A Genomic Data Quality Framework: The 6Cs and Downstream Consequences
This Genomic Data Quality Framework provides a basis for genomic quality control and laboratory process improvement
Genomic data is powerful only when reliable.
The 6Cs of qualityβcompleteness, continuity, collinearity, correctness, contamination, concordanceβshow where things go wrong and how errors ripple downstream.
Check out our latest blog post to learn more:
01.10.2025 09:00
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Thanks, Marc! I really appreciate your support
14.08.2025 09:56
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Thanks, Arnoud! Iβve been doing similar work in lots of different contexts already, but Sequity is an exciting new challenge. And training has become my forte over the years - Iβve long lost count of the workshops Iβve led!
14.08.2025 09:01
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Iβm deeply passionate about this, and I canβt wait to share more over the coming weeks.
π Follow @sequity.bsky.social for updates
π Message me if youβre curious
14.08.2025 08:43
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Whether youβre starting your first project or scaling to many thousands of samples per month, we work shoulder-to-shoulder with you to define genomics strategy, build resources, train staff, and make it happen.
14.08.2025 08:43
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Thatβs why Iβm launching Sequity- your partner to turn genomics goals into real, impactful outcomes, in a way thatβs both accessible and sustainable.
14.08.2025 08:43
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The words "INTRODUCING Sequity" and "Your Partner for Microbial Genomics" are shown with the Sequity logo. Above this text is an illustration of four people in a lab setting working with equipment and a laptop.
At the top there is a map of the world showing pins and illustrations of hospitals and laboratories. The text reads
SEQUITY MAKES GENOMICS WORK FOR YOU
Developing solutions that work with your unique lab, challenges and epidemiology
CONTEXT-DRIVEN
Delivering outcomes aligned with your objectives
GOAL-ORIENTED
This image is text only. This reads,
YOUR PARTNER FOR GENOMICS SUCCESS
STRATEGY
Figuring out what will work in your unique context
RESOURCES
Developing everything- from bioinformatics workflows to SOPs
TRAINING
Ensuring you have the knowledge and skills to deliver
ON-DEMAND SUPPORT
Ongoing support through the day-to-day
An abstract image at the bottom shows scientists working through a process, generating ideas. The text at the top reads,
FROM IDEA TO IMPACT
END-TO-END SUPPORT
From study design to sample, wet lab, bioinformatic, and reporting
VALUED-OUTCOMES
Unlock information and real-world impact
Iβve got something exciting to share. After years of working with labs around the world, Iβm starting something new!
Iβve seen how many labs want to do more with genomics, but the path forward isnβt always clear. The process is complex, and without the right guidance, itβs easy to get stuck.
14.08.2025 08:43
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a man in a suit and bow tie stands in front of a table full of measuring cups and boxes that say in the name of science
ALT: a man in a suit and bow tie stands in front of a table full of measuring cups and boxes that say in the name of science
Since it is that time of year:
One of the most rewarding parts of being faculty is paying forward mentorship with students, residents+ fellows for their research projects. So far, as 4th year faculty, Iβve mentored ~40 trainee projects (17 completed). Here are what I talk about at 1st meeting:
01.08.2025 00:17
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Answer: Countries that are high on the Welcoming Countries Rankings and where logistics would be great for hosting conferences. π
23.06.2025 12:23
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Pathoplexus | SeqSets
Pathoplexus is a new, open-source database dedicated to the efficient sharing of human viral pathogen genomic data, fostering global collaboration and public health response.
Amazing work from our colleagues in Sierra Leone, Nigeria, and elsewhere, making the first sequences available from the ongoing Mpox epidemic in Sierra Leone.
More to come - for now, head over to @pathoplexus.org:
pathoplexus.org/seqsets/PP_S...
27.05.2025 20:28
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The spread of Mpox in Sierra Leone is unlike anything we have ever seen - and we have been keeping an eye on this bug in the region for >15 years.
Given geographical spread, 50/50 men vs women, this is no "sexual network".
This could be the next one.
clt.npha.gov.sl/outbreak.aspx
22.05.2025 21:56
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Really pleased to see this! Helps to address such a critical question for genomic interpretation
Well done, @katholt.bsky.social et al!
22.05.2025 10:19
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It's official: the #PandemicAccord is officially adopted by the World Health Assembly!
My warmest congratulations to @who.int Member States for their commitment to keeping their people and the world safer.
What a moment in global health history. Together!
20.05.2025 08:19
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All the best, Alan. Your leadership at MK had a huge impact, both on the scale of national testing and for all the other folks in the lab during pretty tough times. I was glad to be there with you. Thank you for making your voice heard in the inquiry
09.05.2025 12:28
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Have said before that conference organisers when deciding on a host country should consider how easy it is for people to get visas (particularly for those from the Global South). For example, applying for a Canadian visa from the UK takes 344 days (www.canada.ca/en/immigrati...).
21.03.2025 10:56
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Hello, I'm always trying to spread the word about the Academic Editing Circle, which organizes professional editors to volunteer time for Black and/or Indigenous scholars.
I can't promise that a volunteer can donate time for a whole book-length dissertation, but maybe we can help.
09.03.2025 02:05
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A must-read for anyone doing Global North-South work: Ways to level the highly unequal playing field
"the African academic is spending
their precious time contributing to your success. How are you contributing to theirs?"
01.03.2025 11:25
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Another is to support getting journals into local, high quality networks like @scielo.org. Resources like Redalyc (Mexico), TCC Africa, etc. We shouldn't force non-English communities to index in "our" indices. #r2rconf
25.02.2025 10:22
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Thanks, Sara. This is great. Are there any resources you can point to for providing this expertise on indexing?
25.02.2025 10:41
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That's a lot of underheard important voices, and a lot of neglected areas of research/neglected populations. What do you think we can do to increase the visibility across these areas?
25.02.2025 10:19
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Figure 6:
Overall annual potential savings and costs by use of the proactive genomic epidemiology approach
The health economic assessment uncovered yearly net cost savings of approximately β¬ 1Β·25 million if initiated IPC measures completely halt transmission of clinical isolates after the second patient. The reduction in costs is due to a lower rate of costs for non-MDRO (red) and MDRO (blue) infections, respectively as well as colonization with MDRO (green). The costs for non-MDRO infections (red) are made up of the additional days a patient has to spend in hospital due to the infection (7Β·8 days), multiplied by the costs per patient for an additional day in hospital (β¬325). The costs for the colonization with MDRO (green) is composed of the average number of days a patient spends in the hospital (4Β·6 days), multiplied by the extra-costs incurred per patient per day for the isolation of the patient (β¬325). The cost for MDRO infections (blue) results from the average number of days a patient with an MDRO infection has to spend in hospital (7Β·8 days) multiplied by the additional costs incurred per day by a patient with an MDRO infection (β¬650).
Landmark paper claxon!
'Evaluating the economic and health impact of proactive genomic epidemiology in a hospital setting'
www.medrxiv.org/content/10.1...
Significant savings associated with proactive genomic epidemiology.
18.02.2025 09:27
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Jeez, Alan. Don't remind me!
17.02.2025 08:32
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Preventing HIV
Provides information about HIV prevention, including methods like PrEP, PEP, and condoms.
I looked through that page. Where is the "gender ideology" that they're warning against? Or is "sex" the problem? π€£
www.cdc.gov/hiv/preventi...
14.02.2025 21:45
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The image is a chart illustrating the relationship between different DNA extraction methods, the molecular weight of DNA they can recover, and the associated labor and time required.
The x-axis represents the molecular weight of DNA, ranging from 60 Kb to over 1 Mb.
The y-axis represents labor and time, increasing from bottom to top.
Different DNA extraction methods are shown as yellow boxes positioned according to the molecular weight they can handle and their required labor/time.
The methods are arranged in an ascending staircase-like pattern:
Spin column (low labor/time, suitable for ~60 Kb DNA)
Magnetic bead (~100 Kb)
Gravity-flow column (~100 Kb)
Phenol-chloroform (~150 Kb)
Dialysis (~200 Kb)
Plug extraction (high labor/time, suitable for >1 Mb DNA)
I'm always comparing to this reference for fragment lengths from different extraction methods. Oldish but still v good. Sharing for anyone who might find it helpful lab.loman.net/2018/05/25/d...
14.02.2025 21:01
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Ah interesting. I haven't seen read lengths from this kit before. I assume it's usually longer? Struggling to see on the website what approach this uses (maybe magnetic beads?)
14.02.2025 20:57
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Ah, amazing. How are you doing your DNA extractions?
14.02.2025 19:06
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I love it. How are you planning to resequence/reassemble to resolve these plasmids?
14.02.2025 18:54
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