in the BiocAsia Seminar Series. This seminar forms part of the Queensland Bioinformatics Week and will be presented live from the in-person event, in a hybrid format The event...
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Bioconductor @bioconductor.bsky.social · 29/06/2026
Join the upcoming Bioconductor Africa seminar on GWAS data analysis using the GENESIS package. 📅 July 22 & 29, 2026 ⏰ 5 PM EAT | 4 PM CAT | 3 PM WAT 👤 Speaker: Stephanie Gogarten (PRIMED and GREGoR) 🔗 Register to attend: bit.ly/3SxHDGC
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Bioconductor @bioconductor.bsky.social · 26/06/2026
🎥 EuroBioC2026 recordings are now live on YouTube! Watch keynote talks, workshops, short talks, flash talks, and poster pitches from this year's conference—all in one playlist. ▶️ www.youtube.com/playlist?lis...
youtube.com
EuroBioC2026
Recordings of EuroBioC2026
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Bioconductor @bioconductor.bsky.social · 24/06/2026
Two post-conference events will run in parallel immediately after BioC2026 in Seattle on 13-14 August 2026. Please register for one of the following 1. Single-cell RNA-seq analysis 👉 Register: bit.ly/4et8Djg 2. Bioconductor Hackathon 👉 Sign up: bit.ly/44rgGqN Learn more: bit.ly/4eHWR3k
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Bioconductor @bioconductor.bsky.social · 22/06/2026
Thank you to everyone who made #EuroBioC2026 possible—our sponsors, organisers, speakers, workshop instructors, volunteers, and attendees. This year's conference was made even more special as it took place during Bioconductor's 25th anniversary year. Here's how it went down 👉 bit.ly/4aaEJOe
Large group photo of EuroBioC2026 participants gathered on the lawn in front of Villa Marjaniemi in Ruissalo, Turku. Attendees are standing and seated on the grass and staircase of the historic yellow wooden villa, surrounded by mature trees under a bright blue sky. A Bioconductor banner is displayed at the centre of the group during the conference dinner and 25th anniversary celebrations.
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Bioconductor @bioconductor.bsky.social · 22/06/2026
It's been a little over a week since EuroBioC2026 wrapped up in Turku, Finland. The talks ended. The posters came down. But the conversations continue. Here's a look back at a few faces and moments from the conference. #EuroBioC2026 #Bioconductor
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Bioconductor @bioconductor.bsky.social · 22/06/2026
🧬Bioconductor, in collaboration with Physalia Courses, is offering an upcoming online course on Developing R/Bioconductor Packages for Genomics. 📅 6-10 July 2026 👉 Learn more and register: www.physalia-courses.org/courses-work... #Bioconductor
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Bioconductor @bioconductor.bsky.social · 19/06/2026
📢 Missed the BioC2026 early bird deadline? You can still join the Bioconductor community in Seattle this August. Regular registration is open through July 27, 2026 and late-breaking poster submissions are accepted through June 30, 2026 🎟️ Register: bit.ly/4xpG5hQ 📌 Submit a poster: bit.ly/4efxyqh
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Bioconductor @bioconductor.bsky.social · 17/06/2026
🧬 Earlier this year, members of the Bioconductor community met on San Servolo Island, Italy, for a 3-day hackathon on spatial omics and bioimaging. The event produced a collaborative preprint to strengthen spatial omics support across Bioconductor. 📖 Learn more: bit.ly/43C5pDM
Group photo of participants at the Bioconductor Spatial Omics Hackathon on San Servolo Island, Italy. Researchers and software developers stand and kneel together on a terrace overlooking the Venetian lagoon, with water, distant buildings, and a partly cloudy sky in the background. Participants are wearing conference badges and posing for a group photograph during the event.
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Bioconductor @bioconductor.bsky.social · 17/06/2026
🧬 Upcoming Bioconductor Developers' Forum 📅 June 25, 2026 🕓 4 PM UTC 🎤 Szabolcs Horvát Topic: igraph: complex network analysis across multiple programming languages 👉 Register to attend: us06web.zoom.us/meeting/regi... #Bioconductor
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Bioconductor @bioconductor.bsky.social · 16/06/2026
📢 Bioconductor has launched a new maintainer validation system to help keep maintainer information up to date and support active package stewardship. 📖 Read more:
blog.bioconductor.org
Bioconductor Maintainer Validation – Bioconductor community blog
Bioconductor Package Maintainer Validation System
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Bioconductor @bioconductor.bsky.social · 15/06/2026
📢 New package submissions to Bioconductor now go through BiocContributions. The new system uses GitHub Actions and R-universe to provide a more automated, reproducible, and streamlined review process for package authors. 📖 Read more: blog.bioconductor.org/posts/2026-0... #Bioconductor
blog.bioconductor.org
New Package Submission Process – Bioconductor community blog
The Single Package Builder (SPB) previously used for new Bioconductor package submissions has been replaced.
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Bioconductor @bioconductor.bsky.social · 10/06/2026
📢 BioC2026 early bird registration is still open through June 15, 2026. Don't miss your chance to join the Bioconductor community in Seattle this August. 🎟️ Register NOW: bioc2026.bioconductor.org/registration/
BioC2026 conference announcement. The event will take place August 10–12, 2026, at the Fred Hutch Cancer Center in Seattle, Washington. The conference brings together researchers, developers, and Bioconductor community members to share advances in Bioconductor and emerging technologies in computational biology.
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