An idea for a little exploration occurred to me back at Infinity -- that is 7.5 years ago -- that I've never tried out. But I never got around to it. I had some downtime recently to play around so I finally executed the experiment -- alas, it turns out not to be very interesting. Still, a negative result is a negative result.
A computational biologist's personal views on new technologies & publications on genomics & proteomics and their impact on drug discovery
Thursday, February 07, 2019
Wednesday, January 30, 2019
Covaris Grabs A Spot on the Liquid Handler Deck
For as long as I can remember, Covaris has been the standard in DNA shearing for high throughput short read sequencing. Their benchtop units had their quirks -- custom tubes being the foremost -- but they were what everyone else compared to. In 2013 when the American Society for Human Genetics was in town, the PacBio folks did me a great favor and loaned me an exhibit hall pass. Multiple companies were offering DNA shearing instruments -- and every one compared themselves against Covaris. Now they have a new offering, moving the instrument onto a liquid handling robot deck so that it is available for high-throughput workflows. Covaris invited me down to their Woburn, Massachusetts facility to get a look at the instrument before its formal launch at the SLAS conference
Tuesday, January 29, 2019
Patent Dive: Genapsys
Here's a dangerous statement for me: I actually enjoyed reading some patents recently. Now, before you get any ideas in your head about suggesting more patents for me to read, let me be clear that these were unusual patents -- they're written to be read! -- and were read under strict conditions. The patents in question are from Genapsys -- found via my good friend Justia.
Monday, January 28, 2019
Metabolic Whac-a-Mole
Derek Lowe summarized a really cool paper back in October. I've been meaning to grab a copy, but discovered recently that the MIT library no longer has an easy way for outsiders to slip in an use their subscriptions. So I'm working off his summary, but since this is mostly an excuse for flights of genetic fantasy actually reading the paper would probably just hinder me!
Friday, January 25, 2019
2019 Tech Speculations: Oxford Nanopore
As promised in the last post, I'm segregating out Oxford Nanopore. Admittedly I tend to cover them relatively closely -- though I never seem to quite finish writing up their conferences -- but at the moment ONT is the only major player in the U.S. research sequencing market not being run out of (or about to be run out of) Illumina HQ. And I'll be very to the point: ONT has a lot of balls in the air and irons in the fire, but from my point-of-view what matters most is rapid and regular progress on the accuracy front.
Tuesday, January 15, 2019
2019 Sequencing Tech Speculations: Will We Actually See New Entrants?
An astute reader caught a sentence fragment about MGI in last night's Illumina JPM roundup -- the unfortunate evidence of a a mental battle over whether to put any further comments on MGI in an Illumina-centric post. So now I'll sweep that bit into a general post about not-Illumina (and not-Oxford, that will go in yet another).
Monday, January 14, 2019
Illumina JPM Talk
Illumina CEO Francis deSouza delivered his J.P. Morgan Healthcare Conference talk (webcast audio, slides & Q&A audio) a week ago. I can claim that some of my speculations came true -- just the most boring and obvious ones. Overall, the presentation was the talk of a confident market leader.
Sunday, January 06, 2019
2019 Sequencing Tech Speculations, Part I: Illumina & MGI
Next week is the J.P. Morgan Healthcare Conference. It's striking this year the paucity of companies in the genomics space -- Illumina on Mondayat 6:00 EST and MGI on Wednesday at 5:30 EST and Nanostring at 6:30 EST on Wednesday. Perhaps NVIDIA will say something interesting about their forays into healthcare, such as providing the chops for real time nanopore basecalling, on Thursday at 11:30 EST. There's also some nice polls from Albert Viella on Twitter
So, before all the beans are spilled, here's some of the speculations and ponderings I've been entertaining about the sequencing technology field for 2019 for Illumina and MGI. I'll cover some of the other players in the next few days, but since Illumina is up on Monday that's the priority!
— Albert Vilella (@AlbertVilella) January 5, 2019and some more Twitter speculation
Predictions for @Illumina #JPM2019. Besides PacBio news, expecting NovaSeq SP 2x250. Any longer S4 kit or potential S5 would require upgraded onboard storage. Really hoping no new NovaSeq system.— CAT at UCSF (@CAT_UCSF) January 4, 2019
So, before all the beans are spilled, here's some of the speculations and ponderings I've been entertaining about the sequencing technology field for 2019 for Illumina and MGI. I'll cover some of the other players in the next few days, but since Illumina is up on Monday that's the priority!
Thursday, January 03, 2019
2019 Resolutions
2019 is upon us; I'm hoping it will be a bit less eventful than 2018. It wasn't all bad -- I took two trips that delivered scenery I have only right to see once in a lifetime -- but it was essentially bookended by losing my father and a revolution in my workplace. Mixed in there is the bittersweet pride of seeing one's offspring graduate from high school and proceed on to college.
New Year's resolutions are notoriously difficult to keep -- one is fighting entrenched behaviors -- but bringing in some external pressure might help. So I'll make my two resolutions for the year very public: that I post here more regularly and that I read more non-fiction books to the end. And the hope is that you, dear reader, if you meet me, feel free to pointedly inquire about my adherence. Or hit me via Twitter!
Thursday, December 13, 2018
An Unfortunate Master Class in Poor Plotting
I hope my admiration for Pacific Biosciences intellectual acumen was clear in my post on the acquisition by Illumina, because now I'm going to be a rabid crab over a webinar they aired yesterday. I take telling scientific stories seriously and an important part of telling such stories is displaying data well. I'm a perfectionist in this department by intention, but not always by execution -- I'm constantly reanalyzing my plots and diagrams for errors and cringing when I find them. The webinar is trying to extol the value of the latest developments in the SMRT platform, but the data graphs often actively fight against any understanding or excitement.
Wednesday, December 12, 2018
Flappie vs. Albacore via Counterr
I'm going to go through some analysis of Oxford Nanopore basecalling, running some quick comparisons using a freely-available tool called counterr which was announced at the Nanopore Community Meeting two weeks ago. Counterr was developed by Day Zero Diagnostics, a startup I advise -- though in announcing yet again my COI I will stress I don't get paid to help give away software! This is just a small bit of analysis; nothing as comprehensive as Ryan Wick's ongoing analysis with a ready-to-submit preprint masquerading as a README file.
Thursday, November 29, 2018
Nanopore Community Meeting 2018: The Clive Report
Given it's late and I just dashed through a classic San Francisco downpour, I'm going to mostly stick to covering Clive Brown's talk tonight. Within it there were a number of announcements, and for anyone following this space I get to point out things I've proposed in the past that are moving to fruition as well as recent statements I made that were quite erroneous.
Also note that tweets during his talk have been collected by ONT into a Twitter Moment
Also note that tweets during his talk have been collected by ONT into a Twitter Moment
Wednesday, November 28, 2018
A Few Things Before Nanopore Community Meeting Begins
Nanopore Community Meeting begins within the hour. San Francisco is spectacular as ever -- Alcatraz Island disappearing into the fog as I fiddled with camera settings, the spectacular Bay Bridge spans are visible from the the breakfast area and I even got to see some notable locals on my walk over from the hotel
If this crowd doesn’t get a move on, they’re going to miss #nanoporeconf breakfast pic.twitter.com/rFwfGdQTit— Keith Robison (@OmicsOmicsBlog) November 28, 2018
Hans Jansen was kind enough to remind me by tweet of a couple of missed topics in my preview piece. So let's cover them!.
Tuesday, November 27, 2018
Nanopore Community Meeting 2018 Preview
Okay, now that I'm done venting -- for now -- about ONT's customer service experience (well, almost done -- they sent me the same damn letter they sent my colleague -- why were they several hours apart???) -- let's move on to the Nanopore Community Meeting. Technically it started today with the training session, but I'm not heading out until tonight. At the first one of these in NYC Oxford tried to avoid making any announcements, but they seem to now like having two major focus times a year sometimes supplemented with Clive Brown webinars in between. Here are some
How Not Do Think Like A Customer: Examples from ONT and AMZN
I'd planned today to use some downtime to write up a preview of the Nanopore Community Meeting which I am attending tomorrow and Thursday. I might still do that, but the same organization just engaged in the sort of customer engagement that drives me batty (yeah, twisting the lion's tail before entering their den -- smart move or what?) and it reminded me of another lousy experience I had recently with a very prominent company: Amazon.
Thursday, November 15, 2018
Failure: The Real Secret Sauce of Engineering
I took one swing at Vijay Pande's overly rosy piece on applying engineering methods to biology and medicine and similar minded efforts were published by Ash Jogalekar at Curious Wavefunction and Derek Lowe at In The Pipeline. Perhaps I shouldn't make another go, but it is a new excuse to explore an old fascination of mine. Pande's subhead was "Billion-dollar bridges rarely fail -- whereas billion-dollar drug failures are routine". I can't argue that. Actually, it would seem from an informal search that billion dollar bridges are actually much rarer than billion dollar drug development programs. Obviously they exist -- I've traversed the new Tappan Zee Bridge which came in over $3B. On the other hand, a second crossing at perhaps the most notorious spot in bridge engineering history, the Tacoma Narrows, was built earlier in this century for only $0.8B. What I wish to explore are the failures of bridges and other structures of any cost, as it is the analysis of failures that frequently propels engineering forwards. That analysis is enabled by the relative simplicity of human engineering and the artifacts it uses and creates. Conversely, analyzing the failure of new drugs is nothing like that.
Thursday, November 08, 2018
No, the Groves Fallacy Can't be Retired Yet
Vijay Pande has a thought-provoking piece in Scientific American on the Groves Fallacy, though in the end I'm afraid mostly what he provokes in me is the thought that he's in most cases pretty far off base. Titled "How to Engineer Biology", he claims that the Grove Fallacy -- the idea that biology can't be tamed by engineering -- is quickly being put to rest. And Pande isn't some naive Silicon Valley type, but a professor at Stanford whose lab works in experimental biology. So he has some street cred -- but that doesn't mean he isn't mostly wrong.
Monday, November 05, 2018
Illumina Buys PacBio: More Thoughts
Illumina surprised pretty much everyone in the genomics community by announcing the purchase of Pacific Biosciences. I had spent Thursday deep in the weeds of a combined PacBio-ONT-Illumina dataset, so was caught completely by surprise on my commute home by an email asking for my comment. If you do want to hear hot takes on it from myself and AllSeq's Shawn Baker, Theral Timpson over at Mendelspod interviewed us that night. There has of course been much discussion of the deal and tributes. I've had the weekend to ponder things, and here are some somewhat better thought out and detailed comments -- though I don't believe I've retreated from any of the themes in the podcast. I've grouped the thoughts into a few themes.
Tuesday, October 16, 2018
You Can Be Impatient Running MInIONs, But Not Feeding Them
Yes, it's been way too long since I wrote here. Even longer since I did so with any regularity. There was always some list of things draining my time and energy. But I resolved this week to get back on the horse -- and that was even before today's bit of dilithium news. In particular, in one twenty-four hour span three different people remarked on the prolonged hiatus -- a professional contact, a commenter on the blog and finally some very cutting remarks from Draco (aka TNG). And what better way to get going again but to kvetch about Oxford Nanopore's supply chain model?
Tuesday, July 31, 2018
Two Museums Guaranteed to Fluor You
I've been horribly neglecting this space for an extended period. Contributors to that include a TNG eclosing from high school, ferrying grandparents, a milestone (or is it millstone?) birthday and a 10 day vacation with poor Internet service. Oh yeah, another one of those starts Thursday. Then there's keeping the genome factory going -- at times I feel like a worker in Fritz Lang's Metropolis. But someone even noticed and emailed me today whether this hiatus would end, which is beyond reason enough to get going. But tonight's entry has nothing really to do with biology or genomics, but rather hearkens back to the first science I fell for.
Monday, June 18, 2018
LC2018: VolTRAX
In my preview ahead of London Calling, I suggested that VolTRAX is a device that still hasn't found its raison d'etre. With the meeting, the device officially pre-launched and the company is now taking pre-orders for delivery in the Fall. And it still feels like a device which hasn't yet found its purpose, though Clive Brown presented a dazzling (if perhaps distant) vision of where VolTRAX might go.
Wednesday, June 13, 2018
LC2018: Flongle, Ubik-a-something and Metricoin
London Calling has been over for nearly three weeks. I originally wanted to write up at least something after the first night, but fatigue overcame me and I didn't get anything useful put together. And then travel and more fatigue set in. But beyond that and the usual temptation to procrastinate, there is the challenge of forming a coherent narrative from all the different threads at the meeting. There's all the Oxford Nanopore official announcements and then various user presentation tidbits. After several failed mental attempts to compose a big picture take on everything, I've decided to try to write a series (number yet indeterminate) of posts that will focus of various axes of the meeting. Hopefully they won't be to redundant -- or self-contradictory -- and that by following one particular thread I can actually condense some coherent thoughts. This first such thread starts with Flongle.
Wednesday, May 23, 2018
Miscellaneous & Disorderly Thoughts on the Eve of London Calling
It's the night before London Calling. I hope to post Thursday, but an after-meeting report won’t be until nest week - I must dash on Friday fir a slightly insane/exhilarating routing to meet my family in Florida for the holiday weekend. Exhilarating as I will have a layover in one of the ancient capitals of Europe, Lisbon, which I’ve never visited. Insane, because it’s a 12 hour overnight layover. Anyway, between the challenge of covering Oxford Nanopore's expanding reach of products and applications and being sleep-addled from taking the redeye flight I'm going to throw out a bunch of thoughts without really trying to fuse them into a coherent narrative.
Tuesday, May 22, 2018
Should PentaSaturn Buy An iSeq: A Hypothetical Scenario Illustrating Platform Picking
Editorial note: I wrote this in early January, then planned to slot it in after some other items. Then life knocked me upside the head, then AGBT came along and then it was forgotten. Once I remember it, I fretted it had gone stale. But I had put a lot of effort into it and really nothing has changed with regard to iSeq, other than it should be shipping now. Besides, this week is London Calling and so having an Illumina-centric piece could be a bit of useful balance. So, for your consideration:
Some of the online discussion around this January's iSeq announcement, springing from my piece or elsewhere, explores how the iSeq fits into the sequencing landscape. In particular, how does it fit in with Illumina's existing MiniSeq and MiSeq and how does it go against Oxford Nanopore's MinION. For example, in Matthew Herper's Forbes piece, genomics maven Elaine Mardis compares iSeq unfavorably to MiSeq in terms of cost-per-basepair. I'm a huge believer in fitting sequencing to ones scientific and practical realities and not the other way 'round: no one platform quite fits all situations nor do even the same metrics fit all situations. So in this piece, I'm going to illustrate what I believe is a plausible scenario in which iSeq would make sense. Now, I have designed this to play to iSeq's characteristics and very realistically have many dials which I could turn to go in another direction. Which I will try to note as I go along.
Some of the online discussion around this January's iSeq announcement, springing from my piece or elsewhere, explores how the iSeq fits into the sequencing landscape. In particular, how does it fit in with Illumina's existing MiniSeq and MiSeq and how does it go against Oxford Nanopore's MinION. For example, in Matthew Herper's Forbes piece, genomics maven Elaine Mardis compares iSeq unfavorably to MiSeq in terms of cost-per-basepair. I'm a huge believer in fitting sequencing to ones scientific and practical realities and not the other way 'round: no one platform quite fits all situations nor do even the same metrics fit all situations. So in this piece, I'm going to illustrate what I believe is a plausible scenario in which iSeq would make sense. Now, I have designed this to play to iSeq's characteristics and very realistically have many dials which I could turn to go in another direction. Which I will try to note as I go along.
Thursday, May 03, 2018
PromethION Racing: A Call To The Post
I was at a get-together yesterday for bioinformatics folks associated with Third Rock Ventures companies at a local pub. The organizer, who I've known for a number of years, was introducing me with the pleasant "Keith writes a nice blog" -- but then the barb "but he hasn't posted in a while". Ouch! But it hurts because it's true; too many excuses to not write and far too many half-baked ideas and interviews that should be out (or worse, a nearly complete post). Since it is May, which in the U.S. is bookended by iconic racing events, I'd like to trot out an idea that has been idling for a while: PromethION Racing.
Monday, April 16, 2018
Mission Bio Launches Custom Panels
Back in October I covered the launch of Mission Bio's single cell platform, Tapestri. Tapestri is a microfluidic platform which encapsulates cells and sets of barcoded primers into droplets, lyses the cells within the droplets and executes PCR on the released DNA. Mission initially targeted hematologic cells, since they do not require disaggregation, and offered a standard panel of primes. Around the time of AGBT, Mission launched a custom panel option and took the time to sit down with me. Now with AACR, Mission has announced placing Tapestri at multiple major cancer centers: the NCI, Mt. Sinai, MD Anderson, Memorial Sloan Kettering, St. Jude's, UCSF, U Penn and Washington University.
Saturday, April 14, 2018
A Small Rampage Over STAT's Movie Piece
A movie opened this weekend which, by all prior evidence and new reviews, is unbelievably silly but destined to rake in the bucks. Rampage is very loosely - as if it could be another way - based on a video arcade game. The original game’s backstory had a mysterious ray transforming people into monsters, but the movie has changed that to CRISPR. So STAT had a piece which, to my great disappointment, gave the movie’s science a near pass in a piece featuring two writers chatting . . (Note: this post has mild spoilers, though if you've seen the trailers they give almost all of this away).
Wednesday, March 21, 2018
A Most Unfortunate Sequencing Error
If you are in the sequencing business, you'd like to get things right. But sequencing is a form of measurement and measurement has error. No matter how diligent and committed you are, sometimes the data doesn't break your way. Mick Watson has a set of posts and a preprint illustrating quality issues in many deposited bacterial genomes. Some of those are bad luck and some of those are from complacency. Some errors radically affect biological interpretation and some don't. I'm going to detail here one of the worst cases of bad luck I've seen, where relatively small errors sat undetected for over a decade and triggered some published head scratching over their erroneous implications. So let's look at the rap sheet of this error.
Tuesday, March 06, 2018
A Morning Visit to SeqLL
I've written in the past about SeqLL, the company which purchased all of the hard assets from Helicos after the latter's demise. At the end of last year, CEO Elizabeth Reczek invited me to stop by for a visit and so I spent a morning having a frank discussion with Dr. Reczek and Director of Sales Lee Dalton and also was treated to a tour of their facilities.
Sunday, February 25, 2018
PromethION: Straining at the Starting Gate
Due to the usual time conflicts, I've only watched bits-and-pieces of the Winter Olympics from South Korea. Which is unfortunate, as I do enjoy observing many of these events as so many combine grace, power and finesse. In the various timed events, the competitors can be seen tightly wound, ready to spring out at the crack of the start. Increasingly, that is how Oxford Nanopore's PromethION looks: a superb performer ready to bolt away.
Sunday, February 18, 2018
AGBT: It Ain't Over 'til the Tattoo Wears Off
AGBT officially ended on Thursday night with a space-themed party, but I have a bunch of notes from interviews with company representatives and even a few notes from sessions. So be prepared for a string of further AGBT reports. This dispatch will have some overall thoughts as well as some notes on the possible return of AGBT to Marco Island next year. I also want to mention two good AGBT 2018 summaries, one from Dale Yuzuki and another from Decibio's Stephane Budel.
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Wednesday, February 14, 2018
AGBT: BioNano Launches New Labeling Approach
AS AGBT opened, optical mapping company BioNano Genomics announced a new scheme for labeling genomic DNA inputs which substantially improves performance. Sven Bocklandt from the company sat down with me yesterday to walk through the new Direct Labeling
AGBT: Twist Biosciences Launches Sequence Capture Product
Twist Biosciences today launched a new product into the sequence capture space. CEO Emily Leproust was presenting to the Gold Sponsor workshop as I started writing this, but she also sat down with me yesterday to preview the new offering for targeted sequencing.
Tuesday, February 13, 2018
AGBT: 10X Previews Three New Single Cell Applications
I spent breakfast with 10X Genomic's Michael Schnall-Levin and two of his 10X colleagues gave me a sneak peak at three new single cell products they are rolling out at the workshop I'm typing away at now. These enable measuring protein targets of antibodies, mapping out accessible chromatin regions with ATAC-Seq, and mapping copy number variants (CNVs) at single cell resolution. All use the existing Chromium Controller instrument.
Monday, February 12, 2018
AGBT Swag Bag
Today at AGBT is light on the science talks; the afternoon is free for lazing around the resort complex -- or for swimming laps in the lazy river (which makes it a not-so-lazy-river). I can only manage downstream; upstream is an aquatic treadmill. A key task on Day 1 is to pick up one's registration materials. At one conference I failed to do this promptly and discovered to my dismay that the desk wasn't open during the opening reception slash poster session -- so despite being a speaker I had to sneak into the room via a side door! Registering means picking one's meal pass -- I took the temporary tattoo over the wristband option -- and grabbing the vaunted AGBT backpack.

AGBT 2018: It's Great to Be Back
All sorts of scheduling snafus have kept me away the past three years. So this time around, I vowed to go and made sure my calendar stayed clear. So clear, I forgot to put a reminder down to actually register for the event. Luckily, there were slots still available when I put my flier in.
Saturday, February 10, 2018
Brown Webcast Note: Corrections and Expansions
After I post something, there's almost always something I realize I left out. In my piece on Clive Brown's webcast of ONT improvements, not only did I forget a few key details but my wording led to some unfortunate confusion, as judged by a comment. Someone took me up on my idea on how detecting large fragments during a run might work -- and showed it doesn't pan out (which Clive Brown confirmed). And to top things off, a BioRxiv preprint showed up that exactly covered something I alluded to.
Friday, February 09, 2018
February 2018 Clive Brown Webcast Notes
Clive Brown's webcasts are always entertaining, and even the 6am Eastern Time start for Thursday's didn't hinder that aspect -- though I am thankful I'm not on the U.S. West Coast because I really don't function at 4am. Even at 6am, I was frequently shutting off my iPad screen or exiting the presentation, as screenshots on iOS involve simultaneously pressing Power and Home keys. At that hour, my never great fine motor skills just aren't reliable. Hopefully I won't make the dog's breakfast of this, as that's usually all I'm good for processing at that hour!
Still, lots of updates and promises as well as a number of "wait until London Calling" teasers. Just to get this out of the way, I'm going to report the launch dates that Oxford mentioned -- anyone in this space should know that Oxford is very good at delivering what they promise, but not very good at delivering when they promise. You can also find notes by David Eccles to check me against or watch the presentation recording from ONT.
Still, lots of updates and promises as well as a number of "wait until London Calling" teasers. Just to get this out of the way, I'm going to report the launch dates that Oxford mentioned -- anyone in this space should know that Oxford is very good at delivering what they promise, but not very good at delivering when they promise. You can also find notes by David Eccles to check me against or watch the presentation recording from ONT.
Wednesday, February 07, 2018
Oxford Nanopore Outlook 2018
I'm behind on these posts. My usual foibles were largely responsible for a while, but then I had the major (and sad) family issue that has kept me off balance for two weeks. Someday I may write about that, but for now back to the major sequencing vendors. Though with Oxford Nanopore, the problem is where to start? But now is the time to get moving, both since Oxford's Clive Brown will be webcasting an update on Thursday and I'll be at AGBT next week and expect to be busy with news flow from that event. Clive's webcast is titled "sub-$1000 human genomes on Nanopore (and other goodies for H1 2018), so expect quite a casserole of tempting updates. Certainly it is enough to get me to try to be fully mentally awake at 6 am, something that does not come naturally.
Tuesday, January 30, 2018
Fingerprints on Jupiter
I had hoped to mark my father's 93rd birthday today in my usual way, a call home to exchange well wishes and update him on our goings-on. But two weeks ago he entered the hospital for what turned out to be a final visit, so instead I am writing this.
Wednesday, January 17, 2018
PacBio Outlook 2018
Well, I didn't exactly get my Pacific Biosciences preview out before their J.P. Morgan presentation. Luckily, the slides for that primarily projected financials and touted their successes -- and didn't drop any major platform announcements in -- so I didn't miss out. PacBio's position is important and worth reviewing, even if it doesn't change much.
Tuesday, January 09, 2018
iSeq!
Illumina CEO Francis deSouza's J.P. Morgan Presentation did not disappoint. While humdrum financials and touting market dominance and areas of future growth came first, then came the big Firefly announcement (with a name change to iSeq 100) -- and then after another short spell of reviewing the latest Nextera chemistry came a smaller bombshell -- Illumina is partnering with former arch-rival Thermo Fisher (nee Life Technologies nee Applied Biosystems) to move the AmpliSeq multiplex PCR technology over to the Illumina platform.
Sunday, January 07, 2018
Illumina Outlook II: The Fleet
In my prior installment I looked at Firefly, now clearly a working instrument. Now I'll take a peak at the rest of the Illumina fleet.
Tuesday, January 02, 2018
Illumina 2018 Preview I: Firefly
Time to start gazing into my cloudy liquid crystal ball and attempt to see what will happen in the sequencing world in 2018. J.P. Morgan is next week, which puts a time box on getting predictions out. One thing I see on both my personal and blogging horizon are flying creatures bearing light. On the local front, TNG has decided to head this fall to the City of Brotherly Love to learn to fly and breath flame. But in the sequencing world -- well, I'm going to need to pack a huge Ball jar for my trip to AGBT this year, as I plan to hunt out a Firefly.
Monday, January 01, 2018
Remembering 2017's Losses
A new year beckons and with it a burst of enthusiasm for writing. Which also means combing through post ideas from last year that never quite were completed -- some as stubs or at least headlines. But before tackling the new, I feel I need to tackle some personal losses in 2017.
Sunday, December 10, 2017
2017 Nanopore Community Meeting: An Incomplete Summary
The 2017 Nanopore Community Meeting was over a week ago back in New York City, so I'm grossly overdue in cobbling together some observations and opinion based on the tweet stream (I had a critical day job meeting at the same time and wasn't in New York). I did dash off the bit about SmidgION being potentially like the early Macs (though I got wrong the nomenclature, the original was the Mac 128K -- Mac Classic was a later model that resembled it). Oxford also deviated this autumn from the pattern of public information they had seemingly established, with major news at London Calling and smaller updates at the community meeting but also a pair of Clive Brown webcasts each falling roughly halfway between the two meetings. This fall, no webcast.
Nanopore's have their own Day 1 and Day 2 writeups and an independent write-up from Arwyn Edwards.
Nanopore's have their own Day 1 and Day 2 writeups and an independent write-up from Arwyn Edwards.
Platform
Per the usual pattern, Oxford showed off previously announced hardware but made no solid announcements. I've put together a Storify of relevant tweets which may hold further information.
Flongle/SmidgION
SmidgION pumping out data with an attached Android phone calling the bases was a heavily tweeted and retweeted photo. Alas, Oxford apparently put release of the SmidgION/Flongle components into the second half of next year, so no SmidgIONs adorning Christmas trees this year while happy recipients sing Flongle Bells ("Oh what fun, it is to sequence, in a one horse open sleigh, hey!").
Anxiously waiting for these little bad boys to develop! SmidgION for sequencing w cell phone connection & Flongle, reduced version of a flow cell #nanoporeconf pic.twitter.com/2xsQOKPVle— Aaron Pomerantz (@AaronPomerantz) November 30, 2017
Seriously, as suggested by the previous post I think these smaller flowcells are going to be hugely popular and influential. For training and educational purposes, small is better. The targeted application of field operations will be huge.
But I think in the end the biggest use will be for many applications in which there are large numbers of samples from which small amounts of data will answer the scientific question and where multiplexing isn't a good solution.
To give one example, there is one of the burning questions of DNA sample prep: what contaminants damage flow cell performance? Obviously that isn't a question suitable for multiplexing!
But there will be many others, particularly for counting applications. Especially if "no library" approaches are developed along the lines suggested previously by ONT for their Cas9-based schemes. If creating a sequencer-ready sample consists of just pipeting a small amount of inexpensive reagent, then a lot of new applications will open up.
GridION
No real news specifically about GridION X5, other than that many people have tweeted out pictures of their new GridION instruments and there have been very few reports of problems (I know of at least one example of one being dead-on-arrival, but that seems to be rare).
But the big news tied to GridION is the launch of the first two contract research nanopore sequencing services, with the Garvan Institute in Australia and BaseClear / Future Genomics Technologies in the Netherlands. Since Oxford won't license MinION users for service sequencing, only the availability of GridION made this possible. Presumably nailing down a U.S.-based operation is a priority for ONT; I've shipped samples overseas for sequencing but it is never a calm process plus it creates additional scheduling headaches (never, never let your samples sit around at a shipping firm over the weekend!).
PromethION
I wrote a very critical piece on PromethION last year. The instrument isn't out of the woods yet, but
Twitter traffic does suggest that Oxford is sending out small quantities of good flowcells. Clive Brown tweeted that his yield from a PromethION flowcell is pushing what would be needed for 30X coverage of a human genome; of course Clive's yields are historically about 2X the best field yields and 3-4X better than what most users achieve. So perhaps PromethION will be a real star of data production for London Calling 2018 presentations, but I certainly don't see that as a sure thing.
Basecaller Widget
ONT started showing off their prototype of the FPGA-powered stand-alone basecalling widget, also announcing a contest to name the device.
Yet to be named basecaller dongle #fpga magic plug-in hardware. SmidgION for scale #nanoporeconf pic.twitter.com/PZgDpiEqX6— Martin A. Smith (@martinalexsmith) November 30, 2017
VolTRAX
VolTRAX is still in the "VIP" beta test phase, which I am not part of. I believe the only available kit is still the rapid 1D DNA kit, which hasn't attracted a fan base as the conventional protocol is so simple. ONT promised version 2 flowcells which will have capabilities such as thermocycling.
Software
On the software side, Oxford touted their improved Scrappie basecaller and a new Tombo package for modified base analysis. You can find tweets on this and others related to base modification in a Storify.
I really can't do justice to Ryan Wick's talk -- if you want to get the latest on basecalling performance, check out the publication-ready README file from Ryan Wick which compares just about every known basecaller -- including the not-yet-public Guppie GPU caller -- on a variety of metrics. Here's one example, showing raw basecalling accuracy.
With both the RNA and DNA, even this set of highly experienced labs obtained greatly varying yields.
Still, getting hundreds of thousands of RNA reads is nothing to sneeze at (particularly since that would spread RNase around the lab!).
More importantly, a large number of the direct RNA reads -- and far more than the cDNA reads -- appear to represent full length transcripts. Furthermore, the poly-A tail lengths can be accurately estimated with the direct RNA, even when they are hundreds of As long.
Basecalling accuracy is in the same neighborhood as DNA, with RNA performing slightly better.
There's a lot more in that README file -- identifying base modifications in RNA, capturing multiple splice forms, etc. I'll try to dig more into that soon.
A number of users also presented exciting RNA results, particularly for direct sequencing of RNA viral pathogens such as flu and rabies. I've put all the RNA-related tweets into a single Storify.
At least one talk debuted single-cell RNA sequencing on nanopore. Another talk referenced Deb Peattie's pioneering work on chemical sequencing of RNA back in the 1970s.
MinIONs continue to go to previously unimaginable locations -- perhaps the strangest one presented here was deep in a mine. Nick Loman reviewed again his group (particularly featuring Josh Quick) sequencing Ebola and Zika in the field. More tweets and talks in the a Storify focused on field uses.
Rachel Rubinstein of Ginkgo Bioworks described how a fast nanopore run saved hundreds of thousands of dollars by identifying the contaminating organism in a bioreactor.
There were multiple talks on antibiotic resistance and pathogen detection (disclosure: my day job is looking for new antibiotics and I am doing light consulting for a company in the sequencing-by0-diagnostics space). I've collected tweets on those topics in a Storify -- except a few I missed in preparing that from Claire Jenkins on getting pathogen sequence databases filled out.
Other worthy talks I'm going to reduce to tiny summaries: Steven Salzberg on assembling wheat,
Svetlana Madjunkova on pre-implantation genetic screening, Chia-Lin Wei on structural variants. And so many more. Watch my Twitter for announcements of a few more Storify pages from the 600 or so tweets which haven't been incorporated in the ones mentioned above.
I really can't do justice to Ryan Wick's talk -- if you want to get the latest on basecalling performance, check out the publication-ready README file from Ryan Wick which compares just about every known basecaller -- including the not-yet-public Guppie GPU caller -- on a variety of metrics. Here's one example, showing raw basecalling accuracy.
Cold Chain
ONT has been making progress in reducing the cold chain requirements for select kits. Flowcells are now being shipped wrapped in wool and they are beta-testing lyophilized versions of library prep reagents. That would of course be huge for field use, but not inconsequential would be reducing the shipping costs for all users. If you're going to be a low cost platform for hobbyists and educators, those shipping charges add up.NanoBind
Not ONT, but a company called Circulomics announced plans for a sample preparation technology called NanoBind. These are described asa thermoplastic disk that contains a high density of micro- and nanostructured silica. This unique structure enables vast amounts of DNA to bind and release without being damaged. Processing occurs through a rapid bind, wash, and elute process that parallels magnetic beads and is easily automated.Prep time is promised at 45 minutes and claimed to deliver up to milligrams of high quality, high purity HMW DNA from 1.5mL of input material
RNA
Probably the biggest splash of the meeting was the release of a large consortium RNA dataset for human cell line NA12878, with both 13 million direct RNA reads (from 30 flowcells) and 24 million cDNA reads (from 12 flowcells), all released on github.With both the RNA and DNA, even this set of highly experienced labs obtained greatly varying yields.
Still, getting hundreds of thousands of RNA reads is nothing to sneeze at (particularly since that would spread RNase around the lab!).
More importantly, a large number of the direct RNA reads -- and far more than the cDNA reads -- appear to represent full length transcripts. Furthermore, the poly-A tail lengths can be accurately estimated with the direct RNA, even when they are hundreds of As long.
Basecalling accuracy is in the same neighborhood as DNA, with RNA performing slightly better.
There's a lot more in that README file -- identifying base modifications in RNA, capturing multiple splice forms, etc. I'll try to dig more into that soon.
A number of users also presented exciting RNA results, particularly for direct sequencing of RNA viral pathogens such as flu and rabies. I've put all the RNA-related tweets into a single Storify.
At least one talk debuted single-cell RNA sequencing on nanopore. Another talk referenced Deb Peattie's pioneering work on chemical sequencing of RNA back in the 1970s.
Other User News
MinIONs continue to go to previously unimaginable locations -- perhaps the strangest one presented here was deep in a mine. Nick Loman reviewed again his group (particularly featuring Josh Quick) sequencing Ebola and Zika in the field. More tweets and talks in the a Storify focused on field uses.Rachel Rubinstein of Ginkgo Bioworks described how a fast nanopore run saved hundreds of thousands of dollars by identifying the contaminating organism in a bioreactor.
There were multiple talks on antibiotic resistance and pathogen detection (disclosure: my day job is looking for new antibiotics and I am doing light consulting for a company in the sequencing-by0-diagnostics space). I've collected tweets on those topics in a Storify -- except a few I missed in preparing that from Claire Jenkins on getting pathogen sequence databases filled out.
Other worthy talks I'm going to reduce to tiny summaries: Steven Salzberg on assembling wheat,
Svetlana Madjunkova on pre-implantation genetic screening, Chia-Lin Wei on structural variants. And so many more. Watch my Twitter for announcements of a few more Storify pages from the 600 or so tweets which haven't been incorporated in the ones mentioned above.
Thursday, December 07, 2017
On the Problem of Sequence Leakage
I've been spending some time lately in an unfamiliar world: the eukaryotic section of NCBI's NR protein database. I've been almost exclusively a bacterial guy for six years, but the other side of starbase had an interest in find homologs of a particular protein so I went diving for some. That experience has reminded me of two serious issues with public sequence databases. Tonight I'll dash off a bit about one; expect the other complaint to show up in the not-so-distant future. And tonight's lament is the increasing dispersion of sequence respositories.
Sunday, December 03, 2017
SmidgION: Mac Classic for the 21st Century?
Apple launched the Macintosh computer with a famous television ad playing on the launch year, 1984. What emerged was what we now know as the Mac Classic. What may be less known is why the Mac Classic had that distinctive shape: it was intended to be backpack-portable, as Apple had a deal with a consortium of top U.S. universities to sell Macintoshes to their students. Perhaps even more forgotten is that one of those schools, Drexel University in Philadelphia, made owning a Macintosh a requirement for students.
Monday, November 06, 2017
A Nucleotide Mixture-Based Error Correcting Short Read Chemistry
Sometimes polony-style short read sequencing seems like old news. The underlying technology has been commercially available for over a decade. I focus much of my attention to gains in long read technologies, though incremental improvements to read lengths or polony densities still appear. Now in Nature Biotechnology a group from Peking University has published a new twist on sequencing-by-synthesis that is claimed to offer significant improvements on read accuracy.
Wednesday, November 01, 2017
AlphaGo & Biology
A comment was left on an early piece suggesting I comment on the recent AlphaGo paper and the possible applicability of this approach to biomedical sciences. I'm not sure I have anything terribly original to say, but who can refuse a request?
Tuesday, October 17, 2017
Mission Bio Launches Tapestri Single Cell Platform
The fact that tumors and their immediate environment is genetically heterogeneous has long been known, but tools for high-throughput assessment of this heterogeneity have only recently become available. The whole field of single cell RNA-Seq has seen spectacular growth, as new methods enable greater and greater numbers of cells to be profiled from a sample. Profiling the DNA content on an individual cell basis has not been quite as much in the spotlight, but now a start-up called Mission Bio is launching a microfluidic library prep workflow, Tapestri, to enable amplicon panels to be run in single cell mode.
Friday, October 13, 2017
iGenomX Riptide Kits Promise a Sea of Data
A theme for me in my six years on Starbase has been addressing the challenge of cost-effectively sequencing many small genomes. While sequence generation bulk prices have plummeted, all-in library construction cost has tended to stubbornly resist dramatic change. Large genome projects don't face quite such a pinch, but if you want to sequence thousands of bacteria, viruses or molecular biology constructs, paying many-fold more for getting a sequence into the box than you're paying to move it through the box ends up being a roadblock. Illumina's Nextera approach dropped prices a bit, but not really a sea change. Various published protocols drop costs further via reagent dilution, but these can suffer from variable library yield and an increased dependence on precise input DNA quantitation and balancing. Even then, the supplied barcoding reagents for Nextera handle at most 384 samples, and that is only a relatively recent expansion from 96. I previously profiled seqWell's plexWell kits, which like Nextera use a transposase scheme but with modifications to enhance tolerance to input sample concentration variation. plexWell also enables very high numbers of libraries, which better mates projects with large numbers of small genomes to sequencers with enormous data generation capabilities. Now comes another entrant in the mass Illumina library generation space: iGenomX, which has reformatted their chemistry from a microdroplet mode intended for linked read generation to a 96-well plate format requiring no unusual hardware.
Wednesday, October 04, 2017
PacBio's Frankenpatent on Error Correction
Well, here we go again. Pacific Biosciences launched yet another patent lawsuit towards Oxford Nanopore at the end of September, and already the hounds are baying for me to look at the patents -- which I've foolishly established a reputation of doing. I will remind readers that, to use a construction that exasperates my son, I have no memory of these topics being covered during the time I was in law school. (said construction also works for divinity school, seminary, yeshiva, dental school, military academy, etc).
Sunday, October 01, 2017
Dispatches from CDC AMD Day 2017
I had the singular honor and pleasure of speaking this past Monday at the Center for Disease Control and Prevention's Advanced Molecular Detection(AMD) program's annual confab in Atlanta. Just visiting the CDC campus was already a bit magical -- along with the Kennedy Space Center and Cold Spring Harbor it's one of mythical places of human exploration to me. But to actually stand at the podium? Wow!
I've collected below a bunch of separate mental threads, many of which probably should be expanded out to a full post in the future.
I've collected below a bunch of separate mental threads, many of which probably should be expanded out to a full post in the future.
Sunday, September 24, 2017
Why Is LISP So Rare in Bioinformatics?
LISP is one of the oldest computer languages and perhaps one of the most influential of the early ones. Some of the other well-known Eisenhower era languages -- Fortran, COBOL and ALGOL, have certainly left their mark, but LISP and derivatives such as Scheme or Common LISP certainly carries more cachet among "serious" programmers. COBOL has always been a bit of an easy joke and Fortran tends to mark you as old-school; use of APL (once a language of mine) would mark you as dangerously reactionary. ALGOL begat Pascal and Modula II and clearly had impact on the C syntax family of languages (including bioinformatics mainstays Python, Perl and Java) As I'll detail below, learning LISP has embarrassingly ended up stuck seemingly permanently on my future plans queue. But that's also because life never forced the issue: while LISP has certainly been used in bioinformatics (as covered in a review from 2016 ) , its mindshare in the community would seem to be very minimal.
Monday, September 18, 2017
Teaching Biology Evidence: Old or New?
I've been toying over a week with writing something based on an interesting Twitter discussion started by Dr. Laura Williams (@MicroWavesSci) of Providence College pondering the best way to approach teaching molecular genetics (really, science in general) at the undergraduate level. In particular, Professor Williams wondered about the dangers of branding various key experiments with the names of the experimenters, such as Hershey-Chase or Meselson-Stahl. The risk she points out is that this can devolve into an exercise in memorizing names and dates without assimilating concepts, or conversely that some students will find the names more of a hindrance than a help. I'm going to play a bit with this, but I do emphasize that for her this is reality and for me it is a hobby (or perhaps a retirement fantasy, if I should ever actually retire). Or in other words, for the academic this is her industry but for this industrial scientist it is academic.
Tuesday, August 29, 2017
The Curse of Spammotation Lives!
High throughput sequencing of genomes is over twenty years old, which demanded the development of automated pipelines for annotating this data. I've worked on such pipelines since the early 1990s, implementing them as a student and at two different corporate stops. Indeed, we were reviewing results from my pipeline versus some of the other ones out there to see what can be done better. And unfortunately, I've found infuriating problems with RefSeq entries annotated with NCBI's bacterial genome annotation pipeline. Now I'm usually one to sing the praises of NCBI -- they are a key resource for biological research and they make available multiple spectacular public services freely to the entire world. But I'm afraid this time I need to vent.
Tuesday, August 15, 2017
DNA vs. the Machine
Last week's news contained a story sure to raise eyebrows. A group of computer security researchers from the University of Washington claimed to have demonstrated that they could hijack a computer via sequencing a carefully-constructed DNA fragment. Visions of NextSeqs rampaging through the streets immediately sprung to mind. The paper is interesting and has some useful warnings for the bioinformatics community, but certainly the news coverage has been strong on hype and alarmism.
Saturday, August 05, 2017
Computational Biology & Math: Am I Just Faking It?
Over on Quora a common type of question is "Can I be a computational biologist if I am now an X". Personally I take a very broad view and think just about anyone with intellectual curiosity can become any kind of scientist. A related type of question is "how skilled do I need to be in Y to succeed in computational biology", where Y is most often programming, biology or math. I got thinking about this and started wondering whether I am actually at all skilled in math. Here is the results of that analysis.
Friday, July 21, 2017
A Third GridION X5 Pricing Plan
When Oxford Nanopore announced their GridION X5 instrument in March, I and others attempted to parse the difference between the two pricing plans -- and I made a bit of a hash of it. The X5 runs 5 MinION flowcells independently in parallel from a single desktop instrument, which also includes FPGA-based acceleration of basecalling plus a license to perform sequencing-for-hire. Indeed, Matt Loose tweeted out an image of an "X6" and then mention of an "X7"; the X6 had a MinION plugged into the USB port and apparently the FPGA unit can keep up with seven flowcells all running simultaneously. Now Oxford has launched an interesting third "Starter Pack" plan that offers an even lower price point for the system.
Wednesday, June 28, 2017
STAT Proves Not Resistant To Antibiotic Tropes
Tuesday's Boston Globe carried a piece originating from STAT news on an interesting natural product antibiotic, pleuromutilin. A research group recently published a new total synthesis of this fungal terpene, an advance which promises to enable greater medicinal chemistry around the molecule. That part is cool. Unfortunately, when it gets to the biology of pleuromutilin the piece by Eric Boodman completely spits the bit, trotting out some horribly inaccurate tropes.
Wednesday, June 14, 2017
New Life in the Sanger Market
In my bit on "I'm not dead yet" technologies recently, I included large scale Sanger sequencing. That reflects to a large degree my personal experiences and biases. Targeted Sanger is great for spot checking the occasional junction or misbehaving clone or strain, but I forget that many clinicians still see it as a gold standard. Apparently there are others who disagree with me, as Thermo Fisher recently launched a new Sanger instrument targeted at small labs, and according to GenomeWeb Promega plans an instrument offering in the same space as well.
Tuesday, June 06, 2017
Ice Ghosts:A Shortage of Maps
I'm going to step outside the usual topic space here and cover an interesting but frustrating book I read partly on the flight to London Calling (which is about the only connection it has to genomics). Ice Ghosts, by Paul Watson, covers the searches for the lost Franklin Expedition, a mid-1800s British Navy attempt to find the Northwest Passage. It's a pretty good book, after all it did win a Pulitzer Prize, The topic is thrilling: explorers under difficult conditions and a mystery that lasted over a century. There are lessons for science in general, such as the value in carefully evaluating oral histories that some would discard as unreliable. But what is maddening for me is that in a book for which a central theme is poorly understood geographies and their interpretations, the set of supplied maps fail miserably at assisting in the telling of the story.
Monday, May 22, 2017
What Is (and Is Not) Sequence Assembly?
In the closing talk of the pre-London Calling workshop, Hans Jansen had closed his presentation with a question whether at some future date sequence assembly would become obsolete. This was meant to be an aspirational vision for a distance timepoint, but one correspondent on Twitter saw it as hype. I got in a bit of a discussion, constrained by the dreaded 140 character limit, which ended up largely illustrating that I have a somewhat more restricted definition of assembly than some people. I'm going to explore this and you can judge for yourself
Thursday, May 18, 2017
London Calling 2017: Plant & Animal de novo Genomes
Okay, I'm desperately behind on writing up the external science from London Calling. Not helpful that I claimed I would not only do so, but in multiple installments. A number of the plenaries focused on large genome assembly, so that's what I'll tackle now -- plus a few other bits. See also my Storify summaries, which include other reports on the conference. Also check out my storifies on the SMRT Leiden conference, which ran at the beginning of the same week and discusses many similar topics.
Sunday, May 14, 2017
SFAF & I'm Not Dead Yet Technologies
Jonathan Jacobs posted his annual reminder that the Sequencing, Finishing and Analysis in the Future Meeting (SFAF) will be this week. Alas, that meeting hasn't had many more tweeters in the past than Jonathan, but perhaps this year there will be more. There's a glut of genomics conferences to track, compile tweets and opine on -- besides London Calling, there's been SMRT Leiden and Biology of Genomes, all in the span of two weeks! This post is going to be a bit short on actual writing and more to just flag some talks at SFAF that grabbed my attention. What I realized is that the talks at SFAF illustrate that a number of technologies I consider effectively dead retain significant attention.
#ImBiased, but… Best conf. of 2017: #SFAF2017 #infectiousdisease #inherited #disease #agrigenomics #human #genomics https://t.co/yTu2MxKc41 pic.twitter.com/FCoSmTp6an— Jonathan Jacobs (@bioinformer) May 10, 2017
Tuesday, May 09, 2017
London Calling 2017: A Theme of Consolidation
London Calling 2017 came to a close last Friday. Any excuses of jet lag or nights running up ONT's bar tab won't hold up much longer, so time to finish this post (I really did start the night after Clive's talk!) I'm going to largely divide coverage on the dividing line of who presented: today's piece on Oxford Nanopore presentations, particularly Clive Brown's, and in the near future at least one focusing on the science users presented. For other summaries of the action, I've created a storify of just blog posts and similar summaries of the meeting, as there were a great number (and I am on the hunt for additional ones I've missed)
Thursday, May 04, 2017
Nanopore Workshop Notes
I attended on Wednesday the London Calling pre-conference workshop, an add-on for those wishing for help getting started with MinION sequencing. Judging from who I spoke to, many participants were utterly new to nanopore sequencing and more than a few were like me in that they had tried the platform and wanted to do better. My colleague has gotten some very good results recently, which has re-fired my determination to get good at that myself. Below are some limited notes I took that may be of general interest. Large portions of the workshop will go largely uncovered, as I focused on what was surprising or new.
Tuesday, May 02, 2017
London Calling 2017: A Preview
Oxford Nanopore's London Calling confab runs Thursday and Friday, with a training workshop on Wednesday. I'll be there -- who can resist a conference nearly at the Tower of London? -- and will also be testing whether my personal "field of nanopore sequencing suppression" can defeat ONT's best trainers. Here's some preview of what I'll be particularly looking for, though being surprised will be lots of fun too. Much more fun that reading (the wrong) patents!
Monday, May 01, 2017
Oxford Nanopore's Enigmatic Patent Litigation
Oxford Nanopore has launched lawsuits in the UK and Germany against Pacific Biosciences, alleging infringement of a European patent licensed from Daniel Branton's lab at Harvard, EP1192453, which is apparently exclusively licensed to Oxford. When I wrote about Pacific Biosciences first lawsuit against Oxford Nanopore late last year I titled it "PacBio's Quixotic Patent Litigation", as it appeared the Oxford could easily dodge the lawsuit by abandoning the 2D sequencing technology, which Oxford is in the process of doing. I've swapped in "enigmatic" for this title, as I'm not even sure what aspect of PacBio is allegedly infringing the patent.
Wednesday, April 26, 2017
Exercise: A Sequence Signature for Transcription-Translation Coupling in Bacteria?
A pretty common question over on Quora is something along the lines of "how do I learn bioinformatics". Great question! Tonight I'm going to outline a project which I think would make a good first bioinformatics project. It is rich in content and keys off an interesting new non-computational result. And since I've left graffiti on multiple Quora threads that I would write something like this in the immediate future, here it is!
Saturday, April 22, 2017
Pinniped Karyotypes & N50 Statistics
In my recent piece on long read assembly, I laid out part of the case against the N50 statistic. Historically, the issues with the statistic have been around the fact it can be gamed at the expense of assembly correctness or assembly coverage. These are concerns for the typical sort of short read assemblies we've grown used to: lots of contigs and the temptation (perhaps justified) to try to go for higher N50s by more aggressive merging or by filtering out the short contigs. Elin Videvall over at The Molecular Ecologist has a nice ongoing series of posts illustrating the statistic and these commonplace issues:
I'm going to come at the problem from the other end, as a new preprint from 10x Genomics illustrates the problem of using an N50 statistic (or any related Nxx statistic) with good long-read / linked read assemblies -- but doesn't demonstrate this point quite as strongly as I thought when I first started drafting this.
Thursday, April 20, 2017
Time to Retire HeLa?
A TV movie produced by and starring American culture mogul Oprah Winfrey is about to hit screens which dramatizes Rebecca Skloot's The Immortal Life of Henrietta Lacks. If you haven't read this remarkable book, you really should. It should certainly be required reading for anyone entering biomedical fields. That's not to claim it is perfect; one of Lacks' sons has objected to the way his family is portrayed. But it is a searing human story of how the most famous cell line in the world came to be. Even if you excuse some of the injustices done as compatible with then contemporary ethical standards, it is a thought-provoking piece on the topic of what our biomedical ethics should be.
Thursday, April 13, 2017
Alexandria Jumps Into Shuttle Business
A restaurant I frequented during my grad school days had a map on the wall showing Boston area transit routes from roughly the 1940s. Remarkably, most of those streetcar routes are found largely unchanged in the MBTA's current bus routes. Yes, routes have been altered to account for expansion of the Red Line and shifting of the Orange Line, but most of the routes are little changed and very, very few new ones have been added. Some of that reflects the canalization of routes by the street patterns; there are only so many large streets suitable for buses and Somerville's hills and the various rivers impose further constraints. Much of it lies in the always tight purses at the T and the political difficulty of ever closing an old route to enable moving resources to a new one. Unfortunately, the commuting patterns in Boston are not conserved from the 1940s, with far more workers commuting from distant suburbs and dense developments springing up.
Monday, April 10, 2017
10x Launches Mass T-Cell Receptor Decoding
Adaptive immunity is an endlessly fascinating topic which I have not explored very deeply, which is particularly unfortunate given the many parallels to computing. Combinatorial logic is used to construct a vast array of possible antigen readers, expression logic ensures that only one such reader is expressed in a given cell and hypermutation and evolution are used to optimize these readers to match specific antigens. All this not only creates weapons to deploy against foreign invaders, but also a memory which effectively records an individual's history of environmental exposures. Just before I started writing this two tweets highlighted using adaptive immunity profiling to reveal exposure to tuberculosis and cytomegalovirus. Adaptive immunity is responsible for transplant rejection, with new companies looking to more selectively modulate immunity to enable transplants without shutting the immune system down. Adaptive immunity also ties into the white hot field of immunotherapy for oncology, exploring whether differences in antigen response underlay variation in immunotherapy success. To enable profiling adaptive immunity on a mass scale, 10x Genomics has now introduced a single-cell kit for targeted profiling of T-cell receptor variable regions.
Tuesday, April 04, 2017
SageHLS: Automated uHMW DNA Preparation
Advances in optical mapping, linked reads, PacBio and nanopore sequencing are enabling generating highly contiguous large genome sequences routinely and inexpensively. However, this in turn is creating intense demand for efficiently and reliably preparing ultra-high molecular weight (uHMW) DNA. By this term, I mean DNA approaching or exceeding a megabase in size. Methods for preparing HMW and uHMW DNA tend to be very old-school, reaching back at least back to the 1970s, 80s and 90s for approaches used in the early days. Phenol-chloroform preps with the DNA spooled out onto a glass hook or rod are one popular approach; another is to embed cells in agarose blocks, extract the DNA within the block and then degrade the agarose to retrieve the DNA. Nuclei preps are yet another approach. Any liquid handling must be performed gently and with wide bore pipettes. These techniques tend to be tedious and slow affairs, requiring many manual steps. As an alternative, Sage Sciences has launched an instrument which automates a process with no hazardous chemicals, the SageHLS.
Thursday, March 30, 2017
Chromosome-Scale Scaffolds And The State of Genome Assembly
A new paper on using Hi-C sequencing appeared in Science recently, demonstrating the generation of chromosome-length scaffolds for human as well as several insect genomes. The authors even provide a cost model, proposing that by processing multiple genomes in parallel the sequencing reagent cost (but not labor) of this approach should be about $10K per human genome. In the case of the insect genomes, the paper enables a look at chromosome evolution which is simply impossible with lower resolution. These findings resonate with a number of pieces I've written over the years, but particularly with my recent criticism of the proposal Earth BioGenome project and a spirited defense of that concept made in the comments of my piece by a member of the steering committee.
Monday, March 27, 2017
Differential Mammalian Toxicity: Why Do Some Human Foods Kill Dogs?
I've been contemplating this post for a while, but it can be seen as another angle on my recent post on the challenges of drug discovery, so it finally left the mental queue. We often use other mammalian species in drug development to predict human toxicity. We know animals aren't the same as people, but lacking a better alternative that's what we do. Now, as regular readers know I keep company with a dog, and that sometimes has me wondering: how well do we understand the cases of things we can eat but which are dangerous for our canines?
Saturday, March 25, 2017
Targets: Drugability Revisited
My correspondent @datarade shot a tweet my way on his quest to understand drug discovery. He does this despite the fact I've promised posts on previous tweets that are submerged in my mental queue. But the best part of teaching is forcing yourself to rethink what you think you know, so I'm going to actually take this one on in the space of "what is a target, how do we pick them and how do we drug them". Which I've found to be enlightening and frustrating. It's a messy space because so much is empirical, and I keep devising and then discarding taxonomies and explanatory approaches because they all seem unsatisfactory.
Tuesday, March 21, 2017
Obviousness: Rarely Obvious
Pacific Biosciences has made new thrusts in their ongoing intellectual property action against Oxford Nanopore, adding two recently issued patents to the fray. Oxford has publicly brushed these off as "another pore excuse for a lawsuit", but certainly the battle is not over. One of these patents, 9,542,527 "Compositions and methods for nucleic acid sequencing", appears to concern using hairpin linkages to read both strands, much like the 9,404,146 "Compositions and methods for nucleic acid sequencing" patent that PacBio led with. Since Oxford has announced they will abandon their "2D" methods that use such hairpins, this angle would seem to be soon irrelevant (as I predicted back when PacBio originally attacked). But the other, US 9,546,400 "Nanopore sequencing using n-mers" covers basecalling methods, which is a new twist. A route to challenge any patent is to identify "prior art", information which was publicly available at the time of the patent filing which impinges on the claims in the patent application. Not only can exact matches to prior art be an issue, but also anything which would be "obvious" to a skilled practitioner. And that can certainly be a can of worms
Monday, March 20, 2017
plexWell: Illumina Libraries by the Plateload
The advent of so-called next generation sequencers, particularly those from Illumina, have brought the price of sequence data down dramatically. However, there is a catch: the cost of preparing DNA to go into the sequencer, the process known as library preparation, has glided downwards on a much shallower trajectory. This means that for projects wishing to sequence very large numbers of small genomes or large constructs the cost of library preparation can be similar to or even exceed the cost of data generation. A small company north of Boston called seqWell Inc™ has a new approach to Illumina library generation which they are on the cusp of making widely available, and not only does this bring the cost per well down but it is designed to yield normalized libraries from relatively unnormalized samples.
Tuesday, March 14, 2017
ONT Updates: GridION X5, PromethION, 1D^2, Scrappie, FPGAs and More
Clive Brown gave a webcast today with updates on a number of Oxford Nanopore topics, but clearly the flagship announcement was a new instrument, GridION X5. Due to the raging snowstorm in the Boston area I was home with my teammate and we've been doggedly going through the tweets (now storified) and my notes (plus David Eccles' nice set) to retrieve the juiciest bones therein.
Blog team member intently watching @Clive_G_Brown webcast - now must confer & write-up impressions pic.twitter.com/jPGpw1w0lg
— Keith Robison (@OmicsOmicsBlog) March 14, 2017
Wednesday, March 08, 2017
MinION Leviathan Reads: An Update
Last week I posted a piece on some amazing new nanopore data, only to be red-faced to discover the next morning that I had misread the axes. So I re-posted the piece with the offending data and subsequent analysis in strike-thru font. After I did that, I was informed that the same dataset actually did have leviathan reads, bigger than my misinterpretation.
Thursday, March 02, 2017
Catching Up On Oxford Nanopore News: More, Better, Meth & Huge
Oxford Nanopore and its collaborators have shown at least three interesting advances in the last few months which I haven't yet covered; the most astounding of which was announced this week. I'll take these three in an order which works logically for me, though it isn't strictly chronological plus I'll touch on some parts of their platform which have not made advances which were perhaps expected.
(Morning after: Ugh, ugh, ugh -- I misread an axis, inserting an extra 0 -- so major crossouts in one section; why I shouldn't post late at night during pauses in day job stuff)
(Morning after: Ugh, ugh, ugh -- I misread an axis, inserting an extra 0 -- so major crossouts in one section; why I shouldn't post late at night during pauses in day job stuff)
Tuesday, February 28, 2017
Earth BioGenome Project: Ill-Conceived Megaproject Du Jour
There's been a bit of buzz recently about an unfunded proposal to ultimately sequence every living species on Earth, warming up by sequencing every eukaryotic species, with a targeted cost of $4.8B. It pains me a bit to write this, but I'm with those who think this is not a wise way to spend money and certainly not likely to work for anywhere near that budget.
Friday, February 17, 2017
#AGBT17 Tweet Archive is Up!
I've used my scheme for collecting and organizing tweets to capture most of the feed from this week's AGBT17 conference. I still need to pore over these in detail, so I won't try to distill out much thoughts (other than single-cell sequencing is clearly in exponential growth phase!).
Monday, February 13, 2017
Bagging Novel Enzymes Via Mass Spec Metabolomics
Obtaining a complete genome sequence for a bacterium or archean is essentially a solved problem, if you can culture the bug. Grow up biomass, purify the DNA and then use PacBio alone or a combination of long reads (PacBio or Oxford Nanopore) and short reads. These should yield a closed genome with a very low error rate. A few bugs spit at you by repeated failing PacBio sequencing or having some monster prophage or other repeat that is longer than the read lengths, but these are very rare. With advances in metagenomics techniques, the solving of uncultured genomes is becoming increasingly easy and many of these remarks also apply to fungi and other eukaryotic microorganisms. Once you have the sequence, then the lack of introns in bacteria and archea makes gene prediction almost trivial, and you now have a parts list for the organism. But is that a useful parts list? A new paper in Nature Methods makes some progress in improving the utility of those parts lists, though we are still far from actually fully understanding an organism given its genome.
Thursday, February 02, 2017
Could Hermione Tackle MinION Yield Variability?
A bit of a foray into Oxford Nanopore land again. By replacing a bench bumbler with someone competent, we've seen some success with our MinION at Starbase. Highly variable yields though. I've done some looking and discovered this isn't a unique experience. And now Oxford is suggesting that software upgrades alone will give MinION about another 50% boost in yield; it will be interesting to see what this does for variability. Finally, I have a notion of some of the sources of variability and an idea for a troubleshooting tool
Wednesday, February 01, 2017
Illumina Drops NeoPrep
At the 2015 AGBT meeting, Illumina launched the NeoPrep, a ~$40K instrument to automate the preparation of up to 16 sequencing libraries at a time, using a technology called electrowetting microfludics. Now news comes that Illumina is dropping the NeoPrep, halting sales immediately and allowing existing users about a year of reagents. What happened and how does it impact genomics?
Tuesday, January 31, 2017
On The International Nature of American Biotech
I'll spend two hours in project meetings tomorrow. Around the table will be a group of scientists who are all at the top of the game and among the best in the world at what they do. We will be trying to push forward new antibiotics to save lives. Yes, we are also trying to be rewarded monetarily with it, but we all share a mission to improve humanity by finding new drugs for important medical needs.
Friday, January 27, 2017
Perl: The Bad Habit I Can't Quite Kick
TULIP is a new assembler for long, error-rich reads such as from nanopore. I was a bit stunned to see that TULIP is written in Perl; I was starting to wonder how many holdouts like me there were. Which led to this exchange on Twitter
@hans_j_jansen @github as someone who can't quite kick the habit, I both applaud&grimace with your use of Perl for leading edge bfx— Keith Robison (@OmicsOmicsBlog) January 23, 2017
— Roger Pettett (@zerojinx) January 24, 2017
Tuesday, January 24, 2017
Notes on a Conversation with 10X
I've been remiss in writing up a piece on 10X Genomics based on a phone discussion last week with Michael Schnall-Levin (VP Computational Biology and Applications) and Anup Parikh (Director, Product Marketing). I always appreciate companies reaching out to me and spending time to educate me on their products and plans, and this was a very interesting and enjoyable conversation.
Saturday, January 21, 2017
Gen9 Vanishes
Earlier this week one of my colleagues had gotten a somewhat ominous email from the CEO of Gen9 titled "Special Gen9 Announcement", which led off by saying that their holiday shutdown would be followed with a "corporate restructuring period" during which "Gen9 will not be accepting orders". The next day came an article from Scott Kirsner detailing the effective shutdown of Gen9 and sale of its assets to Ginkgo Bioworks for an undisclosed amount of cash and stock. Interestingly, Kirsner reports that only 10 Gen9 employees will make the transition and that most of the Gen9 staff was laid off in mid-December. It is surprising that no gossip of the cutbacks seemed to enter my radar, given a number of personal connections to the company (CEO Kevin Munnelly was a colleague at Millennium; several members of the Gen9 business group were ex-Codon or ex-Infinity and we had done limited business with Gen9)
Tuesday, January 17, 2017
Bio-Rad Sips Up RainDance
Monday evening brought news that Bio-Rad has further consolidated its grip on the droplet microfluidics space by acquiring RainDance Technologies for an undisclosed price. Bio-Rad had previously acquired droplet digital PCR company QuantaLife back in October of 2011 and targeted sequencing company GnuBio in April of 2014. While the droplet digital PCR has been marketed for many years now, the GnuBio effort had gone relatively quiet since the acquisition. However, Bio-Rad announced the JP Morgan conference that this technology will be launched as OncoDrop late this year.
Monday, January 09, 2017
Illumina Unveils HiSeq Successor NovaSeq
At today's J.P. Morgan Healthcare Conference Illumina made a number of small announcements -- some new partnerships, Firefly on track for launch later this year, launch of the single cell workflow partnered with Bio-Rad. Then CEO Francis deSouza dropped the big news: a new high-end sequencer architecture to ultimately replace all of the HiSeq instruments. It sounds like an interesting evolution of the Illumina product line, but unfortunately too many headlines and tweets have focused on a distant goal of $100 human genomes. Worse, not only did some commentators misconstrue the announcement as delivering on $100 genomes, but some also touted a sequencing speed of one hour for a genome which isn't remotely true.
Sunday, January 08, 2017
Pondering What Is Lost In Teaching Translation
I'm good at acquiring distractions, and a relatively new one is Quora. This site allows users to ask questions which are then answered by members of the community. I lurk in a number of fields, but have answered a few questions related to genomics and related fields of biology. Tackling a question last night required re-learning some details I was disappointed I had forgotten. In researching to regain that knowledge, I skimmed a number of study guides online, which leads to this post.
Saturday, January 07, 2017
#JPM17 Genomics and Synthetic Biology Companies
With the 2017 J.P. Morgan Conference in Healthcare (#JPM17) starting Monday, I and others have engaged in early reporting or speculation. I've tried to compile a list of presenting companies in the genomics, informatics and synthetic biology tool spaces, but these were filtered quickly from a long list of presenting companies so I may have missed some -- please leave comments and I can add. Also, some of the big conglomerates could speak on these topics but might ignore them, so no promises. For example, Roche has their pharmaceutical CEO speaking, so we may not hear anything about the PacBio breakup or Genia lawsuit. All times are Pacific Standard Time and are from the J.P. Morgan, though I've converted to 24-hour time (hopefully successfully!). You may need to register with J.P. Morgan to follow the links I've provided and access the webcasts when they are available.
Thursday, January 05, 2017
Two Pore Guys Previews Handheld Nanopore Analyte Sensor Ahead of J.P. Morgan Conference
2017 is certainly shaping up to be a big year for nanopore news. I touched on Oxford Nanopore's very full plate in my speculation about sequencing platforms and we already know of two different legal actions which will be progressing, PacBio vs. Oxford Nanopore and University of California vs. Genia. James Hadfield's take on possible Illumina announcements at the J.P. Morgan Conference includes an Illumina nanopore device. That's speculation; today we had a pair of tweets from Two Pore Guys previewing their sensing device and that they will be talking more at J.P. Morgan (all videos from 2PG).
2PG Demo Video - HIV from Two Pore Guys on Vimeo.
See the first public demo of our #nanopore device doing a sample-to-result HIV test! https://t.co/SQvRK4QFuh— Two Pore Guys (@TwoPoreGuys) January 4, 2017
.@TwoPoreGuys See us a #JPM17— Two Pore Guys (@TwoPoreGuys) January 4, 2017
2PG Demo Video - HIV from Two Pore Guys on Vimeo.
Tuesday, January 03, 2017
University of California Cries "Thief!" on Genia Patents
As I noted in my last post, the University of California has filed suit against Genia claiming that Genia co-founder Roger Chen misappropriated intellectual property from UC Santa Cruz and the laboratory of Mark Akeson (filings include a bunch of other well-known nanopore scientists, including David Deamer and Dan Branton). While the filings are mostly dry, they are enlivened occasionally by such colorful language as "evasive tactics", "aided and abetted" and "stonewalled". Goaded by Mick Watson, I've dug into the court filings and some of the patents (and obtaining those filings apparently cost me some real money, perhaps approaching $1.0e01 dollars).
Monday, January 02, 2017
Sequencing Technology Outlook, January 2017
Another year of blogging is upon us! Since the J.P. Morgan Conference starts a week from today and then before long it's time for AGBT. So if one is going to prognosticate, then there's no time to lose, as announcements could start flying at any time.
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